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1 Required data

Required are:

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

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

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

3 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 112

4 Fit all models

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

  • cstar_tref

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

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

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

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

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

5 Prepare coeffcients

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

5.1 Formatting

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

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

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

5.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

# remove models with predictors fitted as NA

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

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

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


# print table
lm_best %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab model rmse aic resid_max eras rmse_sum aic_sum
Atlantic (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.0529313 508.0936 4.021817 1982-1999 –> 2000-2012 2.3845411 1286.0801
Atlantic (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.0669064 510.5238 4.506279 1982-1999 –> 2000-2012 2.3985898 1286.5351
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.0650698 511.9449 4.426016 1982-1999 –> 2000-2012 2.3967507 1289.9554
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1.0574420 509.5299 4.227758 1982-1999 –> 2000-2012 2.3903131 1287.9406
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.0589440 510.0068 4.281729 1982-1999 –> 2000-2012 2.3921140 1288.5180
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 1.0709739 511.8023 4.694811 1982-1999 –> 2000-2012 2.4040133 1288.2696
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.0646493 511.8122 4.234683 1982-1999 –> 2000-2012 2.3962400 1289.7923
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.0694684 513.3297 4.624413 1982-1999 –> 2000-2012 2.4024546 1291.7791
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.0708017 513.7483 4.671370 1982-1999 –> 2000-2012 2.4040952 1292.3010
Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.0605961 510.5306 4.333869 1982-1999 –> 2000-2012 2.3945656 1289.3103
Atlantic (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.1285639 254.2220 2.798637 2000-2012 –> 2013-2019 2.1814952 762.3155
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.1819575 261.4332 3.306338 2000-2012 –> 2013-2019 2.2470273 773.3781
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1.1357044 255.2059 2.761390 2000-2012 –> 2013-2019 2.1931464 764.7358
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.1385676 255.5987 2.813203 2000-2012 –> 2013-2019 2.1975116 765.6055
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.1929038 262.8713 2.724893 2000-2012 –> 2013-2019 2.2980531 787.2281
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.2437146 269.3784 3.455189 2000-2012 –> 2013-2019 2.3083639 781.1906
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.1901456 262.5102 3.453009 2000-2012 –> 2013-2019 2.2596141 775.8399
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.1931661 262.9056 3.497480 2000-2012 –> 2013-2019 2.2639678 776.6539
Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.1417526 256.0345 2.864096 2000-2012 –> 2013-2019 2.2023487 766.5651
Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.1950624 263.1534 3.519214 2000-2012 –> 2013-2019 2.2672406 777.3333
Atlantic (26,26.5] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3.3090866 5956.6676 14.023919 1982-1999 –> 2000-2012 6.5663309 14622.8688
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.5385329 6108.9825 13.458633 1982-1999 –> 2000-2012 6.9817398 14959.9600
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate 3.4355823 6039.8999 15.582115 1982-1999 –> 2000-2012 6.8680661 14878.4970
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3.3830361 6006.8818 14.717310 1982-1999 –> 2000-2012 6.7429844 14776.3977
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3.3858067 6008.7418 14.762595 1982-1999 –> 2000-2012 6.7501440 14782.6021
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 3.3438101 5980.3843 15.193660 1982-1999 –> 2000-2012 6.6831982 14729.4729
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.6004284 6148.3804 14.160333 1982-1999 –> 2000-2012 7.1392057 15090.4719
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.6081889 6153.2723 14.267590 1982-1999 –> 2000-2012 7.1588106 15106.4841
Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3.4027791 6020.1024 14.950523 1982-1999 –> 2000-2012 6.7919727 14818.4601
Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.6096349 6154.1826 14.304181 1982-1999 –> 2000-2012 7.1649808 15111.8195
Atlantic (26,26.5] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3.2559999 3226.9053 10.447673 2000-2012 –> 2013-2019 6.5650865 9183.5729
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.6126461 3355.3765 10.821609 2000-2012 –> 2013-2019 7.1511790 9464.3590
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate 3.3529894 3261.1855 10.303799 2000-2012 –> 2013-2019 6.7885717 9301.0854
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3.3131751 3248.4211 9.884411 2000-2012 –> 2013-2019 6.6962112 9255.3029
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3.3151019 3249.1396 9.885919 2000-2012 –> 2013-2019 6.7009086 9257.8815
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 3.2019551 3206.2174 9.370614 2000-2012 –> 2013-2019 6.5457652 9186.6017
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.6537066 3369.3453 10.309180 2000-2012 –> 2013-2019 7.2541351 9517.7258
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.6588360 3371.0793 10.317504 2000-2012 –> 2013-2019 7.2670249 9524.3516
Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3.3271164 3253.6110 9.909519 2000-2012 –> 2013-2019 6.7298955 9273.7135
Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.6584854 3370.9609 10.318851 2000-2012 –> 2013-2019 7.2681203 9525.1435
Atlantic (26.5,26.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3.2470241 8115.6336 10.231136 1982-1999 –> 2000-2012 6.3638299 18919.9984
Atlantic (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3.3583807 8218.8401 10.684921 1982-1999 –> 2000-2012 6.5236212 19086.3096
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3.3118168 8177.2786 9.235382 1982-1999 –> 2000-2012 6.5193883 19102.8376
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.2815350 8148.6194 10.449681 1982-1999 –> 2000-2012 6.4073454 18965.1643
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.2947613 8161.1695 10.455973 1982-1999 –> 2000-2012 6.4445084 19009.9221
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.3103382 8175.8853 10.510653 1982-1999 –> 2000-2012 6.4825326 19054.6202
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.3145143 8179.8188 10.520585 1982-1999 –> 2000-2012 6.4936425 19067.7721
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3.3008327 8166.9135 10.738674 1982-1999 –> 2000-2012 6.4773765 19051.4332
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.3258686 8190.4885 11.145018 1982-1999 –> 2000-2012 6.5316513 19113.6924
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.2593604 8127.4649 9.985777 1982-1999 –> 2000-2012 6.3095645 18840.6336
Atlantic (26.5,26.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3.4004276 3898.9744 9.224751 2000-2012 –> 2013-2019 6.6474517 12014.6081
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3.4386856 3915.4209 9.742502 2000-2012 –> 2013-2019 6.7505023 12092.6995
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate 3.4519208 3919.0679 10.234892 2000-2012 –> 2013-2019 6.7970338 12125.5577
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.4178621 3906.4920 10.546763 2000-2012 –> 2013-2019 6.6993971 12055.1115
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.4268245 3910.3417 10.584934 2000-2012 –> 2013-2019 6.7215859 12071.5112
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.4412673 3916.5242 10.744217 2000-2012 –> 2013-2019 6.7516055 12092.4095
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.4448277 3918.0443 10.794175 2000-2012 –> 2013-2019 6.7593420 12097.8631
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3.4426159 3917.1001 9.458482 2000-2012 –> 2013-2019 6.7434486 12084.0136
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.4610820 3924.9641 9.525482 2000-2012 –> 2013-2019 6.7869506 12115.4526
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.4302888 3911.8270 10.955596 2000-2012 –> 2013-2019 6.6896492 12039.2918
Atlantic (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2.0966114 11544.4535 14.839339 1982-1999 –> 2000-2012 3.7617485 25064.2334
Atlantic (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2.1562430 11692.2135 15.705946 1982-1999 –> 2000-2012 3.8576824 25361.0060
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.0584488 11446.3592 15.019464 1982-1999 –> 2000-2012 3.7431105 25047.7630
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.1203301 11604.5250 15.079101 1982-1999 –> 2000-2012 3.8780807 25503.3052
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.1841990 11763.0024 21.487345 1982-1999 –> 2000-2012 3.9837892 25826.4977
Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.2083048 11821.6141 24.431305 1982-1999 –> 2000-2012 4.0228977 25943.2416
Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2.1863375 11768.2281 13.163828 1982-1999 –> 2000-2012 3.9576711 25720.9080
Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.2438218 11906.8159 15.192665 1982-1999 –> 2000-2012 4.0620723 26042.5430
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 2.2592103 11941.3136 16.122729 1982-1999 –> 2000-2012 4.0744471 26063.4253
