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1 Required data

Required are:

  • cleaned and prepared GLODAP-based synthetic model subsetting file
GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready_model_runA.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 adjacent eras, and the models with lowest summed values were selected.

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

# remove models with predictors fitted as NA

lm_all_fitted_wide <- lm_all_fitted_wide %>%
  filter(na_predictor == FALSE)
# 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 2.8592966 384.42713 8.488176 1982-1999 –> 2000-2012 5.706897 832.3402
Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.8592966 384.42713 8.488176 1982-1999 –> 2000-2012 5.706897 832.3402
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.8592966 384.42713 8.488176 1982-1999 –> 2000-2012 5.706897 832.3402
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + silicate 2.9701508 390.13269 9.206078 1982-1999 –> 2000-2012 6.351399 868.2770
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.8871287 385.88015 8.583641 1982-1999 –> 2000-2012 5.874648 842.2354
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.8918170 386.12354 8.607436 1982-1999 –> 2000-2012 5.905093 843.9896
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate 2.9702087 388.13561 9.198645 1982-1999 –> 2000-2012 6.394614 866.5121
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.8966176 386.37234 8.613196 1982-1999 –> 2000-2012 5.925852 845.1680
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.8966176 386.37234 8.613196 1982-1999 –> 2000-2012 5.925852 845.1680
Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.8966176 386.37234 8.613196 1982-1999 –> 2000-2012 5.925852 845.1680
Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.3664496 301.37162 6.920109 2000-2012 –> 2013-2019 4.225746 685.7988
Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.3664496 301.37162 6.920109 2000-2012 –> 2013-2019 4.225746 685.7988
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.3664496 301.37162 6.920109 2000-2012 –> 2013-2019 4.225746 685.7988
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + silicate 1.0506730 257.74932 4.009933 2000-2012 –> 2013-2019 4.020824 647.8820
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.3400326 298.13099 6.683912 2000-2012 –> 2013-2019 4.227161 684.0111
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.3177581 295.34849 6.595594 2000-2012 –> 2013-2019 4.209575 681.4720
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate 1.8302146 347.87971 7.883647 2000-2012 –> 2013-2019 4.800423 736.0153
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.3032187 293.50676 6.551133 2000-2012 –> 2013-2019 4.199836 679.8791
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.3032187 293.50676 6.551133 2000-2012 –> 2013-2019 4.199836 679.8791
Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.3032187 293.50676 6.551133 2000-2012 –> 2013-2019 4.199836 679.8791
Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.3475635 3823.39840 14.736275 1982-1999 –> 2000-2012 6.582255 6585.8429
Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.3475635 3823.39840 14.736275 1982-1999 –> 2000-2012 6.582255 6585.8429
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.3475635 3823.39840 14.736275 1982-1999 –> 2000-2012 6.582255 6585.8429
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.4380665 3862.07927 14.929059 1982-1999 –> 2000-2012 6.793221 6663.2819
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.4588085 3870.80091 14.913288 1982-1999 –> 2000-2012 6.842981 6681.1318
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.4765010 3878.19904 14.858930 1982-1999 –> 2000-2012 6.879317 6694.3533
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.4765010 3878.19904 14.858930 1982-1999 –> 2000-2012 6.879317 6694.3533
Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.4765010 3878.19904 14.858930 1982-1999 –> 2000-2012 6.879317 6694.3533
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.3711089 3833.56139 16.810120 1982-1999 –> 2000-2012 7.034139 6727.8243
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.3711089 3833.56139 16.810120 1982-1999 –> 2000-2012 7.034139 6727.8243
Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.9143585 1118.93319 10.309233 2000-2012 –> 2013-2019 6.261922 4942.3316
Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.9143585 1118.93319 10.309233 2000-2012 –> 2013-2019 6.261922 4942.3316
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.9143585 1118.93319 10.309233 2000-2012 –> 2013-2019 6.261922 4942.3316
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + oxygen + silicate 2.8615988 1110.82165 8.760935 2000-2012 –> 2013-2019 6.477182 5045.8998
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate 2.9339952 1119.91479 9.901522 2000-2012 –> 2013-2019 6.608653 5076.4927
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.8302395 1105.92914 9.229893 2000-2012 –> 2013-2019 6.268306 4968.0084
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.8260647 1105.27372 9.156585 2000-2012 –> 2013-2019 6.284873 4976.0746
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.8241417 1104.97150 9.120286 2000-2012 –> 2013-2019 6.300643 4983.1705
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.8241417 1104.97150 9.120286 2000-2012 –> 2013-2019 6.300643 4983.1705
Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.8241417 1104.97150 9.120286 2000-2012 –> 2013-2019 6.300643 4983.1705
Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + silicate + phosphate 4.0816653 5798.50848 18.494201 1982-1999 –> 2000-2012 6.836609 9536.8467
Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + silicate + phosphate_star 4.0816653 5798.50848 18.494201 1982-1999 –> 2000-2012 6.836609 9536.8467
Atlantic (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.0816653 5798.50848 18.494201 1982-1999 –> 2000-2012 6.836609 9536.8467
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.9653545 5741.30119 16.447269 1982-1999 –> 2000-2012 6.715257 9478.8335
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.9653545 5741.30119 16.447269 1982-1999 –> 2000-2012 6.715257 9478.8335
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.9653545 5741.30119 16.447269 1982-1999 –> 2000-2012 6.715257 9478.8335
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.9705184 5743.96649 17.013371 1982-1999 –> 2000-2012 6.831652 9542.2462
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.9424992 5729.46289 21.783890 1982-1999 –> 2000-2012 6.622866 9427.7578
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.9424992 5729.46289 21.783890 1982-1999 –> 2000-2012 6.622866 9427.7578
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.9424992 5729.46289 21.783890 1982-1999 –> 2000-2012 6.622866 9427.7578
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.8679722 1442.76922 14.737703 2000-2012 –> 2013-2019 8.833327 7184.0704
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.8679722 1442.76922 14.737703 2000-2012 –> 2013-2019 8.833327 7184.0704
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate 4.8721143 1441.17406 14.822340 2000-2012 –> 2013-2019 8.842906 7183.2818
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.8679722 1442.76922 14.737703 2000-2012 –> 2013-2019 8.833327 7184.0704
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.8118577 1437.25036 14.095604 2000-2012 –> 2013-2019 8.782376 7181.2169
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.8458824 1440.60431 14.721180 2000-2012 –> 2013-2019 8.843562 7198.5328
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.8502718 1441.03528 14.653240 2000-2012 –> 2013-2019 8.859968 7205.1106
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 4.6077928 1416.62324 14.692733 2000-2012 –> 2013-2019 8.550292 7146.0861
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 4.6077928 1416.62324 14.692733 2000-2012 –> 2013-2019 8.550292 7146.0861
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.6077928 1416.62324 14.692733 2000-2012 –> 2013-2019 8.550292 7146.0861
Atlantic (26.75,27] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.9666483 5913.99807 13.189549 1982-1999 –> 2000-2012 4.962132 9700.3654
Atlantic (26.75,27] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.9666483 5913.99807 13.189549 1982-1999 –> 2000-2012 4.962132 9700.3654
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 2.9885859 5929.34131 11.826479 1982-1999 –> 2000-2012 5.706887 10266.4158
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.9666483 5913.99807 13.189549 1982-1999 –> 2000-2012 4.962132 9700.3654
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.9182640 5875.28920 13.252450 1982-1999 –> 2000-2012 5.167241 9875.4814
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.0528959 5981.45863 15.904415 1982-1999 –> 2000-2012 5.532108 10155.9187
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.0784493 6001.08009 16.441796 1982-1999 –> 2000-2012 5.619819 10219.8156
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.0784493 6001.08009 16.441796 1982-1999 –> 2000-2012 5.619819 10219.8156
Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.0784493 6001.08009 16.441796 1982-1999 –> 2000-2012 5.619819 10219.8156
Atlantic (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.7274182 6451.37638 26.627851 1982-1999 –> 2000-2012 5.774899 10283.7375
Atlantic (26.75,27] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.9433068 1767.92750 15.042746 2000-2012 –> 2013-2019 5.909955 7681.9256
Atlantic (26.75,27] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.9433068 1767.92750 15.042746 2000-2012 –> 2013-2019 5.909955 7681.9256
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 2.9986992 1779.01623 14.999346 2000-2012 –> 2013-2019 5.987285 7708.3575
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.9433068 1767.92750 15.042746 2000-2012 –> 2013-2019 5.909955 7681.9256
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate_star 3.3972787 1866.62311 19.951339 2000-2012 –> 2013-2019 6.513805 7894.6407
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.9949383 1780.13525 14.496236 2000-2012 –> 2013-2019 5.913202 7655.4244
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.1618809 1818.21414 15.916447 2000-2012 –> 2013-2019 6.214777 7799.6728
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.1931326 1825.11856 16.129731 2000-2012 –> 2013-2019 6.271582 7826.1986
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.1931326 1825.11856 16.129731 2000-2012 –> 2013-2019 6.271582 7826.1986
Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.1931326 1825.11856 16.129731 2000-2012 –> 2013-2019 6.271582 7826.1986
Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate 3.2790074 10792.39837 16.821827 1982-1999 –> 2000-2012 5.461187 18264.2974
Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate_star 3.2790074 10792.39837 16.821827 1982-1999 –> 2000-2012 5.461187 18264.2974
Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.0230656 10458.26829 15.878318 1982-1999 –> 2000-2012 4.931036 17476.6764
Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.0230656 10458.26829 15.878318 1982-1999 –> 2000-2012 4.931036 17476.6764
Atlantic (27,27.25] cstar_tref ~ sal + aou + phosphate + phosphate_star 3.2790074 10792.39837 16.821827 1982-1999 –> 2000-2012 5.461187 18264.2974
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.0230656 10458.26829 15.878318 1982-1999 –> 2000-2012 4.931036 17476.6764
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.9756355 10392.86258 15.767067 1982-1999 –> 2000-2012 5.021946 17648.7047
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.9756355 10392.86258 15.767067 1982-1999 –> 2000-2012 5.021946 17648.7047
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.9756355 10392.86258 15.767067 1982-1999 –> 2000-2012 5.021946 17648.7047
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.1387142 10613.54127 16.551291 1982-1999 –> 2000-2012 5.297108 18050.2646
Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate_star 3.3901687 3105.86694 14.319105 2000-2012 –> 2013-2019 6.669176 13898.2653
Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.0264714 2974.86571 14.095025 2000-2012 –> 2013-2019 6.049537 13433.1340
Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.0264714 2974.86571 14.095025 2000-2012 –> 2013-2019 6.049537 13433.1340
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 3.1718868 3027.86676 15.870151 2000-2012 –> 2013-2019 6.658703 14074.4154
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.0264714 2974.86571 14.095025 2000-2012 –> 2013-2019 6.049537 13433.1340
