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1 Required data

Required are:

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

2 Predictor combinations

Find all possible combinations of following cosidered predictor variables:

  • sal, temp, aou, oxygen, silicate, phosphate, phosphate_star
i_basin <- unique(GLODAP$basin)[1]
i_era   <- unique(GLODAP$era)[1]

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

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

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

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

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

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

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

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

3 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 112

4 Fitting all models

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

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

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

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


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

5 Prepare coeffcients

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

5.1 Formatting

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

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

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

5.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

Please note, that currently the lm() function produces NAs for some predictors. Presumably this happens when two included predictors are collinear. It results in identical rmse values. Models with fitted NA predictors were not included.

lm_all_fitted_wide %>% 
  ggplot(aes(n_predictors, cor_max)) +
  geom_point() +
  facet_wrap(~ na_predictor)

# 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


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)
}


# plot table for website
lm_best %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab model rmse aic resid_max eras rmse_sum aic_sum
Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 6.884738 375.6105 30.345723 1982-1999 –> 2000-2012 12.943034 930.6322
Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 6.884738 375.6105 30.345723 1982-1999 –> 2000-2012 12.943034 930.6322
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 6.884738 375.6105 30.345723 1982-1999 –> 2000-2012 12.943034 930.6322
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 7.036374 377.9634 31.468369 1982-1999 –> 2000-2012 13.075953 932.4652
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 7.036374 377.9634 31.468369 1982-1999 –> 2000-2012 13.075953 932.4652
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 6.957753 376.7499 30.100803 1982-1999 –> 2000-2012 12.984176 930.8854
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.966549 376.8863 30.088817 1982-1999 –> 2000-2012 12.986498 930.8412
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6.972745 376.9823 30.060457 1982-1999 –> 2000-2012 12.982394 930.6496
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 6.972745 376.9823 30.060457 1982-1999 –> 2000-2012 12.982394 930.6496
Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6.972745 376.9823 30.060457 1982-1999 –> 2000-2012 12.982394 930.6496
Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 6.612476 649.1162 24.513878 2000-2012 –> 2013-2019 13.497214 1024.7267
Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 6.612476 649.1162 24.513878 2000-2012 –> 2013-2019 13.497214 1024.7267
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 6.612476 649.1162 24.513878 2000-2012 –> 2013-2019 13.497214 1024.7267
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate 6.709995 651.9271 25.000311 2000-2012 –> 2013-2019 13.746369 1029.8905
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 6.709995 651.9271 25.000311 2000-2012 –> 2013-2019 13.746369 1029.8905
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 6.625716 649.5002 24.636078 2000-2012 –> 2013-2019 13.583470 1026.2501
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.627926 649.5643 24.657736 2000-2012 –> 2013-2019 13.594475 1026.4506
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6.629391 649.6067 24.683367 2000-2012 –> 2013-2019 13.602136 1026.5890
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 6.629391 649.6067 24.683367 2000-2012 –> 2013-2019 13.602136 1026.5890
Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6.629391 649.6067 24.683367 2000-2012 –> 2013-2019 13.602136 1026.5890
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.210839 3930.9108 28.812639 1982-1999 –> 2000-2012 10.073439 7071.4442
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 5.019444 3883.1607 24.957887 1982-1999 –> 2000-2012 9.824288 7011.2435
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 5.019444 3883.1607 24.957887 1982-1999 –> 2000-2012 9.824288 7011.2435
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5.019444 3883.1607 24.957887 1982-1999 –> 2000-2012 9.824288 7011.2435
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + phosphate 5.020099 3881.3272 24.947817 1982-1999 –> 2000-2012 9.835284 7009.6503
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + phosphate_star 5.020099 3881.3272 24.947817 1982-1999 –> 2000-2012 9.835284 7009.6503
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 5.015746 3882.2204 24.978101 1982-1999 –> 2000-2012 9.795000 7004.7388
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 5.015746 3882.2204 24.978101 1982-1999 –> 2000-2012 9.795000 7004.7388
Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + phosphate_star 5.020099 3881.3272 24.947817 1982-1999 –> 2000-2012 9.835284 7009.6503
Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5.015746 3882.2204 24.978101 1982-1999 –> 2000-2012 9.795000 7004.7388
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 6.520297 1851.9730 32.056726 2000-2012 –> 2013-2019 11.731135 5782.8838
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 6.520946 1852.0286 32.560421 2000-2012 –> 2013-2019 11.540390 5735.1893
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 6.520946 1852.0286 32.560421 2000-2012 –> 2013-2019 11.540390 5735.1893
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 6.520946 1852.0286 32.560421 2000-2012 –> 2013-2019 11.540390 5735.1893
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + phosphate 6.607845 1857.4154 32.656524 2000-2012 –> 2013-2019 11.627944 5738.7427
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + phosphate_star 6.607845 1857.4154 32.656524 2000-2012 –> 2013-2019 11.627944 5738.7427
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 6.584734 1857.4604 32.262850 2000-2012 –> 2013-2019 11.600480 5739.6809
Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 6.584734 1857.4604 32.262850 2000-2012 –> 2013-2019 11.600480 5739.6809
Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + phosphate_star 6.607845 1857.4154 32.656524 2000-2012 –> 2013-2019 11.627944 5738.7427
Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 6.584734 1857.4604 32.262850 2000-2012 –> 2013-2019 11.600480 5739.6809
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.907829 4659.8071 19.219991 1982-1999 –> 2000-2012 7.665140 8776.7999
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.907829 4659.8071 19.219991 1982-1999 –> 2000-2012 7.665140 8776.7999
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.907829 4659.8071 19.219991 1982-1999 –> 2000-2012 7.665140 8776.7999
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.903435 4657.9284 18.806298 1982-1999 –> 2000-2012 7.774480 8819.5332
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + oxygen + phosphate 3.942370 4672.5034 19.627116 1982-1999 –> 2000-2012 7.750136 8807.4512
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + oxygen + phosphate_star 3.942370 4672.5034 19.627116 1982-1999 –> 2000-2012 7.750136 8807.4512
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.932188 4670.1848 19.776544 1982-1999 –> 2000-2012 7.723536 8800.6684
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.932188 4670.1848 19.776544 1982-1999 –> 2000-2012 7.723536 8800.6684
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + phosphate_star 3.942370 4672.5034 19.627116 1982-1999 –> 2000-2012 7.750136 8807.4512
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.932188 4670.1848 19.776544 1982-1999 –> 2000-2012 7.723536 8800.6684
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate 6.775515 2606.4936 37.031430 2000-2012 –> 2013-2019 10.683344 7266.3007
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 6.775515 2606.4936 37.031430 2000-2012 –> 2013-2019 10.683344 7266.3007
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 6.775515 2606.4936 37.031430 2000-2012 –> 2013-2019 10.683344 7266.3007
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.830415 2612.7721 36.212574 2000-2012 –> 2013-2019 10.735457 7271.3879
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6.830613 2612.7946 36.223610 2000-2012 –> 2013-2019 10.734048 7270.7230
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 6.830613 2612.7946 36.223610 2000-2012 –> 2013-2019 10.734048 7270.7230
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6.830613 2612.7946 36.223610 2000-2012 –> 2013-2019 10.734048 7270.7230
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 6.827504 2612.4404 36.156043 2000-2012 –> 2013-2019 10.759692 7282.6252
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 6.827504 2612.4404 36.156043 2000-2012 –> 2013-2019 10.759692 7282.6252
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 6.827504 2612.4404 36.156043 2000-2012 –> 2013-2019 10.759692 7282.6252
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate 4.522476 5471.7887 31.785352 1982-1999 –> 2000-2012 8.884767 10564.0281
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 4.522476 5471.7887 31.785352 1982-1999 –> 2000-2012 8.884767 10564.0281
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.522476 5471.7887 31.785352 1982-1999 –> 2000-2012 8.884767 10564.0281
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate_star 4.523611 5470.2565 31.786710 1982-1999 –> 2000-2012 8.886388 10560.6916
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.518341 5470.0837 31.382938 1982-1999 –> 2000-2012 8.866405 10556.5868
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.501985 5463.3238 31.333887 1982-1999 –> 2000-2012 8.840830 10546.0998
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 4.523790 5470.3299 31.785312 1982-1999 –> 2000-2012 8.886928 10560.9104
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.502013 5463.3354 31.328147 1982-1999 –> 2000-2012 8.841113 10546.2147
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.502013 5463.3354 31.328147 1982-1999 –> 2000-2012 8.841113 10546.2147
Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.502013 5463.3354 31.328147 1982-1999 –> 2000-2012 8.841113 10546.2147
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate 5.502812 3656.8145 42.512119 2000-2012 –> 2013-2019 10.025288 9128.6033
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 5.502812 3656.8145 42.512119 2000-2012 –> 2013-2019 10.025288 9128.6033
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5.502812 3656.8145 42.512119 2000-2012 –> 2013-2019 10.025288 9128.6033
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5.535083 3663.6326 42.127447 2000-2012 –> 2013-2019 10.037068 9126.9563
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5.533761 3663.3542 42.151308 2000-2012 –> 2013-2019 10.035775 9126.6895
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 5.533761 3663.3542 42.151308 2000-2012 –> 2013-2019 10.035775 9126.6895
Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5.533761 3663.3542 42.151308 2000-2012 –> 2013-2019 10.035775 9126.6895
Atlantic (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 5.477995 3651.5443 42.491842 2000-2012 –> 2013-2019 10.015601 9129.5584
Atlantic (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 5.477995 3651.5443 42.491842 2000-2012 –> 2013-2019 10.015601 9129.5584
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5.477995 3651.5443 42.491842 2000-2012 –> 2013-2019 10.015601 9129.5584
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.863979 10114.6773 32.306737 1982-1999 –> 2000-2012 10.045291 21342.9055
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.870529 10119.2069 32.267862 1982-1999 –> 2000-2012 10.050966 21346.8169
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.870529 10119.2069 32.267862 1982-1999 –> 2000-2012 10.050966 21346.8169
Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.870529 10119.2069 32.267862 1982-1999 –> 2000-2012 10.050966 21346.8169
Atlantic (27,27.25] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 4.858262 10110.7182 31.801550 1982-1999 –> 2000-2012 10.088442 21373.3046
Atlantic (27,27.25] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 4.858262 10110.7182 31.801550 1982-1999 –> 2000-2012 10.088442 21373.3046
Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.858262 10110.7182 31.801550 1982-1999 –> 2000-2012 10.088442 21373.3046
Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate_star 4.895331 10134.3042 31.378063 1982-1999 –> 2000-2012 10.128420 21396.9250
Atlantic (27,27.25] cstar_tref ~ temp + oxygen + silicate + phosphate_star 4.901891 10138.8115 31.334976 1982-1999 –> 2000-2012 10.134677 21401.2208
Atlantic (27,27.25] cstar_tref ~ temp + silicate + phosphate + phosphate_star 4.901891 10138.8115 31.334976 1982-1999 –> 2000-2012 10.134677 21401.2208
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.733722 6553.0468 50.818935 2000-2012 –> 2013-2019 11.597701 16667.7241
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6.733752 6553.0557 50.818019 2000-2012 –> 2013-2019 11.604281 16672.2626
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 6.733752 6553.0557 50.818019 2000-2012 –> 2013-2019 11.604281 16672.2626
Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6.733752 6553.0557 50.818019 2000-2012 –> 2013-2019 11.604281 16672.2626
Atlantic (27,27.25] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 6.729637 6551.8538 50.549951 2000-2012 –> 2013-2019 11.587898 16662.5721
Atlantic (27,27.25] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 6.729637 6551.8538 50.549951 2000-2012 –> 2013-2019 11.587898 16662.5721
Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 6.729637 6551.8538 50.549951 2000-2012 –> 2013-2019 11.587898 16662.5721
Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate_star 6.743951 6554.0310 50.374163 2000-2012 –> 2013-2019 11.639282 16688.3352
Atlantic (27,27.25] cstar_tref ~ temp + oxygen + silicate + phosphate_star 6.744117 6554.0796 50.369537 2000-2012 –> 2013-2019 11.646008 16692.8911
Atlantic (27,27.25] cstar_tref ~ temp + silicate + phosphate + phosphate_star 6.744117 6554.0796 50.369537 2000-2012 –> 2013-2019 11.646008 16692.8911
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 4.207409 12093.9730 25.824942 1982-1999 –> 2000-2012 8.775565 25282.1806
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 4.207409 12093.9730 25.824942 1982-1999 –> 2000-2012 8.775565 25282.1806
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.207409 12093.9730 25.824942 1982-1999 –> 2000-2012 8.775565 25282.1806
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.202197 12088.7292 25.836732 1982-1999 –> 2000-2012 8.777175 25283.6293
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 4.210773 12095.3534 25.847580 1982-1999 –> 2000-2012 8.786126 25288.6203
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate_star 4.210773 12095.3534 25.847580 1982-1999 –> 2000-2012 8.786126 25288.6203
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.206554 12093.1129 25.863188 1982-1999 –> 2000-2012 8.778743 25285.2781
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.206554 12093.1129 25.863188 1982-1999 –> 2000-2012 8.778743 25285.2781
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + phosphate + phosphate_star 4.210773 12095.3534 25.847580 1982-1999 –> 2000-2012 8.786126 25288.6203
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.206554 12093.1129 25.863188 1982-1999 –> 2000-2012 8.778743 25285.2781
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 6.859488 7372.0569 42.525515 2000-2012 –> 2013-2019 11.066897 19466.0299
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 6.859488 7372.0569 42.525515 2000-2012 –> 2013-2019 11.066897 19466.0299
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 6.859488 7372.0569 42.525515 2000-2012 –> 2013-2019 11.066897 19466.0299
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate_star 6.860160 7370.2723 42.471089 2000-2012 –> 2013-2019 11.067747 19462.4244
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 6.810824 7356.3937 42.286030 2000-2012 –> 2013-2019 11.038396 19470.5888
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.817159 7358.4388 42.156631 2000-2012 –> 2013-2019 11.019355 19447.1680
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate_star 6.859493 7370.0587 42.520584 2000-2012 –> 2013-2019 11.070266 19465.4121
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6.814316 7357.5214 42.193298 2000-2012 –> 2013-2019 11.020870 19450.6343
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 6.814316 7357.5214 42.193298 2000-2012 –> 2013-2019 11.020870 19450.6343
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6.814316 7357.5214 42.193298 2000-2012 –> 2013-2019 11.020870 19450.6343
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.423385 15345.2317 39.050328 1982-1999 –> 2000-2012 8.731403 26963.2798
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.423385 15345.2317 39.050328 1982-1999 –> 2000-2012 8.731403 26963.2798
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.423385 15345.2317 39.050328 1982-1999 –> 2000-2012 8.731403 26963.2798
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.406781 15325.3899 39.280330 1982-1999 –> 2000-2012 8.726861 26954.7057
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.423068 15344.8538 39.515286 1982-1999 –> 2000-2012 8.778165 27006.7043
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.408129 15327.0042 39.385110 1982-1999 –> 2000-2012 8.747759 26974.5158
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.408129 15327.0042 39.385110 1982-1999 –> 2000-2012 8.747759 26974.5158
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.408129 15327.0042 39.385110 1982-1999 –> 2000-2012 8.747759 26974.5158
Atlantic (27.5,27.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 4.466790 15396.7509 39.242900 1982-1999 –> 2000-2012 8.779502 27019.1883
Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.466790 15396.7509 39.242900 1982-1999 –> 2000-2012 8.779502 27019.1883
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 5.986362 8131.3085 44.852382 2000-2012 –> 2013-2019 10.409746 23476.5402
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 5.986362 8131.3085 44.852382 2000-2012 –> 2013-2019 10.409746 23476.5402
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.986362 8131.3085 44.852382 2000-2012 –> 2013-2019 10.409746 23476.5402
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 5.987609 8131.8357 44.874814 2000-2012 –> 2013-2019 10.394390 23457.2256
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.003661 8138.6090 44.932136 2000-2012 –> 2013-2019 10.426729 23483.4629
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5.991564 8133.5063 44.890322 2000-2012 –> 2013-2019 10.399693 23460.5104
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 5.991564 8133.5063 44.890322 2000-2012 –> 2013-2019 10.399693 23460.5104
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5.991564 8133.5063 44.890322 2000-2012 –> 2013-2019 10.399693 23460.5104
Atlantic (27.5,27.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 5.991569 8133.5084 44.669482 2000-2012 –> 2013-2019 10.458359 23530.2592
Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5.991569 8133.5084 44.669482 2000-2012 –> 2013-2019 10.458359 23530.2592
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.781697 11525.2461 47.443907 1982-1999 –> 2000-2012 9.075106 17210.7566
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.781697 11525.2461 47.443907 1982-1999 –> 2000-2012 9.075106 17210.7566
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 4.781867 11523.3830 47.463834 1982-1999 –> 2000-2012 9.075283 17206.8970
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.781697 11525.2461 47.443907 1982-1999 –> 2000-2012 9.075106 17210.7566
Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + silicate + phosphate_star 4.791799 11531.3883 47.291474 1982-1999 –> 2000-2012 9.110956 17226.6896
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.781755 11525.2929 47.442736 1982-1999 –> 2000-2012 9.074107 17210.3179
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.785467 11528.2864 47.591296 1982-1999 –> 2000-2012 9.102058 17224.4162
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.781769 11525.3040 47.492926 1982-1999 –> 2000-2012 9.085612 17215.6010
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.781769 11525.3040 47.492926 1982-1999 –> 2000-2012 9.085612 17215.6010
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.781769 11525.3040 47.492926 1982-1999 –> 2000-2012 9.085612 17215.6010
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 6.959063 4488.1659 51.526907 2000-2012 –> 2013-2019 11.740761 16013.4120
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 6.959063 4488.1659 51.526907 2000-2012 –> 2013-2019 11.740761 16013.4120
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 6.959063 4488.1659 51.526907 2000-2012 –> 2013-2019 11.740761 16013.4120
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 6.975944 4491.3931 51.620799 2000-2012 –> 2013-2019 11.757699 16016.6860
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.959831 4488.3129 51.589475 2000-2012 –> 2013-2019 11.745298 16016.5993
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6.976799 4491.5564 51.593286 2000-2012 –> 2013-2019 11.758568 16016.8603
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 6.976799 4491.5564 51.593286 2000-2012 –> 2013-2019 11.758568 16016.8603
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6.976799 4491.5564 51.593286 2000-2012 –> 2013-2019 11.758568 16016.8603
Atlantic (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 6.980410 4492.2455 52.065864 2000-2012 –> 2013-2019 11.777468 16029.8654
Atlantic (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 6.980410 4492.2455 52.065864 2000-2012 –> 2013-2019 11.777468 16029.8654
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.979124 24915.2002 85.595457 1982-1999 –> 2000-2012 8.660492 36291.7596
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.979124 24915.2002 85.595457 1982-1999 –> 2000-2012 8.660492 36291.7596
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.979124 24915.2002 85.595457 1982-1999 –> 2000-2012 8.660492 36291.7596
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate_star 5.009969 24964.0525 85.999384 1982-1999 –> 2000-2012 8.693008 36340.5055
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.980482 24917.4461 85.521591 1982-1999 –> 2000-2012 8.670932 36304.2891
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.978379 24913.9697 85.565917 1982-1999 –> 2000-2012 8.660337 36291.1966
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.979586 24915.9649 85.531068 1982-1999 –> 2000-2012 8.666743 36299.0820
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.979586 24915.9649 85.531068 1982-1999 –> 2000-2012 8.666743 36299.0820
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 5.088588 25092.2617 85.564420 1982-1999 –> 2000-2012 8.902715 36614.6941
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.979586 24915.9649 85.531068 1982-1999 –> 2000-2012 8.666743 36299.0820
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 5.774488 9353.5105 40.842141 2000-2012 –> 2013-2019 10.753611 34268.7108
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 5.774488 9353.5105 40.842141 2000-2012 –> 2013-2019 10.753611 34268.7108
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.774488 9353.5105 40.842141 2000-2012 –> 2013-2019 10.753611 34268.7108
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate_star 5.967209 9448.1615 40.302664 2000-2012 –> 2013-2019 10.977178 34412.2140
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 5.789855 9361.3349 40.755665 2000-2012 –> 2013-2019 10.770337 34278.7810
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5.780542 9356.5957 40.797489 2000-2012 –> 2013-2019 10.758922 34270.5654
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5.790308 9361.5652 40.762165 2000-2012 –> 2013-2019 10.769894 34277.5300
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 5.790308 9361.5652 40.762165 2000-2012 –> 2013-2019 10.769894 34277.5300
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 5.792578 9360.7192 40.845081 2000-2012 –> 2013-2019 10.881167 34452.9809
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5.790308 9361.5652 40.762165 2000-2012 –> 2013-2019 10.769894 34277.5300
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 5.806077 28811.6201 96.960513 1982-1999 –> 2000-2012 9.345546 44831.8915
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 5.806077 28811.6201 96.960513 1982-1999 –> 2000-2012 9.345546 44831.8915
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.806077 28811.6201 96.960513 1982-1999 –> 2000-2012 9.345546 44831.8915
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 5.806319 28809.9975 97.037000 1982-1999 –> 2000-2012 9.350727 44836.5890
Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + silicate + phosphate_star 5.852514 28881.8097 97.953057 1982-1999 –> 2000-2012 9.489403 45062.0701
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 5.835656 28857.6677 97.157399 1982-1999 –> 2000-2012 9.404943 44927.9911
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5.806040 28811.5612 97.118369 1982-1999 –> 2000-2012 9.348122 44836.2374
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5.822146 28836.6646 97.161893 1982-1999 –> 2000-2012 9.379350 44886.7555
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 5.822146 28836.6646 97.161893 1982-1999 –> 2000-2012 9.379350 44886.7555
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5.822146 28836.6646 97.161893 1982-1999 –> 2000-2012 9.379350 44886.7555
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 5.926742 10594.3505 29.472302 2000-2012 –> 2013-2019 11.732819 39405.9706
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 5.926742 10594.3505 29.472302 2000-2012 –> 2013-2019 11.732819 39405.9706
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.926742 10594.3505 29.472302 2000-2012 –> 2013-2019 11.732819 39405.9706
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 5.982454 10623.3011 29.437674 2000-2012 –> 2013-2019 11.788773 39433.2986
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5.982768 10625.4750 29.625096 2000-2012 –> 2013-2019 11.871617 39565.3705
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 5.993380 10631.3369 29.268347 2000-2012 –> 2013-2019 11.829035 39489.0046
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5.949361 10606.9513 29.402250 2000-2012 –> 2013-2019 11.755400 39418.5124
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5.973889 10620.5617 29.295370 2000-2012 –> 2013-2019 11.796035 39457.2263
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 5.973889 10620.5617 29.295370 2000-2012 –> 2013-2019 11.796035 39457.2263
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5.973889 10620.5617 29.295370 2000-2012 –> 2013-2019 11.796035 39457.2263
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate 6.111703 21545.9326 96.433577 1982-1999 –> 2000-2012 9.623680 32907.7813
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 6.111703 21545.9326 96.433577 1982-1999 –> 2000-2012 9.623680 32907.7813
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 6.111703 21545.9326 96.433577 1982-1999 –> 2000-2012 9.623680 32907.7813
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.267824 21714.1241 98.529473 1982-1999 –> 2000-2012 9.843651 33152.4030
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + oxygen + phosphate 6.192773 21631.7999 97.088299 1982-1999 –> 2000-2012 9.855252 33169.6474
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + oxygen + phosphate_star 6.192773 21631.7999 97.088299 1982-1999 –> 2000-2012 9.855252 33169.6474
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 6.115126 21549.6655 99.577004 1982-1999 –> 2000-2012 9.749357 33056.6689