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.1484086 11674.7761 22.760365 1982-1999 –> 2000-2012 3.7156404 24770.2584
Atlantic (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2.5189920 6630.0597 21.776215 2000-2012 –> 2013-2019 4.6156034 18174.5132
Atlantic (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2.6328416 6752.8943 26.902311 2000-2012 –> 2013-2019 4.7890846 18445.1078
Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2.5741578 6691.2377 21.834798 2000-2012 –> 2013-2019 4.8066958 18571.1320
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 2.5995484 6716.9561 24.264161 2000-2012 –> 2013-2019 4.8360707 18604.3721
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.5343371 6647.2107 25.445252 2000-2012 –> 2013-2019 4.5927859 18093.5699
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.5714581 6688.2744 25.212987 2000-2012 –> 2013-2019 4.6917882 18292.7994
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.6068856 6726.9156 25.377739 2000-2012 –> 2013-2019 4.7910846 18489.9181
Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.6182643 6739.2152 25.400147 2000-2012 –> 2013-2019 4.8265691 18560.8293
Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2.6299361 6751.7762 22.058906 2000-2012 –> 2013-2019 4.8162736 18520.0043
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.3244729 6403.1075 22.917547 2000-2012 –> 2013-2019 4.4728815 18077.8835
Atlantic (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2.0073007 9809.8273 20.172524 1982-1999 –> 2000-2012 3.8404296 22224.6995
Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1.9327843 9634.6778 11.477082 1982-1999 –> 2000-2012 3.7417773 21968.3826
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 1.9771119 9737.6654 9.743648 1982-1999 –> 2000-2012 3.7957715 22102.0078
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.9362557 9642.9858 10.006513 1982-1999 –> 2000-2012 3.5913896 21432.3384
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.9433711 9659.9692 9.780245 1982-1999 –> 2000-2012 3.5783826 21374.4124
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.9684366 9719.3048 9.339418 1982-1999 –> 2000-2012 3.6251231 21514.3993
Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.9753004 9735.4214 9.239424 1982-1999 –> 2000-2012 3.6435323 21573.0454
Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2.0508911 9909.2957 14.348753 1982-1999 –> 2000-2012 3.7846376 21982.8188
Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.0626276 9935.7160 14.340241 1982-1999 –> 2000-2012 3.8028987 22032.2421
Atlantic (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2.1148338 10051.4454 13.664354 1982-1999 –> 2000-2012 3.8857650 22254.9247
Atlantic (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2.4642874 5987.8452 19.550203 2000-2012 –> 2013-2019 4.4715881 15797.6725
Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2.2177259 5716.4932 10.577882 2000-2012 –> 2013-2019 4.1505102 15351.1710
Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.3167718 5828.9576 11.607001 2000-2012 –> 2013-2019 4.5266740 16083.9934
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 2.3351662 5847.3136 13.611619 2000-2012 –> 2013-2019 4.3122781 15584.9790
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.3340849 5848.1214 13.744520 2000-2012 –> 2013-2019 4.2703405 15491.1072
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.3301867 5843.8189 13.907665 2000-2012 –> 2013-2019 4.2735578 15503.7881
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.3540156 5870.0075 13.884121 2000-2012 –> 2013-2019 4.3224522 15589.3122
Atlantic (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.4270934 5948.6992 14.883828 2000-2012 –> 2013-2019 4.5146864 15940.1189
Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.3578885 5874.2388 13.876581 2000-2012 –> 2013-2019 4.3331890 15609.6602
Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2.5503058 6076.1608 20.404598 2000-2012 –> 2013-2019 4.6011969 15985.4565
Atlantic (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2.3351842 11335.5444 23.531928 1982-1999 –> 2000-2012 4.1307587 25732.1397
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2.5508265 11776.6477 15.650128 1982-1999 –> 2000-2012 5.1392465 28797.6686
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.5177324 11711.4321 13.933174 1982-1999 –> 2000-2012 5.1453479 28840.3020
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.7833837 12212.3738 21.243153 1982-1999 –> 2000-2012 5.1761193 28669.2869
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.2210980 11085.3993 14.016845 1982-1999 –> 2000-2012 4.0373466 25564.1467
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.8023109 12246.2184 21.814276 1982-1999 –> 2000-2012 5.2463875 28855.4783
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 2.4583415 11590.2168 14.105424 1982-1999 –> 2000-2012 4.3015537 26172.7141
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2.3245022 11312.6475 15.470516 1982-1999 –> 2000-2012 4.1604835 25868.9383
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.3175625 11297.7160 17.497059 1982-1999 –> 2000-2012 4.1483759 25833.7791
Atlantic (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2.3794456 11429.3154 10.600622 1982-1999 –> 2000-2012 4.3155238 26366.5458
Atlantic (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2.9027549 6787.0163 21.222133 2000-2012 –> 2013-2019 5.2379391 18122.5607
Atlantic (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate_star 3.1237522 6985.0356 21.378502 2000-2012 –> 2013-2019 5.9681741 19303.7417
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 3.0862675 6952.1260 15.715825 2000-2012 –> 2013-2019 5.6786987 18807.5700
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3.0687800 6938.6360 13.971364 2000-2012 –> 2013-2019 5.6196065 18715.2837
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.8793827 6764.9784 17.147392 2000-2012 –> 2013-2019 5.3971151 18476.4106
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.8794846 6765.0749 14.381413 2000-2012 –> 2013-2019 5.1005825 17850.4742
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 3.1786481 7032.5254 12.434604 2000-2012 –> 2013-2019 5.6369895 18622.7422
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2.8647162 6751.0577 14.467401 2000-2012 –> 2013-2019 5.1892184 18063.7052
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.8693849 6755.4967 17.402553 2000-2012 –> 2013-2019 5.1869474 18053.2127
Atlantic (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2.8960243 6780.6882 14.114523 2000-2012 –> 2013-2019 5.2754699 18210.0036
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2.7533263 18300.7472 23.371140 1982-1999 –> 2000-2012 5.0930077 41371.8506
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2.6183840 17922.8489 22.566940 1982-1999 –> 2000-2012 5.0441617 41361.1807
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.6166199 17917.7807 18.949567 1982-1999 –> 2000-2012 4.8633639 40576.9908
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2.7533598 18300.8385 23.332200 1982-1999 –> 2000-2012 5.0674789 41260.3055
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.6041209 17881.7733 19.658847 1982-1999 –> 2000-2012 4.7997322 40307.0382
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.5947071 17854.5397 22.096079 1982-1999 –> 2000-2012 4.7604163 40140.4569
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2.7695022 18344.7982 25.302586 1982-1999 –> 2000-2012 5.0753255 41267.7703
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.5969033 17860.9019 21.769808 1982-1999 –> 2000-2012 4.7636531 40151.7007
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.5941074 17852.8013 21.972752 1982-1999 –> 2000-2012 4.7598768 40139.0013
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 2.6488317 18007.7901 24.114223 1982-1999 –> 2000-2012 4.8209797 40321.8752
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3.0487333 10158.7936 19.442507 2000-2012 –> 2013-2019 5.8020597 28459.5408
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2.9083839 9970.0906 17.241464 2000-2012 –> 2013-2019 5.5267679 27892.9394
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 3.0011240 10093.7734 14.392043 2000-2012 –> 2013-2019 5.6630459 28138.6349
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.0010230 10095.6386 14.411490 2000-2012 –> 2013-2019 5.6176429 28013.4193
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3.0524346 10163.6517 18.821953 2000-2012 –> 2013-2019 5.8057944 28464.4902
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.0000950 10094.4003 14.405089 2000-2012 –> 2013-2019 5.6042159 27976.1735
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.9648162 10047.0373 15.888668 2000-2012 –> 2013-2019 5.5595233 27901.5769
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.9855177 10074.8976 15.644630 2000-2012 –> 2013-2019 5.5824210 27935.7995
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.9665985 10049.4436 15.764128 2000-2012 –> 2013-2019 5.5607059 27902.2449
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 3.1365845 10270.5403 18.803814 2000-2012 –> 2013-2019 5.7854162 28278.3305
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.6297352 4969.3111 13.808272 1982-1999 –> 2000-2012 3.1266819 11091.8820
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5878549 4901.6758 12.822888 1982-1999 –> 2000-2012 3.1163377 11094.1297
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1.6475292 4997.5232 14.064811 1982-1999 –> 2000-2012 3.1625198 11160.2570
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.7701030 5183.9584 15.104695 1982-1999 –> 2000-2012 3.3654426 11519.9147
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.7052880 5087.0433 11.194363 1982-1999 –> 2000-2012 3.2193048 11247.6217
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.6156555 4946.7689 12.930476 1982-1999 –> 2000-2012 3.1746413 11205.4577
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.6610165 5018.7049 13.140037 1982-1999 –> 2000-2012 3.2673240 11377.6273
