Last updated: 2020-12-21

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1 Required data

Required are:

  • cleaned and prepared GLODAPv2_2020 file
GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

  • sal, temp, aou, oxygen, silicate, phosphate, phosphate_star
# the following code is a workaround to find all predictor combinations
# using the olsrr package and fit all models for one era, slab, and basin

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

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

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

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

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

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

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

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

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

3 Apply predictor threshold

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

  • Minimum: 2
  • Maximum: 5
lm_all <- lm_all %>% 
  filter(n >= params_local$MLR_predictors_min,
         n <= params_local$MLR_predictors_max)

This results in a total number of MLR models of:

  • 112

4 Fit all models

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

  • cstar_tref

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

# loop across all basins, era, gamma slabs, and MLRs
# fit all MLR models
for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    # i_basin <- unique(GLODAP$basin)[1]
    # i_era   <- unique(GLODAP$era)[1]
    print(i_basin)
    print(i_era)
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin, era == i_era)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      for (i_predictors in unique(lm_all$predictors)) {
        # i_predictors <- unique(lm_all$predictors)[110]

        # extract one model definition
        i_lm <- lm_all %>%
          filter(predictors == i_predictors) %>%
          select(lm_coeff) %>%
          pull()
        
        # extract number of predictors
        i_n_predictors <- lm_all %>%
          filter(predictors == i_predictors) %>%
          select(n) %>%
          pull()
        
        # fit model
        i_lm_fit <- lm(as.formula(i_lm),
                       data = GLODAP_basin_era_slab)
        
        # find max predictor correlation
        i_cor_max <- GLODAP_basin_era_slab %>%
          select(!!!syms(str_split(i_predictors, " ",
                                         simplify = TRUE))) %>%
          correlate(quiet = TRUE) %>% 
          select(-term) %>% 
          abs() %>% 
          max(na.rm = TRUE)
        
        # calculate root mean squared error
        i_rmse <- sqrt(
          c(crossprod(i_lm_fit$residuals)) / 
            length(i_lm_fit$residuals)
        )

        # calculate maximum residual
        i_resid_max <- max(abs(i_lm_fit$residuals))
        
        # calculate Akaike information criterion aic
        i_aic <- AIC(i_lm_fit)
        
        # collect model coefficients and diagnostics
        coefficients <- tidy(i_lm_fit)
        
        coefficients <- coefficients %>%
          mutate(
            basin = i_basin,
            era = i_era,
            gamma_slab = i_gamma_slab,
            model = i_lm,
            rmse = i_rmse,
            aic = i_aic,
            resid_max = i_resid_max,
            n_predictors = i_n_predictors,
            na_predictor = anyNA(coefficients$estimate),
            cor_max = i_cor_max
          )
        
        if (exists("lm_all_fitted")) {
          lm_all_fitted <- bind_rows(lm_all_fitted, coefficients)
        }
        
        if (!exists("lm_all_fitted")) {
          lm_all_fitted <- coefficients
        }
        
        # plot model diagnostics, if activated
        if (params_local$plot_all_figures == "y") {
          p_model <- ggnostic(
            i_lm_fit,
            columnsY = c(params_local$MLR_target, ".fitted", ".resid"),
            title = paste(
              "| era:",
              i_era,
              "| basin:",
              i_basin,
              "| gamma slab:",
              i_gamma_slab,
              "| predictors:",
              i_predictors
            )
          )
          
          ggsave(
            plot = p_model,
            path = paste(path_version_figures, "eMLR_diagnostics/", sep = ""),
            filename = paste(
              "MLR_residuals",
              i_era,
              i_basin,
              i_gamma_slab,
              i_predictors,
              "predictors.png",
              sep = "_"
            ),
            width = 14,
            height = 8
          )
          
          rm(p_model)
          