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 6.115126 21549.6655 99.577004 1982-1999 –> 2000-2012 9.749357 33056.6689
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate + phosphate_star 6.192773 21631.7999 97.088299 1982-1999 –> 2000-2012 9.855252 33169.6474
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 6.115126 21549.6655 99.577004 1982-1999 –> 2000-2012 9.749357 33056.6689
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate 5.992082 9520.1760 34.748269 2000-2012 –> 2013-2019 12.103785 31066.1086
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 5.992082 9520.1760 34.748269 2000-2012 –> 2013-2019 12.103785 31066.1086
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5.992082 9520.1760 34.748269 2000-2012 –> 2013-2019 12.103785 31066.1086
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.244301 9642.3004 35.932065 2000-2012 –> 2013-2019 12.512125 31356.4245
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + oxygen + phosphate 6.213939 9625.8626 34.993590 2000-2012 –> 2013-2019 12.406712 31257.6625
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + oxygen + phosphate_star 6.213939 9625.8626 34.993590 2000-2012 –> 2013-2019 12.406712 31257.6625
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 6.083195 9564.8759 34.737308 2000-2012 –> 2013-2019 12.198321 31114.5414
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 6.083195 9564.8759 34.737308 2000-2012 –> 2013-2019 12.198321 31114.5414
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate + phosphate_star 6.213939 9625.8626 34.993590 2000-2012 –> 2013-2019 12.406712 31257.6625
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 6.083195 9564.8759 34.737308 2000-2012 –> 2013-2019 12.198321 31114.5414
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + oxygen + phosphate 6.731073 17214.3813 95.087162 1982-1999 –> 2000-2012 10.207567 25239.2600
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 6.731073 17214.3813 95.087162 1982-1999 –> 2000-2012 10.207567 25239.2600
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 6.731073 17214.3813 95.087162 1982-1999 –> 2000-2012 10.207567 25239.2600
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate_star 6.742697 17221.3055 95.364460 1982-1999 –> 2000-2012 10.229557 25253.1331
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.736571 17218.6043 95.481410 1982-1999 –> 2000-2012 10.197173 25229.7096
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate 6.742192 17220.9178 95.352126 1982-1999 –> 2000-2012 10.230928 25254.3625
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6.737870 17219.6009 95.464657 1982-1999 –> 2000-2012 10.197553 25229.9087
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 6.737870 17219.6009 95.464657 1982-1999 –> 2000-2012 10.197553 25229.9087
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6.737870 17219.6009 95.464657 1982-1999 –> 2000-2012 10.197553 25229.9087
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate_star 6.739165 17218.5952 95.391895 1982-1999 –> 2000-2012 10.206685 25233.7037
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + oxygen + phosphate 7.645119 5773.6139 38.627503 2000-2012 –> 2013-2019 14.376192 22987.9952
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 7.645119 5773.6139 38.627503 2000-2012 –> 2013-2019 14.376192 22987.9952
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 7.645119 5773.6139 38.627503 2000-2012 –> 2013-2019 14.376192 22987.9952
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 7.863706 5820.6359 39.830585 2000-2012 –> 2013-2019 14.601576 23040.2368
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + oxygen + phosphate 7.648890 5772.4365 38.559733 2000-2012 –> 2013-2019 14.436926 23028.4022
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + oxygen + phosphate_star 7.648890 5772.4365 38.559733 2000-2012 –> 2013-2019 14.436926 23028.4022
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 7.622661 5768.7069 38.639627 2000-2012 –> 2013-2019 14.396230 23015.6382
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 7.622661 5768.7069 38.639627 2000-2012 –> 2013-2019 14.396230 23015.6382
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate + phosphate_star 7.648890 5772.4365 38.559733 2000-2012 –> 2013-2019 14.436926 23028.4022
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 7.622661 5768.7069 38.639627 2000-2012 –> 2013-2019 14.396230 23015.6382
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.525801 5988.2729 24.558883 1982-1999 –> 2000-2012 7.024672 8780.5070
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.525801 5988.2729 24.558883 1982-1999 –> 2000-2012 7.024672 8780.5070
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.525801 5988.2729 24.558883 1982-1999 –> 2000-2012 7.024672 8780.5070
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.537664 5995.7633 24.897936 1982-1999 –> 2000-2012 7.038145 8788.4757
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + oxygen + phosphate 3.526688 5986.8342 24.485429 1982-1999 –> 2000-2012 7.029383 8778.2040
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + oxygen + phosphate_star 3.526688 5986.8342 24.485429 1982-1999 –> 2000-2012 7.029383 8778.2040
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.518686 5983.7685 24.470562 1982-1999 –> 2000-2012 7.021315 8777.1188
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.518686 5983.7685 24.470562 1982-1999 –> 2000-2012 7.021315 8777.1188
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + phosphate + phosphate_star 3.526688 5986.8342 24.485429 1982-1999 –> 2000-2012 7.029383 8778.2040
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.518686 5983.7685 24.470562 1982-1999 –> 2000-2012 7.021315 8777.1188
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.803526 1503.4883 9.689392 2000-2012 –> 2013-2019 6.330766 7492.6713
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.803526 1503.4883 9.689392 2000-2012 –> 2013-2019 6.330766 7492.6713
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.737053 1488.8988 9.931276 2000-2012 –> 2013-2019 6.262854 7477.1716
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.737053 1488.8988 9.931276 2000-2012 –> 2013-2019 6.262854 7477.1716
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 2.737757 1487.0551 9.918815 2000-2012 –> 2013-2019 6.297422 7494.6444
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.737053 1488.8988 9.931276 2000-2012 –> 2013-2019 6.262854 7477.1716
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.737411 1488.9783 9.912605 2000-2012 –> 2013-2019 6.275075 7484.7416
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.738283 1489.1719 9.959247 2000-2012 –> 2013-2019 6.310441 7506.5736
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.738283 1489.1719 9.959247 2000-2012 –> 2013-2019 6.310441 7506.5736
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.738283 1489.1719 9.959247 2000-2012 –> 2013-2019 6.310441 7506.5736
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 2.960610 10505.1587 15.712537 1982-1999 –> 2000-2012 5.832671 16044.0042
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate_star 2.960610 10505.1587 15.712537 1982-1999 –> 2000-2012 5.832671 16044.0042
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.960475 10506.9684 15.696019 1982-1999 –> 2000-2012 5.826162 16042.8501
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.960475 10506.9684 15.696019 1982-1999 –> 2000-2012 5.826162 16042.8501
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate + phosphate_star 2.960610 10505.1587 15.712537 1982-1999 –> 2000-2012 5.832671 16044.0042
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.960475 10506.9684 15.696019 1982-1999 –> 2000-2012 5.826162 16042.8501
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.958674 10504.4184 15.831454 1982-1999 –> 2000-2012 5.830730 16045.2596
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.958674 10504.4184 15.831454 1982-1999 –> 2000-2012 5.830730 16045.2596
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.958674 10504.4184 15.831454 1982-1999 –> 2000-2012 5.830730 16045.2596
Atlantic (28.2, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.043523 10622.8883 15.649759 1982-1999 –> 2000-2012 5.916512 16164.4557
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 3.043573 3308.6257 41.801069 2000-2012 –> 2013-2019 6.004183 13813.7844
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate_star 3.043573 3308.6257 41.801069 2000-2012 –> 2013-2019 6.004183 13813.7844
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.042183 3310.0312 41.734351 2000-2012 –> 2013-2019 6.002659 13816.9996
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.042183 3310.0312 41.734351 2000-2012 –> 2013-2019 6.002659 13816.9996
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate + phosphate_star 3.043573 3308.6257 41.801069 2000-2012 –> 2013-2019 6.004183 13813.7844
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.042183 3310.0312 41.734351 2000-2012 –> 2013-2019 6.002659 13816.9996
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.035108 3306.9994 41.512698 2000-2012 –> 2013-2019 5.993782 13811.4178
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.035108 3306.9994 41.512698 2000-2012 –> 2013-2019 5.993782 13811.4178
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.035108 3306.9994 41.512698 2000-2012 –> 2013-2019 5.993782 13811.4178
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.043083 3310.4164 41.737106 2000-2012 –> 2013-2019 6.004121 13818.1806
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.810952 1552.3042 19.078277 1982-1999 –> 2000-2012 9.837746 4492.0941
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.810952 1552.3042 19.078277 1982-1999 –> 2000-2012 9.837746 4492.0941
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.810952 1552.3042 19.078277 1982-1999 –> 2000-2012 9.837746 4492.0941
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.899548 1565.1280 21.245938 1982-1999 –> 2000-2012 9.920405 4504.0210
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.880340 1562.3726 21.084858 1982-1999 –> 2000-2012 9.898481 4500.8550
Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 3.974880 1573.8047 18.806889 1982-1999 –> 2000-2012 10.005352 4512.1497
Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate_star 3.974880 1573.8047 18.806889 1982-1999 –> 2000-2012 10.005352 4512.1497
Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.875775 1561.7157 21.069186 1982-1999 –> 2000-2012 9.893728 4500.1698
Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.875775 1561.7157 21.069186 1982-1999 –> 2000-2012 9.893728 4500.1698
Indian (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.875775 1561.7157 21.069186 1982-1999 –> 2000-2012 9.893728 4500.1698
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.636078 163.0767 3.608394 2000-2012 –> 2013-2019 5.447030 1715.3810
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.636078 163.0767 3.608394 2000-2012 –> 2013-2019 5.447030 1715.3810
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.636078 163.0767 3.608394 2000-2012 –> 2013-2019 5.447030 1715.3810
Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.810984 170.9991 3.785083 2000-2012 –> 2013-2019 5.686758 1732.7148
Indian (-Inf,26] cstar_tref ~ temp + aou + oxygen + phosphate 1.656443 162.0417 3.799838 2000-2012 –> 2013-2019 5.467756 1712.3986
Indian (-Inf,26] cstar_tref ~ temp + aou + oxygen + phosphate_star 1.656443 162.0417 3.799838 2000-2012 –> 2013-2019 5.467756 1712.3986
Indian (-Inf,26] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.638686 163.2010 3.886047 2000-2012 –> 2013-2019 5.435168 1713.3825
Indian (-Inf,26] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.638686 163.2010 3.886047 2000-2012 –> 2013-2019 5.435168 1713.3825
Indian (-Inf,26] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.656443 162.0417 3.799838 2000-2012 –> 2013-2019 5.467756 1712.3986
Indian (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.638686 163.2010 3.886047 2000-2012 –> 2013-2019 5.435168 1713.3825
Indian (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.400886 2593.5432 14.477286 1982-1999 –> 2000-2012 7.705037 6925.3209
Indian (26,26.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.324754 2571.4463 15.593991 1982-1999 –> 2000-2012 7.548012 6874.7643
Indian (26,26.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.324754 2571.4463 15.593991 1982-1999 –> 2000-2012 7.548012 6874.7643
Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.324754 2571.4463 15.593991 1982-1999 –> 2000-2012 7.548012 6874.7643
Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.355568 2580.4501 14.608617 1982-1999 –> 2000-2012 7.627907 6901.1001
Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.343558 2576.9507 14.628972 1982-1999 –> 2000-2012 7.607260 6894.5652
Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.342374 2576.6051 14.624721 1982-1999 –> 2000-2012 7.605727 6894.0965
Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.342374 2576.6051 14.624721 1982-1999 –> 2000-2012 7.605727 6894.0965
Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.342374 2576.6051 14.624721 1982-1999 –> 2000-2012 7.605727 6894.0965
Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 3.407767 2593.5160 15.549181 1982-1999 –> 2000-2012 7.681195 6912.5482
Indian (26,26.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.223977 204.7683 7.161714 2000-2012 –> 2013-2019 5.548731 2776.2145
Indian (26,26.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.223977 204.7683 7.161714 2000-2012 –> 2013-2019 5.548731 2776.2145
Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.223977 204.7683 7.161714 2000-2012 –> 2013-2019 5.548731 2776.2145
Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.217951 204.5349 7.271193 2000-2012 –> 2013-2019 5.561509 2781.4856
Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.217772 204.5280 7.258968 2000-2012 –> 2013-2019 5.560146 2781.1331
Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.217772 204.5280 7.258968 2000-2012 –> 2013-2019 5.560146 2781.1331
Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.217772 204.5280 7.258968 2000-2012 –> 2013-2019 5.560146 2781.1331
Indian (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.224269 204.7796 7.171841 2000-2012 –> 2013-2019 5.526493 2769.5894