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.6825097 5052.1068 14.566678 1982-1999 –> 2000-2012 3.2318838 11290.0655
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.6571869 5012.7080 13.065690 1982-1999 –> 2000-2012 3.2589745 11362.1850
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.6651339 5025.1368 13.155852 1982-1999 –> 2000-2012 3.2750218 11391.5224
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + phosphate 1.7695593 2622.4458 14.155406 2000-2012 –> 2013-2019 3.5221502 7778.5735
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.6948421 2567.8449 14.238404 2000-2012 –> 2013-2019 3.3245774 7537.1561
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1.7211620 2588.0629 12.043384 2000-2012 –> 2013-2019 3.4294702 7679.7034
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.7304708 2595.1396 12.144692 2000-2012 –> 2013-2019 3.3183257 7496.8155
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1.7099190 2579.4645 14.474832 2000-2012 –> 2013-2019 3.3574482 7576.9877
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.7606499 2617.8234 12.187032 2000-2012 –> 2013-2019 3.3763054 7564.5923
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.8117847 2655.3852 12.335194 2000-2012 –> 2013-2019 3.4728013 7674.0901
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.7419292 2603.7985 14.984727 2000-2012 –> 2013-2019 3.4244389 7655.9052
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.8065490 2651.5883 12.287919 2000-2012 –> 2013-2019 3.4637358 7664.2963
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.8147710 2657.5459 12.344435 2000-2012 –> 2013-2019 3.4799048 7682.6828
Atlantic (27.85,27.95] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3.3571922 6523.9877 38.221026 1982-1999 –> 2000-2012 6.5191234 15325.8033
Atlantic (27.85,27.95] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3.3531154 6522.9792 38.190461 1982-1999 –> 2000-2012 6.5033023 15314.0682
Atlantic (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3.3547203 6522.1640 37.787209 1982-1999 –> 2000-2012 6.5127716 15319.7804
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3.3571873 6525.9841 38.355719 1982-1999 –> 2000-2012 6.3972759 15195.4063
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + phosphate_star 3.3582501 6524.7678 39.373477 1982-1999 –> 2000-2012 6.4297050 15227.2952
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.3547202 6524.1639 37.769942 1982-1999 –> 2000-2012 6.4198126 15221.5995
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.9405148 6197.8675 22.293581 1982-1999 –> 2000-2012 6.0055909 14895.2849
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3.1041138 6331.9270 23.668814 1982-1999 –> 2000-2012 6.2647677 15134.3608
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + phosphate + phosphate_star 3.1164452 6339.7437 23.637863 1982-1999 –> 2000-2012 6.2780482 15141.2042
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.1015239 6329.8603 23.435647 1982-1999 –> 2000-2012 6.2545453 15124.0252
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3.2457955 3690.3594 24.367520 2000-2012 –> 2013-2019 6.6029828 10216.3435
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + phosphate_star 3.4493114 3774.4722 25.312421 2000-2012 –> 2013-2019 6.8075615 10299.2401
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.3388618 3730.3890 25.099121 2000-2012 –> 2013-2019 6.6935821 10254.5529
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3.2483523 3691.4744 24.437907 2000-2012 –> 2013-2019 6.8230010 10372.8606
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.3332865 3728.0226 24.407223 2000-2012 –> 2013-2019 6.2738014 9925.8900
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.3614399 3739.9320 25.280442 2000-2012 –> 2013-2019 6.9337610 10419.7056
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3.2533950 3693.6708 24.458701 2000-2012 –> 2013-2019 6.9432161 10453.5737
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3.6191946 3844.5491 23.174446 2000-2012 –> 2013-2019 6.7233083 10176.4761
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + phosphate + phosphate_star 3.6198780 3842.8164 23.176587 2000-2012 –> 2013-2019 6.7363232 10182.5601
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.6162841 3843.4099 23.009079 2000-2012 –> 2013-2019 6.7178080 10173.2702
Atlantic (27.95,28.05] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3.4689163 9988.7768 26.182434 1982-1999 –> 2000-2012 6.8341017 23717.6932
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3.5853250 10112.4206 28.611309 1982-1999 –> 2000-2012 6.8777887 23727.5146
Atlantic (27.95,28.05] cstar_tref ~ sal + nitrate + silicate + phosphate 3.6667041 10194.4960 31.363408 1982-1999 –> 2000-2012 7.1149842 24048.4977
Atlantic (27.95,28.05] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3.6140011 10142.2626 29.378529 1982-1999 –> 2000-2012 6.9296511 23793.9181
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3.5218348 10045.4907 24.004911 1982-1999 –> 2000-2012 7.0630981 24040.1196
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3.6480587 10177.3989 31.463378 1982-1999 –> 2000-2012 7.0893145 24022.7765
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3.5434268 10068.3869 20.829459 1982-1999 –> 2000-2012 7.1567877 24168.0224
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3.4406075 9958.0813 25.533003 1982-1999 –> 2000-2012 6.7857579 23655.8869
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.3840311 9895.9711 24.001342 1982-1999 –> 2000-2012 6.6687908 23498.8599
Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3.4359663 9953.0247 25.417433 1982-1999 –> 2000-2012 6.7771577 23644.6605
Atlantic (27.95,28.05] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3.2269764 5112.0728 26.622503 2000-2012 –> 2013-2019 6.6958927 15100.8496
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3.1553319 5067.8874 30.199943 2000-2012 –> 2013-2019 6.7406569 15180.3080
Atlantic (27.95,28.05] cstar_tref ~ sal + nitrate + silicate + phosphate 3.1653097 5072.1008 31.110480 2000-2012 –> 2013-2019 6.8320137 15266.5968
Atlantic (27.95,28.05] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3.1615128 5071.7387 30.605508 2000-2012 –> 2013-2019 6.7755139 15214.0013
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3.2788996 5143.4865 24.102906 2000-2012 –> 2013-2019 6.8007344 15188.9772
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3.3363941 5177.6957 25.012098 2000-2012 –> 2013-2019 6.9149484 15283.0356
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3.1369169 5056.3682 31.240373 2000-2012 –> 2013-2019 6.7849756 15233.7671
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3.2171023 5106.0417 26.266907 2000-2012 –> 2013-2019 6.6577097 15064.1230
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.2118152 5102.8048 25.221935 2000-2012 –> 2013-2019 6.5958463 14998.7759
Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3.2161937 5105.4858 26.217263 2000-2012 –> 2013-2019 6.6521599 15058.5106
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.1261527 3861.4397 7.172406 1982-1999 –> 2000-2012 2.1570401 8626.4367
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.1424109 3895.3026 7.780828 1982-1999 –> 2000-2012 2.1747704 8662.9775
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.1400058 3892.0296 7.508830 1982-1999 –> 2000-2012 2.1717216 8659.6599
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1.1306393 3871.3878 7.060483 1982-1999 –> 2000-2012 2.1645726 8646.0562
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.1406889 3893.5285 6.982709 1982-1999 –> 2000-2012 2.1810442 8688.4940
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.0888369 3777.1296 7.899696 1982-1999 –> 2000-2012 2.1067240 8500.5259
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.1473329 3908.0592 7.366582 1982-1999 –> 2000-2012 2.1841723 8691.9281
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.1333456 3877.3694 7.028126 1982-1999 –> 2000-2012 2.1700091 8660.6823
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1.1334437 3877.5861 11.814625 1982-1999 –> 2000-2012 2.1779240 8685.5231
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.0870369 3772.9900 12.684409 1982-1999 –> 2000-2012 2.1112381 8516.6574
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.1954364 2228.0655 7.217778 2000-2012 –> 2013-2019 2.3215892 6089.5053
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.2401088 2276.9148 8.299177 2000-2012 –> 2013-2019 2.3825197 6172.2174
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.2235483 2260.2814 7.594756 2000-2012 –> 2013-2019 2.3635541 6152.3110
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1.1996518 2232.9442 7.101096 2000-2012 –> 2013-2019 2.3302911 6104.3320
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.2105055 2245.4275 6.979690 2000-2012 –> 2013-2019 2.3511944 6138.9560
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.1579193 2183.8706 8.562264 2000-2012 –> 2013-2019 2.2467562 5961.0002
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2310580 2268.7621 7.450137 2000-2012 –> 2013-2019 2.3783909 6176.8213
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.2015982 2235.1912 7.074159 2000-2012 –> 2013-2019 2.3349438 6112.5606
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.2343138 2272.4229 7.428694 2000-2012 –> 2013-2019 2.3857523 6189.4192
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.2275125 2264.7647 13.894436 2000-2012 –> 2013-2019 2.3145494 6037.7546
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.8016665 3363.2612 5.502091 1982-1999 –> 2000-2012 1.4884717 7314.4259
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.7943969 3337.7911 5.398179 1982-1999 –> 2000-2012 1.4671003 7210.6600
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate 0.8035939 3369.9754 5.412218 1982-1999 –> 2000-2012 1.4935400 7338.3599
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.8057853 3377.5898 5.336769 1982-1999 –> 2000-2012 1.4985105 7361.1456
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.7972728 3347.8948 5.317335 1982-1999 –> 2000-2012 1.4740772 7243.7012