        }
        
      }
      
      
    }
  }
  
}


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

5 Prepare coeffcients

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

5.1 Formatting

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

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

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

5.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

# remove models with predictors fitted as NA

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

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

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


# print table
lm_best %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab model rmse aic resid_max eras rmse_sum aic_sum
Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.0297519 327.4000 7.854135 1982-1999 –> 2000-2012 5.936288 778.9185
Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.0297519 327.4000 7.854135 1982-1999 –> 2000-2012 5.936288 778.9185
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.0297519 327.4000 7.854135 1982-1999 –> 2000-2012 5.936288 778.9185
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + silicate 3.0589416 328.5889 8.573209 1982-1999 –> 2000-2012 6.466926 808.1194
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.0613179 328.6852 7.925273 1982-1999 –> 2000-2012 6.102580 788.1784
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.0648901 328.8298 7.948313 1982-1999 –> 2000-2012 6.130326 789.7164
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate 3.0918477 327.9157 8.246897 1982-1999 –> 2000-2012 6.538396 807.4266
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.0717283 329.1062 7.937050 1982-1999 –> 2000-2012 6.151623 790.8209
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.0717283 329.1062 7.937050 1982-1999 –> 2000-2012 6.151623 790.8209
Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.0717283 329.1062 7.937050 1982-1999 –> 2000-2012 6.151623 790.8209
Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.7249145 391.1103 5.918230 2000-2012 –> 2013-2019 4.754666 718.5103
Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.7249145 391.1103 5.918230 2000-2012 –> 2013-2019 4.754666 718.5103
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.7249145 391.1103 5.918230 2000-2012 –> 2013-2019 4.754666 718.5103
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + silicate 1.1607829 315.0624 3.916979 2000-2012 –> 2013-2019 4.219724 643.6513
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.6834698 386.4407 5.705895 2000-2012 –> 2013-2019 4.744788 715.1260
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.6559483 383.2760 5.700427 2000-2012 –> 2013-2019 4.720838 712.1058
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.6368792 381.0522 5.696309 2000-2012 –> 2013-2019 4.708608 710.1583
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.6368792 381.0522 5.696309 2000-2012 –> 2013-2019 4.708608 710.1583
Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.6368792 381.0522 5.696309 2000-2012 –> 2013-2019 4.708608 710.1583
Atlantic (-Inf,26] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.7601155 394.9890 3.725571 2000-2012 –> 2013-2019 5.108511 734.7891
Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.4466159 3562.8587 13.241122 1982-1999 –> 2000-2012 6.657603 6317.5065
Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.4466159 3562.8587 13.241122 1982-1999 –> 2000-2012 6.657603 6317.5065
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.4466159 3562.8587 13.241122 1982-1999 –> 2000-2012 6.657603 6317.5065
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.5404822 3598.7571 14.221979 1982-1999 –> 2000-2012 6.865926 6390.5312
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.5597325 3606.0016 14.297258 1982-1999 –> 2000-2012 6.912513 6406.4538
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.5794102 3613.3664 14.469934 1982-1999 –> 2000-2012 6.949452 6419.2621
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.5794102 3613.3664 14.469934 1982-1999 –> 2000-2012 6.949452 6419.2621
Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.5794102 3613.3664 14.469934 1982-1999 –> 2000-2012 6.949452 6419.2621
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.4878955 3578.7647 14.988319 1982-1999 –> 2000-2012 7.145730 6471.5232
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.4878955 3578.7647 14.988319 1982-1999 –> 2000-2012 7.145730 6471.5232
Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.7687605 1374.0348 12.912519 2000-2012 –> 2013-2019 6.215376 4936.8935
Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.7687605 1374.0348 12.912519 2000-2012 –> 2013-2019 6.215376 4936.8935
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.7687605 1374.0348 12.912519 2000-2012 –> 2013-2019 6.215376 4936.8935
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + oxygen + silicate 2.8176731 1383.8063 10.490701 2000-2012 –> 2013-2019 6.455868 5018.9357
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate 2.9445808 1406.3890 12.017206 2000-2012 –> 2013-2019 6.660943 5067.9185
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.6917113 1358.2866 11.722613 2000-2012 –> 2013-2019 6.232194 4957.0437
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.6886689 1357.6555 11.604215 2000-2012 –> 2013-2019 6.248401 4963.6571
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.6877619 1357.4672 11.559765 2000-2012 –> 2013-2019 6.267172 4970.8337
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.6877619 1357.4672 11.559765 2000-2012 –> 2013-2019 6.267172 4970.8337
Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.6877619 1357.4672 11.559765 2000-2012 –> 2013-2019 6.267172 4970.8337
Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + silicate + phosphate 3.5352350 4694.2802 18.033100 1982-1999 –> 2000-2012 6.283472 8428.8840
Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + silicate + phosphate_star 3.5352350 4694.2802 18.033100 1982-1999 –> 2000-2012 6.283472 8428.8840
Atlantic (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3.5352350 4694.2802 18.033100 1982-1999 –> 2000-2012 6.283472 8428.8840
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.4012218 4628.8059 16.538028 1982-1999 –> 2000-2012 6.141517 8360.9761
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.4012218 4628.8059 16.538028 1982-1999 –> 2000-2012 6.141517 8360.9761
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.4012218 4628.8059 16.538028 1982-1999 –> 2000-2012 6.141517 8360.9761
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.4058058 4631.1575 16.943712 1982-1999 –> 2000-2012 6.252723 8421.8058
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.4055116 4631.0066 20.929250 1982-1999 –> 2000-2012 6.087210 8330.0626
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.4055116 4631.0066 20.929250 1982-1999 –> 2000-2012 6.087210 8330.0626
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.4055116 4631.0066 20.929250 1982-1999 –> 2000-2012 6.087210 8330.0626
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.5765596 2301.2314 11.545934 2000-2012 –> 2013-2019 7.977781 6930.0372
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.5765596 2301.2314 11.545934 2000-2012 –> 2013-2019 7.977781 6930.0372
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate 4.5768205 2299.2757 11.548651 2000-2012 –> 2013-2019 7.983344 6928.8011
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.5765596 2301.2314 11.545934 2000-2012 –> 2013-2019 7.977781 6930.0372
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.5355735 2294.2325 11.248550 2000-2012 –> 2013-2019 7.941379 6925.3900
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.5859995 2302.8345 11.828279 2000-2012 –> 2013-2019 8.015175 6945.9313
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.5890720 2303.3555 11.806894 2000-2012 –> 2013-2019 8.031333 6953.1027
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 4.3253708 2257.3135 11.562950 2000-2012 –> 2013-2019 7.730882 6888.3202
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 4.3253708 2257.3135 11.562950 2000-2012 –> 2013-2019 7.730882 6888.3202
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.3253708 2257.3135 11.562950 2000-2012 –> 2013-2019 7.730882 6888.3202
Atlantic (26.75,27] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.8859799 4773.3018 13.289840 1982-1999 –> 2000-2012 4.941099 8612.3205
Atlantic (26.75,27] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.8859799 4773.3018 13.289840 1982-1999 –> 2000-2012 4.941099 8612.3205
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 2.9006329 4781.0256 12.379855 1982-1999 –> 2000-2012 5.676955 9155.8626
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.8859799 4773.3018 13.289840 1982-1999 –> 2000-2012 4.941099 8612.3205
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.8521271 4750.6469 13.258743 1982-1999 –> 2000-2012 5.154845 8793.0624
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.9711994 4829.1761 15.748725 1982-1999 –> 2000-2012 5.493530 9034.4661
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.9986436 4846.8293 16.308004 1982-1999 –> 2000-2012 5.582928 9095.5057
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.9986436 4846.8293 16.308004 1982-1999 –> 2000-2012 5.582928 9095.5057
Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.9986436 4846.8293 16.308004 1982-1999 –> 2000-2012 5.582928 9095.5057
Atlantic (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.6230925 5210.0316 25.716269 1982-1999 –> 2000-2012 5.728785 9092.5178
Atlantic (26.75,27] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.9646484 2860.4718 10.766668 2000-2012 –> 2013-2019 5.850628 7633.7736
Atlantic (26.75,27] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.9646484 2860.4718 10.766668 2000-2012 –> 2013-2019 5.850628 7633.7736
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 2.9832832 2865.5899 12.275643 2000-2012 –> 2013-2019 5.883916 7646.6155
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.9646484 2860.4718 10.766668 2000-2012 –> 2013-2019 5.850628 7633.7736
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate_star 3.2825322 2974.1810 16.685401 2000-2012 –> 2013-2019 6.355320 7865.9067
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.9784296 2865.7402 12.775404 2000-2012 –> 2013-2019 5.830557 7616.3871
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.1713231 2937.0273 14.543241 2000-2012 –> 2013-2019 6.142523 7766.2034
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.1877603 2942.9001 14.484352 2000-2012 –> 2013-2019 6.186404 7789.7294
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.1877603 2942.9001 14.484352 2000-2012 –> 2013-2019 6.186404 7789.7294
Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.1877603 2942.9001 14.484352 2000-2012 –> 2013-2019 6.186404 7789.7294
Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate 3.3655720 8878.3829 15.564344 1982-1999 –> 2000-2012 5.718430 16605.7211
Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate_star 3.3655720 8878.3829 15.564344 1982-1999 –> 2000-2012 5.718430 16605.7211
Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.1570400 8664.9552 15.683293 1982-1999 –> 2000-2012 5.253905 16003.5780
Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.1570400 8664.9552 15.683293 1982-1999 –> 2000-2012 5.253905 16003.5780
Atlantic (27,27.25] cstar_tref ~ sal + aou + phosphate + phosphate_star 3.3655720 8878.3829 15.564344 1982-1999 –> 2000-2012 5.718430 16605.7211
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.1570400 8664.9552 15.683293 1982-1999 –> 2000-2012 5.253905 16003.5780
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.1190904 8624.2245 14.612477 1982-1999 –> 2000-2012 5.337749 16154.3575
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.1190904 8624.2245 14.612477 1982-1999 –> 2000-2012 5.337749 16154.3575
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.1190904 8624.2245 14.612477 1982-1999 –> 2000-2012 5.337749 16154.3575
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.2656229 8778.8463 16.327247 1982-1999 –> 2000-2012 5.595137 16474.3637
Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.6381561 4648.6964 11.940352 2000-2012 –> 2013-2019 5.795196 13313.6516
Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.6381561 4648.6964 11.940352 2000-2012 –> 2013-2019 5.795196 13313.6516
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.6381561 4648.6964 11.940352 2000-2012 –> 2013-2019 5.795196 13313.6516
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.4130893 4475.7019 14.224268 2000-2012 –> 2013-2019 5.532180 13099.9263
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.4130893 4475.7019 14.224268 2000-2012 –> 2013-2019 5.532180 13099.9263
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.4130893 4475.7019 14.224268 2000-2012 –> 2013-2019 5.532180 13099.9263
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.7409479 4722.8502 12.793748 2000-2012 –> 2013-2019 6.006571 13501.6965
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.9333425 4854.4573 15.519236 2000-2012 –> 2013-2019 6.391859 13826.5906
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.9388197 4858.0763 15.400539 2000-2012 –> 2013-2019 6.400927 13833.7044
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.9388197 4858.0763 15.400539 2000-2012 –> 2013-2019 6.400927 13833.7044
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate 3.4958798 11639.4597 15.782601 1982-1999 –> 2000-2012 5.507298 20990.8632
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate_star 3.4958798 11639.4597 15.782601 1982-1999 –> 2000-2012 5.507298 20990.8632
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.4003897 11520.8757 15.417493 1982-1999 –> 2000-2012 5.247213 20497.7840
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.4003897 11520.8757 15.417493 1982-1999 –> 2000-2012 5.247213 20497.7840
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + phosphate + phosphate_star 3.4958798 11639.4597 15.782601 1982-1999 –> 2000-2012 5.507298 20990.8632
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.4003897 11520.8757 15.417493 1982-1999 –> 2000-2012 5.247213 20497.7840
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.9009328 10829.2091 27.717523 1982-1999 –> 2000-2012 4.722209 19744.6882
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.9009328 10829.2091 27.717523 1982-1999 –> 2000-2012 4.722209 19744.6882
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.9009328 10829.2091 27.717523 1982-1999 –> 2000-2012 4.722209 19744.6882
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.7050213 11894.4443 16.186640 1982-1999 –> 2000-2012 5.863066 21558.1472
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate 3.1479285 5589.7952 13.010299 2000-2012 –> 2013-2019 6.643808 17229.2549
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate_star 3.1479285 5589.7952 13.010299 2000-2012 –> 2013-2019 6.643808 17229.2549
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.0337909 5511.5057 14.343336 2000-2012 –> 2013-2019 6.434181 17032.3814
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.0337909 5511.5057 14.343336 2000-2012 –> 2013-2019 6.434181 17032.3814
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + phosphate + phosphate_star 3.1479285 5589.7952 13.010299 2000-2012 –> 2013-2019 6.643808 17229.2549
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.0337909 5511.5057 14.343336 2000-2012 –> 2013-2019 6.434181 17032.3814
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.2945174 4904.3283 13.161221 2000-2012 –> 2013-2019 5.195450 15733.5375
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.2945174 4904.3283 13.161221 2000-2012 –> 2013-2019 5.195450 15733.5375
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.2945174 4904.3283 13.161221 2000-2012 –> 2013-2019 5.195450 15733.5375
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.2079710 5632.8708 14.947623 2000-2012 –> 2013-2019 6.912992 17527.3151
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 2.9805309 13541.4833 15.625944 1982-1999 –> 2000-2012 4.661410 21356.8993
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate_star 2.9805309 13541.4833 15.625944 1982-1999 –> 2000-2012 4.661410 21356.8993
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.9732764 13530.3532 16.176202 1982-1999 –> 2000-2012 4.649790 21337.3010