Indian (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.224269 204.7796 7.171841 2000-2012 –> 2013-2019 5.526493 2769.5894
Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.224269 204.7796 7.171841 2000-2012 –> 2013-2019 5.526493 2769.5894
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.182118 4383.7197 12.274627 1982-1999 –> 2000-2012 6.815069 9420.1757
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.182118 4383.7197 12.274627 1982-1999 –> 2000-2012 6.815069 9420.1757
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.182118 4383.7197 12.274627 1982-1999 –> 2000-2012 6.815069 9420.1757
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate_star 3.182707 4382.0332 11.287198 1982-1999 –> 2000-2012 6.874096 9446.0746
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.179873 4382.5227 11.503123 1982-1999 –> 2000-2012 6.871244 9448.5546
Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 3.183072 4382.2279 11.286973 1982-1999 –> 2000-2012 6.875417 9446.7493
Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.180116 4382.6520 11.507206 1982-1999 –> 2000-2012 6.872411 9449.1486
Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.180116 4382.6520 11.507206 1982-1999 –> 2000-2012 6.872411 9449.1486
Indian (26.5,26.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 3.183072 4382.2279 11.286973 1982-1999 –> 2000-2012 6.875417 9446.7493
Indian (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.180116 4382.6520 11.507206 1982-1999 –> 2000-2012 6.872411 9449.1486
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.008159 310.2620 6.224336 2000-2012 –> 2013-2019 5.196393 4697.2379
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.007284 310.2010 6.253495 2000-2012 –> 2013-2019 5.187158 4692.7237
Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.007469 310.2139 6.243480 2000-2012 –> 2013-2019 5.187585 4692.8658
Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.007469 310.2139 6.243480 2000-2012 –> 2013-2019 5.187585 4692.8658
Indian (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.007469 310.2139 6.243480 2000-2012 –> 2013-2019 5.187585 4692.8658
Indian (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.018624 310.9896 6.358015 2000-2012 –> 2013-2019 5.203656 4696.2618
Indian (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.018624 310.9896 6.358015 2000-2012 –> 2013-2019 5.203656 4696.2618
Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.018624 310.9896 6.358015 2000-2012 –> 2013-2019 5.203656 4696.2618
Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 2.019581 309.0560 6.323780 2000-2012 –> 2013-2019 5.205563 4692.8338
Indian (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate_star 2.020099 309.0919 6.315436 2000-2012 –> 2013-2019 5.206386 4693.0319
Indian (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.529456 8027.4462 18.518334 1982-1999 –> 2000-2012 7.552903 18358.1003
Indian (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.529456 8027.4462 18.518334 1982-1999 –> 2000-2012 7.552903 18358.1003
Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.529456 8027.4462 18.518334 1982-1999 –> 2000-2012 7.552903 18358.1003
Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate_star 3.549514 8042.3904 18.499137 1982-1999 –> 2000-2012 7.595142 18391.2215
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.545764 8041.2294 18.644873 1982-1999 –> 2000-2012 7.584939 18386.2022
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.531657 8029.3098 18.564357 1982-1999 –> 2000-2012 7.563650 18367.7514
Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 3.550306 8043.0573 18.500211 1982-1999 –> 2000-2012 7.597344 18393.1677
Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.532961 8030.4140 18.564152 1982-1999 –> 2000-2012 7.566515 18370.2758
Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.532961 8030.4140 18.564152 1982-1999 –> 2000-2012 7.566515 18370.2758
Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.532961 8030.4140 18.564152 1982-1999 –> 2000-2012 7.566515 18370.2758
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.288789 1173.4321 21.430712 2000-2012 –> 2013-2019 5.834553 9214.6615
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.279482 1171.3296 21.471776 2000-2012 –> 2013-2019 5.811139 9200.6395
Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.282287 1171.9641 21.463586 2000-2012 –> 2013-2019 5.815248 9202.3781
Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.282287 1171.9641 21.463586 2000-2012 –> 2013-2019 5.815248 9202.3781
Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.282287 1171.9641 21.463586 2000-2012 –> 2013-2019 5.815248 9202.3781
Indian (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.275084 1170.3331 21.509776 2000-2012 –> 2013-2019 5.828613 9218.1035
Indian (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.275084 1170.3331 21.509776 2000-2012 –> 2013-2019 5.828613 9218.1035
Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.275084 1170.3331 21.509776 2000-2012 –> 2013-2019 5.828613 9218.1035
Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 2.280238 1169.5008 21.523854 2000-2012 –> 2013-2019 5.841077 9221.4150
Indian (26.75,27] cstar_tref ~ temp + oxygen + silicate + phosphate_star 2.283626 1170.2668 21.534261 2000-2012 –> 2013-2019 5.845614 9223.1467
Indian (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate 4.340426 4706.1173 57.188922 1982-1999 –> 2000-2012 8.558676 12264.1849
Indian (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate_star 4.340426 4706.1173 57.188922 1982-1999 –> 2000-2012 8.558676 12264.1849
Indian (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.337570 4707.0471 57.082537 1982-1999 –> 2000-2012 8.552060 12264.7603
Indian (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.337570 4707.0471 57.082537 1982-1999 –> 2000-2012 8.552060 12264.7603
Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + phosphate_star 4.340426 4706.1173 57.188922 1982-1999 –> 2000-2012 8.558676 12264.1849
Indian (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.337570 4707.0471 57.082537 1982-1999 –> 2000-2012 8.552060 12264.7603
Indian (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate 4.339761 4707.8681 57.450682 1982-1999 –> 2000-2012 8.525256 12247.3559
Indian (27,27.25] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 4.339761 4707.8681 57.450682 1982-1999 –> 2000-2012 8.525256 12247.3559
Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.339761 4707.8681 57.450682 1982-1999 –> 2000-2012 8.525256 12247.3559
Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.336683 4706.7145 57.199881 1982-1999 –> 2000-2012 8.555761 12267.3005
Indian (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.098438 718.2030 6.238088 2000-2012 –> 2013-2019 6.436008 5425.2501
Indian (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.098438 718.2030 6.238088 2000-2012 –> 2013-2019 6.436008 5425.2501
Indian (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 2.099839 716.4205 6.296623 2000-2012 –> 2013-2019 6.439531 5422.2629
Indian (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.098438 718.2030 6.238088 2000-2012 –> 2013-2019 6.436008 5425.2501
Indian (27,27.25] cstar_tref ~ sal + oxygen + silicate + phosphate 2.125156 720.3274 6.725047 2000-2012 –> 2013-2019 6.490139 5435.6183
Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.098393 718.1959 6.223114 2000-2012 –> 2013-2019 6.435075 5424.9104
Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.102455 718.8265 6.141156 2000-2012 –> 2013-2019 6.445828 5428.0475
Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.099536 718.3735 6.180387 2000-2012 –> 2013-2019 6.442643 5427.4950
Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.099536 718.3735 6.180387 2000-2012 –> 2013-2019 6.442643 5427.4950
Indian (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.099536 718.3735 6.180387 2000-2012 –> 2013-2019 6.442643 5427.4950
Indian (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.094630 5914.4907 51.302685 1982-1999 –> 2000-2012 8.162876 15145.6342
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.845716 5783.6637 51.230405 1982-1999 –> 2000-2012 7.899318 15003.0304
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.845716 5783.6637 51.230405 1982-1999 –> 2000-2012 7.899318 15003.0304
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.845716 5783.6637 51.230405 1982-1999 –> 2000-2012 7.899318 15003.0304
Indian (27.25,27.5] cstar_tref ~ temp + aou + oxygen + phosphate 3.857614 5788.1075 50.899347 1982-1999 –> 2000-2012 7.919316 15011.9934
Indian (27.25,27.5] cstar_tref ~ temp + aou + oxygen + phosphate_star 3.857614 5788.1075 50.899347 1982-1999 –> 2000-2012 7.919316 15011.9934
Indian (27.25,27.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.796841 5756.9832 50.852719 1982-1999 –> 2000-2012 7.841758 14969.3440
Indian (27.25,27.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.796841 5756.9832 50.852719 1982-1999 –> 2000-2012 7.841758 14969.3440
Indian (27.25,27.5] cstar_tref ~ temp + aou + phosphate + phosphate_star 3.857614 5788.1075 50.899347 1982-1999 –> 2000-2012 7.919316 15011.9934
Indian (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.796841 5756.9832 50.852719 1982-1999 –> 2000-2012 7.841758 14969.3440
Indian (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.959292 1034.6626 6.821251 2000-2012 –> 2013-2019 6.053922 6949.1533
Indian (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.959292 1034.6626 6.821251 2000-2012 –> 2013-2019 6.053922 6949.1533
Indian (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.959292 1034.6626 6.821251 2000-2012 –> 2013-2019 6.053922 6949.1533
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.964144 1035.8695 6.820950 2000-2012 –> 2013-2019 6.121203 6981.9246
Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.957986 1034.3373 6.852792 2000-2012 –> 2013-2019 6.163594 7004.6126
Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.957986 1034.3373 6.852792 2000-2012 –> 2013-2019 6.163594 7004.6126
Indian (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.957986 1034.3373 6.852792 2000-2012 –> 2013-2019 6.163594 7004.6126
Indian (27.25,27.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.068078 1061.0324 7.296577 2000-2012 –> 2013-2019 5.864919 6818.0157
Indian (27.25,27.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.068078 1061.0324 7.296577 2000-2012 –> 2013-2019 5.864919 6818.0157
Indian (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.068078 1061.0324 7.296577 2000-2012 –> 2013-2019 5.864919 6818.0157
Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.455773 7453.8391 17.192234 1982-1999 –> 2000-2012 7.299535 18180.9600
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.458635 7456.1554 17.599554 1982-1999 –> 2000-2012 7.237392 18117.1998
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.458635 7456.1554 17.599554 1982-1999 –> 2000-2012 7.237392 18117.1998
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.458635 7456.1554 17.599554 1982-1999 –> 2000-2012 7.237392 18117.1998
Indian (27.5,27.75] cstar_tref ~ temp + aou + oxygen + phosphate 3.499801 7487.2617 18.106179 1982-1999 –> 2000-2012 7.285687 18153.6078
Indian (27.5,27.75] cstar_tref ~ temp + aou + oxygen + phosphate_star 3.499801 7487.2617 18.106179 1982-1999 –> 2000-2012 7.285687 18153.6078
Indian (27.5,27.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.496370 7486.5174 17.732910 1982-1999 –> 2000-2012 7.268967 18141.2419
Indian (27.5,27.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.496370 7486.5174 17.732910 1982-1999 –> 2000-2012 7.268967 18141.2419
Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate + phosphate_star 3.499801 7487.2617 18.106179 1982-1999 –> 2000-2012 7.285687 18153.6078
Indian (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.496370 7486.5174 17.732910 1982-1999 –> 2000-2012 7.268967 18141.2419
Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.950626 1241.2081 6.354895 2000-2012 –> 2013-2019 5.406398 8695.0472
Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.950626 1241.2081 6.354895 2000-2012 –> 2013-2019 5.406398 8695.0472
Indian (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.950626 1241.2081 6.354895 2000-2012 –> 2013-2019 5.406398 8695.0472
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.934826 1236.4260 6.246232 2000-2012 –> 2013-2019 5.404526 8701.5187
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.922802 1232.7606 6.101889 2000-2012 –> 2013-2019 5.417004 8717.5421
Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.924091 1233.1547 6.123934 2000-2012 –> 2013-2019 5.417328 8717.1634
Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.924091 1233.1547 6.123934 2000-2012 –> 2013-2019 5.417328 8717.1634
Indian (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.924091 1233.1547 6.123934 2000-2012 –> 2013-2019 5.417328 8717.1634
Indian (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 1.947156 1238.1615 6.252571 2000-2012 –> 2013-2019 5.441491 8721.0498
Indian (27.5,27.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.097806 1283.9805 8.905274 2000-2012 –> 2013-2019 5.594176 8770.4979
Indian (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.230766 3834.1037 26.215636 1982-1999 –> 2000-2012 6.986103 8772.9448
Indian (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.230766 3834.1037 26.215636 1982-1999 –> 2000-2012 6.986103 8772.9448
Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.230766 3834.1037 26.215636 1982-1999 –> 2000-2012 6.986103 8772.9448
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.203355 3821.5442 25.287603 1982-1999 –> 2000-2012 6.982697 8771.8298
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.203355 3821.5442 25.287603 1982-1999 –> 2000-2012 6.982697 8771.8298
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.203355 3821.5442 25.287603 1982-1999 –> 2000-2012 6.982697 8771.8298
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.196728 3818.4918 25.434980 1982-1999 –> 2000-2012 6.989638 8775.2133
Indian (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.222368 3830.2674 25.546508 1982-1999 –> 2000-2012 6.978714 8769.5909
Indian (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.222368 3830.2674 25.546508 1982-1999 –> 2000-2012 6.978714 8769.5909