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.8011440 3361.4382 5.239412 1982-1999 –> 2000-2012 1.4841616 7291.7327
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.8049840 3374.8077 5.364124 1982-1999 –> 2000-2012 1.4977985 7358.8503
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + phosphate_star 0.8168537 3413.7344 5.415135 1982-1999 –> 2000-2012 1.5096886 7395.8884
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.8127139 3401.5284 5.436958 1982-1999 –> 2000-2012 1.5031113 7372.3809
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.7991765 3354.5633 5.281963 1982-1999 –> 2000-2012 1.4793572 7269.1497
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.8791221 1851.1125 7.088463 2000-2012 –> 2013-2019 1.6807887 5214.3737
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + phosphate + phosphate_star 0.8792018 1849.2415 7.100581 2000-2012 –> 2013-2019 1.6888190 5238.0959
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.8779548 1849.2204 7.088283 2000-2012 –> 2013-2019 1.6723517 5187.0115
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate 0.8844361 1859.6941 6.929086 2000-2012 –> 2013-2019 1.6880300 5229.6695
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate 0.8849636 1858.5432 6.958491 2000-2012 –> 2013-2019 1.6942752 5246.3420
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.8569972 1814.8160 8.112716 2000-2012 –> 2013-2019 1.6663088 5204.6147
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.8845179 1859.8258 6.949110 2000-2012 –> 2013-2019 1.6817907 5207.7206
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.8918126 1871.5215 6.848206 2000-2012 –> 2013-2019 1.6929566 5232.9597
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.8870277 1863.8607 6.883116 2000-2012 –> 2013-2019 1.6920117 5238.6684
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.8876626 1864.8796 6.919523 2000-2012 –> 2013-2019 1.6868392 5219.4429
Atlantic (28.15,28.2] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 0.7064919 4327.8390 11.895695 1982-1999 –> 2000-2012 1.2578151 9047.3433
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.6553990 4025.6171 7.324345 1982-1999 –> 2000-2012 1.1974894 8648.6209
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.6770043 4154.1936 6.501489 1982-1999 –> 2000-2012 1.2437371 9029.2149
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.6531656 4011.8744 7.988766 1982-1999 –> 2000-2012 1.1941366 8623.0669
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 0.6659083 4087.6614 7.918388 1982-1999 –> 2000-2012 1.2147171 8779.0476
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 0.6619715 4065.7894 7.245533 1982-1999 –> 2000-2012 1.2104405 8755.6364
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.6608030 4058.6769 7.164936 1982-1999 –> 2000-2012 1.2088659 8744.2901
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.6658899 4089.5505 7.861172 1982-1999 –> 2000-2012 1.2128558 8763.7158
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.6679281 4101.8544 7.267148 1982-1999 –> 2000-2012 1.2240380 8870.7553
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 0.5653152 3430.3296 11.957379 1982-1999 –> 2000-2012 0.9934276 6704.5603
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.7371370 2415.6914 5.709911 2000-2012 –> 2013-2019 1.3925360 6441.3085
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.7438009 2433.0944 5.353850 2000-2012 –> 2013-2019 1.4208051 6587.2880
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 0.7683806 2505.1898 6.201869 2000-2012 –> 2013-2019 1.4642599 6772.0935
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.7354711 2410.8135 6.061562 2000-2012 –> 2013-2019 1.3886368 6422.6879
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 0.7635202 2489.5089 6.905498 2000-2012 –> 2013-2019 1.4294285 6577.1703
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 0.7427357 2432.0047 5.656511 2000-2012 –> 2013-2019 1.4047072 6497.7941
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.7400734 2424.2628 5.601071 2000-2012 –> 2013-2019 1.4008765 6482.9398
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.7554349 2468.5561 5.925970 2000-2012 –> 2013-2019 1.4213248 6558.1065
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.7480786 2447.4584 5.678977 2000-2012 –> 2013-2019 1.4160067 6549.3128
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 0.7024690 2311.8314 11.026909 2000-2012 –> 2013-2019 1.2677842 5742.1610
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate 0.3429184 2958.3108 2.037539 1982-1999 –> 2000-2012 0.6478106 5713.4989
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.3391792 2867.6653 2.211193 1982-1999 –> 2000-2012 0.6440319 5623.3136
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.3501288 3134.1416 1.949898 1982-1999 –> 2000-2012 0.6565772 5949.7518
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 0.3534411 3213.7066 1.988553 1982-1999 –> 2000-2012 0.6596790 6021.1606
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 0.3255418 2520.8956 2.143799 1982-1999 –> 2000-2012 0.6303960 5276.6069
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.3490030 3108.9287 2.067840 1982-1999 –> 2000-2012 0.6550932 5912.6573
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate 0.3393669 2872.3409 2.206547 1982-1999 –> 2000-2012 0.6442495 5629.1521
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.3395940 2877.9930 2.205103 1982-1999 –> 2000-2012 0.6447888 5646.9529
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.3509290 3155.4335 2.134668 1982-1999 –> 2000-2012 0.6570626 5960.8427
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.3379706 2837.5014 2.209241 1982-1999 –> 2000-2012 0.6389390 5440.9641
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate 0.3950700 2362.2400 2.495027 2000-2012 –> 2013-2019 0.7379884 5320.5508
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.3783565 2157.0140 2.771724 2000-2012 –> 2013-2019 0.7175357 5024.6793
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.4135856 2581.8126 2.572196 2000-2012 –> 2013-2019 0.7637143 5715.9542
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 0.4165997 2616.6231 2.435991 2000-2012 –> 2013-2019 0.7700408 5830.3298
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 0.3619309 1944.2398 2.679695 2000-2012 –> 2013-2019 0.6874727 4465.1354
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.4134611 2582.3694 2.655486 2000-2012 –> 2013-2019 0.7624641 5691.2982
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate 0.3786330 2160.5167 2.768969 2000-2012 –> 2013-2019 0.7179999 5032.8576
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.3788945 2163.8268 2.767863 2000-2012 –> 2013-2019 0.7184885 5041.8198
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.4031930 2461.8100 2.685125 2000-2012 –> 2013-2019 0.7541221 5617.2435
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.3777333 2149.1120 2.771424 2000-2012 –> 2013-2019 0.7157039 4986.6135
Indian (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.7125953 4276.2337 11.328392 1982-1999 –> 2000-2012 3.4351045 10221.5754
Indian (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.6332476 4172.9105 13.605716 1982-1999 –> 2000-2012 3.3494179 10107.1105
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1.5752974 4094.2274 10.448541 1982-1999 –> 2000-2012 3.1615090 9790.4548
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.5465983 4054.1822 10.196756 1982-1999 –> 2000-2012 3.1071951 9701.2109
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.6601091 4208.4400 14.099209 1982-1999 –> 2000-2012 3.4494727 10268.8533
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.5112417 4003.8133 12.847703 1982-1999 –> 2000-2012 3.1184083 9739.7022
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.4896838 3972.5203 12.672953 1982-1999 –> 2000-2012 3.0804497 9677.4121
Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.5440320 4050.5652 10.151263 1982-1999 –> 2000-2012 3.1007263 9690.0274
Indian (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.4879635 3970.0036 12.651215 1982-1999 –> 2000-2012 3.0763566 9670.3844
Indian (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.6461958 4190.1093 9.241651 1982-1999 –> 2000-2012 3.4366500 10252.3639
Indian (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.7791258 2352.2111 6.815096 2000-2012 –> 2013-2019 3.4917210 6628.4448
Indian (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.6772732 2283.1185 6.392833 2000-2012 –> 2013-2019 3.3105208 6456.0289
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1.6673931 2276.1943 6.221631 2000-2012 –> 2013-2019 3.2426906 6370.4217
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.6452299 2260.5114 6.027677 2000-2012 –> 2013-2019 3.1918282 6314.6937
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.7505306 2333.2209 7.832850 2000-2012 –> 2013-2019 3.4106397 6541.6610
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.5849255 2216.7458 5.946061 2000-2012 –> 2013-2019 3.0961673 6220.5591
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.5702233 2205.8232 5.824013 2000-2012 –> 2013-2019 3.0599071 6178.3435
Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.6441992 2259.7770 6.008859 2000-2012 –> 2013-2019 3.1882313 6310.3423
Indian (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.5697008 2205.4332 5.815075 2000-2012 –> 2013-2019 3.0576643 6175.4369
Indian (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.8307001 2385.7026 9.457090 2000-2012 –> 2013-2019 3.4768959 6575.8119
Indian (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.4920137 6253.3938 10.797271 1982-1999 –> 2000-2012 3.1314947 15328.8690
Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.4412206 6134.5913 10.002140 1982-1999 –> 2000-2012 3.0091040 14998.5891
Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.4340652 6117.5195 9.757422 1982-1999 –> 2000-2012 2.9892379 14942.9664
Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.4339028 6117.1311 9.749186 1982-1999 –> 2000-2012 2.9875239 14937.8505
Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1.6836129 6667.7902 8.541621 1982-1999 –> 2000-2012 3.4417003 16074.0601
Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.6534625 6605.8087 8.348452 1982-1999 –> 2000-2012 3.3800612 15926.4840
Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.5816177 6453.4364 8.449436 1982-1999 –> 2000-2012 3.2213266 15529.5700
Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 1.6797765 6657.9655 10.184204 1982-1999 –> 2000-2012 3.4713551 16151.6064
Indian (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.6516045 6601.9521 8.310112 1982-1999 –> 2000-2012 3.3726088 15907.2575
Indian (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1.6785632 6655.4871 10.172457 1982-1999 –> 2000-2012 3.4653544 16136.4557
Indian (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5989485 3212.7544 10.742700 2000-2012 –> 2013-2019 3.0909623 9466.1482
Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.5861605 3199.1517 10.071806 2000-2012 –> 2013-2019 3.0273811 9333.7430
Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.5873006 3200.3689 9.845702 2000-2012 –> 2013-2019 3.0213658 9317.8885
Indian (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.5725234 3184.5245 8.150615 2000-2012 –> 2013-2019 3.0656810 9440.5470
Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.5872414 3200.3058 9.851332 2000-2012 –> 2013-2019 3.0211443 9317.4368
Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 1.6209279 3233.8818 9.800878 2000-2012 –> 2013-2019 3.1141526 9488.0584
Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.7447535 3360.5847 9.490995 2000-2012 –> 2013-2019 3.3982160 9966.3935
Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.6908990 3307.4729 8.920561 2000-2012 –> 2013-2019 3.2725167 9760.9093
Indian (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.7449028 3360.7297 9.472423 2000-2012 –> 2013-2019 3.3965073 9962.6819
Indian (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1.7496109 3363.2943 10.274589 2000-2012 –> 2013-2019 3.4281740 10018.7814
Indian (26.5,26.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1.4472503 4310.2266 6.953286 1982-1999 –> 2000-2012 2.9094697 10415.2816
Indian (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5210336 4429.6653 10.235337 1982-1999 –> 2000-2012 2.9741832 10513.6525
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.5023627 4399.9981 9.894235 1982-1999 –> 2000-2012 2.9436192 10456.1588
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.4963411 4390.3513 9.748918 1982-1999 –> 2000-2012 2.9350269 10440.4671
Indian (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.4966997 4390.9268 9.760041 1982-1999 –> 2000-2012 2.9351818 10440.5633
Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1.4293423 4280.3193 6.832118 1982-1999 –> 2000-2012 2.8691930 10333.1758
Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.4239898 4271.3077 6.787483 1982-1999 –> 2000-2012 2.8567608 10307.4742
Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.4795940 4363.3165 8.808726 1982-1999 –> 2000-2012 2.9226172 10423.6251
Indian (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.4239701 4271.2744 6.786394 1982-1999 –> 2000-2012 2.8558543 10305.3445
Indian (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1.5045726 4401.5286 9.827076 1982-1999 –> 2000-2012 2.9763031 10526.5366
Indian (26.5,26.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1.4017373 2367.9122 6.631871 2000-2012 –> 2013-2019 2.8489875 6678.1388
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.4379494 2402.0898 8.252283 2000-2012 –> 2013-2019 2.9403121 6802.0879
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.4318635 2396.4065 8.127026 2000-2012 –> 2013-2019 2.9282047 6786.7578
Indian (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.4327842 2397.2678 8.150255 2000-2012 –> 2013-2019 2.9294838 6788.1946
Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1.3833214 2350.1908 6.435690 2000-2012 –> 2013-2019 2.8126636 6630.5101
Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.3768792 2343.9357 6.347477 2000-2012 –> 2013-2019 2.8008690 6615.2434
Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.4195112 2384.7965 7.480213 2000-2012 –> 2013-2019 2.8991053 6748.1130
Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 1.4401932 2402.1792 8.204361 2000-2012 –> 2013-2019 2.9442014 6802.8066
Indian (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.3774834 2344.5237 6.356891 2000-2012 –> 2013-2019 2.8014535 6615.7981
Indian (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1.4416845 2403.5660 8.230377 2000-2012 –> 2013-2019 2.9462570 6805.0946
Indian (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1.5942347 6337.4047 8.615405 1982-1999 –> 2000-2012 3.1345509 15343.2044
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.6325120 6416.9821 8.653325 1982-1999 –> 2000-2012 3.1914742 15481.2363
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.6288383 6409.4260 8.643420 1982-1999 –> 2000-2012 3.1829774 15458.6271
Indian (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.5482453 6239.2277 7.620422 1982-1999 –> 2000-2012 3.0485295 15117.1009
Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.6296318 6411.0594 8.644722 1982-1999 –> 2000-2012 3.1839254 15460.7436
Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1.5759774 6298.7728 8.470151 1982-1999 –> 2000-2012 3.0925962 15229.2524
Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.5669669 6279.5415 8.407741 1982-1999 –> 2000-2012 3.0738000 15178.5744
Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.6255510 6402.6501 8.886794 1982-1999 –> 2000-2012 3.1619653 15396.1279
Indian (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.5675480 6280.7852 8.407125 1982-1999 –> 2000-2012 3.0735801 15177.2349
Indian (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 1.5852692 6316.4896 8.188536 1982-1999 –> 2000-2012 3.1258655 15321.1728
Indian (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1.6599139 3580.4043 8.752344 2000-2012 –> 2013-2019 3.2541486 9917.8090
Indian (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.7050243 3630.0632 8.605430 2000-2012 –> 2013-2019 3.3465961 10065.6071
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.6968998 3621.2172 8.591989 2000-2012 –> 2013-2019 3.3294118 10038.1993
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.6929840 3616.9385 8.604297 2000-2012 –> 2013-2019 3.3218223 10026.3646
Indian (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.7612164 3690.1149 7.570378 2000-2012 –> 2013-2019 3.3094617 9929.3427
Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.6944516 3618.5433 8.598338 2000-2012 –> 2013-2019 3.3240834 10029.6027
Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1.6428116 3561.2239 8.634875 2000-2012 –> 2013-2019 3.2187890 9859.9968
Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.6329704 3550.0962 8.582084 2000-2012 –> 2013-2019 3.1999373 9829.6377
Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.6806817 3603.4316 9.186137 2000-2012 –> 2013-2019 3.3062326 10006.0816
Indian (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.6347026 3552.0598 8.584566 2000-2012 –> 2013-2019 3.2022507 9832.8450
Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.8882989 9251.5486 9.723736 1982-1999 –> 2000-2012 3.6288223 21341.0700
Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1.8801317 9232.0605 9.809414 1982-1999 –> 2000-2012 3.6098754 21283.5605
Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.8766994 9223.8453 9.847300 1982-1999 –> 2000-2012 3.6026738 21261.9946
Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.8772929 9225.2669 9.858441 1982-1999 –> 2000-2012 3.6034302 21263.9939
Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate_star 1.9747179 9450.7410 16.753683 1982-1999 –> 2000-2012 3.7123913 21528.2328
Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.8964447 9270.9019 12.670465 1982-1999 –> 2000-2012 3.6131158 21275.9742
Indian (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1.9615873 9422.7456 11.983742 1982-1999 –> 2000-2012 3.7582083 21706.4045
Indian (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.9701103 9440.2382 11.862733 1982-1999 –> 2000-2012 3.7703055 21734.0601
Indian (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.9698742 9441.6993 11.926401 1982-1999 –> 2000-2012 3.7688484 21733.3690
Indian (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.9702406 9442.5356 11.959071 1982-1999 –> 2000-2012 3.7690871 21733.7704
Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2.0812635 5268.9733 12.025776 2000-2012 –> 2013-2019 3.9695624 14520.5219
Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2.0720224 5258.1063 11.860418 2000-2012 –> 2013-2019 3.9521541 14490.1668
Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.0667664 5251.9039 11.763006 2000-2012 –> 2013-2019 3.9434659 14475.7493
Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2.0685932 5254.0614 11.786398 2000-2012 –> 2013-2019 3.9458861 14479.3283
Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.0908065 5280.1446 9.936754 2000-2012 –> 2013-2019 3.9872512 14551.0465
Indian (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2.1534004 5352.1795 9.995129 2000-2012 –> 2013-2019 4.1149877 14774.9251
Indian (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate_star 2.1754976 5375.1105 10.515059 2000-2012 –> 2013-2019 4.1456079 14815.3488
Indian (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.1749558 5376.5023 10.370190 2000-2012 –> 2013-2019 4.1448300 14818.2016
Indian (27,27.25] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2.1769054 5376.6903 10.529996 2000-2012 –> 2013-2019 4.1474555 14817.9318
Indian (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2.1761631 5377.8575 10.359202 2000-2012 –> 2013-2019 4.1464038 14820.3930
Indian (27.25,27.5] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.8342909 8671.3995 13.550783 1982-1999 –> 2000-2012 3.3200488 18812.3383
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1.8304121 8662.3521 13.438564 1982-1999 –> 2000-2012 3.3226681 18827.6419