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.9732764 13530.3532 16.176202 1982-1999 –> 2000-2012 4.649790 21337.3010
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + phosphate_star 2.9805309 13541.4833 15.625944 1982-1999 –> 2000-2012 4.661410 21356.8993
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.9732764 13530.3532 16.176202 1982-1999 –> 2000-2012 4.649790 21337.3010
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.9026895 13400.8968 12.991233 1982-1999 –> 2000-2012 4.583480 21218.1017
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.9026895 13400.8968 12.991233 1982-1999 –> 2000-2012 4.583480 21218.1017
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.9026895 13400.8968 12.991233 1982-1999 –> 2000-2012 4.583480 21218.1017
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.1226723 13794.4980 18.146432 1982-1999 –> 2000-2012 4.934447 21913.8246
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 3.2035631 6614.6648 16.024262 2000-2012 –> 2013-2019 6.184094 20156.1481
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate_star 3.2035631 6614.6648 16.024262 2000-2012 –> 2013-2019 6.184094 20156.1481
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.1821664 6599.5359 15.112207 2000-2012 –> 2013-2019 6.155443 20129.8891
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.1821664 6599.5359 15.112207 2000-2012 –> 2013-2019 6.155443 20129.8891
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + phosphate_star 3.2035631 6614.6648 16.024262 2000-2012 –> 2013-2019 6.184094 20156.1481
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.1821664 6599.5359 15.112207 2000-2012 –> 2013-2019 6.155443 20129.8891
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.9574771 6412.3712 17.217549 2000-2012 –> 2013-2019 5.860167 19813.2680
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.9574771 6412.3712 17.217549 2000-2012 –> 2013-2019 5.860167 19813.2680
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.9574771 6412.3712 17.217549 2000-2012 –> 2013-2019 5.860167 19813.2680
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.2885632 6683.5990 16.897137 2000-2012 –> 2013-2019 6.411236 20478.0970
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate 2.7682862 9609.5635 14.197418 1982-1999 –> 2000-2012 4.482149 13533.0245
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate_star 2.7682862 9609.5635 14.197418 1982-1999 –> 2000-2012 4.482149 13533.0245
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.6189852 9393.2349 14.336327 1982-1999 –> 2000-2012 4.115748 13048.0760
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.6189852 9393.2349 14.336327 1982-1999 –> 2000-2012 4.115748 13048.0760
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + phosphate_star 2.7682862 9609.5635 14.197418 1982-1999 –> 2000-2012 4.482149 13533.0245
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.6189852 9393.2349 14.336327 1982-1999 –> 2000-2012 4.115748 13048.0760
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.7450376 9578.3517 14.994564 1982-1999 –> 2000-2012 4.445598 13488.2452
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.7450376 9578.3517 14.994564 1982-1999 –> 2000-2012 4.445598 13488.2452
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.7450376 9578.3517 14.994564 1982-1999 –> 2000-2012 4.445598 13488.2452
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.6271407 9405.4786 13.723657 1982-1999 –> 2000-2012 4.212447 13175.1513
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.6572877 3220.1751 13.116760 2000-2012 –> 2013-2019 5.276273 12613.4100
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.6572877 3220.1751 13.116760 2000-2012 –> 2013-2019 5.276273 12613.4100
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.6572877 3220.1751 13.116760 2000-2012 –> 2013-2019 5.276273 12613.4100
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.6611481 3222.1175 15.600811 2000-2012 –> 2013-2019 5.406186 12800.4692
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.6611481 3222.1175 15.600811 2000-2012 –> 2013-2019 5.406186 12800.4692
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.6611481 3222.1175 15.600811 2000-2012 –> 2013-2019 5.406186 12800.4692
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.6862017 3234.6553 12.288354 2000-2012 –> 2013-2019 5.313342 12640.1339
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.8157778 3297.6889 12.379564 2000-2012 –> 2013-2019 5.531047 12833.1014
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.8157778 3297.6889 12.379564 2000-2012 –> 2013-2019 5.531047 12833.1014
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.8157778 3297.6889 12.379564 2000-2012 –> 2013-2019 5.531047 12833.1014
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate 3.7529957 23594.3219 34.381322 1982-1999 –> 2000-2012 7.246989 35172.6915
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate_star 3.7529957 23594.3219 34.381322 1982-1999 –> 2000-2012 7.246989 35172.6915
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.6342424 23319.7359 37.866507 1982-1999 –> 2000-2012 6.890283 34594.5548
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.6342424 23319.7359 37.866507 1982-1999 –> 2000-2012 6.890283 34594.5548
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + phosphate_star 3.7529957 23594.3219 34.381322 1982-1999 –> 2000-2012 7.246989 35172.6915
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.6342424 23319.7359 37.866507 1982-1999 –> 2000-2012 6.890283 34594.5548
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.5621786 23147.4520 34.460890 1982-1999 –> 2000-2012 6.942503 34584.5471
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.5621786 23147.4520 34.460890 1982-1999 –> 2000-2012 6.942503 34584.5471
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.5621786 23147.4520 34.460890 1982-1999 –> 2000-2012 6.942503 34584.5471
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.6638441 23389.5171 37.704707 1982-1999 –> 2000-2012 6.996565 34765.1735
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.8893090 6060.2504 17.215875 2000-2012 –> 2013-2019 5.523551 29379.9862
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.8893090 6060.2504 17.215875 2000-2012 –> 2013-2019 5.523551 29379.9862
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 1.9182972 6103.0475 16.293233 2000-2012 –> 2013-2019 5.703079 29769.9185
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.8893090 6060.2504 17.215875 2000-2012 –> 2013-2019 5.523551 29379.9862
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.8751240 6038.0783 26.927935 2000-2012 –> 2013-2019 5.437303 29185.5304
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.8751240 6038.0783 26.927935 2000-2012 –> 2013-2019 5.437303 29185.5304
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.8751240 6038.0783 26.927935 2000-2012 –> 2013-2019 5.437303 29185.5304
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.9050923 6084.7258 16.875778 2000-2012 –> 2013-2019 5.568936 29474.2429
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.0116794 6244.8865 17.192572 2000-2012 –> 2013-2019 5.763656 29838.8720
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.0116794 6244.8865 17.192572 2000-2012 –> 2013-2019 5.763656 29838.8720
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 1.9206058 18801.2233 14.675230 1982-1999 –> 2000-2012 3.315956 29245.1318
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate_star 1.9206058 18801.2233 14.675230 1982-1999 –> 2000-2012 3.315956 29245.1318
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.8772862 18596.3054 15.833476 1982-1999 –> 2000-2012 3.133145 28415.1044
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.8772862 18596.3054 15.833476 1982-1999 –> 2000-2012 3.133145 28415.1044
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.9206058 18801.2233 14.675230 1982-1999 –> 2000-2012 3.315956 29245.1318
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.8772862 18596.3054 15.833476 1982-1999 –> 2000-2012 3.133145 28415.1044
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.6446529 17396.3639 15.685451 1982-1999 –> 2000-2012 2.926667 27337.8904
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.6446529 17396.3639 15.685451 1982-1999 –> 2000-2012 2.926667 27337.8904
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.6446529 17396.3639 15.685451 1982-1999 –> 2000-2012 2.926667 27337.8904
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.8974191 18693.0587 15.656586 1982-1999 –> 2000-2012 3.224501 28840.2963
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.3604291 5732.9585 16.038129 2000-2012 –> 2013-2019 3.237715 24329.2640
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.3604291 5732.9585 16.038129 2000-2012 –> 2013-2019 3.237715 24329.2640
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 1.3604297 5730.9600 16.033857 2000-2012 –> 2013-2019 3.270033 24480.0744
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.3604291 5732.9585 16.038129 2000-2012 –> 2013-2019 3.237715 24329.2640
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.2940677 5567.3267 18.209849 2000-2012 –> 2013-2019 2.938721 22963.6906
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.2940677 5567.3267 18.209849 2000-2012 –> 2013-2019 2.938721 22963.6906
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.2940677 5567.3267 18.209849 2000-2012 –> 2013-2019 2.938721 22963.6906
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.3561585 5722.5452 15.571172 2000-2012 –> 2013-2019 3.253578 24415.6039
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.4330438 5905.1845 15.939812 2000-2012 –> 2013-2019 3.413535 24986.8949
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.4330438 5905.1845 15.939812 2000-2012 –> 2013-2019 3.413535 24986.8949
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate 1.5906367 12572.0964 16.330837 1982-1999 –> 2000-2012 2.994038 20037.3276
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate_star 1.5906367 12572.0964 16.330837 1982-1999 –> 2000-2012 2.994038 20037.3276
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.5802327 12530.3262 17.176070 1982-1999 –> 2000-2012 2.974294 19969.2449
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.5802327 12530.3262 17.176070 1982-1999 –> 2000-2012 2.974294 19969.2449
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.5906367 12572.0964 16.330837 1982-1999 –> 2000-2012 2.994038 20037.3276
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5802327 12530.3262 17.176070 1982-1999 –> 2000-2012 2.974294 19969.2449
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.5739341 12503.6869 14.434680 1982-1999 –> 2000-2012 2.875363 19651.0695
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.5739341 12503.6869 14.434680 1982-1999 –> 2000-2012 2.875363 19651.0695
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.5739341 12503.6869 14.434680 1982-1999 –> 2000-2012 2.875363 19651.0695
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.5756301 12510.8705 17.528183 1982-1999 –> 2000-2012 3.017486 20092.7171
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.4745915 5370.8951 7.198060 2000-2012 –> 2013-2019 3.054824 17901.2213
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.4745915 5370.8951 7.198060 2000-2012 –> 2013-2019 3.054824 17901.2213
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 1.4955709 5410.7675 9.191713 2000-2012 –> 2013-2019 3.083506 17971.5250
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.4745915 5370.8951 7.198060 2000-2012 –> 2013-2019 3.054824 17901.2213
Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + silicate + phosphate_star 1.4861033 5391.9445 7.191975 2000-2012 –> 2013-2019 3.102208 18069.9907
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.4675363 5356.6797 7.031554 2000-2012 –> 2013-2019 3.043166 17867.5502
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.4919491 5405.5810 7.124996 2000-2012 –> 2013-2019 3.097787 18043.1160
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.4815144 5384.7778 7.042967 2000-2012 –> 2013-2019 3.074060 17966.8719
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.4815144 5384.7778 7.042967 2000-2012 –> 2013-2019 3.074060 17966.8719
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.4815144 5384.7778 7.042967 2000-2012 –> 2013-2019 3.074060 17966.8719
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.1017024 7890.0714 12.944872 1982-1999 –> 2000-2012 2.042540 11986.0794
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.1017024 7890.0714 12.944872 1982-1999 –> 2000-2012 2.042540 11986.0794
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.1017024 7890.0714 12.944872 1982-1999 –> 2000-2012 2.042540 11986.0794
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.1515875 8120.1753 12.941915 1982-1999 –> 2000-2012 2.102188 12247.2158
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.1515875 8120.1753 12.941915 1982-1999 –> 2000-2012 2.102188 12247.2158
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.0965324 7865.6306 13.101018 1982-1999 –> 2000-2012 2.038514 11965.2936
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.1072990 7916.4002 12.827105 1982-1999 –> 2000-2012 2.062344 12057.4621
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.1000678 7882.3565 12.976549 1982-1999 –> 2000-2012 2.050351 12008.3932
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.1000678 7882.3565 12.976549 1982-1999 –> 2000-2012 2.050351 12008.3932
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.1000678 7882.3565 12.976549 1982-1999 –> 2000-2012 2.050351 12008.3932
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.0007408 2384.8640 5.009583 2000-2012 –> 2013-2019 2.102443 10274.9354
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.0007408 2384.8640 5.009583 2000-2012 –> 2013-2019 2.102443 10274.9354
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.0007408 2384.8640 5.009583 2000-2012 –> 2013-2019 2.102443 10274.9354
Atlantic (28.1,28.15] cstar_tref ~ sal + oxygen + silicate + phosphate_star 1.0103133 2398.7623 4.896764 2000-2012 –> 2013-2019 2.114908 10300.4591
Atlantic (28.1,28.15] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1.0103133 2398.7623 4.896764 2000-2012 –> 2013-2019 2.114908 10300.4591
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.9926146 2371.2480 4.698332 2000-2012 –> 2013-2019 2.089147 10236.8786
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.0020724 2387.0847 5.121598 2000-2012 –> 2013-2019 2.109371 10303.4848
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 0.9953905 2375.9116 4.866468 2000-2012 –> 2013-2019 2.095458 10258.2682
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 0.9953905 2375.9116 4.866468 2000-2012 –> 2013-2019 2.095458 10258.2682
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.9953905 2375.9116 4.866468 2000-2012 –> 2013-2019 2.095458 10258.2682
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.1849756 3604.3732 18.946670 1982-1999 –> 2000-2012 1.886180 4724.9156
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.1849756 3604.3732 18.946670 1982-1999 –> 2000-2012 1.886180 4724.9156
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate 1.2144785 3657.9525 16.387489 1982-1999 –> 2000-2012 1.992678 4884.8447
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.1849756 3604.3732 18.946670 1982-1999 –> 2000-2012 1.886180 4724.9156
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.3049830 3822.3905 18.520567 1982-1999 –> 2000-2012 2.038385 4989.6223
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.1845887 3603.6353 19.234898 1982-1999 –> 2000-2012 1.886293 4724.9178
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.1879721 3610.0810 18.427245 1982-1999 –> 2000-2012 1.897482 4742.8694
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.1858218 3605.9865 18.765343 1982-1999 –> 2000-2012 1.891585 4733.2678
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.1858218 3605.9865 18.765343 1982-1999 –> 2000-2012 1.891585 4733.2678
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.1858218 3605.9865 18.765343 1982-1999 –> 2000-2012 1.891585 4733.2678
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 0.4302313 363.9078 1.571544 2000-2012 –> 2013-2019 1.615207 3968.2810