Indian (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.222368 3830.2674 25.546508 1982-1999 –> 2000-2012 6.978714 8769.5909
Indian (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.880468 715.2570 6.268554 2000-2012 –> 2013-2019 5.111234 4549.3607
Indian (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.880468 715.2570 6.268554 2000-2012 –> 2013-2019 5.111234 4549.3607
Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.880468 715.2570 6.268554 2000-2012 –> 2013-2019 5.111234 4549.3607
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.863358 712.1311 6.173537 2000-2012 –> 2013-2019 5.060086 4530.6229
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.858061 711.1574 6.133258 2000-2012 –> 2013-2019 5.047711 4526.3821
Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.858768 711.2876 6.141087 2000-2012 –> 2013-2019 5.048075 4526.3533
Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.858768 711.2876 6.141087 2000-2012 –> 2013-2019 5.048075 4526.3533
Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.858768 711.2876 6.141087 2000-2012 –> 2013-2019 5.048075 4526.3533
Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 1.906632 717.9828 6.389474 2000-2012 –> 2013-2019 5.100066 4532.9546
Indian (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.892754 717.4842 6.355637 2000-2012 –> 2013-2019 5.115122 4547.7515
Indian (27.85,27.95] cstar_tref ~ aou + oxygen + silicate + phosphate 2.787068 4953.6236 14.218492 1982-1999 –> 2000-2012 6.158415 11440.6127
Indian (27.85,27.95] cstar_tref ~ aou + oxygen + silicate + phosphate_star 2.787068 4953.6236 14.218492 1982-1999 –> 2000-2012 6.158415 11440.6127
Indian (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2.787068 4953.6236 14.218492 1982-1999 –> 2000-2012 6.158415 11440.6127
Indian (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.785688 4954.6223 14.460524 1982-1999 –> 2000-2012 6.156684 11443.3549
Indian (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.785688 4954.6223 14.460524 1982-1999 –> 2000-2012 6.156684 11443.3549
Indian (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.785688 4954.6223 14.460524 1982-1999 –> 2000-2012 6.156684 11443.3549
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.757813 4934.2873 13.333275 1982-1999 –> 2000-2012 6.157195 11443.6316
Indian (27.85,27.95] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.761134 4936.7208 13.293670 1982-1999 –> 2000-2012 6.131880 11425.2710
Indian (27.85,27.95] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.761134 4936.7208 13.293670 1982-1999 –> 2000-2012 6.131880 11425.2710
Indian (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.761134 4936.7208 13.293670 1982-1999 –> 2000-2012 6.131880 11425.2710
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.780179 1167.4872 5.714006 2000-2012 –> 2013-2019 4.539125 6102.6050
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.780179 1167.4872 5.714006 2000-2012 –> 2013-2019 4.539125 6102.6050
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.756707 1159.8154 5.870609 2000-2012 –> 2013-2019 4.514520 6094.1027
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.759359 1160.6873 5.881434 2000-2012 –> 2013-2019 4.529521 6104.0084
Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1.759335 1160.6794 5.887563 2000-2012 –> 2013-2019 4.532967 6106.5318
Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1.759335 1160.6794 5.887563 2000-2012 –> 2013-2019 4.532967 6106.5318
Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.759335 1160.6794 5.887563 2000-2012 –> 2013-2019 4.532967 6106.5318
Indian (27.85,27.95] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.774654 1165.6905 5.776281 2000-2012 –> 2013-2019 4.535788 6102.4113
Indian (27.85,27.95] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.774654 1165.6905 5.776281 2000-2012 –> 2013-2019 4.535788 6102.4113
Indian (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.774654 1165.6905 5.776281 2000-2012 –> 2013-2019 4.535788 6102.4113
Indian (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.678619 7500.8030 14.480725 1982-1999 –> 2000-2012 6.417531 19664.8625
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.699472 7524.9514 14.663153 1982-1999 –> 2000-2012 6.396618 19639.1577
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.699472 7524.9514 14.663153 1982-1999 –> 2000-2012 6.396618 19639.1577
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.699472 7524.9514 14.663153 1982-1999 –> 2000-2012 6.396618 19639.1577
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + phosphate 2.699513 7522.9989 14.713176 1982-1999 –> 2000-2012 6.397574 19636.3030
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + phosphate_star 2.699513 7522.9989 14.713176 1982-1999 –> 2000-2012 6.397574 19636.3030
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.686548 7510.0073 15.944533 1982-1999 –> 2000-2012 6.376646 19615.7447
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.686548 7510.0073 15.944533 1982-1999 –> 2000-2012 6.376646 19615.7447
Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + phosphate_star 2.699513 7522.9989 14.713176 1982-1999 –> 2000-2012 6.397574 19636.3030
Indian (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.686548 7510.0073 15.944533 1982-1999 –> 2000-2012 6.376646 19615.7447
Indian (27.95,28.05] cstar_tref ~ aou + oxygen + silicate + phosphate 1.985723 2386.3518 7.276330 2000-2012 –> 2013-2019 4.677664 9900.6038
Indian (27.95,28.05] cstar_tref ~ aou + oxygen + silicate + phosphate_star 1.985723 2386.3518 7.276330 2000-2012 –> 2013-2019 4.677664 9900.6038
Indian (27.95,28.05] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1.985723 2386.3518 7.276330 2000-2012 –> 2013-2019 4.677664 9900.6038
Indian (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.980378 2385.3111 6.915302 2000-2012 –> 2013-2019 4.658997 9886.1141
Indian (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.980378 2385.3111 6.915302 2000-2012 –> 2013-2019 4.658997 9886.1141
Indian (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.980378 2385.3111 6.915302 2000-2012 –> 2013-2019 4.658997 9886.1141
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.995994 2394.1713 8.251658 2000-2012 –> 2013-2019 4.695466 9919.1227
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 1.985536 2388.2455 7.187432 2000-2012 –> 2013-2019 4.672084 9898.2528
Indian (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 1.985536 2388.2455 7.187432 2000-2012 –> 2013-2019 4.672084 9898.2528
Indian (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.985536 2388.2455 7.187432 2000-2012 –> 2013-2019 4.672084 9898.2528
Indian (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.846814 5323.9095 13.225794 1982-1999 –> 2000-2012 6.322342 14243.2868
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.831208 5312.0685 13.043542 1982-1999 –> 2000-2012 6.282333 14207.8975
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.831208 5312.0685 13.043542 1982-1999 –> 2000-2012 6.282333 14207.8975
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.831208 5312.0685 13.043542 1982-1999 –> 2000-2012 6.282333 14207.8975
Indian (28.05,28.1] cstar_tref ~ temp + aou + oxygen + phosphate 2.847579 5322.4880 12.947555 1982-1999 –> 2000-2012 6.300289 14217.8517
Indian (28.05,28.1] cstar_tref ~ temp + aou + oxygen + phosphate_star 2.847579 5322.4880 12.947555 1982-1999 –> 2000-2012 6.300289 14217.8517
Indian (28.05,28.1] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.847547 5324.4636 12.949341 1982-1999 –> 2000-2012 6.276677 14198.9255
Indian (28.05,28.1] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.847547 5324.4636 12.949341 1982-1999 –> 2000-2012 6.276677 14198.9255
Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + phosphate_star 2.847579 5322.4880 12.947555 1982-1999 –> 2000-2012 6.300289 14217.8517
Indian (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.847547 5324.4636 12.949341 1982-1999 –> 2000-2012 6.276677 14198.9255
Indian (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate 1.977469 1566.5597 6.955571 2000-2012 –> 2013-2019 4.824469 6888.6098
Indian (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate_star 1.977469 1566.5597 6.955571 2000-2012 –> 2013-2019 4.824469 6888.6098
Indian (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 1.949882 1558.1636 6.692951 2000-2012 –> 2013-2019 4.796697 6882.0731
Indian (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 1.949882 1558.1636 6.692951 2000-2012 –> 2013-2019 4.796697 6882.0731
Indian (28.05,28.1] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.977469 1566.5597 6.955571 2000-2012 –> 2013-2019 4.824469 6888.6098
Indian (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.949882 1558.1636 6.692951 2000-2012 –> 2013-2019 4.796697 6882.0731
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1.961372 1562.5113 6.744525 2000-2012 –> 2013-2019 4.792580 6874.5798
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 1.961372 1562.5113 6.744525 2000-2012 –> 2013-2019 4.792580 6874.5798
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.961372 1562.5113 6.744525 2000-2012 –> 2013-2019 4.792580 6874.5798
Indian (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.980566 1569.7176 6.620616 2000-2012 –> 2013-2019 4.828112 6894.1812
Indian (28.1, Inf] cstar_tref ~ aou + oxygen + silicate + phosphate 3.435467 22313.8861 28.168285 1982-1999 –> 2000-2012 6.952896 46731.7540
Indian (28.1, Inf] cstar_tref ~ aou + oxygen + silicate + phosphate_star 3.435467 22313.8861 28.168285 1982-1999 –> 2000-2012 6.952896 46731.7540
Indian (28.1, Inf] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3.435467 22313.8861 28.168285 1982-1999 –> 2000-2012 6.952896 46731.7540
Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.321144 22031.3965 28.271918 1982-1999 –> 2000-2012 6.790361 46325.4214
Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.321144 22031.3965 28.271918 1982-1999 –> 2000-2012 6.790361 46325.4214
Indian (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.321144 22031.3965 28.271918 1982-1999 –> 2000-2012 6.790361 46325.4214
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.655447 22837.6097 28.223339 1982-1999 –> 2000-2012 7.026085 46868.7917
Indian (28.1, Inf] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.358852 22126.3009 27.981946 1982-1999 –> 2000-2012 6.757388 46232.6399
Indian (28.1, Inf] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.358852 22126.3009 27.981946 1982-1999 –> 2000-2012 6.757388 46232.6399
Indian (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.358852 22126.3009 27.981946 1982-1999 –> 2000-2012 6.757388 46232.6399
Indian (28.1, Inf] cstar_tref ~ aou + oxygen + silicate + phosphate 2.210080 7050.4797 10.525688 2000-2012 –> 2013-2019 5.645547 29364.3658
Indian (28.1, Inf] cstar_tref ~ aou + oxygen + silicate + phosphate_star 2.210080 7050.4797 10.525688 2000-2012 –> 2013-2019 5.645547 29364.3658
Indian (28.1, Inf] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2.210080 7050.4797 10.525688 2000-2012 –> 2013-2019 5.645547 29364.3658
Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.198434 7035.6682 10.397518 2000-2012 –> 2013-2019 5.519578 29067.0647
Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.198434 7035.6682 10.397518 2000-2012 –> 2013-2019 5.519578 29067.0647
Indian (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.198434 7035.6682 10.397518 2000-2012 –> 2013-2019 5.519578 29067.0647
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.287665 7162.2684 12.558480 2000-2012 –> 2013-2019 6.004639 30140.1847
Indian (28.1, Inf] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.048114 6810.3000 8.520777 2000-2012 –> 2013-2019 5.406966 28936.6009
Indian (28.1, Inf] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.048114 6810.3000 8.520777 2000-2012 –> 2013-2019 5.406966 28936.6009
Indian (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.048114 6810.3000 8.520777 2000-2012 –> 2013-2019 5.406966 28936.6009
Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 6.416260 24341.6384 61.704031 1982-1999 –> 2000-2012 19.373980 33208.5601
Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 6.416260 24341.6384 61.704031 1982-1999 –> 2000-2012 19.373980 33208.5601
Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 6.416260 24341.6384 61.704031 1982-1999 –> 2000-2012 19.373980 33208.5601
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate 6.819336 24793.8361 63.566557 1982-1999 –> 2000-2012 20.175387 33728.0956
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 6.532297 24474.6648 60.003199 1982-1999 –> 2000-2012 19.546222 33351.2124
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.570649 24518.1124 59.683652 1982-1999 –> 2000-2012 19.607268 33398.5349
Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 6.591708 24541.8615 59.570919 1982-1999 –> 2000-2012 19.641183 33424.4762
Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 6.591708 24541.8615 59.570919 1982-1999 –> 2000-2012 19.641183 33424.4762
Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6.591708 24541.8615 59.570919 1982-1999 –> 2000-2012 19.641183 33424.4762
Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate_star 6.881990 24859.7157 61.025816 1982-1999 –> 2000-2012 20.161062 33779.1199
Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 5.423941 16626.3448 26.627924 2000-2012 –> 2013-2019 11.840202 40967.9833
Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 5.423941 16626.3448 26.627924 2000-2012 –> 2013-2019 11.840202 40967.9833
Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.423941 16626.3448 26.627924 2000-2012 –> 2013-2019 11.840202 40967.9833
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate 5.802046 16986.3308 30.396189 2000-2012 –> 2013-2019 12.621382 41780.1669
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5.802046 16986.3308 30.396189 2000-2012 –> 2013-2019 12.621382 41780.1669
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 5.650599 16845.0398 26.780871 2000-2012 –> 2013-2019 12.182896 41319.7047
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5.715487 16906.0348 26.873677 2000-2012 –> 2013-2019 12.286136 41424.1472
Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5.758507 16946.0927 26.839985 2000-2012 –> 2013-2019 12.350214 41487.9543
Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 5.758507 16946.0927 26.839985 2000-2012 –> 2013-2019 12.350214 41487.9543
Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5.758507 16946.0927 26.839985 2000-2012 –> 2013-2019 12.350214 41487.9543
Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.444900 14078.4823 36.396514 1982-1999 –> 2000-2012 13.074004 20847.4920
Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.444900 14078.4823 36.396514 1982-1999 –> 2000-2012 13.074004 20847.4920
Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.444900 14078.4823 36.396514 1982-1999 –> 2000-2012 13.074004 20847.4920
Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.454531 14088.9407 36.596451 1982-1999 –> 2000-2012 13.070945 20855.1690
Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.482248 14118.9140 36.696798 1982-1999 –> 2000-2012 13.108156 20887.2234
Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.486050 14123.0107 36.705879 1982-1999 –> 2000-2012 13.114408 20891.8571
Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.486050 14123.0107 36.705879 1982-1999 –> 2000-2012 13.114408 20891.8571
Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.486050 14123.0107 36.705879 1982-1999 –> 2000-2012 13.114408 20891.8571
Pacific (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 4.780117 14429.8056 37.085320 1982-1999 –> 2000-2012 13.484749 21215.2859
Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.780117 14429.8056 37.085320 1982-1999 –> 2000-2012 13.484749 21215.2859
Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.773363 8034.9635 19.487752 2000-2012 –> 2013-2019 8.218263 22113.4458
Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.773363 8034.9635 19.487752 2000-2012 –> 2013-2019 8.218263 22113.4458
Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.773363 8034.9635 19.487752 2000-2012 –> 2013-2019 8.218263 22113.4458
Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.856663 8098.7234 18.998085 2000-2012 –> 2013-2019 8.311194 22187.6641
Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.902251 8133.0367 18.733139 2000-2012 –> 2013-2019 8.384499 22251.9506
Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.903600 8134.0465 18.667866 2000-2012 –> 2013-2019 8.389651 22257.0572
Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.903600 8134.0465 18.667866 2000-2012 –> 2013-2019 8.389651 22257.0572
Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.903600 8134.0465 18.667866 2000-2012 –> 2013-2019 8.389651 22257.0572
Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 3.909780 8136.6655 18.087101 2000-2012 –> 2013-2019 8.559844 22431.1853
Pacific (26,26.5] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 4.049640 8241.2943 17.498275 2000-2012 –> 2013-2019 8.829757 22671.0999
Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + phosphate 5.130925 13340.6357 47.693337 1982-1999 –> 2000-2012 11.678934 18754.9228
Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + phosphate_star 5.130925 13340.6357 47.693337 1982-1999 –> 2000-2012 11.678934 18754.9228
Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 5.053681 13276.4382 48.460199 1982-1999 –> 2000-2012 11.563476 18683.1378
Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 5.053681 13276.4382 48.460199 1982-1999 –> 2000-2012 11.563476 18683.1378
Pacific (26.5,26.75] cstar_tref ~ sal + aou + phosphate + phosphate_star 5.130925 13340.6357 47.693337 1982-1999 –> 2000-2012 11.678934 18754.9228
Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.053681 13276.4382 48.460199 1982-1999 –> 2000-2012 11.563476 18683.1378
Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate 5.125964 13338.4145 47.680903 1982-1999 –> 2000-2012 11.673969 18754.7006
Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 5.125964 13338.4145 47.680903 1982-1999 –> 2000-2012 11.673969 18754.7006
Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5.125964 13338.4145 47.680903 1982-1999 –> 2000-2012 11.673969 18754.7006
Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 5.123230 13336.0856 48.352501 1982-1999 –> 2000-2012 11.671371 18752.4058
Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + silicate + phosphate 4.282048 6735.6855 15.468827 2000-2012 –> 2013-2019 9.421806 20083.8275
Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + silicate + phosphate_star 4.282048 6735.6855 15.468827 2000-2012 –> 2013-2019 9.421806 20083.8275
Pacific (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.282048 6735.6855 15.468827 2000-2012 –> 2013-2019 9.421806 20083.8275
Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.241423 6715.3795 14.500087 2000-2012 –> 2013-2019 9.295105 19991.8177
Pacific (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.241423 6715.3795 14.500087 2000-2012 –> 2013-2019 9.295105 19991.8177
Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.241423 6715.3795 14.500087 2000-2012 –> 2013-2019 9.295105 19991.8177
Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.288522 6741.2208 14.430418 2000-2012 –> 2013-2019 9.411751 20077.3063
Pacific (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 4.274480 6733.5462 15.357259 2000-2012 –> 2013-2019 9.359414 20036.8891
Pacific (26.5,26.75] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 4.274480 6733.5462 15.357259 2000-2012 –> 2013-2019 9.359414 20036.8891
Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.274480 6733.5462 15.357259 2000-2012 –> 2013-2019 9.359414 20036.8891
Pacific (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.865599 18462.9369 46.896535 1982-1999 –> 2000-2012 13.192890 26316.2015
Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.862821 18461.4259 46.878955 1982-1999 –> 2000-2012 13.184110 26315.0925
Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.862821 18461.4259 46.878955 1982-1999 –> 2000-2012 13.184110 26315.0925
Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.862821 18461.4259 46.878955 1982-1999 –> 2000-2012 13.184110 26315.0925
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate 4.874992 18476.7938 46.717786 1982-1999 –> 2000-2012 13.187644 26328.1593
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 4.874992 18476.7938 46.717786 1982-1999 –> 2000-2012 13.187644 26328.1593
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.874992 18476.7938 46.717786 1982-1999 –> 2000-2012 13.187644 26328.1593
Pacific (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 4.854620 18451.0490 46.711681 1982-1999 –> 2000-2012 13.175598 26304.6327
Pacific (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 4.854620 18451.0490 46.711681 1982-1999 –> 2000-2012 13.175598 26304.6327
Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.854620 18451.0490 46.711681 1982-1999 –> 2000-2012 13.175598 26304.6327
Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.259139 10952.5731 15.054189 2000-2012 –> 2013-2019 9.121960 29413.9990
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate 4.236879 10932.5875 15.239899 2000-2012 –> 2013-2019 9.111871 29409.3813
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 4.236879 10932.5875 15.239899 2000-2012 –> 2013-2019 9.111871 29409.3813
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.236879 10932.5875 15.239899 2000-2012 –> 2013-2019 9.111871 29409.3813
Pacific (26.75,27] cstar_tref ~ temp + aou + oxygen + phosphate 4.239621 10933.0551 15.104052 2000-2012 –> 2013-2019 9.116100 29409.7240
Pacific (26.75,27] cstar_tref ~ temp + aou + oxygen + phosphate_star 4.239621 10933.0551 15.104052 2000-2012 –> 2013-2019 9.116100 29409.7240
Pacific (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 4.233941 10929.9416 15.496533 2000-2012 –> 2013-2019 9.088561 29380.9906
Pacific (26.75,27] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 4.233941 10929.9416 15.496533 2000-2012 –> 2013-2019 9.088561 29380.9906
Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 4.239621 10933.0551 15.104052 2000-2012 –> 2013-2019 9.116100 29409.7240
Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.233941 10929.9416 15.496533 2000-2012 –> 2013-2019 9.088561 29380.9906
Pacific (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.403324 31127.5218 47.270344 1982-1999 –> 2000-2012 10.570859 46283.5218
Pacific (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.403324 31127.5218 47.270344 1982-1999 –> 2000-2012 10.570859 46283.5218
Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 4.415955 31156.2398 47.305648 1982-1999 –> 2000-2012 10.586792 46312.7427
Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.403324 31127.5218 47.270344 1982-1999 –> 2000-2012 10.570859 46283.5218
Pacific (27,27.25] cstar_tref ~ sal + oxygen + silicate + phosphate_star 4.501537 31362.0850 47.357618 1982-1999 –> 2000-2012 10.744605 46573.0037
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.408454 31140.0098 47.317128 1982-1999 –> 2000-2012 10.577820 46297.3974
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.427169 31185.4399 47.452605 1982-1999 –> 2000-2012 10.610280 46353.2334
Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.424786 31179.6652 47.437027 1982-1999 –> 2000-2012 10.606629 46346.5002
Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.424786 31179.6652 47.437027 1982-1999 –> 2000-2012 10.606629 46346.5002
Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.424786 31179.6652 47.437027 1982-1999 –> 2000-2012 10.606629 46346.5002
Pacific (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 4.047031 16267.6399 18.887073 2000-2012 –> 2013-2019 8.450354 47395.1617
Pacific (27,27.25] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 4.047031 16267.6399 18.887073 2000-2012 –> 2013-2019 8.450354 47395.1617
Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 4.074286 16304.3691 18.504348 2000-2012 –> 2013-2019 8.490241 47460.6089
Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.047031 16267.6399 18.887073 2000-2012 –> 2013-2019 8.450354 47395.1617
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.061934 16288.8486 18.806849 2000-2012 –> 2013-2019 8.470388 47428.8585
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.095241 16335.9689 18.873593 2000-2012 –> 2013-2019 8.522410 47521.4088
Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4.090451 16329.2163 18.850777 2000-2012 –> 2013-2019 8.515237 47508.8815
Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4.090451 16329.2163 18.850777 2000-2012 –> 2013-2019 8.515237 47508.8815
Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.090451 16329.2163 18.850777 2000-2012 –> 2013-2019 8.515237 47508.8815
Pacific (27,27.25] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.970203 16157.0501 18.021700 2000-2012 –> 2013-2019 8.554913 47717.4719
Pacific (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.722337 29495.2688 36.934237 1982-1999 –> 2000-2012 8.555609 43008.3048
Pacific (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.722337 29495.2688 36.934237 1982-1999 –> 2000-2012 8.555609 43008.3048
Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 3.798138 29710.7053 35.199491 1982-1999 –> 2000-2012 8.804421 43380.2875
Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.722337 29495.2688 36.934237 1982-1999 –> 2000-2012 8.555609 43008.3048
Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.725736 29505.1118 36.951163 1982-1999 –> 2000-2012 8.560914 43019.9249
Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.730930 29520.1402 36.999660 1982-1999 –> 2000-2012 8.570411 43038.9633
Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.730198 29518.0237 36.987214 1982-1999 –> 2000-2012 8.569714 43036.8790
Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.730198 29518.0237 36.987214 1982-1999 –> 2000-2012 8.569714 43036.8790
Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.730198 29518.0237 36.987214 1982-1999 –> 2000-2012 8.569714 43036.8790
Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate_star 3.834457 29813.3546 38.328135 1982-1999 –> 2000-2012 8.674275 43330.4918
Pacific (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.205108 16844.1195 15.109847 2000-2012 –> 2013-2019 6.927445 46339.3884
Pacific (27.25,27.5] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.205108 16844.1195 15.109847 2000-2012 –> 2013-2019 6.927445 46339.3884
Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 3.252471 16937.6745 14.163436 2000-2012 –> 2013-2019 7.050609 46648.3798
Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.205108 16844.1195 15.109847 2000-2012 –> 2013-2019 6.927445 46339.3884
Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.209249 16852.5311 15.082627 2000-2012 –> 2013-2019 6.934985 46357.6428
Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.216315 16866.8577 15.090510 2000-2012 –> 2013-2019 6.947246 46386.9979
Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.215207 16864.6135 15.083496 2000-2012 –> 2013-2019 6.945406 46382.6372
Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.215207 16864.6135 15.083496 2000-2012 –> 2013-2019 6.945406 46382.6372
Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.215207 16864.6135 15.083496 2000-2012 –> 2013-2019 6.945406 46382.6372
Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate_star 3.339372 17109.4354 16.183911 2000-2012 –> 2013-2019 7.173829 46922.7900
Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.498710 31434.2165 32.138452 1982-1999 –> 2000-2012 8.179978 44927.6263
Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.498710 31434.2165 32.138452 1982-1999 –> 2000-2012 8.179978 44927.6263
Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.498710 31434.2165 32.138452 1982-1999 –> 2000-2012 8.179978 44927.6263
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.672919 32005.7623 34.810345 1982-1999 –> 2000-2012 8.390424 45534.2564
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.473187 31348.0975 32.262829 1982-1999 –> 2000-2012 8.148269 44835.4903
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.446923 31258.8168 32.363060 1982-1999 –> 2000-2012 8.122856 44747.0378
Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.449204 31266.5990 32.367256 1982-1999 –> 2000-2012 8.125352 44755.0293
Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.449204 31266.5990 32.367256 1982-1999 –> 2000-2012 8.125352 44755.0293
Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.449204 31266.5990 32.367256 1982-1999 –> 2000-2012 8.125352 44755.0293
Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 3.488434 31397.6200 32.622866 1982-1999 –> 2000-2012 8.202629 44920.9211
Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.973308 18858.7062 11.781524 2000-2012 –> 2013-2019 6.472018 50292.9227
Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.973308 18858.7062 11.781524 2000-2012 –> 2013-2019 6.472018 50292.9227
Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 3.085366 19134.6142 12.047980 2000-2012 –> 2013-2019 6.692118 50924.5520
Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.973308 18858.7062 11.781524 2000-2012 –> 2013-2019 6.472018 50292.9227
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.973940 18860.3011 12.592247 2000-2012 –> 2013-2019 6.447126 50208.3986
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.975340 18863.8371 13.422174 2000-2012 –> 2013-2019 6.422262 50122.6539
Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.975114 18863.2681 13.308018 2000-2012 –> 2013-2019 6.424318 50129.8671
Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.975114 18863.2681 13.308018 2000-2012 –> 2013-2019 6.424318 50129.8671
Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.975114 18863.2681 13.308018 2000-2012 –> 2013-2019 6.424318 50129.8671
Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 3.046409 19039.1602 16.531440 2000-2012 –> 2013-2019 6.534843 50436.7802
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + phosphate 3.164424 15778.8169 22.520560 1982-1999 –> 2000-2012 7.394151 22087.1843
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 3.164424 15778.8169 22.520560 1982-1999 –> 2000-2012 7.394151 22087.1843
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.164424 15778.8169 22.520560 1982-1999 –> 2000-2012 7.394151 22087.1843
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.149441 15749.7143 22.636358 1982-1999 –> 2000-2012 7.388321 22062.8372
Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.147832 15746.5814 22.629817 1982-1999 –> 2000-2012 7.387851 22060.2953
Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.147832 15746.5814 22.629817 1982-1999 –> 2000-2012 7.387851 22060.2953
Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.147832 15746.5814 22.629817 1982-1999 –> 2000-2012 7.387851 22060.2953
Pacific (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.124675 15701.3038 22.514356 1982-1999 –> 2000-2012 7.347538 22006.0982
Pacific (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.124675 15701.3038 22.514356 1982-1999 –> 2000-2012 7.347538 22006.0982
Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.124675 15701.3038 22.514356 1982-1999 –> 2000-2012 7.347538 22006.0982
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.890802 9286.0064 12.143047 2000-2012 –> 2013-2019 6.061412 25076.7995
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.883018 9275.9281 12.104124 2000-2012 –> 2013-2019 6.032459 25025.6424
Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.883150 9276.0984 12.110491 2000-2012 –> 2013-2019 6.030982 25022.6799
Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.883150 9276.0984 12.110491 2000-2012 –> 2013-2019 6.030982 25022.6799
Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.883150 9276.0984 12.110491 2000-2012 –> 2013-2019 6.030982 25022.6799
Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 2.884178 9275.4306 12.202979 2000-2012 –> 2013-2019 6.065789 25085.4630
Pacific (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.925280 9330.3248 13.007433 2000-2012 –> 2013-2019 6.049955 25031.6286
Pacific (27.75,27.85] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.925280 9330.3248 13.007433 2000-2012 –> 2013-2019 6.049955 25031.6286
Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.925280 9330.3248 13.007433 2000-2012 –> 2013-2019 6.049955 25031.6286
Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + silicate + phosphate 2.937253 9343.5928 13.086726 2000-2012 –> 2013-2019 6.093353 25104.2586
Pacific (27.85,27.95] cstar_tref ~ aou + oxygen + silicate + phosphate 3.011761 22140.3635 24.307774 1982-1999 –> 2000-2012 7.683557 31696.9575
Pacific (27.85,27.95] cstar_tref ~ aou + oxygen + silicate + phosphate_star 3.011761 22140.3635 24.307774 1982-1999 –> 2000-2012 7.683557 31696.9575
Pacific (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3.011761 22140.3635 24.307774 1982-1999 –> 2000-2012 7.683557 31696.9575
Pacific (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.007005 22128.4928 23.727016 1982-1999 –> 2000-2012 7.678779 31687.0724
Pacific (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.007005 22128.4928 23.727016 1982-1999 –> 2000-2012 7.678779 31687.0724
Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.007005 22128.4928 23.727016 1982-1999 –> 2000-2012 7.678779 31687.0724
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.006277 22126.3700 23.912539 1982-1999 –> 2000-2012 7.695705 31697.1090
Pacific (27.85,27.95] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.011582 22141.8413 24.382765 1982-1999 –> 2000-2012 7.674799 31694.5099
Pacific (27.85,27.95] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 3.011582 22141.8413 24.382765 1982-1999 –> 2000-2012 7.674799 31694.5099
Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.011582 22141.8413 24.382765 1982-1999 –> 2000-2012 7.674799 31694.5099
Pacific (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.903652 13198.9206 12.810354 2000-2012 –> 2013-2019 5.910656 35327.4135
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.898282 13189.0983 12.819962 2000-2012 –> 2013-2019 5.904559 35315.4682
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.890813 13175.4065 12.881125 2000-2012 –> 2013-2019 5.900037 35310.3762
Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.891108 13175.9492 12.877926 2000-2012 –> 2013-2019 5.900472 35311.3244
Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.891108 13175.9492 12.877926 2000-2012 –> 2013-2019 5.900472 35311.3244
Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.891108 13175.9492 12.877926 2000-2012 –> 2013-2019 5.900472 35311.3244
Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 2.896950 13184.6589 12.880247 2000-2012 –> 2013-2019 5.909126 35326.2332
Pacific (27.85,27.95] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.897537 13187.7337 13.085528 2000-2012 –> 2013-2019 5.909118 35329.5750
Pacific (27.85,27.95] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.897537 13187.7337 13.085528 2000-2012 –> 2013-2019 5.909118 35329.5750
Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.897537 13187.7337 13.085528 2000-2012 –> 2013-2019 5.909118 35329.5750
Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.857840 38663.8001 50.693895 1982-1999 –> 2000-2012 7.230382 57890.0513
Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.857840 38663.8001 50.693895 1982-1999 –> 2000-2012 7.230382 57890.0513
Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.857840 38663.8001 50.693895 1982-1999 –> 2000-2012 7.230382 57890.0513
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.887863 38827.3909 51.143733 1982-1999 –> 2000-2012 7.254589 58044.8070
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.887863 38827.3909 51.143733 1982-1999 –> 2000-2012 7.254589 58044.8070
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.887863 38827.3909 51.143733 1982-1999 –> 2000-2012 7.254589 58044.8070
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.878595 38777.0754 50.824418 1982-1999 –> 2000-2012 7.277561 58043.3203
Pacific (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.871787 38740.0062 50.874621 1982-1999 –> 2000-2012 7.261633 57992.4759
Pacific (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.871787 38740.0062 50.874621 1982-1999 –> 2000-2012 7.261633 57992.4759
Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.871787 38740.0062 50.874621 1982-1999 –> 2000-2012 7.261633 57992.4759
Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 3.097207 23825.7631 101.776946 2000-2012 –> 2013-2019 5.955047 62489.5632
Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 3.097207 23825.7631 101.776946 2000-2012 –> 2013-2019 5.955047 62489.5632
Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.097207 23825.7631 101.776946 2000-2012 –> 2013-2019 5.955047 62489.5632
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.095659 23821.0937 102.046516 2000-2012 –> 2013-2019 5.974254 62598.1691
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.097263 23825.9329 102.461631 2000-2012 –> 2013-2019 6.013410 62805.8944
Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3.096711 23824.2658 102.398837 2000-2012 –> 2013-2019 6.011518 62797.0395
Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3.096711 23824.2658 102.398837 2000-2012 –> 2013-2019 6.011518 62797.0395
Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.096711 23824.2658 102.398837 2000-2012 –> 2013-2019 6.011518 62797.0395
Pacific (27.95,28.05] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 3.146542 23973.3653 103.108570 2000-2012 –> 2013-2019 6.018328 62713.3715
Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.146542 23973.3653 103.108570 2000-2012 –> 2013-2019 6.018328 62713.3715
Pacific (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.766356 31863.5298 20.591024 1982-1999 –> 2000-2012 7.054807 44411.9376
Pacific (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.766356 31863.5298 20.591024 1982-1999 –> 2000-2012 7.054807 44411.9376
Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 2.771976 31888.0600 20.236233 1982-1999 –> 2000-2012 7.062402 44436.4744
Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.766356 31863.5298 20.591024 1982-1999 –> 2000-2012 7.054807 44411.9376
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.782700 31940.5340 24.416046 1982-1999 –> 2000-2012 7.105018 44523.2382
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.770844 31884.7181 20.114646 1982-1999 –> 2000-2012 7.057892 44431.6988
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.795606 32001.0209 19.982132 1982-1999 –> 2000-2012 7.090352 44555.8233
Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2.790902 31979.0068 20.000581 1982-1999 –> 2000-2012 7.083827 44531.9603
Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2.790902 31979.0068 20.000581 1982-1999 –> 2000-2012 7.083827 44531.9603
Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.790902 31979.0068 20.000581 1982-1999 –> 2000-2012 7.083827 44531.9603
Pacific (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate 2.830667 24537.6446 18.601957 2000-2012 –> 2013-2019 5.626372 56537.1282
Pacific (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate_star 2.830667 24537.6446 18.601957 2000-2012 –> 2013-2019 5.626372 56537.1282
Pacific (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.830521 24539.1288 18.368168 2000-2012 –> 2013-2019 5.596877 56402.6586
Pacific (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.830521 24539.1288 18.368168 2000-2012 –> 2013-2019 5.596877 56402.6586
Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 2.853645 24618.2640 15.289302 2000-2012 –> 2013-2019 5.625621 56506.3240
Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.830521 24539.1288 18.368168 2000-2012 –> 2013-2019 5.596877 56402.6586
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.825894 24522.8151 15.505914 2000-2012 –> 2013-2019 5.608594 56463.3491
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.825894 24522.8151 15.505914 2000-2012 –> 2013-2019 5.608594 56463.3491
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.825894 24522.8151 15.505914 2000-2012 –> 2013-2019 5.608594 56463.3491
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.851702 24613.4743 15.805390 2000-2012 –> 2013-2019 5.622546 56498.1924
Pacific (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.534312 26231.9818 30.204981 1982-1999 –> 2000-2012 6.572353 41445.3521
Pacific (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.534312 26231.9818 30.204981 1982-1999 –> 2000-2012 6.572353 41445.3521
Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.534312 26231.9818 30.204981 1982-1999 –> 2000-2012 6.572353 41445.3521
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.520679 26171.7793 29.870013 1982-1999 –> 2000-2012 6.488081 41289.8482
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.520679 26171.7793 29.870013 1982-1999 –> 2000-2012 6.488081 41289.8482
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.520679 26171.7793 29.870013 1982-1999 –> 2000-2012 6.488081 41289.8482
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.581507 26437.9338 30.300487 1982-1999 –> 2000-2012 6.567493 41581.2390
Pacific (28.1, Inf] cstar_tref ~ temp + aou + oxygen + silicate + phosphate 2.572987 26401.0353 30.365295 1982-1999 –> 2000-2012 6.550266 41532.5317
Pacific (28.1, Inf] cstar_tref ~ temp + aou + oxygen + silicate + phosphate_star 2.572987 26401.0353 30.365295 1982-1999 –> 2000-2012 6.550266 41532.5317
Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.572987 26401.0353 30.365295 1982-1999 –> 2000-2012 6.550266 41532.5317
Pacific (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 2.651900 14942.3242 12.545065 2000-2012 –> 2013-2019 5.186714 41174.5194
Pacific (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate_star 2.651900 14942.3242 12.545065 2000-2012 –> 2013-2019 5.186714 41174.5194
Pacific (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate 2.651313 14942.9446 12.664989 2000-2012 –> 2013-2019 5.185625 41174.9264
Pacific (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate + phosphate_star 2.651313 14942.9446 12.664989 2000-2012 –> 2013-2019 5.185625 41174.9264
Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + phosphate_star 2.651900 14942.3242 12.545065 2000-2012 –> 2013-2019 5.186714 41174.5194
Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.651313 14942.9446 12.664989 2000-2012 –> 2013-2019 5.185625 41174.9264
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate 2.650379 14940.7455 12.185942 2000-2012 –> 2013-2019 5.171058 41112.5248
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate_star 2.650379 14940.7455 12.185942 2000-2012 –> 2013-2019 5.171058 41112.5248
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.650379 14940.7455 12.185942 2000-2012 –> 2013-2019 5.171058 41112.5248
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.668459 14983.1415 14.321983 2000-2012 –> 2013-2019 5.249966 41421.0753