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.8304428 8662.4237 13.436425 1982-1999 –> 2000-2012 3.3209839 18821.2976
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.8213726 8641.1925 13.375529 1982-1999 –> 2000-2012 3.3394232 18902.1126
Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate 1.8347572 8670.4860 14.044644 1982-1999 –> 2000-2012 3.3384725 18876.4620
Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.8306049 8662.8022 13.457358 1982-1999 –> 2000-2012 3.3214601 18822.8517
Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 1.8458304 8696.2029 16.656917 1982-1999 –> 2000-2012 3.3404291 18868.2462
Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1.8280619 8656.8609 14.114640 1982-1999 –> 2000-2012 3.3062708 18769.3758
Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.8458268 8698.1947 16.627841 1982-1999 –> 2000-2012 3.3371840 18860.1227
Indian (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.8521583 8712.8302 14.232710 1982-1999 –> 2000-2012 3.3456805 18882.8528
Indian (27.25,27.5] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2.0498324 4727.5527 15.084480 2000-2012 –> 2013-2019 3.8841233 13398.9521
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 2.0372933 4712.0168 14.428707 2000-2012 –> 2013-2019 3.8679862 13373.0244
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2.0278504 4703.7681 14.813247 2000-2012 –> 2013-2019 3.8582625 13366.1203
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.0270709 4702.9200 14.835084 2000-2012 –> 2013-2019 3.8575137 13365.3437
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.0288373 4704.8415 14.364845 2000-2012 –> 2013-2019 3.8502099 13346.0340
Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate 2.0569277 4733.1753 16.205920 2000-2012 –> 2013-2019 3.8916849 13403.6613
Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2.0260687 4701.8291 14.792549 2000-2012 –> 2013-2019 3.8566736 13364.6313
Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2.0551455 4733.2631 16.200046 2000-2012 –> 2013-2019 3.8832074 13390.1240
Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2.0435940 4720.8287 15.585546 2000-2012 –> 2013-2019 3.8986353 13440.3063
Indian (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2.0549936 4733.1001 15.526408 2000-2012 –> 2013-2019 3.9071520 13445.9303
Indian (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.4375533 9650.4131 7.092506 1982-1999 –> 2000-2012 2.5675343 21056.5153
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1.4371509 9648.8989 9.201998 1982-1999 –> 2000-2012 2.5574428 20991.3446
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.4348185 9640.1152 9.042009 1982-1999 –> 2000-2012 2.5553982 20984.4591
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.4097184 9544.6726 6.476195 1982-1999 –> 2000-2012 2.5421401 20966.7237
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.4107148 9548.4935 6.321750 1982-1999 –> 2000-2012 2.5438149 20974.9717
Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.4348107 9640.0858 8.977311 1982-1999 –> 2000-2012 2.5542568 20976.9483
Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.4059001 9530.0047 6.281248 1982-1999 –> 2000-2012 2.5388283 20955.3618
Indian (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.4108006 9548.8227 6.320214 1982-1999 –> 2000-2012 2.5436971 20973.9720
Indian (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 1.4117884 9550.6076 6.420117 1982-1999 –> 2000-2012 2.5461634 20983.3985
Indian (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1.4551601 9716.2465 8.567847 1982-1999 –> 2000-2012 2.5668431 21001.6687
Indian (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.6946035 5607.9172 9.083439 2000-2012 –> 2013-2019 3.1321568 15258.3302
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1.6263033 5489.6829 6.639629 2000-2012 –> 2013-2019 3.0634542 15138.5818
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.6231759 5484.1508 6.446920 2000-2012 –> 2013-2019 3.0579944 15124.2660
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.6409640 5515.4752 8.142692 2000-2012 –> 2013-2019 3.0506824 15060.1478
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.6421253 5517.5085 7.856175 2000-2012 –> 2013-2019 3.0528401 15066.0019
Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.6234955 5484.7167 6.506937 2000-2012 –> 2013-2019 3.0583062 15124.8024
Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 1.6464078 5522.9937 6.826570 2000-2012 –> 2013-2019 3.0812284 15161.1168
Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.6156790 5470.8461 7.222228 2000-2012 –> 2013-2019 3.0215791 15000.8509
Indian (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.6423870 5517.9664 7.845697 2000-2012 –> 2013-2019 3.0531876 15066.7891
Indian (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 1.6482336 5526.1791 8.138104 2000-2012 –> 2013-2019 3.0600219 15076.7866
Indian (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.0171064 2776.6722 5.442272 1982-1999 –> 2000-2012 1.8788386 6344.4896
Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.0036367 2751.0220 4.851895 1982-1999 –> 2000-2012 1.8311731 6205.5446
Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate_star 1.0254844 2790.4553 5.284663 1982-1999 –> 2000-2012 1.8904480 6366.7456
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.0042073 2752.1156 4.869833 1982-1999 –> 2000-2012 1.8286995 6196.3264
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.0031560 2750.1003 4.810112 1982-1999 –> 2000-2012 1.8283654 6196.7440
Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1.0010372 2746.0323 5.396382 1982-1999 –> 2000-2012 1.8651032 6321.4174
Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate 1.0394671 2816.5122 6.222869 1982-1999 –> 2000-2012 1.9072226 6401.8193
Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.0038668 2751.4631 4.850863 1982-1999 –> 2000-2012 1.8278612 6193.9840
Indian (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1.0265153 2794.3885 5.050410 1982-1999 –> 2000-2012 1.9173551 6455.1559
Indian (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.0264700 2794.3037 5.059124 1982-1999 –> 2000-2012 1.9162411 6451.7122
Indian (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1.1970506 1702.3319 4.450010 2000-2012 –> 2013-2019 2.2236271 4496.8353
Indian (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1.1793912 1686.6374 4.490981 2000-2012 –> 2013-2019 2.1920821 4454.9388
Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 1.1920214 1695.8860 4.818464 2000-2012 –> 2013-2019 2.2069015 4466.3423
Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.1916518 1697.5586 4.820817 2000-2012 –> 2013-2019 2.1952885 4448.5806
Indian (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1.1781233 1685.5015 4.495604 2000-2012 –> 2013-2019 2.1817319 4436.4697
Indian (27.75,27.85] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1.2055293 1707.7852 4.866376 2000-2012 –> 2013-2019 2.2111273 4460.5635
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.1919529 1697.8253 4.824038 2000-2012 –> 2013-2019 2.1961602 4449.9409
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.1859671 1692.5089 4.843505 2000-2012 –> 2013-2019 2.1891231 4442.6092
Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.1889961 1695.2026 4.740378 2000-2012 –> 2013-2019 2.1928629 4446.6657
Indian (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1.1971138 1702.3878 4.429504 2000-2012 –> 2013-2019 2.2236291 4496.7762
Indian (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.3185073 4218.6881 5.998208 1982-1999 –> 2000-2012 2.4460273 9111.1884
Indian (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.3396737 4258.1843 6.988364 1982-1999 –> 2000-2012 2.3596088 8832.7920
Indian (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate_star 1.3968229 4359.7844 6.670218 1982-1999 –> 2000-2012 2.5688433 9372.9906
Indian (27.85,27.95] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1.4304360 4420.7562 5.881323 1982-1999 –> 2000-2012 2.6575435 9581.5627
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.3351233 4249.7462 7.123351 1982-1999 –> 2000-2012 2.3405135 8778.8225
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.3369440 4253.1258 7.058503 1982-1999 –> 2000-2012 2.3449250 8790.3604
Indian (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1.2898127 4164.1202 6.748202 1982-1999 –> 2000-2012 2.2902343 8677.4915
Indian (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.5046221 4546.1511 10.649347 1982-1999 –> 2000-2012 2.5823349 9295.4324
Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 1.4409132 4436.8547 8.682258 1982-1999 –> 2000-2012 2.4475661 8967.9099
Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.3357521 4250.9140 7.095071 1982-1999 –> 2000-2012 2.3409034 8779.2368
Indian (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.5320678 2516.5751 5.675162 2000-2012 –> 2013-2019 2.8505750 6735.2632
Indian (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5694326 2549.2490 4.663007 2000-2012 –> 2013-2019 2.9091063 6807.4333
Indian (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate_star 1.5975532 2571.3303 4.781503 2000-2012 –> 2013-2019 2.9943761 6931.1147
Indian (27.85,27.95] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1.6251090 2596.5202 4.598935 2000-2012 –> 2013-2019 3.0555450 7017.2764
Indian (27.85,27.95] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1.6531054 2617.6816 4.750952 2000-2012 –> 2013-2019 3.1083972 7079.1611
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.5660190 2546.2965 4.761413 2000-2012 –> 2013-2019 2.9011423 6796.0427
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.5678084 2547.8450 4.701462 2000-2012 –> 2013-2019 2.9047523 6800.9707
Indian (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1.5820937 2560.1444 8.905450 2000-2012 –> 2013-2019 2.8719064 6724.2646
Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.5667110 2546.8955 4.737740 2000-2012 –> 2013-2019 2.9024631 6797.8095