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 0.4302313 363.9078 1.571544 2000-2012 –> 2013-2019 1.615207 3968.2810
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate 0.4824907 431.6081 2.337051 2000-2012 –> 2013-2019 1.696969 4089.5606
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.4302313 363.9078 1.571544 2000-2012 –> 2013-2019 1.615207 3968.2810
Atlantic (28.15,28.2] cstar_tref ~ sal + oxygen + silicate + phosphate 0.5361797 495.7567 2.233286 2000-2012 –> 2013-2019 1.734231 4122.9324
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.4297943 363.2899 1.527618 2000-2012 –> 2013-2019 1.614383 3966.9251
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.4291652 362.3993 1.515856 2000-2012 –> 2013-2019 1.617137 3972.4803
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 0.4292617 362.5359 1.520081 2000-2012 –> 2013-2019 1.615083 3968.5224
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 0.4292617 362.5359 1.520081 2000-2012 –> 2013-2019 1.615083 3968.5224
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.4292617 362.5359 1.520081 2000-2012 –> 2013-2019 1.615083 3968.5224
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.1077947 6969.4283 24.713314 1982-1999 –> 2000-2012 2.309130 10604.7892
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.1077947 6969.4283 24.713314 1982-1999 –> 2000-2012 2.309130 10604.7892
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate 1.1949185 7313.5593 25.507801 1982-1999 –> 2000-2012 2.405348 10963.9652
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.1077947 6969.4283 24.713314 1982-1999 –> 2000-2012 2.309130 10604.7892
Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + silicate + phosphate 1.6818272 8876.2821 26.334331 1982-1999 –> 2000-2012 2.971776 12670.4857
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.0901078 6895.8436 24.360804 1982-1999 –> 2000-2012 2.293577 10535.2157
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.0217631 6599.8208 23.217277 1982-1999 –> 2000-2012 2.208429 10207.4158
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.0436266 6696.6196 23.598728 1982-1999 –> 2000-2012 2.236978 10316.9106
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.0436266 6696.6196 23.598728 1982-1999 –> 2000-2012 2.236978 10316.9106
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.0436266 6696.6196 23.598728 1982-1999 –> 2000-2012 2.236978 10316.9106
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 0.3862191 663.0121 1.681482 2000-2012 –> 2013-2019 1.494014 7632.4404
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 0.3862191 663.0121 1.681482 2000-2012 –> 2013-2019 1.494014 7632.4404
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate 0.4846629 976.1559 3.164394 2000-2012 –> 2013-2019 1.679581 8289.7152
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.3862191 663.0121 1.681482 2000-2012 –> 2013-2019 1.494014 7632.4404
Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + silicate + phosphate 0.5021869 1025.4561 3.724380 2000-2012 –> 2013-2019 2.184014 9901.7382
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.3850547 658.8213 1.804219 2000-2012 –> 2013-2019 1.475162 7554.6648
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.4017908 717.8755 1.688730 2000-2012 –> 2013-2019 1.423554 7317.6963
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 0.3932350 688.0000 1.573355 2000-2012 –> 2013-2019 1.436862 7384.6195
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 0.3932350 688.0000 1.573355 2000-2012 –> 2013-2019 1.436862 7384.6195
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.3932350 688.0000 1.573355 2000-2012 –> 2013-2019 1.436862 7384.6195
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.8109870 1125.0714 5.050748 1982-1999 –> 2000-2012 3.925066 3128.8894
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.6847033 1085.1715 4.831423 1982-1999 –> 2000-2012 3.767427 3075.2719
Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.6684863 1079.8321 4.839494 1982-1999 –> 2000-2012 3.745212 3067.2850
Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.6684863 1079.8321 4.839494 1982-1999 –> 2000-2012 3.745212 3067.2850
Indian (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.6684863 1079.8321 4.839494 1982-1999 –> 2000-2012 3.745212 3067.2850
Indian (-Inf,26] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.4961932 1019.6681 5.640707 1982-1999 –> 2000-2012 3.864542 3127.7468
Indian (-Inf,26] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.4961932 1019.6681 5.640707 1982-1999 –> 2000-2012 3.864542 3127.7468
Indian (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.4961932 1019.6681 5.640707 1982-1999 –> 2000-2012 3.864542 3127.7468
Indian (-Inf,26] cstar_tref ~ temp + oxygen + silicate + phosphate_star 1.8418811 1132.4087 5.380876 1982-1999 –> 2000-2012 4.552008 3362.2360
Indian (-Inf,26] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1.8418811 1132.4087 5.380876 1982-1999 –> 2000-2012 4.552008 3362.2360
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.9584687 115.8625 2.622315 2000-2012 –> 2013-2019 2.769456 1240.9339
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.8884094 110.2456 2.505344 2000-2012 –> 2013-2019 2.573113 1195.4170
Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 0.8852692 109.9836 2.469984 2000-2012 –> 2013-2019 2.553755 1189.8157
Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 0.8852692 109.9836 2.469984 2000-2012 –> 2013-2019 2.553755 1189.8157
Indian (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.8852692 109.9836 2.469984 2000-2012 –> 2013-2019 2.553755 1189.8157
Indian (-Inf,26] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.0252146 120.8442 2.397852 2000-2012 –> 2013-2019 2.521408 1140.5123
Indian (-Inf,26] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.0252146 120.8442 2.397852 2000-2012 –> 2013-2019 2.521408 1140.5123
Indian (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.0252146 120.8442 2.397852 2000-2012 –> 2013-2019 2.521408 1140.5123
Indian (-Inf,26] cstar_tref ~ temp + oxygen + silicate + phosphate_star 1.0847431 123.0208 2.892395 2000-2012 –> 2013-2019 2.926624 1255.4295
Indian (-Inf,26] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1.0847431 123.0208 2.892395 2000-2012 –> 2013-2019 2.926624 1255.4295
Indian (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.0750952 2098.4772 7.573696 1982-1999 –> 2000-2012 4.691131 5678.6141
Indian (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.0750952 2098.4772 7.573696 1982-1999 –> 2000-2012 4.691131 5678.6141
Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.8910185 2008.3725 7.481745 1982-1999 –> 2000-2012 3.997524 5263.9981
Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.8459176 1984.9576 7.470203 1982-1999 –> 2000-2012 3.836399 5155.7158
Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.8411924 1982.4714 7.458871 1982-1999 –> 2000-2012 3.820905 5145.1030
Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.8411924 1982.4714 7.458871 1982-1999 –> 2000-2012 3.820905 5145.1030
Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.8411924 1982.4714 7.458871 1982-1999 –> 2000-2012 3.820905 5145.1030
Indian (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.7868117 1953.3903 7.330009 1982-1999 –> 2000-2012 4.342202 5498.3913
Indian (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.7868117 1953.3903 7.330009 1982-1999 –> 2000-2012 4.342202 5498.3913
Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.7868117 1953.3903 7.330009 1982-1999 –> 2000-2012 4.342202 5498.3913
Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.6987749 105.2040 1.568868 2000-2012 –> 2013-2019 2.544693 2090.1616
Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 0.6990709 105.2405 1.570775 2000-2012 –> 2013-2019 2.540263 2087.7118
Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 0.6990709 105.2405 1.570775 2000-2012 –> 2013-2019 2.540263 2087.7118
Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.6990709 105.2405 1.570775 2000-2012 –> 2013-2019 2.540263 2087.7118
Indian (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 0.7632392 112.7929 1.610412 2000-2012 –> 2013-2019 2.550051 2066.1832
Indian (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 0.7632392 112.7929 1.610412 2000-2012 –> 2013-2019 2.550051 2066.1832
Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.7632392 112.7929 1.610412 2000-2012 –> 2013-2019 2.550051 2066.1832
Indian (26,26.5] cstar_tref ~ temp + oxygen + silicate + phosphate 0.7842086 113.1238 1.892417 2000-2012 –> 2013-2019 2.636748 2099.5550
Indian (26,26.5] cstar_tref ~ temp + oxygen + silicate + phosphate_star 0.7842086 113.1238 1.892417 2000-2012 –> 2013-2019 2.636748 2099.5550
Indian (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 0.7842086 113.1238 1.892417 2000-2012 –> 2013-2019 2.636748 2099.5550
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.1941459 3744.4055 11.254029 1982-1999 –> 2000-2012 4.580531 8015.4214
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.1941459 3744.4055 11.254029 1982-1999 –> 2000-2012 4.580531 8015.4214
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.8074291 3416.3480 9.170485 1982-1999 –> 2000-2012 4.471227 7891.9138
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.7691958 3380.1724 8.693764 1982-1999 –> 2000-2012 4.327248 7780.3959
Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.7641070 3375.2986 8.593438 1982-1999 –> 2000-2012 4.313321 7769.0847
Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.7641070 3375.2986 8.593438 1982-1999 –> 2000-2012 4.313321 7769.0847
Indian (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.7641070 3375.2986 8.593438 1982-1999 –> 2000-2012 4.313321 7769.0847
Indian (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.6444869 3256.4929 7.905329 1982-1999 –> 2000-2012 3.945654 7459.8729
Indian (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.6444869 3256.4929 7.905329 1982-1999 –> 2000-2012 3.945654 7459.8729
Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.6444869 3256.4929 7.905329 1982-1999 –> 2000-2012 3.945654 7459.8729
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.6713461 156.8655 1.891694 2000-2012 –> 2013-2019 2.440542 3537.0379
Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 0.6704169 156.6716 1.889036 2000-2012 –> 2013-2019 2.434524 3531.9703
Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 0.6704169 156.6716 1.889036 2000-2012 –> 2013-2019 2.434524 3531.9703
Indian (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.6704169 156.6716 1.889036 2000-2012 –> 2013-2019 2.434524 3531.9703
Indian (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 0.6481787 151.9490 1.837728 2000-2012 –> 2013-2019 2.292666 3408.4418
Indian (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 0.6481787 151.9490 1.837728 2000-2012 –> 2013-2019 2.292666 3408.4418
Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.6481787 151.9490 1.837728 2000-2012 –> 2013-2019 2.292666 3408.4418
Indian (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate 0.6766019 155.9573 1.802582 2000-2012 –> 2013-2019 2.466572 3553.8822
Indian (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate_star 0.6766019 155.9573 1.802582 2000-2012 –> 2013-2019 2.466572 3553.8822
Indian (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 0.6766019 155.9573 1.802582 2000-2012 –> 2013-2019 2.466572 3553.8822
Indian (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + silicate 2.2844993 6708.8446 9.935723 1982-1999 –> 2000-2012 5.207761 15882.1084
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.2079666 6607.2334 7.974931 1982-1999 –> 2000-2012 4.859135 15421.3529
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.1790198 6567.8804 8.006566 1982-1999 –> 2000-2012 4.699552 15196.2498
Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.1743257 6561.4496 8.007471 1982-1999 –> 2000-2012 4.683737 15173.5642
Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.1743257 6561.4496 8.007471 1982-1999 –> 2000-2012 4.683737 15173.5642
Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.1743257 6561.4496 8.007471 1982-1999 –> 2000-2012 4.683737 15173.5642
Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate_star 2.2628072 6678.3943 11.139202 1982-1999 –> 2000-2012 4.856317 15409.6851
Indian (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.2337134 6641.8050 8.522326 1982-1999 –> 2000-2012 5.119057 15767.0742
Indian (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.2337134 6641.8050 8.522326 1982-1999 –> 2000-2012 5.119057 15767.0742
Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.2337134 6641.8050 8.522326 1982-1999 –> 2000-2012 5.119057 15767.0742
Indian (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + silicate 1.6842363 1015.1694 7.170200 2000-2012 –> 2013-2019 3.968736 7724.0140
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.6699079 1010.7608 6.786789 2000-2012 –> 2013-2019 3.877874 7617.9942
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.6655130 1009.4010 6.853813 2000-2012 –> 2013-2019 3.844533 7577.2814
Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.6653387 1009.3470 6.855425 2000-2012 –> 2013-2019 3.839665 7570.7966
Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.6653387 1009.3470 6.855425 2000-2012 –> 2013-2019 3.839665 7570.7966
Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.6653387 1009.3470 6.855425 2000-2012 –> 2013-2019 3.839665 7570.7966
Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate_star 1.6661531 1007.5993 6.901430 2000-2012 –> 2013-2019 3.928960 7685.9936
Indian (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.7188461 1025.6653 6.797753 2000-2012 –> 2013-2019 3.952560 7667.4703
Indian (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.7188461 1025.6653 6.797753 2000-2012 –> 2013-2019 3.952560 7667.4703
Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.7188461 1025.6653 6.797753 2000-2012 –> 2013-2019 3.952560 7667.4703
Indian (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.0449966 3467.3535 8.117234 1982-1999 –> 2000-2012 4.148710 9277.2354
Indian (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.0449966 3467.3535 8.117234 1982-1999 –> 2000-2012 4.148710 9277.2354
Indian (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + silicate 2.0194111 3446.9826 6.854885 1982-1999 –> 2000-2012 4.167897 9313.3032
Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.0449966 3467.3535 8.117234 1982-1999 –> 2000-2012 4.148710 9277.2354
Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.0188544 3446.5365 6.374370 1982-1999 –> 2000-2012 4.226094 9385.1622
Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.0137910 3442.4733 6.773525 1982-1999 –> 2000-2012 4.124662 9261.4583
Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.0104802 3439.8110 7.107118 1982-1999 –> 2000-2012 4.120340 9257.5116
Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.0104802 3439.8110 7.107118 1982-1999 –> 2000-2012 4.120340 9257.5116
Indian (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.0104802 3439.8110 7.107118 1982-1999 –> 2000-2012 4.120340 9257.5116
Indian (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate_star 2.1557051 3550.6573 7.076996 1982-1999 –> 2000-2012 4.266653 9367.7400
Indian (27,27.25] cstar_tref ~ sal + temp + aou + oxygen 1.0045300 476.0474 2.960319 2000-2012 –> 2013-2019 3.051769 3943.1740
Indian (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.0003381 476.6842 3.174840 2000-2012 –> 2013-2019 3.045335 3944.0376
Indian (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.0003381 476.6842 3.174840 2000-2012 –> 2013-2019 3.045335 3944.0376
Indian (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + silicate 1.0011179 476.9382 3.156316 2000-2012 –> 2013-2019 3.020529 3923.9208
Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.0003381 476.6842 3.174840 2000-2012 –> 2013-2019 3.045335 3944.0376
Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.0349357 487.7686 3.362450 2000-2012 –> 2013-2019 3.045416 3927.5796
Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.0349357 487.7686 3.362450 2000-2012 –> 2013-2019 3.045416 3927.5796
Indian (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.0349357 487.7686 3.362450 2000-2012 –> 2013-2019 3.045416 3927.5796
Indian (27,27.25] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.0223142 483.7684 3.147412 2000-2012 –> 2013-2019 3.058703 3944.2971