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.6489528 2818.71663 13.986405 2000-2012 –> 2013-2019 5.624588 13211.5792
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.6489528 2818.71663 13.986405 2000-2012 –> 2013-2019 5.624588 13211.5792
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.6489528 2818.71663 13.986405 2000-2012 –> 2013-2019 5.624588 13211.5792
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.1177787 3009.70155 14.829217 2000-2012 –> 2013-2019 6.256493 13623.2428
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.3286995 3086.42169 15.337117 2000-2012 –> 2013-2019 6.666856 13954.7632
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate 3.4491046 13881.81760 15.022520 1982-1999 –> 2000-2012 5.426070 23157.0307
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate_star 3.4491046 13881.81760 15.022520 1982-1999 –> 2000-2012 5.426070 23157.0307
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.3165103 13679.18568 15.428391 1982-1999 –> 2000-2012 5.130348 22576.6152
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.3165103 13679.18568 15.428391 1982-1999 –> 2000-2012 5.130348 22576.6152
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + phosphate + phosphate_star 3.4491046 13881.81760 15.022520 1982-1999 –> 2000-2012 5.426070 23157.0307
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.3165103 13679.18568 15.428391 1982-1999 –> 2000-2012 5.130348 22576.6152
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.8296068 12850.37819 29.940652 1982-1999 –> 2000-2012 4.624434 21701.3458
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.8296068 12850.37819 29.940652 1982-1999 –> 2000-2012 4.624434 21701.3458
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.8296068 12850.37819 29.940652 1982-1999 –> 2000-2012 4.624434 21701.3458
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.6022722 14110.62745 16.861568 1982-1999 –> 2000-2012 5.736850 23726.1120
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate 3.2865279 3424.27143 17.472298 2000-2012 –> 2013-2019 6.735633 17306.0890
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate_star 3.2865279 3424.27143 17.472298 2000-2012 –> 2013-2019 6.735633 17306.0890
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.2453955 3409.79789 16.859440 2000-2012 –> 2013-2019 6.561906 17088.9836
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.2453955 3409.79789 16.859440 2000-2012 –> 2013-2019 6.561906 17088.9836
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + phosphate + phosphate_star 3.2865279 3424.27143 17.472298 2000-2012 –> 2013-2019 6.735633 17306.0890
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.2453955 3409.79789 16.859440 2000-2012 –> 2013-2019 6.561906 17088.9836
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.5314417 3084.82758 13.026596 2000-2012 –> 2013-2019 5.361048 15935.2058
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.5314417 3084.82758 13.026596 2000-2012 –> 2013-2019 5.361048 15935.2058
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.5314417 3084.82758 13.026596 2000-2012 –> 2013-2019 5.361048 15935.2058
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.4244265 3480.03327 15.538368 2000-2012 –> 2013-2019 7.026699 17590.6607
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 2.8947923 15717.15882 16.161724 1982-1999 –> 2000-2012 4.613761 23622.7872
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate_star 2.8947923 15717.15882 16.161724 1982-1999 –> 2000-2012 4.613761 23622.7872
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.8752262 15676.24217 17.017910 1982-1999 –> 2000-2012 4.587400 23567.9264
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.8752262 15676.24217 17.017910 1982-1999 –> 2000-2012 4.587400 23567.9264
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + phosphate_star 2.8947923 15717.15882 16.161724 1982-1999 –> 2000-2012 4.613761 23622.7872
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.8752262 15676.24217 17.017910 1982-1999 –> 2000-2012 4.587400 23567.9264
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.7836985 15471.52569 13.301232 1982-1999 –> 2000-2012 4.502555 23378.8936
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.7836985 15471.52569 13.301232 1982-1999 –> 2000-2012 4.502555 23378.8936
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.7836985 15471.52569 13.301232 1982-1999 –> 2000-2012 4.502555 23378.8936
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.0458428 16041.02797 19.102724 1982-1999 –> 2000-2012 4.897598 24248.2300
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 3.3612402 4264.09764 21.117641 2000-2012 –> 2013-2019 6.256032 19981.2565
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate_star 3.3612402 4264.09764 21.117641 2000-2012 –> 2013-2019 6.256032 19981.2565
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.3606335 4265.80594 21.310714 2000-2012 –> 2013-2019 6.235860 19942.0481
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.3606335 4265.80594 21.310714 2000-2012 –> 2013-2019 6.235860 19942.0481
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + phosphate_star 3.3612402 4264.09764 21.117641 2000-2012 –> 2013-2019 6.256032 19981.2565
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.3606335 4265.80594 21.310714 2000-2012 –> 2013-2019 6.235860 19942.0481
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.3006404 4236.69695 20.916086 2000-2012 –> 2013-2019 6.084339 19708.2226
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.3006404 4236.69695 20.916086 2000-2012 –> 2013-2019 6.084339 19708.2226
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.3006404 4236.69695 20.916086 2000-2012 –> 2013-2019 6.084339 19708.2226
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.3765884 4273.45988 22.241943 2000-2012 –> 2013-2019 6.422431 20314.4878
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate 2.7266092 10600.97230 13.775907 1982-1999 –> 2000-2012 4.466560 14554.6175
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate_star 2.7266092 10600.97230 13.775907 1982-1999 –> 2000-2012 4.466560 14554.6175
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.5889341 10376.44790 14.045412 1982-1999 –> 2000-2012 4.118998 14075.2554
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.5889341 10376.44790 14.045412 1982-1999 –> 2000-2012 4.118998 14075.2554
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + phosphate_star 2.7266092 10600.97230 13.775907 1982-1999 –> 2000-2012 4.466560 14554.6175
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.5889341 10376.44790 14.045412 1982-1999 –> 2000-2012 4.118998 14075.2554
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.6864303 10538.06780 14.837970 1982-1999 –> 2000-2012 4.414393 14479.8992
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.6864303 10538.06780 14.837970 1982-1999 –> 2000-2012 4.414393 14479.8992
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.6864303 10538.06780 14.837970 1982-1999 –> 2000-2012 4.414393 14479.8992
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.6125036 10416.07026 13.408691 1982-1999 –> 2000-2012 4.234112 14230.9794
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.7389665 2207.57337 16.546036 2000-2012 –> 2013-2019 5.327901 12584.0213
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.7389665 2207.57337 16.546036 2000-2012 –> 2013-2019 5.327901 12584.0213
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 2.7390682 2205.60693 16.557709 2000-2012 –> 2013-2019 5.587920 12998.3225
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.7389665 2207.57337 16.546036 2000-2012 –> 2013-2019 5.327901 12584.0213
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.9742200 2282.06399 12.854527 2000-2012 –> 2013-2019 5.660650 12820.1318
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.7390223 2207.59176 16.558731 2000-2012 –> 2013-2019 5.351526 12623.6620
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.8003985 2227.62502 17.808963 2000-2012 –> 2013-2019 5.554426 12874.3417
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.7805726 2221.20226 17.474740 2000-2012 –> 2013-2019 5.506505 12823.0896
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.7805726 2221.20226 17.474740 2000-2012 –> 2013-2019 5.506505 12823.0896
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.7805726 2221.20226 17.474740 2000-2012 –> 2013-2019 5.506505 12823.0896
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate 3.6669160 25031.13670 33.630551 1982-1999 –> 2000-2012 7.182476 36636.1636
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate_star 3.6669160 25031.13670 33.630551 1982-1999 –> 2000-2012 7.182476 36636.1636
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.5455282 24723.29485 36.989536 1982-1999 –> 2000-2012 6.824199 36028.1178
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.5455282 24723.29485 36.989536 1982-1999 –> 2000-2012 6.824199 36028.1178
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + phosphate_star 3.6669160 25031.13670 33.630551 1982-1999 –> 2000-2012 7.182476 36636.1636
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.5455282 24723.29485 36.989536 1982-1999 –> 2000-2012 6.824199 36028.1178
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.4424594 24451.76777 33.869908 1982-1999 –> 2000-2012 6.849543 35923.0204
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.4424594 24451.76777 33.869908 1982-1999 –> 2000-2012 6.849543 35923.0204
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.4424594 24451.76777 33.869908 1982-1999 –> 2000-2012 6.849543 35923.0204
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.5795361 24811.15670 36.708841 1982-1999 –> 2000-2012 6.933688 36214.5803
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.6957939 4570.18958 20.210919 2000-2012 –> 2013-2019 5.241322 29293.4844
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.6957939 4570.18958 20.210919 2000-2012 –> 2013-2019 5.241322 29293.4844
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 1.7082761 4585.35048 19.451929 2000-2012 –> 2013-2019 5.404353 29689.3927
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.6957939 4570.18958 20.210919 2000-2012 –> 2013-2019 5.241322 29293.4844
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.9069797 4844.83456 25.091076 2000-2012 –> 2013-2019 5.349439 29296.6023
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.9069797 4844.83456 25.091076 2000-2012 –> 2013-2019 5.349439 29296.6023
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.9069797 4844.83456 25.091076 2000-2012 –> 2013-2019 5.349439 29296.6023
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.6993741 4575.12460 20.134126 2000-2012 –> 2013-2019 5.278910 29386.2813
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.7522078 4646.76739 20.285886 2000-2012 –> 2013-2019 5.430214 29707.6984
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.7522078 4646.76739 20.285886 2000-2012 –> 2013-2019 5.430214 29707.6984
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 1.9069827 20631.83452 14.261320 1982-1999 –> 2000-2012 3.284898 31000.8771
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate_star 1.9069827 20631.83452 14.261320 1982-1999 –> 2000-2012 3.284898 31000.8771
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.8491344 20326.15801 15.273163 1982-1999 –> 2000-2012 3.092518 30085.5148
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.8491344 20326.15801 15.273163 1982-1999 –> 2000-2012 3.092518 30085.5148
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.9069827 20631.83452 14.261320 1982-1999 –> 2000-2012 3.284898 31000.8771
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.8491344 20326.15801 15.273163 1982-1999 –> 2000-2012 3.092518 30085.5148
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.5890386 18812.09208 15.273939 1982-1999 –> 2000-2012 2.873145 28763.3285
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.5890386 18812.09208 15.273939 1982-1999 –> 2000-2012 2.873145 28763.3285
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.5890386 18812.09208 15.273939 1982-1999 –> 2000-2012 2.873145 28763.3285
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.8691067 20433.45895 15.055923 1982-1999 –> 2000-2012 3.176659 30492.4233
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.2807752 4003.37126 11.727634 2000-2012 –> 2013-2019 3.129910 24329.5293
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.2807752 4003.37126 11.727634 2000-2012 –> 2013-2019 3.129910 24329.5293
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 1.2849464 4009.15538 12.000523 2000-2012 –> 2013-2019 3.163527 24491.1113