5.3 Target variable coefficients

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

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

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

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

lm_best_target <- left_join(lm_best_target, lm_all_fitted_wide)

rm(eras_era, eras_forward, eras_backward,
   lm_all_fitted)

5.4 Cant coeffcients

Coefficient offsets are calculated to facilitate the direct mapping of Cant.

# pivot long format
lm_best_long <- lm_best_target %>%
  pivot_longer(`coeff_(Intercept)`:coeff_oxygen,
               names_to = "term",
               values_to = "estimate",
               names_prefix = "coeff_")

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

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

5.5 Write files

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

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

5.6 Selction criterion vs predictors

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

5.6.1 All models

lm_all_fitted_wide %>%
  ggplot(aes(as.factor(n_predictors),
             !!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
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
f3a708f jens-daniel-mueller 2020-12-17

5.6.2 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
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
f3a708f jens-daniel-mueller 2020-12-17

5.7 RMSE correlation between eras

5.7.1 All models

max_rmse <-
  max(c(lm_all_fitted_wide_eras$rmse,
        lm_all_fitted_wide_eras$rmse_sum - lm_all_fitted_wide_eras$rmse))

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

Version Author Date
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
e4ca289 jens-daniel-mueller 2020-12-16
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
ba112d3 jens-daniel-mueller 2020-12-11
24a632f jens-daniel-mueller 2020-12-07
6a8004b jens-daniel-mueller 2020-12-07
70bf1a5 jens-daniel-mueller 2020-12-07
7555355 jens-daniel-mueller 2020-12-07
143d6fa jens-daniel-mueller 2020-12-07
090e4d5 jens-daniel-mueller 2020-12-02
7c25f7a jens-daniel-mueller 2020-12-02
b03ddb8 jens-daniel-mueller 2020-12-02
91435ae jens-daniel-mueller 2020-12-01
196be51 jens-daniel-mueller 2020-11-30 
rm(max_rmse)

5.7.2 Best models

max_rmse <-
  max(c(lm_best$rmse,
        lm_best$rmse_sum - lm_best$rmse))

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

Version Author Date
7131186 jens-daniel-mueller 2020-12-17
a84ff3c jens-daniel-mueller 2020-12-17 
rm(max_rmse)

5.8 Predictor counts

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

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


lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou oxygen phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2012
(-Inf,26] 7 5 6 7 10 8 7
(26,26.5] 10 6 7 7 4 4 9
(26.5,26.75] 9 7 6 7 4 4 10
(26.75,27] 6 5 6 6 10 5 10
(27,27.25] 5 5 5 8 4 10 10
(27.25,27.5] 4 6 6 7 10 4 10
(27.5,27.75] 7 5 7 6 8 10 7
(27.75,27.85] 6 5 6 6 10 10 5
(27.85,27.95] 6 4 6 6 10 10 6
(27.95,28.05] 6 5 5 7 10 10 5
(28.05,28.1] 10 6 6 7 4 4 10
(28.1,28.15] 5 5 5 7 10 5 10
(28.15,28.2] 10 6 7 6 4 4 10
(28.2, Inf] 10 6 7 7 9 4 4
total 101.00 76.00 85.00 94.00 107.00 92.00 113.00
Atlantic - 2000-2012 --> 2013-2019
(-Inf,26] 7 5 7 6 10 8 7
(26,26.5] 10 6 7 7 4 4 9
(26.5,26.75] 7 6 6 7 7 7 10
(26.75,27] 7 6 6 7 7 7 10
(27,27.25] 5 5 5 8 4 10 10
(27.25,27.5] 6 5 5 7 10 5 10
(27.5,27.75] 7 5 7 6 8 10 7
(27.75,27.85] 7 6 6 6 8 10 7
(27.85,27.95] 6 4 6 6 10 10 6
(27.95,28.05] 7 4 6 7 10 9 6
(28.05,28.1] 10 6 6 7 4 4 10
(28.1,28.15] 9 7 7 6 4 4 10
(28.15,28.2] 7 6 7 5 10 6 8
(28.2, Inf] 10 6 7 6 10 4 4
total 105.00 77.00 88.00 91.00 106.00 98.00 114.00
Indian - 1982-1999 --> 2000-2012
(-Inf,26] 5 6 6 6 10 5 10
(26,26.5] 6 5 5 7 10 7 9
(26.5,26.75] 5 5 6 7 10 4 10
(26.75,27] 6 5 6 6 10 5 10
(27,27.25] 10 6 7 6 10 4 4
(27.25,27.5] 10 6 7 7 4 4 9
(27.5,27.75] 10 7 6 7 4 4 9
(27.75,27.85] 10 6 7 6 7 7 7
(27.85,27.95] 10 6 7 6 4 10 4
(27.95,28.05] 10 7 6 7 4 4 9
(28.05,28.1] 10 6 7 7 4 4 9
(28.1, Inf] 10 6 7 6 4 10 4
total 102.00 71.00 77.00 78.00 81.00 68.00 94.00
Indian - 2000-2012 --> 2013-2019
(-Inf,26] 9 7 7 6 4 4 10
(26,26.5] 7 6 6 7 7 7 10
(26.5,26.75] 6 5 5 7 5 10 10
(26.75,27] 6 5 5 7 5 10 10
(27,27.25] 6 5 7 5 10 10 5
(27.25,27.5] 7 6 7 6 7 10 7
(27.5,27.75] 6 5 5 7 9 10 7
(27.75,27.85] 6 5 5 7 9 10 7
(27.85,27.95] 7 6 6 6 7 8 10
(27.95,28.05] 10 7 6 7 4 9 4
(28.05,28.1] 10 6 7 7 9 4 4
(28.1, Inf] 10 7 6 7 4 9 4
total 90.00 70.00 72.00 79.00 80.00 101.00 88.00
Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 6 5 6 6 10 9 7
(26,26.5] 7 5 7 6 8 10 7
(26.5,26.75] 10 6 7 6 10 4 4
(26.75,27] 10 6 7 7 6 7 6
(27,27.25] 6 5 6 6 10 10 5
(27.25,27.5] 6 4 6 6 10 10 6
(27.5,27.75] 6 5 6 6 10 9 7
(27.75,27.85] 7 6 6 7 7 7 10
(27.85,27.95] 10 6 7 6 4 10 4
(27.95,28.05] 10 6 7 6 7 7 7
(28.05,28.1] 7 5 6 6 10 9 6
(28.1, Inf] 10 6 7 6 7 7 7
total 95.00 65.00 78.00 74.00 99.00 99.00 76.00
Pacific - 2000-2012 --> 2013-2019
(-Inf,26] 7 5 7 6 10 8 7
(26,26.5] 6 5 6 6 9 10 7
(26.5,26.75] 10 6 7 6 4 10 4
(26.75,27] 10 6 7 7 4 4 9
(27,27.25] 7 5 6 6 9 10 6
(27.25,27.5] 6 4 6 6 10 10 6
(27.5,27.75] 6 4 6 6 10 10 6
(27.75,27.85] 5 5 6 6 6 10 10
(27.85,27.95] 6 5 5 7 7 10 9
(27.95,28.05] 7 5 7 6 8 10 7
(28.05,28.1] 10 6 7 5 10 5 4
(28.1, Inf] 10 6 7 6 10 4 4
total 90.00 62.00 77.00 73.00 97.00 101.00 79.00

5.9 RMSE alternatives

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

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

Version Author Date
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17 
lm_best %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17 

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

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

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

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

other attached packages:
 [1] gt_0.2.2         corrr_0.4.3      broom_0.7.2      kableExtra_1.3.1
 [5] knitr_1.30       olsrr_0.5.3.9000 GGally_2.0.0     lubridate_1.7.9 
 [9] metR_0.9.0       scico_1.2.0      patchwork_1.1.0  collapse_1.4.2  
[13] forcats_0.5.0    stringr_1.4.0    dplyr_1.0.2      purrr_0.3.4     
[17] readr_1.4.0      tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.2   
[21] tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_2.0-0         withr_2.3.0             
[13] gridExtra_2.3            tidyselect_1.1.0         curl_4.3                
[16] compiler_4.0.3           git2r_0.27.1             cli_2.2.0               
[19] rvest_0.3.6              xml2_1.3.2               sass_0.2.0              
[22] labeling_0.4.2           scales_1.1.1             checkmate_2.0.0         
[25] goftest_1.2-2            digest_0.6.27            foreign_0.8-80          
[28] rmarkdown_2.5            rio_0.5.16               pkgconfig_2.0.3         
[31] htmltools_0.5.0          highr_0.8                dbplyr_1.4.4            
[34] rlang_0.4.9              readxl_1.3.1             rstudioapi_0.13         
[37] farver_2.0.3             generics_0.0.2           jsonlite_1.7.1          
[40] zip_2.1.1                car_3.0-10               magrittr_2.0.1          
[43] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[46] fansi_0.4.1              abind_1.4-5              lifecycle_0.2.0         
[49] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[52] carData_3.0-4            plyr_1.8.6               grid_4.0.3              
[55] blob_1.2.1               parallel_4.0.3           promises_1.1.1          
[58] crayon_1.3.4             lattice_0.20-41          haven_2.3.1             
[61] hms_0.5.3                pillar_1.4.7             reprex_0.3.0            
[64] glue_1.4.2               evaluate_0.14            RcppArmadillo_0.10.1.2.0
[67] data.table_1.13.2        modelr_0.1.8             vctrs_0.3.5             
[70] httpuv_1.5.4             cellranger_1.1.0         gtable_0.3.0            
[73] reshape_0.8.8            assertthat_0.2.1         xfun_0.18               
[76] openxlsx_4.2.3           RcppEigen_0.3.3.7.0      later_1.1.0.1           
[79] viridisLite_0.3.0        ellipsis_0.3.1           here_0.1