Indian (27,27.25] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.0223142 483.7684 3.147412 2000-2012 –> 2013-2019 3.058703 3944.2971
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen 2.1495108 4550.7235 9.712679 1982-1999 –> 2000-2012 3.918875 11092.4553
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.0641504 4468.5197 10.112046 1982-1999 –> 2000-2012 3.817365 10982.1582
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.0641504 4468.5197 10.112046 1982-1999 –> 2000-2012 3.817365 10982.1582
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + silicate 2.1488440 4552.0788 9.659502 1982-1999 –> 2000-2012 3.797325 10863.5577
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.0641504 4468.5197 10.112046 1982-1999 –> 2000-2012 3.817365 10982.1582
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.1681308 4570.6466 13.092798 1982-1999 –> 2000-2012 3.848606 10945.2116
Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 2.1636858 4564.3820 12.919760 1982-1999 –> 2000-2012 3.995498 11219.9521
Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.1405695 4544.0617 12.672562 1982-1999 –> 2000-2012 3.819425 10915.4622
Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.1405695 4544.0617 12.672562 1982-1999 –> 2000-2012 3.819425 10915.4622
Indian (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.1405695 4544.0617 12.672562 1982-1999 –> 2000-2012 3.819425 10915.4622
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen 1.3201717 839.9898 3.571255 2000-2012 –> 2013-2019 3.469682 5390.7133
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.2401398 811.4714 4.436807 2000-2012 –> 2013-2019 3.304290 5279.9911
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.2401398 811.4714 4.436807 2000-2012 –> 2013-2019 3.304290 5279.9911
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + silicate 1.2365462 810.0552 4.424271 2000-2012 –> 2013-2019 3.385390 5362.1341
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.2401398 811.4714 4.436807 2000-2012 –> 2013-2019 3.304290 5279.9911
Indian (27.25,27.5] cstar_tref ~ temp + aou + oxygen + silicate 1.2369663 808.2210 4.500037 2000-2012 –> 2013-2019 3.390573 5362.9005
Indian (27.25,27.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.2345651 809.2727 4.561725 2000-2012 –> 2013-2019 3.348827 5327.6373
Indian (27.25,27.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.2345651 809.2727 4.561725 2000-2012 –> 2013-2019 3.348827 5327.6373
Indian (27.25,27.5] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.4060037 870.7287 5.573895 2000-2012 –> 2013-2019 3.520976 5387.7917
Indian (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.2345651 809.2727 4.561725 2000-2012 –> 2013-2019 3.348827 5327.6373
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + oxygen 2.2874527 6279.3929 9.275986 1982-1999 –> 2000-2012 4.134628 14177.8659
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.2238948 6202.7741 10.256021 1982-1999 –> 2000-2012 4.056564 14072.6566
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.2238948 6202.7741 10.256021 1982-1999 –> 2000-2012 4.056564 14072.6566
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + oxygen + silicate 2.1562230 6116.5575 8.028825 1982-1999 –> 2000-2012 3.823678 13619.8772
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.2238948 6202.7741 10.256021 1982-1999 –> 2000-2012 4.056564 14072.6566
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.0624653 5992.5251 10.653481 1982-1999 –> 2000-2012 3.727741 13490.7697
Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.0396303 5961.4629 10.625958 1982-1999 –> 2000-2012 3.705139 13460.2503
Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.0396303 5961.4629 10.625958 1982-1999 –> 2000-2012 3.705139 13460.2503
Indian (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.0396303 5961.4629 10.625958 1982-1999 –> 2000-2012 3.705139 13460.2503
Indian (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 2.1873684 6154.5692 11.245758 1982-1999 –> 2000-2012 3.853791 13653.4851
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.2086106 959.7450 3.550205 2000-2012 –> 2013-2019 3.432505 7162.5192
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.2086106 959.7450 3.550205 2000-2012 –> 2013-2019 3.432505 7162.5192
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.2086106 959.7450 3.550205 2000-2012 –> 2013-2019 3.432505 7162.5192
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.1980728 954.5958 3.820718 2000-2012 –> 2013-2019 3.260538 6947.1210
Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.1805503 945.9325 3.796244 2000-2012 –> 2013-2019 3.220181 6907.3953
Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.1805503 945.9325 3.796244 2000-2012 –> 2013-2019 3.220181 6907.3953
Indian (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.1805503 945.9325 3.796244 2000-2012 –> 2013-2019 3.220181 6907.3953
Indian (27.5,27.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.5079952 1089.8751 5.507223 2000-2012 –> 2013-2019 3.575536 7089.2580
Indian (27.5,27.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.5079952 1089.8751 5.507223 2000-2012 –> 2013-2019 3.575536 7089.2580
Indian (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.5079952 1089.8751 5.507223 2000-2012 –> 2013-2019 3.575536 7089.2580
Indian (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.2312575 3279.6107 16.333388 1982-1999 –> 2000-2012 3.900681 6746.9840
Indian (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.2312575 3279.6107 16.333388 1982-1999 –> 2000-2012 3.900681 6746.9840
Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 2.2367142 3281.2013 16.662810 1982-1999 –> 2000-2012 4.117570 6959.7914
Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.2312575 3279.6107 16.333388 1982-1999 –> 2000-2012 3.900681 6746.9840
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.2085813 3264.5947 14.672033 1982-1999 –> 2000-2012 3.933819 6790.7690
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.0573751 3160.3432 9.385209 1982-1999 –> 2000-2012 3.827125 6732.0644
Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.0575627 3160.4772 9.191088 1982-1999 –> 2000-2012 3.840609 6745.5816
Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.0575627 3160.4772 9.191088 1982-1999 –> 2000-2012 3.840609 6745.5816
Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.0575627 3160.4772 9.191088 1982-1999 –> 2000-2012 3.840609 6745.5816
Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 2.0575744 3158.4855 9.229419 1982-1999 –> 2000-2012 3.868934 6769.7585
Indian (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.0760194 524.3348 4.854363 2000-2012 –> 2013-2019 3.307277 3803.9455
Indian (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.0760194 524.3348 4.854363 2000-2012 –> 2013-2019 3.307277 3803.9455
Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 1.1719863 551.5524 4.294949 2000-2012 –> 2013-2019 3.408701 3832.7537
Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.0760194 524.3348 4.854363 2000-2012 –> 2013-2019 3.307277 3803.9455
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.0686977 521.9997 4.869579 2000-2012 –> 2013-2019 3.277279 3786.5944
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.0539367 517.2430 4.798373 2000-2012 –> 2013-2019 3.111312 3677.5862
Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.0501264 516.0044 4.791935 2000-2012 –> 2013-2019 3.107689 3676.4816
Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.0501264 516.0044 4.791935 2000-2012 –> 2013-2019 3.107689 3676.4816
Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.0501264 516.0044 4.791935 2000-2012 –> 2013-2019 3.107689 3676.4816
Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 1.2311431 568.3935 4.622497 2000-2012 –> 2013-2019 3.288718 3726.8791
Indian (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.9180199 4179.3066 11.838678 1982-1999 –> 2000-2012 3.612313 8957.6139
Indian (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.9180199 4179.3066 11.838678 1982-1999 –> 2000-2012 3.612313 8957.6139
Indian (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.9180199 4179.3066 11.838678 1982-1999 –> 2000-2012 3.612313 8957.6139
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen + silicate 2.2206951 4474.1186 7.540708 1982-1999 –> 2000-2012 3.663137 8858.4740
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.9093238 4170.1636 11.783898 1982-1999 –> 2000-2012 3.704304 9089.7899
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.8626277 4120.3447 10.596884 1982-1999 –> 2000-2012 3.657068 9039.2347
Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.8608886 4118.4652 10.496887 1982-1999 –> 2000-2012 3.657504 9040.3208
Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.8608886 4118.4652 10.496887 1982-1999 –> 2000-2012 3.657504 9040.3208
Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.8608886 4118.4652 10.496887 1982-1999 –> 2000-2012 3.657504 9040.3208
Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 1.8788203 4135.7602 10.563481 1982-1999 –> 2000-2012 3.675480 9055.6769
Indian (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.2872606 976.7580 5.286589 2000-2012 –> 2013-2019 3.205281 5156.0646
Indian (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.2872606 976.7580 5.286589 2000-2012 –> 2013-2019 3.205281 5156.0646
Indian (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.2872606 976.7580 5.286589 2000-2012 –> 2013-2019 3.205281 5156.0646
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.1788003 926.0590 4.166940 2000-2012 –> 2013-2019 3.268222 5277.5811
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2932432 979.4288 5.411727 2000-2012 –> 2013-2019 3.202567 5149.5924
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.2872969 976.7743 5.424919 2000-2012 –> 2013-2019 3.149925 5097.1190
Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.2869471 976.6178 5.443413 2000-2012 –> 2013-2019 3.147836 5095.0830
Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.2869471 976.6178 5.443413 2000-2012 –> 2013-2019 3.147836 5095.0830
Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.2869471 976.6178 5.443413 2000-2012 –> 2013-2019 3.147836 5095.0830
Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 1.2882554 975.2030 5.292751 2000-2012 –> 2013-2019 3.167076 5110.9632
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.3413711 5302.6041 5.084752 1982-1999 –> 2000-2012 2.581861 12524.5051
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.3413711 5302.6041 5.084752 1982-1999 –> 2000-2012 2.581861 12524.5051
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + silicate 1.3657823 5358.2964 5.236071 1982-1999 –> 2000-2012 2.536828 12326.1407
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.3413711 5302.6041 5.084752 1982-1999 –> 2000-2012 2.581861 12524.5051
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + phosphate 1.3710467 5368.1762 5.277624 1982-1999 –> 2000-2012 2.664643 12772.9456
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + phosphate_star 1.3710467 5368.1762 5.277624 1982-1999 –> 2000-2012 2.664643 12772.9456
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.3275068 5270.5207 5.221979 1982-1999 –> 2000-2012 2.617819 12666.0779
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.3275068 5270.5207 5.221979 1982-1999 –> 2000-2012 2.617819 12666.0779
Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.3710467 5368.1762 5.277624 1982-1999 –> 2000-2012 2.664643 12772.9456
Indian (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.3275068 5270.5207 5.221979 1982-1999 –> 2000-2012 2.617819 12666.0779
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.0173401 1613.8489 3.264180 2000-2012 –> 2013-2019 2.358711 6916.4530
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.0173401 1613.8489 3.264180 2000-2012 –> 2013-2019 2.358711 6916.4530
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + silicate 0.9936214 1587.5690 3.227901 2000-2012 –> 2013-2019 2.359404 6945.8654
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.0173401 1613.8489 3.264180 2000-2012 –> 2013-2019 2.358711 6916.4530
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + phosphate 1.0174993 1612.0232 3.229775 2000-2012 –> 2013-2019 2.388546 6980.1994
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + phosphate_star 1.0174993 1612.0232 3.229775 2000-2012 –> 2013-2019 2.388546 6980.1994
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 0.9778595 1569.7559 2.879441 2000-2012 –> 2013-2019 2.305366 6840.2766
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 0.9778595 1569.7559 2.879441 2000-2012 –> 2013-2019 2.305366 6840.2766
Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.0174993 1612.0232 3.229775 2000-2012 –> 2013-2019 2.388546 6980.1994
Indian (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.9778595 1569.7559 2.879441 2000-2012 –> 2013-2019 2.305366 6840.2766
Indian (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 0.9020835 2782.6333 5.548425 1982-1999 –> 2000-2012 1.799715 7159.4524
Indian (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 0.9020835 2782.6333 5.548425 1982-1999 –> 2000-2012 1.799715 7159.4524
Indian (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.9020835 2782.6333 5.548425 1982-1999 –> 2000-2012 1.799715 7159.4524
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.9048065 2788.9749 5.602837 1982-1999 –> 2000-2012 1.807625 7184.9666
Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 0.9046585 2788.6306 5.593509 1982-1999 –> 2000-2012 1.809350 7191.5228
Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 0.9046585 2788.6306 5.593509 1982-1999 –> 2000-2012 1.809350 7191.5228
Indian (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.9046585 2788.6306 5.593509 1982-1999 –> 2000-2012 1.809350 7191.5228
Indian (28.05,28.1] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 0.8734417 2714.7463 4.885624 1982-1999 –> 2000-2012 1.789296 7158.4483
Indian (28.05,28.1] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 0.8734417 2714.7463 4.885624 1982-1999 –> 2000-2012 1.789296 7158.4483
Indian (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.8734417 2714.7463 4.885624 1982-1999 –> 2000-2012 1.789296 7158.4483
Indian (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 0.9838464 1035.1314 5.422267 2000-2012 –> 2013-2019 1.885930 3817.7647
Indian (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 0.9838464 1035.1314 5.422267 2000-2012 –> 2013-2019 1.885930 3817.7647
Indian (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.9838464 1035.1314 5.422267 2000-2012 –> 2013-2019 1.885930 3817.7647
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.9842105 1035.4008 5.433231 2000-2012 –> 2013-2019 1.889017 3824.3757
Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 0.9839112 1035.1794 5.423091 2000-2012 –> 2013-2019 1.888570 3823.8100
Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 0.9839112 1035.1794 5.423091 2000-2012 –> 2013-2019 1.888570 3823.8100
Indian (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.9839112 1035.1794 5.423091 2000-2012 –> 2013-2019 1.888570 3823.8100
Indian (28.05,28.1] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.0136899 1056.8859 4.532470 2000-2012 –> 2013-2019 1.887132 3771.6322
Indian (28.05,28.1] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.0136899 1056.8859 4.532470 2000-2012 –> 2013-2019 1.887132 3771.6322
Indian (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.0136899 1056.8859 4.532470 2000-2012 –> 2013-2019 1.887132 3771.6322
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.4285564 14367.9746 13.069398 1982-1999 –> 2000-2012 2.301987 26060.2759
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.4285564 14367.9746 13.069398 1982-1999 –> 2000-2012 2.301987 26060.2759
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.4285564 14367.9746 13.069398 1982-1999 –> 2000-2012 2.301987 26060.2759
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.4248680 14347.0753 14.945865 1982-1999 –> 2000-2012 2.316787 26229.9498
Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.4255392 14350.8821 14.963496 1982-1999 –> 2000-2012 2.318958 26249.0451
Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.4255392 14350.8821 14.963496 1982-1999 –> 2000-2012 2.318958 26249.0451