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.2807752 4003.37126 11.727634 2000-2012 –> 2013-2019 3.129910 24329.5293
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.4057600 4226.28281 16.999547 2000-2012 –> 2013-2019 2.994799 23038.3749
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.4057600 4226.28281 16.999547 2000-2012 –> 2013-2019 2.994799 23038.3749
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.4057600 4226.28281 16.999547 2000-2012 –> 2013-2019 2.994799 23038.3749
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2745470 3991.70120 11.408512 2000-2012 –> 2013-2019 3.143654 24425.1602
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.3281184 4090.26790 12.127543 2000-2012 –> 2013-2019 3.283408 24973.9642
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.3281184 4090.26790 12.127543 2000-2012 –> 2013-2019 3.283408 24973.9642
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate 1.6459176 14717.20457 16.220791 1982-1999 –> 2000-2012 2.956570 21892.5295
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate_star 1.6459176 14717.20457 16.220791 1982-1999 –> 2000-2012 2.956570 21892.5295
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.6363482 14674.48101 16.955820 1982-1999 –> 2000-2012 2.909785 21729.6692
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.6363482 14674.48101 16.955820 1982-1999 –> 2000-2012 2.909785 21729.6692
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.6459176 14717.20457 16.220791 1982-1999 –> 2000-2012 2.956570 21892.5295
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.6363482 14674.48101 16.955820 1982-1999 –> 2000-2012 2.909785 21729.6692
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.6317480 14652.88829 14.532386 1982-1999 –> 2000-2012 2.893004 21667.3255
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.6317480 14652.88829 14.532386 1982-1999 –> 2000-2012 2.893004 21667.3255
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.6317480 14652.88829 14.532386 1982-1999 –> 2000-2012 2.893004 21667.3255
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.6318441 14653.33963 17.318607 1982-1999 –> 2000-2012 2.938834 21818.8011
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.4403484 3517.42941 5.721274 2000-2012 –> 2013-2019 3.076697 18191.9104
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.4403484 3517.42941 5.721274 2000-2012 –> 2013-2019 3.076697 18191.9104
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.4403484 3517.42941 5.721274 2000-2012 –> 2013-2019 3.076697 18191.9104
Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + silicate + phosphate 1.4411828 3516.56697 5.952186 2000-2012 –> 2013-2019 3.109953 18339.5302
Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + silicate + phosphate_star 1.4411828 3516.56697 5.952186 2000-2012 –> 2013-2019 3.109953 18339.5302
Atlantic (28.05,28.1] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1.4411828 3516.56697 5.952186 2000-2012 –> 2013-2019 3.109953 18339.5302
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.4210361 3490.91795 6.101152 2000-2012 –> 2013-2019 3.052880 18144.2576
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.4401536 3517.16385 6.227789 2000-2012 –> 2013-2019 3.087678 18243.8520
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.4401536 3517.16385 6.227789 2000-2012 –> 2013-2019 3.087678 18243.8520
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.4401536 3517.16385 6.227789 2000-2012 –> 2013-2019 3.087678 18243.8520
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.1502437 8675.31690 12.775887 1982-1999 –> 2000-2012 1.969925 12356.9327
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.1502437 8675.31690 12.775887 1982-1999 –> 2000-2012 1.969925 12356.9327
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.1502437 8675.31690 12.775887 1982-1999 –> 2000-2012 1.969925 12356.9327
Atlantic (28.1,28.15] cstar_tref ~ sal + oxygen + silicate + phosphate_star 1.1533161 8688.13782 12.830391 1982-1999 –> 2000-2012 2.054101 12651.3730
Atlantic (28.1,28.15] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1.1533161 8688.13782 12.830391 1982-1999 –> 2000-2012 2.054101 12651.3730
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.1442555 8646.31668 12.926771 1982-1999 –> 2000-2012 1.964012 12328.2091
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.1555588 8700.93132 12.668779 1982-1999 –> 2000-2012 1.985847 12421.1977
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.1482948 8665.89560 12.808332 1982-1999 –> 2000-2012 1.972961 12365.7376
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.1482948 8665.89560 12.808332 1982-1999 –> 2000-2012 1.972961 12365.7376
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.1482948 8665.89560 12.808332 1982-1999 –> 2000-2012 1.972961 12365.7376
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + oxygen + phosphate 0.8999242 1734.67687 3.940842 2000-2012 –> 2013-2019 2.058752 10451.3050
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 0.8999242 1734.67687 3.940842 2000-2012 –> 2013-2019 2.058752 10451.3050
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate 0.9261882 1770.36158 4.823895 2000-2012 –> 2013-2019 2.087904 10498.8173
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.8999242 1734.67687 3.940842 2000-2012 –> 2013-2019 2.058752 10451.3050
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.9261439 1772.29884 4.795011 2000-2012 –> 2013-2019 2.070399 10418.6155
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate_star 0.9308482 1776.93612 4.898148 2000-2012 –> 2013-2019 2.089737 10491.8574
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 0.9307983 1778.86592 4.925941 2000-2012 –> 2013-2019 2.079093 10444.7615
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 0.9307983 1778.86592 4.925941 2000-2012 –> 2013-2019 2.079093 10444.7615
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + phosphate + phosphate_star 0.9308482 1776.93612 4.898148 2000-2012 –> 2013-2019 2.089737 10491.8574
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.9307983 1778.86592 4.925941 2000-2012 –> 2013-2019 2.079093 10444.7615
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.1427199 3913.50282 17.277230 1982-1999 –> 2000-2012 1.581826 4547.2645
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.1427199 3913.50282 17.277230 1982-1999 –> 2000-2012 1.581826 4547.2645
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate 1.1719060 3974.85585 14.731796 1982-1999 –> 2000-2012 1.628738 4647.7741
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.1427199 3913.50282 17.277230 1982-1999 –> 2000-2012 1.581826 4547.2645
Atlantic (28.15,28.2] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1.1536009 3935.30889 18.679303 1982-1999 –> 2000-2012 1.741827 4871.1361
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.1390225 3905.36178 17.745175 1982-1999 –> 2000-2012 1.578588 4540.2100
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.1524424 3934.78496 16.908295 1982-1999 –> 2000-2012 1.603516 4596.5115
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.1459344 3920.55907 17.296483 1982-1999 –> 2000-2012 1.589903 4565.7734
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.1459344 3920.55907 17.296483 1982-1999 –> 2000-2012 1.589903 4565.7734
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.1459344 3920.55907 17.296483 1982-1999 –> 2000-2012 1.589903 4565.7734
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 0.3881820 182.26612 1.254987 2000-2012 –> 2013-2019 1.530902 4095.7689
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 0.3881820 182.26612 1.254987 2000-2012 –> 2013-2019 1.530902 4095.7689
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.3881820 182.26612 1.254987 2000-2012 –> 2013-2019 1.530902 4095.7689
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + oxygen + phosphate 0.4640966 245.85426 2.572632 2000-2012 –> 2013-2019 1.644385 4240.6141
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 0.4640966 245.85426 2.572632 2000-2012 –> 2013-2019 1.644385 4240.6141
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.3872958 181.45242 1.269184 2000-2012 –> 2013-2019 1.526318 4086.8142
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.3866350 180.84450 1.289213 2000-2012 –> 2013-2019 1.539077 4115.6295
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 0.3866544 180.86241 1.287828 2000-2012 –> 2013-2019 1.532589 4101.4215
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 0.3866544 180.86241 1.287828 2000-2012 –> 2013-2019 1.532589 4101.4215
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.3866544 180.86241 1.287828 2000-2012 –> 2013-2019 1.532589 4101.4215
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.0337392 7541.79536 23.251429 1982-1999 –> 2000-2012 2.050568 10800.3120
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.0337392 7541.79536 23.251429 1982-1999 –> 2000-2012 2.050568 10800.3120
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate 1.0765876 7750.33791 23.963418 1982-1999 –> 2000-2012 2.101692 11025.1748
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.0337392 7541.79536 23.251429 1982-1999 –> 2000-2012 2.050568 10800.3120
Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + silicate + phosphate 1.6130416 9846.35956 25.565145 1982-1999 –> 2000-2012 2.721709 13298.2987
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.0203897 7474.41437 22.968878 1982-1999 –> 2000-2012 2.039323 10737.6053
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.9474047 7089.69144 21.917607 1982-1999 –> 2000-2012 1.947393 10310.4663
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 0.9682048 7202.27356 22.235943 1982-1999 –> 2000-2012 1.976526 10441.8038
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 0.9682048 7202.27356 22.235943 1982-1999 –> 2000-2012 1.976526 10441.8038
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.9682048 7202.27356 22.235943 1982-1999 –> 2000-2012 1.976526 10441.8038
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 0.3544573 310.25431 1.506639 2000-2012 –> 2013-2019 1.388196 7852.0497
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 0.3544573 310.25431 1.506639 2000-2012 –> 2013-2019 1.388196 7852.0497
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate 0.5054577 583.63855 2.829271 2000-2012 –> 2013-2019 1.582045 8333.9765
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.3544573 310.25431 1.506639 2000-2012 –> 2013-2019 1.388196 7852.0497
Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + silicate + phosphate 0.5274132 616.63408 3.576949 2000-2012 –> 2013-2019 2.140455 10462.9936
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.3489487 298.10000 1.607397 2000-2012 –> 2013-2019 1.369338 7772.5144
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.3836852 371.74040 1.488780 2000-2012 –> 2013-2019 1.331090 7461.4318
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 0.3678333 338.99906 1.420213 2000-2012 –> 2013-2019 1.336038 7541.2726
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 0.3678333 338.99906 1.420213 2000-2012 –> 2013-2019 1.336038 7541.2726
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.3678333 338.99906 1.420213 2000-2012 –> 2013-2019 1.336038 7541.2726
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.7530047 1107.10893 4.899058 1982-1999 –> 2000-2012 3.910132 3129.4320
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.6376288 1069.52770 4.923208 1982-1999 –> 2000-2012 3.765623 3079.3685
Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.6229346 1064.55233 4.930651 1982-1999 –> 2000-2012 3.745349 3071.9828
Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.6229346 1064.55233 4.930651 1982-1999 –> 2000-2012 3.745349 3071.9828
Indian (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.6229346 1064.55233 4.930651 1982-1999 –> 2000-2012 3.745349 3071.9828
Indian (-Inf,26] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.5232269 1029.55281 5.606051 1982-1999 –> 2000-2012 3.968711 3167.0536
Indian (-Inf,26] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.5232269 1029.55281 5.606051 1982-1999 –> 2000-2012 3.968711 3167.0536
Indian (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.5232269 1029.55281 5.606051 1982-1999 –> 2000-2012 3.968711 3167.0536
Indian (-Inf,26] cstar_tref ~ temp + oxygen + silicate + phosphate_star 1.8177944 1125.14245 5.571786 1982-1999 –> 2000-2012 4.594725 3377.3238
Indian (-Inf,26] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1.8177944 1125.14245 5.571786 1982-1999 –> 2000-2012 4.594725 3377.3238
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.8424893 106.31827 2.486385 2000-2012 –> 2013-2019 2.595494 1213.4272