Indian (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.4255392 14350.8821 14.963496 1982-1999 –> 2000-2012 2.318958 26249.0451
Indian (28.1, Inf] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.4144034 14287.4852 13.152698 1982-1999 –> 2000-2012 2.273586 25830.1456
Indian (28.1, Inf] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.4144034 14287.4852 13.152698 1982-1999 –> 2000-2012 2.273586 25830.1456
Indian (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.4144034 14287.4852 13.152698 1982-1999 –> 2000-2012 2.273586 25830.1456
Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.0848861 4686.2877 9.895506 2000-2012 –> 2013-2019 2.507798 19022.2564
Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.0848861 4686.2877 9.895506 2000-2012 –> 2013-2019 2.507798 19022.2564
Indian (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.0848861 4686.2877 9.895506 2000-2012 –> 2013-2019 2.507798 19022.2564
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + silicate 1.0298691 4524.2248 7.815604 2000-2012 –> 2013-2019 2.425375 18702.9749
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.0844870 4685.1420 9.769667 2000-2012 –> 2013-2019 2.509355 19032.2173
Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.0853179 4687.5268 9.862174 2000-2012 –> 2013-2019 2.510857 19038.4089
Indian (28.1, Inf] cstar_tref ~ temp + aou + oxygen + silicate 1.0305562 4524.3019 7.994765 2000-2012 –> 2013-2019 2.472120 18963.5494
Indian (28.1, Inf] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.0262065 4513.1305 7.472088 2000-2012 –> 2013-2019 2.440610 18800.6157
Indian (28.1, Inf] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.0262065 4513.1305 7.472088 2000-2012 –> 2013-2019 2.440610 18800.6157
Indian (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.0262065 4513.1305 7.472088 2000-2012 –> 2013-2019 2.440610 18800.6157
Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 5.1299984 22668.8975 24.300585 1982-1999 –> 2000-2012 10.171481 29466.7483
Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 5.1299984 22668.8975 24.300585 1982-1999 –> 2000-2012 10.171481 29466.7483
Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.1299984 22668.8975 24.300585 1982-1999 –> 2000-2012 10.171481 29466.7483
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + silicate 5.8581090 23653.4256 26.507665 1982-1999 –> 2000-2012 11.348084 30641.6657
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 5.4253601 23084.1491 22.888700 1982-1999 –> 2000-2012 10.591232 29936.4511
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5.5032458 23189.8838 22.828313 1982-1999 –> 2000-2012 10.710961 30060.2078
Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5.5272746 23222.2025 23.007176 1982-1999 –> 2000-2012 10.749742 30098.8460
Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 5.5272746 23222.2025 23.007176 1982-1999 –> 2000-2012 10.749742 30098.8460
Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5.5272746 23222.2025 23.007176 1982-1999 –> 2000-2012 10.749742 30098.8460
Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate_star 5.6742010 23414.8130 26.217998 1982-1999 –> 2000-2012 11.033876 30347.3916
Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.8701844 16057.0638 44.519721 2000-2012 –> 2013-2019 10.000183 38725.9614
Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.8701844 16057.0638 44.519721 2000-2012 –> 2013-2019 10.000183 38725.9614
Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.8701844 16057.0638 44.519721 2000-2012 –> 2013-2019 10.000183 38725.9614
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + silicate 5.5914130 16795.0714 34.017004 2000-2012 –> 2013-2019 11.449522 40448.4970
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 5.1689135 16375.1960 24.141866 2000-2012 –> 2013-2019 10.594273 39459.3451
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5.2697187 16478.4126 23.164469 2000-2012 –> 2013-2019 10.772965 39668.2963
Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5.3081030 16517.1968 23.113351 2000-2012 –> 2013-2019 10.835378 39739.3994
Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 5.3081030 16517.1968 23.113351 2000-2012 –> 2013-2019 10.835378 39739.3994
Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5.3081030 16517.1968 23.113351 2000-2012 –> 2013-2019 10.835378 39739.3994
Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate_star 5.6965948 16892.6653 23.770882 2000-2012 –> 2013-2019 11.370796 40307.4783
Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.3104473 12597.0651 46.187529 1982-1999 –> 2000-2012 6.003902 17175.1565
Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.3104473 12597.0651 46.187529 1982-1999 –> 2000-2012 6.003902 17175.1565
Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.3104473 12597.0651 46.187529 1982-1999 –> 2000-2012 6.003902 17175.1565
Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.2673049 12533.9682 44.062852 1982-1999 –> 2000-2012 5.898087 17067.4683
Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.3080607 12593.5962 42.330168 1982-1999 –> 2000-2012 5.969339 17148.9250
Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.3177343 12607.6414 42.051898 1982-1999 –> 2000-2012 5.992188 17172.3243
Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.3177343 12607.6414 42.051898 1982-1999 –> 2000-2012 5.992188 17172.3243
Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.3177343 12607.6414 42.051898 1982-1999 –> 2000-2012 5.992188 17172.3243
Pacific (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.6475802 13063.5421 36.723655 1982-1999 –> 2000-2012 6.444377 17712.9428
Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.6475802 13063.5421 36.723655 1982-1999 –> 2000-2012 6.444377 17712.9428
Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.2184984 7575.7078 25.128404 2000-2012 –> 2013-2019 6.528946 20172.7729
Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.2184984 7575.7078 25.128404 2000-2012 –> 2013-2019 6.528946 20172.7729
Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.2184984 7575.7078 25.128404 2000-2012 –> 2013-2019 6.528946 20172.7729
Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.3110927 7658.5855 24.280532 2000-2012 –> 2013-2019 6.578398 20192.5537
Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.3659786 7706.6246 23.526594 2000-2012 –> 2013-2019 6.674039 20300.2207
Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.3824447 7720.8839 23.450439 2000-2012 –> 2013-2019 6.700179 20328.5252
Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.3824447 7720.8839 23.450439 2000-2012 –> 2013-2019 6.700179 20328.5252
Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.3824447 7720.8839 23.450439 2000-2012 –> 2013-2019 6.700179 20328.5252
Pacific (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.5394201 7853.4380 22.559049 2000-2012 –> 2013-2019 7.187000 20916.9801
Pacific (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.5394201 7853.4380 22.559049 2000-2012 –> 2013-2019 7.187000 20916.9801
Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.1570421 10930.4398 38.279928 1982-1999 –> 2000-2012 5.363165 14542.6050
Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.1570421 10930.4398 38.279928 1982-1999 –> 2000-2012 5.363165 14542.6050
Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.1570421 10930.4398 38.279928 1982-1999 –> 2000-2012 5.363165 14542.6050
Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.2442109 11046.1954 39.675913 1982-1999 –> 2000-2012 5.558746 14736.4593
Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.3534035 11186.8859 38.238495 1982-1999 –> 2000-2012 5.735620 14924.0726
Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.3664549 11203.3948 38.035703 1982-1999 –> 2000-2012 5.759146 14947.7243
Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.3664549 11203.3948 38.035703 1982-1999 –> 2000-2012 5.759146 14947.7243
Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.3664549 11203.3948 38.035703 1982-1999 –> 2000-2012 5.759146 14947.7243
Pacific (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.6392835 11534.5827 33.566120 1982-1999 –> 2000-2012 6.157646 15362.2501
Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.6392835 11534.5827 33.566120 1982-1999 –> 2000-2012 6.157646 15362.2501
Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.9307138 5820.4616 26.988894 2000-2012 –> 2013-2019 6.087756 16750.9014
Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.9307138 5820.4616 26.988894 2000-2012 –> 2013-2019 6.087756 16750.9014
Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.9307138 5820.4616 26.988894 2000-2012 –> 2013-2019 6.087756 16750.9014
Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.0522106 5915.0252 24.915277 2000-2012 –> 2013-2019 6.296422 16961.2206
Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.1337209 5976.3796 22.768482 2000-2012 –> 2013-2019 6.487124 17163.2655
Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.1399098 5980.9727 22.556167 2000-2012 –> 2013-2019 6.506365 17184.3675
Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.1399098 5980.9727 22.556167 2000-2012 –> 2013-2019 6.506365 17184.3675
Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.1399098 5980.9727 22.556167 2000-2012 –> 2013-2019 6.506365 17184.3675
Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate_star 3.2597337 6066.1596 16.750277 2000-2012 –> 2013-2019 6.918674 17621.6357
Pacific (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.3704658 6145.9275 14.364634 2000-2012 –> 2013-2019 7.009749 17680.5103
Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.6004492 16251.7829 44.766033 1982-1999 –> 2000-2012 6.189382 21527.5916
Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.6004492 16251.7829 44.766033 1982-1999 –> 2000-2012 6.189382 21527.5916
Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.6004492 16251.7829 44.766033 1982-1999 –> 2000-2012 6.189382 21527.5916
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.4474613 15990.6519 15.664387 1982-1999 –> 2000-2012 6.114187 21332.1853
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.5082508 16095.7734 13.004938 1982-1999 –> 2000-2012 6.281037 21523.8900
Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.5083205 16095.8929 12.973499 1982-1999 –> 2000-2012 6.282199 21524.8835
Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.5083205 16095.8929 12.973499 1982-1999 –> 2000-2012 6.282199 21524.8835
Pacific (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.5083205 16095.8929 12.973499 1982-1999 –> 2000-2012 6.282199 21524.8835
Pacific (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate_star 3.5083231 16093.8974 12.979475 1982-1999 –> 2000-2012 6.282639 21521.2378
Pacific (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.6354290 16309.9292 23.296875 1982-1999 –> 2000-2012 6.335200 21678.8037
Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.4980809 10196.4353 22.423206 2000-2012 –> 2013-2019 7.098530 26448.2182
Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.4980809 10196.4353 22.423206 2000-2012 –> 2013-2019 7.098530 26448.2182
Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.4980809 10196.4353 22.423206 2000-2012 –> 2013-2019 7.098530 26448.2182
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.6231401 10330.3378 22.657915 2000-2012 –> 2013-2019 7.070601 26320.9897
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.6914795 10401.5699 22.082877 2000-2012 –> 2013-2019 7.199730 26497.3433
Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.6837600 10393.5900 21.878852 2000-2012 –> 2013-2019 7.192081 26489.4829
Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.6837600 10393.5900 21.878852 2000-2012 –> 2013-2019 7.192081 26489.4829
Pacific (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.6837600 10393.5900 21.878852 2000-2012 –> 2013-2019 7.192081 26489.4829
Pacific (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.5748072 10279.1433 14.184518 2000-2012 –> 2013-2019 7.210236 26589.0725
Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.5748072 10279.1433 14.184518 2000-2012 –> 2013-2019 7.210236 26589.0725
Pacific (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.5678351 28672.0587 56.960825 1982-1999 –> 2000-2012 6.363908 40128.9537
Pacific (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.5678351 28672.0587 56.960825 1982-1999 –> 2000-2012 6.363908 40128.9537
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.5217410 28533.5710 41.148887 1982-1999 –> 2000-2012 6.331868 40013.9091
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.5217410 28533.5710 41.148887 1982-1999 –> 2000-2012 6.331868 40013.9091
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.5217410 28533.5710 41.148887 1982-1999 –> 2000-2012 6.331868 40013.9091
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.4469490 28304.9585 40.074393 1982-1999 –> 2000-2012 6.271063 39808.5131
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.4432750 28293.6008 40.412559 1982-1999 –> 2000-2012 6.319270 39882.2781
Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.4427141 28291.8659 40.420216 1982-1999 –> 2000-2012 6.312748 39870.8408
Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.4427141 28291.8659 40.420216 1982-1999 –> 2000-2012 6.312748 39870.8408
Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.4427141 28291.8659 40.420216 1982-1999 –> 2000-2012 6.312748 39870.8408
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.3111443 15120.1258 28.685688 2000-2012 –> 2013-2019 6.832885 43653.6968
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.3111443 15120.1258 28.685688 2000-2012 –> 2013-2019 6.832885 43653.6968
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.3111443 15120.1258 28.685688 2000-2012 –> 2013-2019 6.832885 43653.6968
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.2916748 15086.0744 29.421944 2000-2012 –> 2013-2019 6.738624 43391.0328
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.2989013 15098.7367 29.680580 2000-2012 –> 2013-2019 6.742176 43392.3376
Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 3.3268074 15145.3748 29.565669 2000-2012 –> 2013-2019 6.848612 43677.1397
Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate_star 3.3268074 15145.3748 29.565669 2000-2012 –> 2013-2019 6.848612 43677.1397
Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.2972724 15095.8850 29.622462 2000-2012 –> 2013-2019 6.739986 43387.7508
Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.2972724 15095.8850 29.622462 2000-2012 –> 2013-2019 6.739986 43387.7508
Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.2972724 15095.8850 29.622462 2000-2012 –> 2013-2019 6.739986 43387.7508
Pacific (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.0961398 23189.0925 50.560457 1982-1999 –> 2000-2012 3.683346 31693.5381
Pacific (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.0961398 23189.0925 50.560457 1982-1999 –> 2000-2012 3.683346 31693.5381
Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 2.1112948 23264.4195 54.549265 1982-1999 –> 2000-2012 3.709366 31797.6599
Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.0961398 23189.0925 50.560457 1982-1999 –> 2000-2012 3.683346 31693.5381
Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + silicate + phosphate 2.1542868 23480.7986 57.861630 1982-1999 –> 2000-2012 3.742079 31984.9104
Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.0995525 23206.5543 48.132990 1982-1999 –> 2000-2012 3.681284 31695.4016
Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.1143040 23281.7078 43.659664 1982-1999 –> 2000-2012 3.703386 31791.4850
Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.1118505 23269.2444 44.549382 1982-1999 –> 2000-2012 3.699508 31774.9729
Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.1118505 23269.2444 44.549382 1982-1999 –> 2000-2012 3.699508 31774.9729
Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.1118505 23269.2444 44.549382 1982-1999 –> 2000-2012 3.699508 31774.9729
Pacific (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate 1.6344045 12539.2034 14.758890 2000-2012 –> 2013-2019 3.743175 35790.7814
Pacific (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate_star 1.6344045 12539.2034 14.758890 2000-2012 –> 2013-2019 3.743175 35790.7814
Pacific (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.6335277 12537.6845 14.617472 2000-2012 –> 2013-2019 3.729668 35726.7769
Pacific (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.6335277 12537.6845 14.617472 2000-2012 –> 2013-2019 3.729668 35726.7769
Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.6344045 12539.2034 14.758890 2000-2012 –> 2013-2019 3.743175 35790.7814
Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.6335277 12537.6845 14.617472 2000-2012 –> 2013-2019 3.729668 35726.7769
Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.6343464 12540.9703 14.724326 2000-2012 –> 2013-2019 3.741255 35785.0677
Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.6343464 12540.9703 14.724326 2000-2012 –> 2013-2019 3.741255 35785.0677
Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.6343464 12540.9703 14.724326 2000-2012 –> 2013-2019 3.741255 35785.0677
Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.6336812 12538.3007 14.580200 2000-2012 –> 2013-2019 3.733234 35744.8551
Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.8272071 36806.4954 29.718910 1982-1999 –> 2000-2012 6.698482 46131.8776
Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.8272071 36806.4954 29.718910 1982-1999 –> 2000-2012 6.698482 46131.8776
Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.8272071 36806.4954 29.718910 1982-1999 –> 2000-2012 6.698482 46131.8776
Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate_star 4.9159990 37028.5407 31.088735 1982-1999 –> 2000-2012 6.954664 46741.9158
Pacific (27.5,27.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 5.0717257 37411.8810 32.218161 1982-1999 –> 2000-2012 7.092910 47086.0579
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.8504902 36865.6410 30.529686 1982-1999 –> 2000-2012 6.774686 46317.9706
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.8356876 36828.0712 30.094923 1982-1999 –> 2000-2012 6.835836 46456.6240
Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.8446560 36850.8471 30.371652 1982-1999 –> 2000-2012 6.840662 46469.9615
Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.8446560 36850.8471 30.371652 1982-1999 –> 2000-2012 6.840662 46469.9615
Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.8446560 36850.8471 30.371652 1982-1999 –> 2000-2012 6.840662 46469.9615
Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 5.8253906 28809.9018 49.973431 2000-2012 –> 2013-2019 10.652598 65616.3973
Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 5.8253906 28809.9018 49.973431 2000-2012 –> 2013-2019 10.652598 65616.3973
Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.8253906 28809.9018 49.973431 2000-2012 –> 2013-2019 10.652598 65616.3973
Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate_star 5.8919746 28910.7790 44.359622 2000-2012 –> 2013-2019 10.807973 65939.3197
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 5.9367561 28981.3180 50.010776 2000-2012 –> 2013-2019 10.787246 65846.9590
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5.8573472 28859.4231 48.740284 2000-2012 –> 2013-2019 10.693035 65687.4942
Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5.8933554 28914.9001 48.972293 2000-2012 –> 2013-2019 10.738011 65765.7472
Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 5.8933554 28914.9001 48.972293 2000-2012 –> 2013-2019 10.738011 65765.7472
Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5.8933554 28914.9001 48.972293 2000-2012 –> 2013-2019 10.738011 65765.7472
Pacific (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5.4210514 28158.7348 48.430563 2000-2012 –> 2013-2019 10.949470 66632.4392
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen 1.5757157 11482.4739 24.878148 1982-1999 –> 2000-2012 3.544635 16102.4129
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.4071762 10791.9250 26.837817 1982-1999 –> 2000-2012 3.080940 15056.8863
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.4071762 10791.9250 26.837817 1982-1999 –> 2000-2012 3.080940 15056.8863
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + silicate 1.4650396 11038.6249 22.000631 1982-1999 –> 2000-2012 3.204234 15387.8739
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.4071762 10791.9250 26.837817 1982-1999 –> 2000-2012 3.080940 15056.8863
Pacific (27.75,27.85] cstar_tref ~ temp + aou + oxygen + phosphate 1.8577562 12490.5212 29.202283 1982-1999 –> 2000-2012 3.855151 17142.0208
Pacific (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.8317488 12406.2117 30.533919 1982-1999 –> 2000-2012 3.813471 17042.3962
Pacific (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.8317488 12406.2117 30.533919 1982-1999 –> 2000-2012 3.813471 17042.3962
Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.8577562 12490.5212 29.202283 1982-1999 –> 2000-2012 3.855151 17142.0208
Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.8317488 12406.2117 30.533919 1982-1999 –> 2000-2012 3.813471 17042.3962
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen 1.6185926 7116.0523 17.646321 2000-2012 –> 2013-2019 3.194308 18598.5262
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.5138808 6868.0527 19.332940 2000-2012 –> 2013-2019 2.921057 17659.9777
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.5138808 6868.0527 19.332940 2000-2012 –> 2013-2019 2.921057 17659.9777
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + silicate 1.4527099 6713.8762 13.999251 2000-2012 –> 2013-2019 2.917750 17752.5011
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.5138808 6868.0527 19.332940 2000-2012 –> 2013-2019 2.921057 17659.9777
Pacific (27.75,27.85] cstar_tref ~ temp + aou + oxygen + phosphate 1.8222887 7559.1408 23.345253 2000-2012 –> 2013-2019 3.680045 20049.6620
Pacific (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.8102856 7536.4377 22.489276 2000-2012 –> 2013-2019 3.642034 19942.6494
Pacific (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.8102856 7536.4377 22.489276 2000-2012 –> 2013-2019 3.642034 19942.6494
Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.8222887 7559.1408 23.345253 2000-2012 –> 2013-2019 3.680045 20049.6620
Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.8102856 7536.4377 22.489276 2000-2012 –> 2013-2019 3.642034 19942.6494
Pacific (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.4044992 20152.3772 47.259589 1982-1999 –> 2000-2012 3.938207 26119.9011
Pacific (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.4044992 20152.3772 47.259589 1982-1999 –> 2000-2012 3.938207 26119.9011
Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 2.4159499 20192.0426 46.896237 1982-1999 –> 2000-2012 3.961422 26182.2031
Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.4044992 20152.3772 47.259589 1982-1999 –> 2000-2012 3.938207 26119.9011
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen 1.9461886 18295.7964 26.226343 1982-1999 –> 2000-2012 3.955962 25132.8765
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.8748983 17970.5130 28.500849 1982-1999 –> 2000-2012 3.699674 24498.2692
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.8748983 17970.5130 28.500849 1982-1999 –> 2000-2012 3.699674 24498.2692
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen + silicate 1.6574309 16889.2979 19.476393 1982-1999 –> 2000-2012 3.297873 23073.7248
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.8748983 17970.5130 28.500849 1982-1999 –> 2000-2012 3.699674 24498.2692
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.3989674 20132.1776 43.796545 1982-1999 –> 2000-2012 3.944062 26123.5511
Pacific (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.2739011 8827.3852 9.133178 2000-2012 –> 2013-2019 3.678400 28979.7624
Pacific (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.2739011 8827.3852 9.133178 2000-2012 –> 2013-2019 3.678400 28979.7624
Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.2739011 8827.3852 9.133178 2000-2012 –> 2013-2019 3.678400 28979.7624
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen 1.6163433 10088.6507 14.432126 2000-2012 –> 2013-2019 3.562532 28384.4471
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.4778073 9615.1960 16.244320 2000-2012 –> 2013-2019 3.352705 27585.7091
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.4778073 9615.1960 16.244320 2000-2012 –> 2013-2019 3.352705 27585.7091
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen + silicate 1.4039445 9343.1382 9.403651 2000-2012 –> 2013-2019 3.061375 26232.4362
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.4778073 9615.1960 16.244320 2000-2012 –> 2013-2019 3.352705 27585.7091
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2936693 8909.0905 8.699294 2000-2012 –> 2013-2019 3.692637 29041.2681
Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.3092798 8972.7339 8.593793 2000-2012 –> 2013-2019 3.699786 29073.9249
Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.2299463 25443.2178 12.957714 1982-1999 –> 2000-2012 2.124118 34149.3049
Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.2299463 25443.2178 12.957714 1982-1999 –> 2000-2012 2.124118 34149.3049
Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 1.2316944 25463.4299 11.959888 1982-1999 –> 2000-2012 2.185260 34595.1828
Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.2299463 25443.2178 12.957714 1982-1999 –> 2000-2012 2.124118 34149.3049
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2315160 25463.1646 12.277926 1982-1999 –> 2000-2012 2.129841 34200.0725
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.2378483 25543.3780 12.161963 1982-1999 –> 2000-2012 2.141329 34318.3375
Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.2353635 25511.9515 12.086162 1982-1999 –> 2000-2012 2.138606 34285.1581
Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.2353635 25511.9515 12.086162 1982-1999 –> 2000-2012 2.138606 34285.1581
Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.2353635 25511.9515 12.086162 1982-1999 –> 2000-2012 2.138606 34285.1581
Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 1.3216930 26566.4055 18.002723 1982-1999 –> 2000-2012 2.232485 35392.9636
Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 0.8546589 11800.0127 6.628516 2000-2012 –> 2013-2019 2.084605 37243.2306
Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 0.8546589 11800.0127 6.628516 2000-2012 –> 2013-2019 2.084605 37243.2306
Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 0.8818706 12090.7554 5.373249 2000-2012 –> 2013-2019 2.113565 37554.1853
Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.8546589 11800.0127 6.628516 2000-2012 –> 2013-2019 2.084605 37243.2306
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + silicate 0.9118612 12405.1073 4.176147 2000-2012 –> 2013-2019 2.072109 36935.9326
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.8607331 11866.1588 6.554737 2000-2012 –> 2013-2019 2.092249 37329.3234
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.8698993 11965.0975 6.442429 2000-2012 –> 2013-2019 2.107748 37508.4754
Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 0.8684802 11949.8481 6.416149 2000-2012 –> 2013-2019 2.103844 37461.7996
Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 0.8684802 11949.8481 6.416149 2000-2012 –> 2013-2019 2.103844 37461.7996
Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.8684802 11949.8481 6.416149 2000-2012 –> 2013-2019 2.103844 37461.7996
Pacific (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 0.7039800 13959.0712 16.195086 1982-1999 –> 2000-2012 1.355162 18293.3135
Pacific (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 0.7039800 13959.0712 16.195086 1982-1999 –> 2000-2012 1.355162 18293.3135
Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 0.7380108 14573.5210 10.930155 1982-1999 –> 2000-2012 1.469548 19413.5483
Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.7039800 13959.0712 16.195086 1982-1999 –> 2000-2012 1.355162 18293.3135
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.7078389 14030.4536 16.026823 1982-1999 –> 2000-2012 1.361279 18379.7985
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.7129220 14123.8908 16.195783 1982-1999 –> 2000-2012 1.368329 18486.3510
Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 0.7128343 14122.2835 16.150425 1982-1999 –> 2000-2012 1.368335 18485.3671
Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 0.7128343 14122.2835 16.150425 1982-1999 –> 2000-2012 1.368335 18485.3671
Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.7128343 14122.2835 16.150425 1982-1999 –> 2000-2012 1.368335 18485.3671
Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 0.7133702 14130.0976 16.655005 1982-1999 –> 2000-2012 1.372499 18515.2730
Pacific (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 0.5916136 8929.3373 5.522706 2000-2012 –> 2013-2019 1.295594 22888.4085
Pacific (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 0.5916136 8929.3373 5.522706 2000-2012 –> 2013-2019 1.295594 22888.4085
Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 0.6218241 9423.9778 6.603779 2000-2012 –> 2013-2019 1.359835 23997.4989
Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.5916136 8929.3373 5.522706 2000-2012 –> 2013-2019 1.295594 22888.4085
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.5910423 8919.7025 5.521658 2000-2012 –> 2013-2019 1.298881 22950.1561
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.5905261 8910.9886 5.527971 2000-2012 –> 2013-2019 1.303448 23034.8794
Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 0.5904884 8910.3534 5.529845 2000-2012 –> 2013-2019 1.303323 23032.6369
Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 0.5904884 8910.3534 5.529845 2000-2012 –> 2013-2019 1.303323 23032.6369
Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.5904884 8910.3534 5.529845 2000-2012 –> 2013-2019 1.303323 23032.6369
Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 0.6007046 9079.4060 5.035928 2000-2012 –> 2013-2019 1.314075 23209.5036
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.9552395 23252.8766 15.516966 1982-1999 –> 2000-2012 3.219047 32061.1945
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.9552395 23252.8766 15.516966 1982-1999 –> 2000-2012 3.219047 32061.1945
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + silicate 1.9579807 23268.4584 14.174589 1982-1999 –> 2000-2012 3.212881 32039.1490
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.9552395 23252.8766 15.516966 1982-1999 –> 2000-2012 3.219047 32061.1945
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.9636910 23300.8479 12.510299 1982-1999 –> 2000-2012 3.224549 32096.7371
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.9635144 23299.8475 12.578515 1982-1999 –> 2000-2012 3.224435 32095.9983
Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate 1.9654236 23308.6564 11.821721 1982-1999 –> 2000-2012 3.225969 32101.2245
Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.9639733 23302.4466 12.466980 1982-1999 –> 2000-2012 3.224222 32095.7625
Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.9639733 23302.4466 12.466980 1982-1999 –> 2000-2012 3.224222 32095.7625
Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.9639733 23302.4466 12.466980 1982-1999 –> 2000-2012 3.224222 32095.7625
Pacific (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.0100654 8924.9549 6.568629 2000-2012 –> 2013-2019 2.974889 32232.2171
Pacific (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.0100654 8924.9549 6.568629 2000-2012 –> 2013-2019 2.974889 32232.2171
Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.0100654 8924.9549 6.568629 2000-2012 –> 2013-2019 2.974889 32232.2171
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.0172899 8969.3988 9.830573 2000-2012 –> 2013-2019 2.972529 32222.2754
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.0172899 8969.3988 9.830573 2000-2012 –> 2013-2019 2.972529 32222.2754
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + silicate 1.0038111 8886.2216 8.970804 2000-2012 –> 2013-2019 2.961792 32154.6799
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.0172899 8969.3988 9.830573 2000-2012 –> 2013-2019 2.972529 32222.2754
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.0105972 8928.2368 6.558675 2000-2012 –> 2013-2019 2.974288 32229.0848
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.0109033 8930.1258 6.561173 2000-2012 –> 2013-2019 2.974418 32229.9734
Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.0110682 8931.1426 6.547381 2000-2012 –> 2013-2019 2.975042 32233.5892