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.7526681 97.97576 2.342227 2000-2012 –> 2013-2019 2.390297 1167.5035
Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 0.7493951 97.65327 2.308811 2000-2012 –> 2013-2019 2.372330 1162.2056
Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 0.7493951 97.65327 2.308811 2000-2012 –> 2013-2019 2.372330 1162.2056
Indian (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.7493951 97.65327 2.308811 2000-2012 –> 2013-2019 2.372330 1162.2056
Indian (-Inf,26] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 0.7452416 97.24198 2.012146 2000-2012 –> 2013-2019 2.268468 1126.7948
Indian (-Inf,26] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 0.7452416 97.24198 2.012146 2000-2012 –> 2013-2019 2.268468 1126.7948
Indian (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.7452416 97.24198 2.012146 2000-2012 –> 2013-2019 2.268468 1126.7948
Indian (-Inf,26] cstar_tref ~ temp + oxygen + silicate + phosphate_star 0.8476495 104.77014 2.575739 2000-2012 –> 2013-2019 2.665444 1229.9126
Indian (-Inf,26] cstar_tref ~ temp + silicate + phosphate + phosphate_star 0.8476495 104.77014 2.575739 2000-2012 –> 2013-2019 2.665444 1229.9126
Indian (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.0426000 2083.16719 7.372218 1982-1999 –> 2000-2012 4.664160 5666.4638
Indian (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.0426000 2083.16719 7.372218 1982-1999 –> 2000-2012 4.664160 5666.4638
Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.8644235 1994.63373 7.282792 1982-1999 –> 2000-2012 3.984782 5260.0785
Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.8225666 1972.60871 7.271487 1982-1999 –> 2000-2012 3.829591 5155.7648
Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.8184049 1970.39130 7.261213 1982-1999 –> 2000-2012 3.814887 5145.6587
Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.8184049 1970.39130 7.261213 1982-1999 –> 2000-2012 3.814887 5145.6587
Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.8184049 1970.39130 7.261213 1982-1999 –> 2000-2012 3.814887 5145.6587
Indian (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.7803390 1949.87008 7.103443 1982-1999 –> 2000-2012 4.371273 5515.5638
Indian (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.7803390 1949.87008 7.103443 1982-1999 –> 2000-2012 4.371273 5515.5638
Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.7803390 1949.87008 7.103443 1982-1999 –> 2000-2012 4.371273 5515.5638
Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.7175977 107.48994 1.913699 2000-2012 –> 2013-2019 2.540164 2080.0986
Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 0.7184506 107.59209 1.917084 2000-2012 –> 2013-2019 2.536856 2077.9834
Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 0.7184506 107.59209 1.917084 2000-2012 –> 2013-2019 2.536856 2077.9834
Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.7184506 107.59209 1.917084 2000-2012 –> 2013-2019 2.536856 2077.9834
Indian (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 0.6872225 103.77036 1.696147 2000-2012 –> 2013-2019 2.467561 2053.6404
Indian (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 0.6872225 103.77036 1.696147 2000-2012 –> 2013-2019 2.467561 2053.6404
Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.6872225 103.77036 1.696147 2000-2012 –> 2013-2019 2.467561 2053.6404
Indian (26,26.5] cstar_tref ~ temp + oxygen + silicate + phosphate 0.7691652 111.45806 2.236963 2000-2012 –> 2013-2019 2.604344 2088.7563
Indian (26,26.5] cstar_tref ~ temp + oxygen + silicate + phosphate_star 0.7691652 111.45806 2.236963 2000-2012 –> 2013-2019 2.604344 2088.7563
Indian (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 0.7691652 111.45806 2.236963 2000-2012 –> 2013-2019 2.604344 2088.7563
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.2194639 3763.81753 11.522064 1982-1999 –> 2000-2012 4.621616 8047.0820
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.2194639 3763.81753 11.522064 1982-1999 –> 2000-2012 4.621616 8047.0820
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.8031969 3412.38142 9.079147 1982-1999 –> 2000-2012 4.488340 7902.7921
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.7668563 3377.93354 8.609209 1982-1999 –> 2000-2012 4.346347 7793.6805
Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.7622185 3373.48641 8.535913 1982-1999 –> 2000-2012 4.332790 7782.7908
Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.7622185 3373.48641 8.535913 1982-1999 –> 2000-2012 4.332790 7782.7908
Indian (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.7622185 3373.48641 8.535913 1982-1999 –> 2000-2012 4.332790 7782.7908
Indian (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.6641178 3276.57141 8.115037 1982-1999 –> 2000-2012 3.979555 7491.4506
Indian (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.6641178 3276.57141 8.115037 1982-1999 –> 2000-2012 3.979555 7491.4506
Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.6641178 3276.57141 8.115037 1982-1999 –> 2000-2012 3.979555 7491.4506
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.6809347 158.85095 2.236116 2000-2012 –> 2013-2019 2.447791 3536.7845
Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 0.6802194 158.70382 2.234226 2000-2012 –> 2013-2019 2.442438 3532.1902
Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 0.6802194 158.70382 2.234226 2000-2012 –> 2013-2019 2.442438 3532.1902
Indian (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.6802194 158.70382 2.234226 2000-2012 –> 2013-2019 2.442438 3532.1902
Indian (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 0.6479081 151.89050 2.102970 2000-2012 –> 2013-2019 2.312026 3428.4619
Indian (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 0.6479081 151.89050 2.102970 2000-2012 –> 2013-2019 2.312026 3428.4619
Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.6479081 151.89050 2.102970 2000-2012 –> 2013-2019 2.312026 3428.4619
Indian (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate 0.7069814 162.10626 2.051728 2000-2012 –> 2013-2019 2.502751 3565.5041
Indian (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate_star 0.7069814 162.10626 2.051728 2000-2012 –> 2013-2019 2.502751 3565.5041
Indian (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 0.7069814 162.10626 2.051728 2000-2012 –> 2013-2019 2.502751 3565.5041
Indian (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + silicate 2.2685146 6687.90623 10.390037 1982-1999 –> 2000-2012 5.209834 15883.8076
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.1936816 6587.87795 7.816904 1982-1999 –> 2000-2012 4.850716 15410.1221
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.1662765 6550.38991 7.400669 1982-1999 –> 2000-2012 4.696444 15192.7859
Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.1617844 6544.19988 7.394648 1982-1999 –> 2000-2012 4.681028 15170.6905
Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.1617844 6544.19988 7.394648 1982-1999 –> 2000-2012 4.681028 15170.6905
Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.1617844 6544.19988 7.394648 1982-1999 –> 2000-2012 4.681028 15170.6905
Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate_star 2.2486467 6659.67450 11.171891 1982-1999 –> 2000-2012 4.852734 15405.9263
Indian (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.2351441 6643.71434 8.811939 1982-1999 –> 2000-2012 5.160918 15820.1347
Indian (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.2351441 6643.71434 8.811939 1982-1999 –> 2000-2012 5.160918 15820.1347
Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.2351441 6643.71434 8.811939 1982-1999 –> 2000-2012 5.160918 15820.1347
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.6696043 1010.66699 6.541970 2000-2012 –> 2013-2019 3.863286 7598.5449
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.6664374 1009.68732 6.625648 2000-2012 –> 2013-2019 3.832714 7560.0772
Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.6663996 1009.67562 6.629895 2000-2012 –> 2013-2019 3.828184 7553.8755
Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.6663996 1009.67562 6.629895 2000-2012 –> 2013-2019 3.828184 7553.8755
Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.6663996 1009.67562 6.629895 2000-2012 –> 2013-2019 3.828184 7553.8755
Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate_star 1.6668781 1007.82375 6.665167 2000-2012 –> 2013-2019 3.915525 7667.4982
Indian (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.7087519 1022.62610 6.539036 2000-2012 –> 2013-2019 3.943896 7666.3404
Indian (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.7087519 1022.62610 6.539036 2000-2012 –> 2013-2019 3.943896 7666.3404
Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.7087519 1022.62610 6.539036 2000-2012 –> 2013-2019 3.943896 7666.3404
Indian (26.75,27] cstar_tref ~ temp + oxygen + silicate + phosphate 1.7101064 1021.03496 6.626299 2000-2012 –> 2013-2019 3.959168 7681.2598
Indian (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.0471012 3469.01779 8.264949 1982-1999 –> 2000-2012 4.168161 9300.9073
Indian (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.0471012 3469.01779 8.264949 1982-1999 –> 2000-2012 4.168161 9300.9073
Indian (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + silicate 2.0137928 3442.47474 6.772289 1982-1999 –> 2000-2012 4.173378 9322.6049
Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.0471012 3469.01779 8.264949 1982-1999 –> 2000-2012 4.168161 9300.9073
Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.0078996 3437.73286 6.311211 1982-1999 –> 2000-2012 4.189050 9344.4927
Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.0023623 3433.26463 6.920590 1982-1999 –> 2000-2012 4.093242 9226.7479
Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.9994428 3430.90386 7.240285 1982-1999 –> 2000-2012 4.089040 9222.7427
Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.9994428 3430.90386 7.240285 1982-1999 –> 2000-2012 4.089040 9222.7427
Indian (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.9994428 3430.90386 7.240285 1982-1999 –> 2000-2012 4.089040 9222.7427
Indian (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate_star 2.1349643 3535.01456 7.206502 1982-1999 –> 2000-2012 4.226123 9326.8550
Indian (27,27.25] cstar_tref ~ sal + temp + aou + oxygen 1.0714794 497.08110 3.549437 2000-2012 –> 2013-2019 3.122071 3966.8551
Indian (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.0701309 498.67056 3.675189 2000-2012 –> 2013-2019 3.117232 3967.6883
Indian (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.0701309 498.67056 3.675189 2000-2012 –> 2013-2019 3.117232 3967.6883
Indian (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + silicate 1.0709962 498.93406 3.625666 2000-2012 –> 2013-2019 3.084789 3941.4088
Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.0701309 498.67056 3.675189 2000-2012 –> 2013-2019 3.117232 3967.6883
Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.1160389 512.36410 3.846736 2000-2012 –> 2013-2019 3.115482 3943.2680
Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.1160389 512.36410 3.846736 2000-2012 –> 2013-2019 3.115482 3943.2680
Indian (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.1160389 512.36410 3.846736 2000-2012 –> 2013-2019 3.115482 3943.2680
Indian (27,27.25] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.0882437 504.14218 3.610491 2000-2012 –> 2013-2019 3.123711 3963.9384
Indian (27,27.25] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.0882437 504.14218 3.610491 2000-2012 –> 2013-2019 3.123711 3963.9384
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen 2.1570498 4557.99903 9.718283 1982-1999 –> 2000-2012 3.897258 11045.1986
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.0622260 4466.58158 10.172895 1982-1999 –> 2000-2012 3.784608 10921.9885
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.0622260 4466.58158 10.172895 1982-1999 –> 2000-2012 3.784608 10921.9885
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + silicate 2.1552300 4558.24519 9.630290 1982-1999 –> 2000-2012 3.773983 10809.9976
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.0622260 4466.58158 10.172895 1982-1999 –> 2000-2012 3.784608 10921.9885
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.1492127 4552.43537 12.982549 1982-1999 –> 2000-2012 3.789363 10847.2845
Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 2.1522572 4553.37695 12.838978 1982-1999 –> 2000-2012 3.945167 11138.4949
Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.1229177 4526.85479 12.561429 1982-1999 –> 2000-2012 3.761680 10818.9256
Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.1229177 4526.85479 12.561429 1982-1999 –> 2000-2012 3.761680 10818.9256
Indian (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.1229177 4526.85479 12.561429 1982-1999 –> 2000-2012 3.761680 10818.9256
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen 1.3460140 849.45003 3.933426 2000-2012 –> 2013-2019 3.503064 5407.4491
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.2903584 830.84296 4.728619 2000-2012 –> 2013-2019 3.352584 5297.4245
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.2903584 830.84296 4.728619 2000-2012 –> 2013-2019 3.352584 5297.4245
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + silicate 1.2436349 812.84477 3.832030 2000-2012 –> 2013-2019 3.398865 5371.0900
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.2903584 830.84296 4.728619 2000-2012 –> 2013-2019 3.352584 5297.4245
Indian (27.25,27.5] cstar_tref ~ temp + aou + oxygen + silicate 1.2443642 811.13087 3.693819 2000-2012 –> 2013-2019 3.402061 5369.7536
Indian (27.25,27.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.2418302 812.13610 4.026218 2000-2012 –> 2013-2019 3.363425 5337.6952
Indian (27.25,27.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.2418302 812.13610 4.026218 2000-2012 –> 2013-2019 3.363425 5337.6952
Indian (27.25,27.5] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.4126098 873.01620 5.628754 2000-2012 –> 2013-2019 3.534515 5396.8798
Indian (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.2418302 812.13610 4.026218 2000-2012 –> 2013-2019 3.363425 5337.6952
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.0533548 5980.17359 7.033570 1982-1999 –> 2000-2012 3.908911 13898.2113
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.0533548 5980.17359 7.033570 1982-1999 –> 2000-2012 3.908911 13898.2113
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + oxygen + silicate 2.0106460 5921.53088 7.745824 1982-1999 –> 2000-2012 3.691615 13456.1695
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.0533548 5980.17359 7.033570 1982-1999 –> 2000-2012 3.908911 13898.2113
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.2347702 6216.38466 13.248094 1982-1999 –> 2000-2012 3.917132 13754.2368
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.8165863 5638.35428 11.536558 1982-1999 –> 2000-2012 3.495602 13168.4814
Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.7930030 5601.89678 11.262728 1982-1999 –> 2000-2012 3.472335 13132.7547
Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.7930030 5601.89678 11.262728 1982-1999 –> 2000-2012 3.472335 13132.7547
Indian (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.7930030 5601.89678 11.262728 1982-1999 –> 2000-2012 3.472335 13132.7547
Indian (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 1.9803952 5877.23547 12.408704 1982-1999 –> 2000-2012 3.660777 13408.5177
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.3839909 1039.41896 4.514916 2000-2012 –> 2013-2019 3.437346 7019.5926
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.3839909 1039.41896 4.514916 2000-2012 –> 2013-2019 3.437346 7019.5926
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.3839909 1039.41896 4.514916 2000-2012 –> 2013-2019 3.437346 7019.5926
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.4797880 1078.77238 5.182859 2000-2012 –> 2013-2019 3.296374 6717.1267
Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.4582339 1070.14476 4.947135 2000-2012 –> 2013-2019 3.251237 6672.0415
Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.4582339 1070.14476 4.947135 2000-2012 –> 2013-2019 3.251237 6672.0415
Indian (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.4582339 1070.14476 4.947135 2000-2012 –> 2013-2019 3.251237 6672.0415
Indian (27.5,27.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.5852905 1119.26726 5.903639 2000-2012 –> 2013-2019 3.515148 6926.3810
Indian (27.5,27.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.5852905 1119.26726 5.903639 2000-2012 –> 2013-2019 3.515148 6926.3810
Indian (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.5852905 1119.26726 5.903639 2000-2012 –> 2013-2019 3.515148 6926.3810
Indian (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.8530569 3006.58954 15.693423 1982-1999 –> 2000-2012 3.577958 6532.4155
Indian (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.8530569 3006.58954 15.693423 1982-1999 –> 2000-2012 3.577958 6532.4155
Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 1.8690879 3017.25197 16.208783 1982-1999 –> 2000-2012 3.819155 6760.4547
Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.8530569 3006.58954 15.693423 1982-1999 –> 2000-2012 3.577958 6532.4155
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.8175071 2978.11439 13.753950 1982-1999 –> 2000-2012 3.610358 6573.0231
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.6345855 2822.18181 9.861570 1982-1999 –> 2000-2012 3.475373 6464.2701
Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.6320929 2819.93854 9.685757 1982-1999 –> 2000-2012 3.487546 6476.2152
Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.6320929 2819.93854 9.685757 1982-1999 –> 2000-2012 3.487546 6476.2152
Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.6320929 2819.93854 9.685757 1982-1999 –> 2000-2012 3.487546 6476.2152
Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 1.6390835 2824.22137 10.521724 1982-1999 –> 2000-2012 3.522974 6505.6937
Indian (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.2724293 581.67433 5.015351 2000-2012 –> 2013-2019 3.125486 3588.2639
Indian (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.2724293 581.67433 5.015351 2000-2012 –> 2013-2019 3.125486 3588.2639
Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 1.3175913 591.60240 5.483449 2000-2012 –> 2013-2019 3.186679 3608.8544
Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.2724293 581.67433 5.015351 2000-2012 –> 2013-2019 3.125486 3588.2639
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2663836 580.04552 4.903142 2000-2012 –> 2013-2019 3.083891 3558.1599
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.2473512 574.86659 4.647389 2000-2012 –> 2013-2019 2.881937 3397.0484
Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.2436733 573.85669 4.565483 2000-2012 –> 2013-2019 2.875766 3393.7952
Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.2436733 573.85669 4.565483 2000-2012 –> 2013-2019 2.875766 3393.7952
Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.2436733 573.85669 4.565483 2000-2012 –> 2013-2019 2.875766 3393.7952
Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 1.3438936 598.36227 5.592634 2000-2012 –> 2013-2019 2.982977 3422.5836
Indian (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.7350566 3977.59685 14.533734 1982-1999 –> 2000-2012 3.466286 8808.6989
Indian (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.7350566 3977.59685 14.533734 1982-1999 –> 2000-2012 3.466286 8808.6989
Indian (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.7350566 3977.59685 14.533734 1982-1999 –> 2000-2012 3.466286 8808.6989
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen + silicate 2.0438147 4307.11816 7.984635 1982-1999 –> 2000-2012 3.481800 8683.8980
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.7253626 3966.32409 14.508381 1982-1999 –> 2000-2012 3.573057 8956.8075
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.6646317 3894.22741 13.348915 1982-1999 –> 2000-2012 3.512157 8884.4871
Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.6617672 3890.76210 13.230212 1982-1999 –> 2000-2012 3.512859 8885.7418
Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.6617672 3890.76210 13.230212 1982-1999 –> 2000-2012 3.512859 8885.7418
Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.6617672 3890.76210 13.230212 1982-1999 –> 2000-2012 3.512859 8885.7418
Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 1.6900026 3922.66122 13.309324 1982-1999 –> 2000-2012 3.541098 8915.6470
Indian (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.2240572 947.75903 5.015758 2000-2012 –> 2013-2019 2.959114 4925.3559
Indian (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.2240572 947.75903 5.015758 2000-2012 –> 2013-2019 2.959114 4925.3559
Indian (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.2240572 947.75903 5.015758 2000-2012 –> 2013-2019 2.959114 4925.3559
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.1428941 908.24131 4.049886 2000-2012 –> 2013-2019 3.035347 5060.5473
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2302022 950.64346 5.112234 2000-2012 –> 2013-2019 2.955565 4916.9675
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.2247568 948.08815 5.113608 2000-2012 –> 2013-2019 2.889388 4842.3156
Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.2247591 948.08922 5.132288 2000-2012 –> 2013-2019 2.886526 4838.8513
Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.2247591 948.08922 5.132288 2000-2012 –> 2013-2019 2.886526 4838.8513
Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.2247591 948.08922 5.132288 2000-2012 –> 2013-2019 2.886526 4838.8513
Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 1.2247631 946.09114 5.124094 2000-2012 –> 2013-2019 2.914766 4868.7524
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.2238927 5019.57099 4.813855 1982-1999 –> 2000-2012 2.448916 12186.1417
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.2238927 5019.57099 4.813855 1982-1999 –> 2000-2012 2.448916 12186.1417
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + silicate 1.2573001 5102.73108 4.351444 1982-1999 –> 2000-2012 2.400782 11965.5355
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.2238927 5019.57099 4.813855 1982-1999 –> 2000-2012 2.448916 12186.1417
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + phosphate 1.2489423 5080.13552 4.844035 1982-1999 –> 2000-2012 2.518016 12400.4999
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + phosphate_star 1.2489423 5080.13552 4.844035 1982-1999 –> 2000-2012 2.518016 12400.4999
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.1989153 4955.89848 5.307178 1982-1999 –> 2000-2012 2.467148 12275.3408
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.1989153 4955.89848 5.307178 1982-1999 –> 2000-2012 2.467148 12275.3408
Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.2489423 5080.13552 4.844035 1982-1999 –> 2000-2012 2.518016 12400.4999
Indian (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.1989153 4955.89848 5.307178 1982-1999 –> 2000-2012 2.467148 12275.3408
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate 0.9378650 1523.23520 3.095684 2000-2012 –> 2013-2019 2.161758 6542.8062
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 0.9378650 1523.23520 3.095684 2000-2012 –> 2013-2019 2.161758 6542.8062
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + silicate 0.9144629 1495.08545 3.005602 2000-2012 –> 2013-2019 2.171763 6597.8165
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.9378650 1523.23520 3.095684 2000-2012 –> 2013-2019 2.161758 6542.8062
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + phosphate 0.9379212 1521.30202 3.077952 2000-2012 –> 2013-2019 2.186864 6601.4375
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + phosphate_star 0.9379212 1521.30202 3.077952 2000-2012 –> 2013-2019 2.186864 6601.4375
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 0.9061905 1484.96219 2.670419 2000-2012 –> 2013-2019 2.105106 6440.8607
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 0.9061905 1484.96219 2.670419 2000-2012 –> 2013-2019 2.105106 6440.8607
Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + phosphate_star 0.9379212 1521.30202 3.077952 2000-2012 –> 2013-2019 2.186864 6601.4375
Indian (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.9061905 1484.96219 2.670419 2000-2012 –> 2013-2019 2.105106 6440.8607
Indian (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 0.7948300 2516.31135 5.400773 1982-1999 –> 2000-2012 1.667724 6800.1252
Indian (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 0.7948300 2516.31135 5.400773 1982-1999 –> 2000-2012 1.667724 6800.1252
Indian (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.7948300 2516.31135 5.400773 1982-1999 –> 2000-2012 1.667724 6800.1252
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.7985657 2526.17704 5.459994 1982-1999 –> 2000-2012 1.679630 6840.9971
Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 0.7993504 2528.24348 5.456278 1982-1999 –> 2000-2012 1.682217 6849.8666
Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 0.7993504 2528.24348 5.456278 1982-1999 –> 2000-2012 1.682217 6849.8666
Indian (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.7993504 2528.24348 5.456278 1982-1999 –> 2000-2012 1.682217 6849.8666