5.3 Target variable coefficients

A data frame to map the target variable is prepared.

# create table with two era belonging to one eras
eras_forward <- lm_all_fitted_wide %>%
  arrange(era) %>% 
  group_by(basin, gamma_slab, model) %>% 
  mutate(eras = paste(era, lead(era), sep = " --> ")) %>% 
  ungroup() %>% 
  select(era, eras) %>% 
  unique()

eras_backward <- lm_all_fitted_wide %>%
  arrange(era) %>% 
  group_by(basin, gamma_slab, model) %>% 
  mutate(eras = paste(lag(era), era, sep = " --> ")) %>% 
  ungroup() %>% 
  select(era, eras) %>% 
  unique()

eras_era <- full_join(eras_backward, eras_forward) %>% 
  filter(str_detect(eras, "NA") == FALSE)

# extend best model selection from eras to era
lm_best_target <- full_join(
  lm_best %>% select(basin, gamma_slab, model, eras),
  eras_era)

lm_best_target <- left_join(lm_best_target, lm_all_fitted_wide)

rm(eras_era, eras_forward, eras_backward,
   lm_all_fitted)

5.4 Cant coeffcients

A data frame of coefficient offsets is prepared to facilitate the direct mapping of Cant.

# pivot long format
lm_best_long <- lm_best_target %>%
  pivot_longer(cols = starts_with("coeff_"),
               names_to = "term",
               values_to = "estimate",
               names_prefix = "coeff_")

# subtract coefficients of adjacent era  
lm_best_long <- lm_best_long %>%
  arrange(era) %>%
  group_by(basin, gamma_slab, eras, model, term) %>%
  mutate(delta_coeff = estimate - lag(estimate)) %>%
  ungroup() %>%
  arrange(basin, gamma_slab, model, term, eras) %>%
  drop_na() %>%
  select(-c(era,estimate))

# pivot back to wide format
lm_best_cant <- lm_best_long %>%
  pivot_wider(values_from = delta_coeff,
              names_from = term,
              names_prefix = "delta_coeff_",
              values_fill = 0)

5.5 Write files

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

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

6 Model diagnotics

6.1 Selection criterion vs predictors

The selection criterion (rmse) was plotted against the number of predictors (limited to 2 - 5).

6.1.1 All models

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

Version Author Date
c8b76b3 jens-daniel-mueller 2020-12-19

6.1.2 Best models

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

Version Author Date
c8b76b3 jens-daniel-mueller 2020-12-19

6.2 RMSE correlation between eras

RMSE was plotted to compare the agreement for one model applied to two adjecent eras (ie check whether the same predictor combination performs equal in both eras).

6.2.1 All models

# find max rmse to scale axis
max_rmse <-
  max(c(lm_all_fitted_wide_eras$rmse,
        lm_all_fitted_wide_eras$rmse_sum - lm_all_fitted_wide_eras$rmse))

lm_all_fitted_wide_eras %>%
  ggplot(aes(rmse, rmse_sum - rmse, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  coord_equal(xlim = c(0,max_rmse),
              ylim = c(0,max_rmse)) +
  facet_grid(eras ~ basin)

Version Author Date
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.2.2 Best models

# find max rmse to scale axis
max_rmse <-
  max(c(lm_best$rmse,
        lm_best$rmse_sum - lm_best$rmse))

lm_best %>%
  ggplot(aes(rmse, rmse_sum - rmse, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  coord_equal(xlim = c(0,max_rmse),
              ylim = c(0,max_rmse)) +
  facet_grid(eras ~ basin)

Version Author Date
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou oxygen phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2012
(-Inf,26] 6 6 5 5 10 10 7
(26,26.5] 7 6 6 6 8 10 7
(26.5,26.75] 10 6 7 6 4 10 4
(26.75,27] 7 5 6 6 9 10 6
(27,27.25] 10 6 7 6 10 4 4
(27.25,27.5] 10 6 7 6 10 4 4
(27.5,27.75] 10 6 7 6 10 4 4
(27.75,27.85] 10 6 7 6 10 4 4
(27.85,27.95] 10 6 7 6 10 4 4
(27.95,28.05] 10 6 7 6 10 4 4
(28.05,28.1] 10 6 7 6 10 4 4
(28.1,28.15] 7 5 6 7 10 8 7
(28.15,28.2] 7 5 6 6 10 9 6
(28.2, Inf] 6 5 7 5 10 10 5
total 120.00 80.00 92.00 83.00 131.00 95.00 70.00
Atlantic - 2000-2012 --> 2013-2019
(-Inf,26] 7 6 6 5 9 10 7
(26,26.5] 7 5 5 5 10 10 7
(26.5,26.75] 9 5 7 5 7 10 6
(26.75,27] 7 4 6 6 10 10 5
(27,27.25] 8 6 6 6 10 7 7
(27.25,27.5] 10 6 7 6 10 4 4
(27.5,27.75] 10 6 7 6 10 4 4
(27.75,27.85] 7 6 7 6 10 7 7
(27.85,27.95] 8 5 8 5 10 7 6
(27.95,28.05] 8 6 7 5 10 7 6
(28.05,28.1] 6 5 6 6 10 10 5
(28.1,28.15] 5 5 6 7 10 10 5
(28.15,28.2] 6 5 7 5 10 10 5
(28.2, Inf] 6 5 7 5 10 10 5
total 104.00 75.00 92.00 78.00 136.00 116.00 79.00
Indian - 1982-1999 --> 2000-2012
(-Inf,26] 5 5 6 7 5 10 10
(26,26.5] 7 5 7 6 7 10 8
(26.5,26.75] 7 6 6 6 7 8 10
(26.75,27] 6 5 5 6 7 10 10
(27,27.25] 6 5 5 6 10 7 10
(27.25,27.5] 6 7 5 5 10 5 10
(27.5,27.75] 6 6 4 6 10 6 10
(27.75,27.85] 6 4 6 6 10 10 6
(27.85,27.95] 6 5 5 6 10 10 7
(27.95,28.05] 10 7 6 6 4 4 10
(28.05,28.1] 7 6 7 6 7 10 7
(28.1, Inf] 7 6 6 7 7 7 10
total 79.00 67.00 68.00 73.00 94.00 97.00 108.00
Indian - 2000-2012 --> 2013-2019
(-Inf,26] 5 5 6 7 5 10 10
(26,26.5] 4 6 6 7 4 10 10
(26.5,26.75] 4 6 6 7 4 10 10
(26.75,27] 6 5 5 6 7 10 10
(27,27.25] 7 8 5 5 8 6 10
(27.25,27.5] 10 7 5 5 5 5 10
(27.5,27.75] 7 6 6 7 7 7 10
(27.75,27.85] 6 4 6 6 10 10 6
(27.85,27.95] 6 4 6 7 10 9 7
(27.95,28.05] 10 7 6 6 4 4 10
(28.05,28.1] 7 6 7 6 7 10 7
(28.1, Inf] 9 7 5 5 6 10 7
total 81.00 71.00 69.00 74.00 77.00 101.00 107.00
Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 6 5 5 6 10 10 7
(26,26.5] 7 5 6 7 8 10 7
(26.5,26.75] 7 5 6 7 8 10 7
(26.75,27] 6 5 5 7 9 10 7
(27,27.25] 7 6 6 6 10 7 8
(27.25,27.5] 6 5 7 5 10 10 5
(27.5,27.75] 6 4 6 7 10 10 5
(27.75,27.85] 10 7 6 5 5 4 10
(27.85,27.95] 10 6 6 4 10 6 6
(27.95,28.05] 6 4 6 6 10 10 6
(28.05,28.1] 6 4 6 6 10 10 6
(28.1, Inf] 6 6 5 5 10 7 10
total 83.00 62.00 70.00 71.00 110.00 104.00 84.00
Pacific - 2000-2012 --> 2013-2019
(-Inf,26] 6 5 5 6 10 10 7
(26,26.5] 7 6 6 6 8 10 7
(26.5,26.75] 6 5 5 7 9 10 7
(26.75,27] 7 5 7 6 8 10 7
(27,27.25] 5 6 6 6 10 5 10
(27.25,27.5] 10 6 7 6 10 4 4
(27.5,27.75] 7 4 6 7 9 10 6
(27.75,27.85] 10 7 6 5 5 4 10
(27.85,27.95] 9 7 5 5 10 6 7
(27.95,28.05] 7 5 6 5 10 10 6
(28.05,28.1] 6 4 6 6 10 10 6
(28.1, Inf] 9 5 6 6 10 7 7
total 89.00 65.00 71.00 71.00 109.00 96.00 84.00

6.4 RMSE alternatives

AIC is an alternative criterion to RMSE to judge model quality, but not (yet) taken into account.

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

Version Author Date
c8b76b3 jens-daniel-mueller 2020-12-19 
lm_best %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
c8b76b3 jens-daniel-mueller 2020-12-19 

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_0.7.3      kableExtra_1.3.1
 [5] knitr_1.30       olsrr_0.5.3.9000 GGally_2.0.0     lubridate_1.7.9 
 [9] metR_0.8.0       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_1.2.1          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_0.1.0           jsonlite_1.7.2          
[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_1.13.4        modelr_0.1.8             vctrs_0.3.6             
[70] httpuv_1.5.4             cellranger_1.1.0         gtable_0.3.0            
[73] reshape_0.8.8            assertthat_0.2.1         xfun_0.19               
[76] openxlsx_4.2.3           RcppEigen_0.3.3.9.1      later_1.1.0.1           
[79] viridisLite_0.3.0        ellipsis_0.3.1           here_0.1