Indian (28.05,28.1] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 0.7772629 2469.28774 4.572232 1982-1999 –> 2000-2012 1.652786 6763.1137
Indian (28.05,28.1] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 0.7772629 2469.28774 4.572232 1982-1999 –> 2000-2012 1.652786 6763.1137
Indian (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.7772629 2469.28774 4.572232 1982-1999 –> 2000-2012 1.652786 6763.1137
Indian (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 0.8901942 962.30946 5.483354 2000-2012 –> 2013-2019 1.685024 3478.6208
Indian (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 0.8901942 962.30946 5.483354 2000-2012 –> 2013-2019 1.685024 3478.6208
Indian (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.8901942 962.30946 5.483354 2000-2012 –> 2013-2019 1.685024 3478.6208
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.8899996 962.15032 5.491420 2000-2012 –> 2013-2019 1.688565 3488.3274
Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 0.8889347 961.27872 5.475839 2000-2012 –> 2013-2019 1.688285 3489.5222
Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 0.8889347 961.27872 5.475839 2000-2012 –> 2013-2019 1.688285 3489.5222
Indian (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.8889347 961.27872 5.475839 2000-2012 –> 2013-2019 1.688285 3489.5222
Indian (28.05,28.1] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 0.9027329 972.49205 4.618902 2000-2012 –> 2013-2019 1.679996 3441.7798
Indian (28.05,28.1] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 0.9027329 972.49205 4.618902 2000-2012 –> 2013-2019 1.679996 3441.7798
Indian (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.9027329 972.49205 4.618902 2000-2012 –> 2013-2019 1.679996 3441.7798
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.3262893 13767.50008 13.119156 1982-1999 –> 2000-2012 2.178643 25237.5621
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.3262893 13767.50008 13.119156 1982-1999 –> 2000-2012 2.178643 25237.5621
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.3262893 13767.50008 13.119156 1982-1999 –> 2000-2012 2.178643 25237.5621
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.3335457 13811.60853 14.975478 1982-1999 –> 2000-2012 2.203669 25469.3939
Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.3343055 13816.21297 14.993448 1982-1999 –> 2000-2012 2.205827 25488.6025
Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.3343055 13816.21297 14.993448 1982-1999 –> 2000-2012 2.205827 25488.6025
Indian (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.3343055 13816.21297 14.993448 1982-1999 –> 2000-2012 2.205827 25488.6025
Indian (28.1, Inf] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.3388673 13843.80376 13.175341 1982-1999 –> 2000-2012 2.186529 25263.6516
Indian (28.1, Inf] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.3388673 13843.80376 13.175341 1982-1999 –> 2000-2012 2.186529 25263.6516
Indian (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.3388673 13843.80376 13.175341 1982-1999 –> 2000-2012 2.186529 25263.6516
Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.2050689 5013.45006 10.292522 2000-2012 –> 2013-2019 2.536856 18814.3927
Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.2050689 5013.45006 10.292522 2000-2012 –> 2013-2019 2.536856 18814.3927
Indian (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.2050689 5013.45006 10.292522 2000-2012 –> 2013-2019 2.536856 18814.3927
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.2035362 5009.48693 8.717598 2000-2012 –> 2013-2019 2.529826 18776.9870
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.2035362 5009.48693 8.717598 2000-2012 –> 2013-2019 2.529826 18776.9870
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + silicate 1.1861737 4964.23626 10.026840 2000-2012 –> 2013-2019 2.503716 18678.2448
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.2035362 5009.48693 8.717598 2000-2012 –> 2013-2019 2.529826 18776.9870
Indian (28.1, Inf] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.1933803 4983.09833 8.635139 2000-2012 –> 2013-2019 2.532248 18826.9021
Indian (28.1, Inf] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.1933803 4983.09833 8.635139 2000-2012 –> 2013-2019 2.532248 18826.9021
Indian (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.1933803 4983.09833 8.635139 2000-2012 –> 2013-2019 2.532248 18826.9021
Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 5.0951745 22618.37032 24.576581 1982-1999 –> 2000-2012 10.124060 29410.6322
Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 5.0951745 22618.37032 24.576581 1982-1999 –> 2000-2012 10.124060 29410.6322
Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.0951745 22618.37032 24.576581 1982-1999 –> 2000-2012 10.124060 29410.6322
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + silicate 5.8409649 23631.68461 26.803619 1982-1999 –> 2000-2012 11.317200 30614.3266
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 5.3946466 23042.03581 23.162171 1982-1999 –> 2000-2012 10.549455 29889.5482
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5.4742266 23150.66439 23.099710 1982-1999 –> 2000-2012 10.670949 30016.2680
Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5.4976424 23182.32694 23.281991 1982-1999 –> 2000-2012 10.709304 30054.3434
Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 5.4976424 23182.32694 23.281991 1982-1999 –> 2000-2012 10.709304 30054.3434
Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5.4976424 23182.32694 23.281991 1982-1999 –> 2000-2012 10.709304 30054.3434
Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate_star 5.6349176 23363.27834 26.376005 1982-1999 –> 2000-2012 10.986033 30292.2865
Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.8761164 16063.56903 44.933546 2000-2012 –> 2013-2019 9.971291 38681.9393
Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.8761164 16063.56903 44.933546 2000-2012 –> 2013-2019 9.971291 38681.9393
Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.8761164 16063.56903 44.933546 2000-2012 –> 2013-2019 9.971291 38681.9393
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + silicate 5.6033128 16806.43262 34.487705 2000-2012 –> 2013-2019 11.444278 40438.1172
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 5.1775165 16384.08298 24.519059 2000-2012 –> 2013-2019 10.572163 39426.1188
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5.2794124 16488.23381 22.565134 2000-2012 –> 2013-2019 10.753639 39638.8982
Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5.3170099 16526.15640 22.514081 2000-2012 –> 2013-2019 10.814652 39708.4833
Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 5.3170099 16526.15640 22.514081 2000-2012 –> 2013-2019 10.814652 39708.4833
Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5.3170099 16526.15640 22.514081 2000-2012 –> 2013-2019 10.814652 39708.4833
Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate_star 5.6860377 16882.75244 23.754722 2000-2012 –> 2013-2019 11.320955 40246.0308
Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.3374128 12636.08660 46.220447 1982-1999 –> 2000-2012 6.041201 17221.4302
Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.3374128 12636.08660 46.220447 1982-1999 –> 2000-2012 6.041201 17221.4302
Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.3374128 12636.08660 46.220447 1982-1999 –> 2000-2012 6.041201 17221.4302
Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.2941892 12573.38420 44.102837 1982-1999 –> 2000-2012 5.935773 17114.6451
Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.3340082 12631.17728 42.383368 1982-1999 –> 2000-2012 6.006971 17194.8044
Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.3432945 12644.55608 42.111348 1982-1999 –> 2000-2012 6.029555 17217.5820
Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.3432945 12644.55608 42.111348 1982-1999 –> 2000-2012 6.029555 17217.5820
Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.3432945 12644.55608 42.111348 1982-1999 –> 2000-2012 6.029555 17217.5820
Pacific (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.6583255 13077.69095 36.911199 1982-1999 –> 2000-2012 6.474698 17740.3021
Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.6583255 13077.69095 36.911199 1982-1999 –> 2000-2012 6.474698 17740.3021
Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.2301874 7586.30069 25.062379 2000-2012 –> 2013-2019 6.567600 20222.3873
Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.2301874 7586.30069 25.062379 2000-2012 –> 2013-2019 6.567600 20222.3873
Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.2301874 7586.30069 25.062379 2000-2012 –> 2013-2019 6.567600 20222.3873
Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.3274707 7673.00318 24.193349 2000-2012 –> 2013-2019 6.621660 20246.3874
Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.3845139 7722.67088 23.421472 2000-2012 –> 2013-2019 6.718522 20353.8482
Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.4007955 7736.69382 23.348415 2000-2012 –> 2013-2019 6.744090 20381.2499
Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.4007955 7736.69382 23.348415 2000-2012 –> 2013-2019 6.744090 20381.2499
Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.4007955 7736.69382 23.348415 2000-2012 –> 2013-2019 6.744090 20381.2499
Pacific (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.5561148 7867.18806 22.470194 2000-2012 –> 2013-2019 7.214440 20944.8790
Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.5561148 7867.18806 22.470194 2000-2012 –> 2013-2019 7.214440 20944.8790
Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.2025249 10991.23180 38.247953 1982-1999 –> 2000-2012 5.389603 14589.2817
Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.2025249 10991.23180 38.247953 1982-1999 –> 2000-2012 5.389603 14589.2817
Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.2025249 10991.23180 38.247953 1982-1999 –> 2000-2012 5.389603 14589.2817
Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.2835061 11097.36380 39.684789 1982-1999 –> 2000-2012 5.579353 14774.4295
Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.3899847 11232.99680 38.267813 1982-1999 –> 2000-2012 5.754178 14957.8198
Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.4023065 11248.41645 38.068242 1982-1999 –> 2000-2012 5.777119 14980.5359
Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.4023065 11248.41645 38.068242 1982-1999 –> 2000-2012 5.777119 14980.5359
Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.4023065 11248.41645 38.068242 1982-1999 –> 2000-2012 5.777119 14980.5359
Pacific (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.6716647 11572.23067 33.619904 1982-1999 –> 2000-2012 6.172281 15388.3851
Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.6716647 11572.23067 33.619904 1982-1999 –> 2000-2012 6.172281 15388.3851
Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.9528916 5838.01216 27.255074 2000-2012 –> 2013-2019 6.155417 16829.2440
Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.9528916 5838.01216 27.255074 2000-2012 –> 2013-2019 6.155417 16829.2440
Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.9528916 5838.01216 27.255074 2000-2012 –> 2013-2019 6.155417 16829.2440
Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.0761036 5933.17809 25.149829 2000-2012 –> 2013-2019 6.359610 17030.5419
Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.1583293 5994.58941 22.983223 2000-2012 –> 2013-2019 6.548314 17227.5862
Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.1638652 5998.66639 22.776575 2000-2012 –> 2013-2019 6.566172 17247.0828
Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.1638652 5998.66639 22.776575 2000-2012 –> 2013-2019 6.566172 17247.0828
Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.1638652 5998.66639 22.776575 2000-2012 –> 2013-2019 6.566172 17247.0828
Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate_star 3.2586500 6065.38556 17.603592 2000-2012 –> 2013-2019 6.932018 17637.5878
Pacific (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.3717678 6146.82663 14.897478 2000-2012 –> 2013-2019 7.043432 17719.0573
Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.6430959 16322.59900 45.198044 1982-1999 –> 2000-2012 6.198930 21569.8430
Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.6430959 16322.59900 45.198044 1982-1999 –> 2000-2012 6.198930 21569.8430
Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.6430959 16322.59900 45.198044 1982-1999 –> 2000-2012 6.198930 21569.8430
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.4802500 16047.58056 16.112316 1982-1999 –> 2000-2012 6.118900 21365.6176
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.5350164 16141.48194 13.104909 1982-1999 –> 2000-2012 6.286817 21552.7323
Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.5346186 16140.80526 13.058526 1982-1999 –> 2000-2012 6.289130 21554.2416
Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.5346186 16140.80526 13.058526 1982-1999 –> 2000-2012 6.289130 21554.2416
Pacific (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.5346186 16140.80526 13.058526 1982-1999 –> 2000-2012 6.289130 21554.2416
Pacific (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate_star 3.5352807 16139.93166 13.153778 1982-1999 –> 2000-2012 6.293698 21554.5140
Pacific (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.6609981 16352.07950 22.909592 1982-1999 –> 2000-2012 6.348773 21711.0677
Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.5155570 10215.43239 22.074062 2000-2012 –> 2013-2019 7.158653 26538.0314
Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.5155570 10215.43239 22.074062 2000-2012 –> 2013-2019 7.158653 26538.0314
Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.5155570 10215.43239 22.074062 2000-2012 –> 2013-2019 7.158653 26538.0314
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.6402402 10348.28703 22.307971 2000-2012 –> 2013-2019 7.120490 26395.8676
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.7085020 10419.10773 21.732830 2000-2012 –> 2013-2019 7.243518 26560.5897
Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.6999800 10410.33774 21.524437 2000-2012 –> 2013-2019 7.234599 26551.1430
Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.6999800 10410.33774 21.524437 2000-2012 –> 2013-2019 7.234599 26551.1430
Pacific (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.6999800 10410.33774 21.524437 2000-2012 –> 2013-2019 7.234599 26551.1430
Pacific (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.5893659 10294.63647 13.885223 2000-2012 –> 2013-2019 7.250364 26646.7160
Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.5893659 10294.63647 13.885223 2000-2012 –> 2013-2019 7.250364 26646.7160
Pacific (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.6058381 28784.89778 56.968007 1982-1999 –> 2000-2012 6.441401 40307.3700
Pacific (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.6058381 28784.89778 56.968007 1982-1999 –> 2000-2012 6.441401 40307.3700
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.5624242 28655.89489 40.761264 1982-1999 –> 2000-2012 6.404324 40188.8058
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.5624242 28655.89489 40.761264 1982-1999 –> 2000-2012 6.404324 40188.8058
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.5624242 28655.89489 40.761264 1982-1999 –> 2000-2012 6.404324 40188.8058
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.4904453 28438.50769 39.728959 1982-1999 –> 2000-2012 6.355674 40009.6478
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.4890641 28434.29239 40.041403 1982-1999 –> 2000-2012 6.406963 40090.6079
Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.4883336 28432.06262 40.049827 1982-1999 –> 2000-2012 6.401154 40080.2323
Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.4883336 28432.06262 40.049827 1982-1999 –> 2000-2012 6.401154 40080.2323
Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.4883336 28432.06262 40.049827 1982-1999 –> 2000-2012 6.401154 40080.2323
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.3416682 15173.10978 28.011854 2000-2012 –> 2013-2019 6.904092 43829.0047
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.3416682 15173.10978 28.011854 2000-2012 –> 2013-2019 6.904092 43829.0047
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.3416682 15173.10978 28.011854 2000-2012 –> 2013-2019 6.904092 43829.0047
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.3243369 15143.08538 28.824763 2000-2012 –> 2013-2019 6.814782 43581.5931
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.3323413 15156.97146 29.073073 2000-2012 –> 2013-2019 6.821405 43591.2638
Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 3.3594472 15201.74819 28.953837 2000-2012 –> 2013-2019 6.922113 43856.3664
Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.3304370 15153.67078 29.010402 2000-2012 –> 2013-2019 6.818771 43585.7334
Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.3304370 15153.67078 29.010402 2000-2012 –> 2013-2019 6.818771 43585.7334
Pacific (27,27.25] cstar_tref ~ sal + temp + phosphate + phosphate_star 3.3594472 15201.74819 28.953837 2000-2012 –> 2013-2019 6.922113 43856.3664
Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.3304370 15153.67078 29.010402 2000-2012 –> 2013-2019 6.818771 43585.7334
Pacific (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.1330532 23376.47503 49.870200 1982-1999 –> 2000-2012 3.754763 31977.9976
Pacific (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.1330532 23376.47503 49.870200 1982-1999 –> 2000-2012 3.754763 31977.9976
Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 2.1521450 23470.12187 54.388403 1982-1999 –> 2000-2012 3.783149 32095.4414
Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.1330532 23376.47503 49.870200 1982-1999 –> 2000-2012 3.754763 31977.9976
Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + silicate + phosphate 2.1975002 23693.98376 57.628845 1982-1999 –> 2000-2012 3.820217 32296.3069
Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.1382406 23402.54716 47.340693 1982-1999 –> 2000-2012 3.755552 31991.8100
Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.1556444 23489.56104 42.878856 1982-1999 –> 2000-2012 3.779526 32097.1226
Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.1528016 23475.39623 43.832253 1982-1999 –> 2000-2012 3.775518 32079.7193
Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.1528016 23475.39623 43.832253 1982-1999 –> 2000-2012 3.775518 32079.7193
Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.1528016 23475.39623 43.832253 1982-1999 –> 2000-2012 3.775518 32079.7193
Pacific (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate 1.6631525 12653.55101 15.142597 2000-2012 –> 2013-2019 3.806750 36080.9566
Pacific (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate_star 1.6631525 12653.55101 15.142597 2000-2012 –> 2013-2019 3.806750 36080.9566
Pacific (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.6630297 12655.06712 15.089221 2000-2012 –> 2013-2019 3.796083 36031.5421
Pacific (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.6630297 12655.06712 15.089221 2000-2012 –> 2013-2019 3.796083 36031.5421
Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.6631525 12653.55101 15.142597 2000-2012 –> 2013-2019 3.806750 36080.9566
Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.6630297 12655.06712 15.089221 2000-2012 –> 2013-2019 3.796083 36031.5421
Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.6629144 12654.61232 15.213176 2000-2012 –> 2013-2019 3.803598 36069.4179
Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.6629144 12654.61232 15.213176 2000-2012 –> 2013-2019 3.803598 36069.4179
Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.6629144 12654.61232 15.213176 2000-2012 –> 2013-2019 3.803598 36069.4179
Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.6635852 12657.25716 15.037324 2000-2012 –> 2013-2019 3.801826 36059.8043
Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.8865670 36956.72777 29.765763 1982-1999 –> 2000-2012 6.787682 46354.1243
Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.8865670 36956.72777 29.765763 1982-1999 –> 2000-2012 6.787682 46354.1243
Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.8865670 36956.72777 29.765763 1982-1999 –> 2000-2012 6.787682 46354.1243
Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate_star 4.9592064 37136.10484 31.011247 1982-1999 –> 2000-2012 7.025324 46910.3681
Pacific (27.5,27.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 5.1047008 37491.54175 32.138038 1982-1999 –> 2000-2012 7.153185 47226.7902
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.9084201 37011.57594 30.553510 1982-1999 –> 2000-2012 6.861022 46530.6136
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.8939379 36975.25500 30.110682 1982-1999 –> 2000-2012 6.921681 46666.1785
Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.9024758 36996.68076 30.386769 1982-1999 –> 2000-2012 6.925941 46677.9913
Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.9024758 36996.68076 30.386769 1982-1999 –> 2000-2012 6.925941 46677.9913
Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.9024758 36996.68076 30.386769 1982-1999 –> 2000-2012 6.925941 46677.9913
Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 5.8988401 28923.32057 50.115929 2000-2012 –> 2013-2019 10.785407 65880.0483
Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 5.8988401 28923.32057 50.115929 2000-2012 –> 2013-2019 10.785407 65880.0483
Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.8988401 28923.32057 50.115929 2000-2012 –> 2013-2019 10.785407 65880.0483
Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate_star 5.9712397 29031.74424 44.224067 2000-2012 –> 2013-2019 10.930446 66167.8491
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 6.0114490 29094.49451 50.170638 2000-2012 –> 2013-2019 10.919869 66106.0704
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5.9323691 28974.62648 48.895748 2000-2012 –> 2013-2019 10.826307 65949.8815
Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5.9689793 29030.31704 49.136423 2000-2012 –> 2013-2019 10.871455 66026.9978
Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 5.9689793 29030.31704 49.136423 2000-2012 –> 2013-2019 10.871455 66026.9978
Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5.9689793 29030.31704 49.136423 2000-2012 –> 2013-2019 10.871455 66026.9978
Pacific (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5.5109456 28307.60795 48.981407 2000-2012 –> 2013-2019 11.072585 66854.9570
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen 1.6188998 11647.99533 25.285379 1982-1999 –> 2000-2012 3.583327 16262.9138
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.4581386 11009.71960 27.229257 1982-1999 –> 2000-2012 3.146960 15294.3660
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.4581386 11009.71960 27.229257 1982-1999 –> 2000-2012 3.146960 15294.3660
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + silicate 1.5114355 11229.49409 22.408460 1982-1999 –> 2000-2012 3.244547 15571.0409
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.4581386 11009.71960 27.229257 1982-1999 –> 2000-2012 3.146960 15294.3660
Pacific (27.75,27.85] cstar_tref ~ temp + aou + oxygen + phosphate 1.8790548 12560.30890 29.539717 1982-1999 –> 2000-2012 3.903230 17241.0827
Pacific (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.8559305 12486.50186 30.803094 1982-1999 –> 2000-2012 3.864719 17152.5039
Pacific (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.8559305 12486.50186 30.803094 1982-1999 –> 2000-2012 3.864719 17152.5039
Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.8790548 12560.30890 29.539717 1982-1999 –> 2000-2012 3.903230 17241.0827
Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.8559305 12486.50186 30.803094 1982-1999 –> 2000-2012 3.864719 17152.5039
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen 1.6327784 7148.67045 18.156270 2000-2012 –> 2013-2019 3.251678 18796.6658
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.5226065 6889.53579 19.892620 2000-2012 –> 2013-2019 2.980745 17899.2554
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.5226065 6889.53579 19.892620 2000-2012 –> 2013-2019 2.980745 17899.2554
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + silicate 1.4723280 6764.01809 14.549729 2000-2012 –> 2013-2019 2.983763 17993.5122
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.5226065 6889.53579 19.892620 2000-2012 –> 2013-2019 2.980745 17899.2554
Pacific (27.75,27.85] cstar_tref ~ temp + aou + oxygen + phosphate 1.8222910 7559.14552 23.852952 2000-2012 –> 2013-2019 3.701346 20119.4544
Pacific (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.8110155 7537.94468 23.023243 2000-2012 –> 2013-2019 3.666946 20024.4465
Pacific (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.8110155 7537.94468 23.023243 2000-2012 –> 2013-2019 3.666946 20024.4465
Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.8222910 7559.14552 23.852952 2000-2012 –> 2013-2019 3.701346 20119.4544
Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.8110155 7537.94468 23.023243 2000-2012 –> 2013-2019 3.666946 20024.4465
Pacific (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.3792554 20059.81816 45.848214 1982-1999 –> 2000-2012 3.941477 26086.7304
Pacific (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.3792554 20059.81816 45.848214 1982-1999 –> 2000-2012 3.941477 26086.7304
Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 2.3892053 20094.41712 45.511342 1982-1999 –> 2000-2012 3.958136 26133.1453
Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.3792554 20059.81816 45.848214 1982-1999 –> 2000-2012 3.941477 26086.7304
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen 1.9683041 18394.89187 26.442954 1982-1999 –> 2000-2012 3.958312 25200.1078
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.8917247 18048.86883 28.810959 1982-1999 –> 2000-2012 3.728858 24598.3837
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.8917247 18048.86883 28.810959 1982-1999 –> 2000-2012 3.728858 24598.3837
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen + silicate 1.6783080 16999.07516 19.638314 1982-1999 –> 2000-2012 3.282433 23111.3263
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.8917247 18048.86883 28.810959 1982-1999 –> 2000-2012 3.728858 24598.3837
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.3718394 20032.43981 42.393983 1982-1999 –> 2000-2012 3.940628 26072.8773
Pacific (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.2692861 8808.12819 9.466268 2000-2012 –> 2013-2019 3.648542 28867.9464
Pacific (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.2692861 8808.12819 9.466268 2000-2012 –> 2013-2019 3.648542 28867.9464
Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.2692861 8808.12819 9.466268 2000-2012 –> 2013-2019 3.648542 28867.9464
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen 1.6008722 10037.61884 14.554466 2000-2012 –> 2013-2019 3.569176 28432.5107
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.4488822 9510.31231 16.438949 2000-2012 –> 2013-2019 3.340607 27559.1811
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.4488822 9510.31231 16.438949 2000-2012 –> 2013-2019 3.340607 27559.1811
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen + silicate 1.4068418 9354.07688 9.758354 2000-2012 –> 2013-2019 3.085150 26353.1520
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.4488822 9510.31231 16.438949 2000-2012 –> 2013-2019 3.340607 27559.1811
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2908180 8897.38296 8.812795 2000-2012 –> 2013-2019 3.662657 28929.8228
Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.3078047 8966.75239 8.585513 2000-2012 –> 2013-2019 3.674298 28979.4038
Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.2084544 25167.51083 13.335502 1982-1999 –> 2000-2012 2.079113 33696.3941
Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.2084544 25167.51083 13.335502 1982-1999 –> 2000-2012 2.079113 33696.3941
Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 1.2088186 25170.22283 12.884205 1982-1999 –> 2000-2012 2.129964 34071.9514
Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.2084544 25167.51083 13.335502 1982-1999 –> 2000-2012 2.079113 33696.3941
Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + silicate + phosphate_star 1.2123796 25216.22917 12.079034 1982-1999 –> 2000-2012 2.185220 34481.0642
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2087115 25170.83798 12.640153 1982-1999 –> 2000-2012 2.082766 33725.6033
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.2146914 25248.02319 12.523589 1982-1999 –> 2000-2012 2.093000 33835.0807
Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.2120406 25213.85494 12.446347 1982-1999 –> 2000-2012 2.090063 33798.7400
Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.2120406 25213.85494 12.446347 1982-1999 –> 2000-2012 2.090063 33798.7400
Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.2120406 25213.85494 12.446347 1982-1999 –> 2000-2012 2.090063 33798.7400
Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 0.8609278 11868.27109 6.889503 2000-2012 –> 2013-2019 2.069382 37035.7819
Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 0.8609278 11868.27109 6.889503 2000-2012 –> 2013-2019 2.069382 37035.7819
Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 0.8897622 12173.96418 5.592093 2000-2012 –> 2013-2019 2.098581 37344.1870
Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.8609278 11868.27109 6.889503 2000-2012 –> 2013-2019 2.069382 37035.7819
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + silicate 0.9040029 12324.26810 4.272475 2000-2012 –> 2013-2019 2.024637 36311.7841
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.8676949 11941.39854 6.804421 2000-2012 –> 2013-2019 2.076406 37112.2365
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.8772927 12044.14353 6.672404 2000-2012 –> 2013-2019 2.091984 37292.1667
Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 0.8757815 12028.04139 6.645129 2000-2012 –> 2013-2019 2.087822 37241.8963
Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 0.8757815 12028.04139 6.645129 2000-2012 –> 2013-2019 2.087822 37241.8963
Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.8757815 12028.04139 6.645129 2000-2012 –> 2013-2019 2.087822 37241.8963
Pacific (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 0.6651046 13217.30302 17.650318 1982-1999 –> 2000-2012 1.265782 17199.2322
Pacific (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 0.6651046 13217.30302 17.650318 1982-1999 –> 2000-2012 1.265782 17199.2322
Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 0.7082935 14036.83828 11.861903 1982-1999 –> 2000-2012 1.385041 18537.1300
Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.6651046 13217.30302 17.650318 1982-1999 –> 2000-2012 1.265782 17199.2322
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.6713881 13340.08779 17.368177 1982-1999 –> 2000-2012 1.273583 17333.0257
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.6776137 13460.61377 17.525498 1982-1999 –> 2000-2012 1.281201 17463.6337
Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 0.6774569 13457.59184 17.465030 1982-1999 –> 2000-2012 1.281106 17461.0566
Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 0.6774569 13457.59184 17.465030 1982-1999 –> 2000-2012 1.281106 17461.0566
Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.6774569 13457.59184 17.465030 1982-1999 –> 2000-2012 1.281106 17461.0566
Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 0.6783713 13473.20564 18.107651 1982-1999 –> 2000-2012 1.285029 17496.3688
Pacific (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 0.5820204 8766.31158 5.578676 2000-2012 –> 2013-2019 1.247125 21983.6146
Pacific (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 0.5820204 8766.31158 5.578676 2000-2012 –> 2013-2019 1.247125 21983.6146
Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 0.6133657 9287.40147 6.671645 2000-2012 –> 2013-2019 1.321659 23324.2397
Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.5820204 8766.31158 5.578676 2000-2012 –> 2013-2019 1.247125 21983.6146
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.5815240 8757.80321 5.579238 2000-2012 –> 2013-2019 1.252912 22097.8910
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.5811037 8750.59289 5.586311 2000-2012 –> 2013-2019 1.258717 22211.2067
Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 0.5810778 8750.14987 5.587855 2000-2012 –> 2013-2019 1.258535 22207.7417
Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 0.5810778 8750.14987 5.587855 2000-2012 –> 2013-2019 1.258535 22207.7417
Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.5810778 8750.14987 5.587855 2000-2012 –> 2013-2019 1.258535 22207.7417
Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 0.5886908 8877.94943 5.165337 2000-2012 –> 2013-2019 1.267062 22351.1551
Pacific (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.5725348 20830.23967 11.638618 1982-1999 –> 2000-2012 2.797963 29474.4981
Pacific (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.5725348 20830.23967 11.638618 1982-1999 –> 2000-2012 2.797963 29474.4981
Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5725348 20830.23967 11.638618 1982-1999 –> 2000-2012 2.797963 29474.4981
Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate_star 1.5751436 20846.67540 10.826297 1982-1999 –> 2000-2012 2.803416 29501.2686
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + silicate 1.5753192 20849.91524 15.870608 1982-1999 –> 2000-2012 2.797295 29479.1626
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.5716375 20823.89129 11.833037 1982-1999 –> 2000-2012 2.796636 29466.2828
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.5720833 20827.04614 11.785539 1982-1999 –> 2000-2012 2.797185 29469.8882
Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.5723238 20828.74747 11.716706 1982-1999 –> 2000-2012 2.796821 29468.9608
Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.5723238 20828.74747 11.716706 1982-1999 –> 2000-2012 2.796821 29468.9608
Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.5723238 20828.74747 11.716706 1982-1999 –> 2000-2012 2.796821 29468.9608
Pacific (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 0.9985620 8853.52696 6.207837 2000-2012 –> 2013-2019 2.571097 29683.7666
Pacific (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 0.9985620 8853.52696 6.207837 2000-2012 –> 2013-2019 2.571097 29683.7666
Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.9985620 8853.52696 6.207837 2000-2012 –> 2013-2019 2.571097 29683.7666
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate 0.9945852 8828.64194 9.783148 2000-2012 –> 2013-2019 2.579493 29746.0490
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + silicate 0.9914940 8809.23030 9.235422 2000-2012 –> 2013-2019 2.566813 29659.1455
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.9991553 8857.23106 6.200950 2000-2012 –> 2013-2019 2.570793 29681.1224
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.9996402 8860.25667 6.203247 2000-2012 –> 2013-2019 2.571724 29687.3028
Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 0.9998470 8861.54646 6.187491 2000-2012 –> 2013-2019 2.572171 29690.2939
Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 0.9998470 8861.54646 6.187491 2000-2012 –> 2013-2019 2.572171 29690.2939
Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.9998470 8861.54646 6.187491 2000-2012 –> 2013-2019 2.572171 29690.2939

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
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
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
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
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
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.2.2 Best models

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

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

Version Author Date
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.3 Predictor counts

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

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

# 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] 5 5 6 7 10 10 5
(28.15,28.2] 6 4 7 6 10 10 5
(28.2, Inf] 6 5 7 5 10 10 5
total 117.00 79.00 93.00 83.00 131.00 98.00 67.00
Atlantic - 2000-2012 --> 2013-2019
(-Inf,26] 6 6 5 5 10 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] 10 5 6 6 10 6 5
(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 4 7 6 10 9 6
(27.85,27.95] 8 5 8 5 10 7 6
(27.95,28.05] 8 5 7 6 10 7 6
(28.05,28.1] 4 6 7 6 10 10 4
(28.1,28.15] 5 5 7 6 10 4 10
(28.15,28.2] 7 6 6 6 10 8 7
(28.2, Inf] 6 5 7 5 10 10 5
total 104.00 73.00 92.00 79.00 137.00 109.00 82.00
Indian - 1982-1999 --> 2000-2012
(-Inf,26] 5 5 6 7 5 10 10
(26,26.5] 7 5 6 7 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 5 5 6 10 7 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 66.00 68.00 74.00 94.00 98.00 108.00
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] 5 5 6 6 6 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] 10 7 6 6 7 7 7
total 81.00 71.00 71.00 75.00 77.00 98.00 107.00
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 5 6 6 10 10 5
(28.05,28.1] 6 4 6 6 10 10 6
(28.1, Inf] 7 5 5 6 10 10 6
total 84.00 62.00 70.00 72.00 110.00 107.00 79.00
Pacific - 2000-2012 --> 2013-2019
(-Inf,26] 6 5 5 6 10 10 7
(26,26.5] 7 5 7 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 5 7 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] 7 6 6 5 10 9 7
total 87.00 64.00 73.00 70.00 109.00 98.00 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
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
lm_best %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
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 15.2

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] 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_0.9.0       scico_1.2.0      patchwork_1.1.1  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