Indian (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.6933551 2652.3019 7.031996 2000-2012 –> 2013-2019 3.1768742 7163.4237
Indian (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.0770584 3941.0428 6.093610 1982-1999 –> 2000-2012 1.9803800 9066.0187
Indian (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.1759365 4172.0389 5.601979 1982-1999 –> 2000-2012 2.0867396 9329.0177
Indian (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 1.1917951 4205.2700 5.408747 1982-1999 –> 2000-2012 2.1822868 9685.6825
Indian (27.95,28.05] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1.2544346 4341.9897 4.558474 1982-1999 –> 2000-2012 2.3326624 10153.7082
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.1776987 4175.9772 5.632093 1982-1999 –> 2000-2012 2.0863684 9323.8570
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.1764089 4173.0953 5.609840 1982-1999 –> 2000-2012 2.0858038 9324.0705
Indian (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1.1110880 4022.8518 10.509911 1982-1999 –> 2000-2012 1.9787963 8991.7626
Indian (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.2726795 4379.9658 7.964416 1982-1999 –> 2000-2012 2.2290325 9726.2901
Indian (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.1770803 4174.5958 5.619955 1982-1999 –> 2000-2012 2.0859931 9323.5133
Indian (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 1.3212435 4476.4563 6.461619 1982-1999 –> 2000-2012 2.3074274 9939.9573
Indian (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.3005366 2563.4806 4.894008 2000-2012 –> 2013-2019 2.3775950 6504.5235
Indian (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.4549766 2733.5954 7.189507 2000-2012 –> 2013-2019 2.6309131 6905.6343
Indian (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 1.4554077 2732.0445 7.214185 2000-2012 –> 2013-2019 2.6472029 6937.3145
Indian (27.95,28.05] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1.4329113 2710.4285 5.410115 2000-2012 –> 2013-2019 2.6873458 7052.4182
Indian (27.95,28.05] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1.5110396 2788.9124 7.466938 2000-2012 –> 2013-2019 2.7827437 7164.8619
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.4609519 2739.8086 7.203546 2000-2012 –> 2013-2019 2.6386507 6915.7858
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.4552253 2733.8545 7.198330 2000-2012 –> 2013-2019 2.6316342 6906.9497
Indian (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1.3778871 2651.0664 10.267852 2000-2012 –> 2013-2019 2.4889751 6673.9183
Indian (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.6092773 2886.4012 10.095131 2000-2012 –> 2013-2019 2.8819568 7266.3670
Indian (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.4581349 2736.8825 7.200391 2000-2012 –> 2013-2019 2.6352152 6911.4783
Indian (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 0.9062100 2480.6087 3.498965 1982-1999 –> 2000-2012 1.6214275 5412.1174
Indian (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.7937438 2233.0793 3.094432 1982-1999 –> 2000-2012 1.4547312 4952.3189
Indian (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.8983503 2464.3365 3.206547 1982-1999 –> 2000-2012 1.6334826 5469.7778
Indian (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate_star 0.8984610 2462.5668 3.188972 1982-1999 –> 2000-2012 1.6336335 5466.1551
Indian (28.05,28.1] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 0.8388175 2336.2534 3.289051 1982-1999 –> 2000-2012 1.5299930 5175.7150
Indian (28.05,28.1] cstar_tref ~ sal + silicate + phosphate + phosphate_star 0.9143056 2495.2222 3.501533 1982-1999 –> 2000-2012 1.6593343 5534.6619
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.9021718 2472.2660 3.206482 1982-1999 –> 2000-2012 1.6397762 5486.7447
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.8984562 2464.5568 3.192758 1982-1999 –> 2000-2012 1.6334253 5469.4001
Indian (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 0.8469596 2354.2982 7.262035 1982-1999 –> 2000-2012 1.5080109 5073.7975
Indian (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.9001217 2468.0163 3.198268 1982-1999 –> 2000-2012 1.6365751 5478.2911
Indian (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1.0103720 1569.0318 3.954923 2000-2012 –> 2013-2019 1.9165821 4049.6405
Indian (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.9172015 1463.7714 2.888445 2000-2012 –> 2013-2019 1.7109453 3696.8507
Indian (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.0657749 1627.1131 3.041731 2000-2012 –> 2013-2019 1.9641252 4091.4496
Indian (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate_star 1.0660619 1625.4060 3.006347 2000-2012 –> 2013-2019 1.9645230 4087.9728
Indian (28.05,28.1] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 0.9350802 1484.7753 3.479662 2000-2012 –> 2013-2019 1.7738976 3821.0287
Indian (28.05,28.1] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1.0770272 1636.5398 3.286137 2000-2012 –> 2013-2019 1.9913327 4131.7620
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.0718687 1633.3162 3.079674 2000-2012 –> 2013-2019 1.9740405 4105.5823
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.0651318 1626.4563 3.068546 2000-2012 –> 2013-2019 1.9635880 4091.0131
Indian (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 0.9507095 1502.8103 5.813521 2000-2012 –> 2013-2019 1.7976692 3857.1085
Indian (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.0680901 1629.4740 3.072109 2000-2012 –> 2013-2019 1.9682118 4097.4903
Indian (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 0.9582985 17810.1094 3.714003 1982-1999 –> 2000-2012 1.7878716 39863.8157
Indian (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.9369373 17518.6291 3.955688 1982-1999 –> 2000-2012 1.6864674 37757.3339
Indian (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.0422781 18896.2904 3.760737 1982-1999 –> 2000-2012 1.9337643 42237.5532
Indian (28.1, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate 0.9979506 18332.3497 4.258211 1982-1999 –> 2000-2012 1.8276646 40387.0925
Indian (28.1, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 0.9064324 17090.6472 3.114275 1982-1999 –> 2000-2012 1.7162464 38713.1342
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.0421623 18894.8542 3.762072 1982-1999 –> 2000-2012 1.9333441 42230.0079
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.0422940 18896.4882 3.762454 1982-1999 –> 2000-2012 1.9334882 42231.8889
Indian (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 0.8801113 16709.6247 2.947995 1982-1999 –> 2000-2012 1.6307313 36974.3223
Indian (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.0406577 18876.1730 3.665463 1982-1999 –> 2000-2012 1.9316772 42208.0682
Indian (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.0422926 18896.4704 3.762609 1982-1999 –> 2000-2012 1.9334789 42231.7145
Indian (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1.1145653 10608.0669 4.045768 2000-2012 –> 2013-2019 2.0728638 28418.1763
Indian (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.1532448 10844.6891 4.381989 2000-2012 –> 2013-2019 2.0901821 28363.3182
Indian (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.2410301 11353.5300 3.904739 2000-2012 –> 2013-2019 2.2833082 30249.8204
Indian (28.1, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate 1.2026792 11133.8086 4.788830 2000-2012 –> 2013-2019 2.2006299 29466.1583
Indian (28.1, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1.0509248 10200.2723 3.517928 2000-2012 –> 2013-2019 1.9573572 27290.9194
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2409801 11353.2504 3.904482 2000-2012 –> 2013-2019 2.2831424 30248.1047
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.2410838 11353.8299 3.906914 2000-2012 –> 2013-2019 2.2833778 30250.3181
Indian (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1.0615236 10269.8731 4.479912 2000-2012 –> 2013-2019 1.9416349 26979.4979
Indian (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.2395958 11345.5089 3.845896 2000-2012 –> 2013-2019 2.2802534 30221.6818
Indian (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.2410824 11353.8220 3.906989 2000-2012 –> 2013-2019 2.2833750 30250.2924
Pacific (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5.8202323 28820.9645 58.134932 1982-1999 –> 2000-2012 12.1885899 69216.3836
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 5.9518946 29021.5867 71.150277 1982-1999 –> 2000-2012 12.5187862 69794.0771
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 5.8723289 28901.6815 62.258149 1982-1999 –> 2000-2012 12.3134361 69437.3597
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5.8845200 28920.4667 63.240682 1982-1999 –> 2000-2012 12.3422133 69487.9006
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 5.5436391 28379.9395 51.026950 1982-1999 –> 2000-2012 11.5935074 68141.8431
Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5.9285499 28987.9893 63.035924 1982-1999 –> 2000-2012 12.4277100 69634.4598
Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate 6.2436219 29455.0198 33.513113 1982-1999 –> 2000-2012 12.9331781 70456.0336
Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6.1368616 29300.7967 41.206969 1982-1999 –> 2000-2012 12.7090516 70085.2458
Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6.1640695 29340.8667 39.575202 1982-1999 –> 2000-2012 12.7619335 70173.4588
Pacific (-Inf,26] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6.0805466 29217.2921 42.936479 1982-1999 –> 2000-2012 12.6035323 69908.9470
Pacific (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5.4984320 14881.3911 63.927270 2000-2012 –> 2013-2019 11.3186643 43702.3556
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 5.6983062 15049.3517 81.426435 2000-2012 –> 2013-2019 11.6502008 44070.9385
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 5.5337302 14911.8511 68.008161 2000-2012 –> 2013-2019 11.4060590 43813.5326
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5.5491574 14925.1028 69.029884 2000-2012 –> 2013-2019 11.4336774 43845.5696
Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 5.2066174 14621.8161 57.383718 2000-2012 –> 2013-2019 10.7502566 43001.7556
Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5.5835810 14954.5398 68.734074 2000-2012 –> 2013-2019 11.5121309 43942.5291
Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate 5.9688053 15270.1101 36.748273 2000-2012 –> 2013-2019 12.2124272 44725.1300
Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5.8948113 15212.7326 43.531362 2000-2012 –> 2013-2019 12.0316730 44513.5294
Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5.9174156 15230.9504 41.929217 2000-2012 –> 2013-2019 12.0814850 44571.8171
Pacific (-Inf,26] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5.8368451 15165.6939 45.349826 2000-2012 –> 2013-2019 11.9173918 44382.9860
Pacific (26,26.5] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3.7676481 23399.2277 32.702437 1982-1999 –> 2000-2012 7.3331405 55561.6041
Pacific (26,26.5] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3.7863410 23439.3847 30.351916 1982-1999 –> 2000-2012 7.3748030 55676.4981
Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.7859971 23440.6109 30.433014 1982-1999 –> 2000-2012 7.3689437 55661.3435
Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.8009003 23474.0755 29.699448 1982-1999 –> 2000-2012 7.4018503 55754.7033
Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.8229330 23523.3091 29.074850 1982-1999 –> 2000-2012 7.4442871 55871.4585
Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3.7719625 23408.9762 32.843555 1982-1999 –> 2000-2012 7.3358608 55566.0086
Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.7948219 23460.4424 32.368749 1982-1999 –> 2000-2012 7.3766967 55677.5999
Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 3.8018257 23474.1491 29.802580 1982-1999 –> 2000-2012 7.4028915 55753.1612
Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.7803745 23427.9514 30.268859 1982-1999 –> 2000-2012 7.3638983 55650.6089
Pacific (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3.8073305 23488.4735 32.184062 1982-1999 –> 2000-2012 7.4016524 55747.0854
Pacific (26,26.5] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3.7706110 12734.2853 32.624022 2000-2012 –> 2013-2019 7.5382591 36133.5130
Pacific (26,26.5] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3.8465650 12824.6636 26.997829 2000-2012 –> 2013-2019 7.6329061 36264.0483
Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.8465562 12826.6529 27.040770 2000-2012 –> 2013-2019 7.6325533 36267.2638
Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.8628905 12846.2810 24.133199 2000-2012 –> 2013-2019 7.6637909 36320.3565
Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.8852235 12872.9834 22.613318 2000-2012 –> 2013-2019 7.7081565 36396.2925
Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3.7665395 12729.2810 31.364321 2000-2012 –> 2013-2019 7.5385020 36138.2573
Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.7888250 12756.6064 30.285332 2000-2012 –> 2013-2019 7.5836468 36217.0488
Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 3.8665910 12848.7161 24.811915 2000-2012 –> 2013-2019 7.6684167 36322.8652
Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.8433959 12822.8457 26.525848 2000-2012 –> 2013-2019 7.6237704 36250.7971
Pacific (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3.7987582 12768.7343 29.910958 2000-2012 –> 2013-2019 7.6060887 36257.2078
Pacific (26.5,26.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2.6155170 18019.3479 21.325210 1982-1999 –> 2000-2012 4.9304145 41700.3732
Pacific (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2.6170426 18021.7587 21.149234 1982-1999 –> 2000-2012 4.9460596 41764.5115
Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.5652968 17872.7001 16.326107 1982-1999 –> 2000-2012 4.8517437 41424.1259
Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.6128108 18011.5178 15.933385 1982-1999 –> 2000-2012 4.9071466 41599.0403
Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.6517213 18123.3317 15.721129 1982-1999 –> 2000-2012 4.9678911 41810.1153
Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.6586330 18143.0217 15.666947 1982-1999 –> 2000-2012 4.9834076 41868.6673
Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2.6578338 18140.7475 15.437480 1982-1999 –> 2000-2012 4.9673894 41797.5611
Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.6939454 18242.8267 15.346213 1982-1999 –> 2000-2012 5.0236070 41990.4794
Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 2.6578342 18138.7486 15.444682 1982-1999 –> 2000-2012 4.9748301 41827.2696
Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.6168309 18023.1467 20.623154 1982-1999 –> 2000-2012 4.9271395 41683.3767
Pacific (26.5,26.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3.0044020 10236.1712 23.516931 2000-2012 –> 2013-2019 5.6199189 28255.5191
Pacific (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3.0050260 10235.0141 23.598899 2000-2012 –> 2013-2019 5.6220686 28256.7728
Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.9185726 10118.5547 17.424005 2000-2012 –> 2013-2019 5.4838693 27991.2548
Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.9432351 10152.7015 17.538668 2000-2012 –> 2013-2019 5.5560459 28164.2193
Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.9725044 10192.8574 17.363031 2000-2012 –> 2013-2019 5.6242257 28316.1891
Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.9761686 10197.8565 17.634000 2000-2012 –> 2013-2019 5.6348016 28340.8783
Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3.0031821 10234.5233 18.890842 2000-2012 –> 2013-2019 5.6610159 28375.2708
Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.0271807 10266.8221 18.681642 2000-2012 –> 2013-2019 5.7211261 28509.6488
Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 3.0061682 10236.5562 18.244866 2000-2012 –> 2013-2019 5.6640024 28375.3048
Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.9925387 10220.1160 19.937628 2000-2012 –> 2013-2019 5.6093696 28243.2627
Pacific (26.75,27] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3.8019770 24570.7629 20.701840 1982-1999 –> 2000-2012 6.9129669 56077.2050
Pacific (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3.7857229 24534.5638 21.562351 1982-1999 –> 2000-2012 6.8732175 55949.5166
Pacific (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3.8075005 24583.7066 21.444916 1982-1999 –> 2000-2012 6.9034113 56030.2298
Pacific (26.75,27] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3.7696343 24496.5918 20.591824 1982-1999 –> 2000-2012 6.8799091 56002.1987
Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.7621453 24478.8611 21.689239 1982-1999 –> 2000-2012 6.8543064 55912.4387
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.8047344 24579.2269 21.619791 1982-1999 –> 2000-2012 6.9309250 56147.7780
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.8084659 24587.9671 20.434272 1982-1999 –> 2000-2012 6.9665232 56281.5877
Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3.8014911 24571.6235 20.916731 1982-1999 –> 2000-2012 6.9079115 56061.9384
Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3.8167874 24607.4273 19.852402 1982-1999 –> 2000-2012 6.9589255 56238.7270
Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.8072790 24585.1879 21.566055 1982-1999 –> 2000-2012 6.9010812 56025.3089
Pacific (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4.1640534 13398.8910 24.896473 2000-2012 –> 2013-2019 7.9497763 37933.4548
Pacific (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.1716496 13405.4644 24.838174 2000-2012 –> 2013-2019 7.9791501 37989.1710
Pacific (26.75,27] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4.1576969 13391.7047 22.979935 2000-2012 –> 2013-2019 7.9273312 37888.2965
Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.0982952 13324.0132 24.768315 2000-2012 –> 2013-2019 7.8604405 37802.8743
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.1978574 13436.9242 23.685543 2000-2012 –> 2013-2019 8.0025918 38016.1511
Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.1260459 13355.7580 23.439718 2000-2012 –> 2013-2019 7.9345118 37943.7251
Pacific (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.1469901 13379.5756 23.079474 2000-2012 –> 2013-2019 7.9852000 38036.9056
Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4.2027896 13442.4478 23.014561 2000-2012 –> 2013-2019 8.0042807 38014.0712
Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4.1644715 13399.3633 22.983627 2000-2012 –> 2013-2019 7.9812589 38006.7906
Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.1647921 13399.7254 24.098386 2000-2012 –> 2013-2019 7.9720711 37984.9133
Pacific (27,27.25] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4.6827399 32757.1078 58.868547 1982-1999 –> 2000-2012 8.5464248 75164.2153
Pacific (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4.2779885 31760.0018 50.122027 1982-1999 –> 2000-2012 7.8141083 72813.4849
Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4.6698078 32728.5439 60.557897 1982-1999 –> 2000-2012 8.5018996 75012.0135
Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.7119895 32827.9268 44.497324 1982-1999 –> 2000-2012 8.5848292 75273.2486
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.7209107 32848.8317 50.533921 1982-1999 –> 2000-2012 8.6036210 75333.1040
Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4.6482888 32677.4974 55.560799 1982-1999 –> 2000-2012 8.4903282 75000.6374
Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4.3695002 31993.9254 51.399546 1982-1999 –> 2000-2012 7.9838024 73382.0441
Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4.4544923 32206.8361 52.349582 1982-1999 –> 2000-2012 8.1475558 73924.8284
Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.4233391 32129.2706 35.239682 1982-1999 –> 2000-2012 8.0991447 73775.5881
Pacific (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4.4351959 32158.8560 51.701492 1982-1999 –> 2000-2012 8.1180289 73834.4000
Pacific (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5.2570635 18127.9595 40.065146 2000-2012 –> 2013-2019 9.5350520 49887.9613
Pacific (27,27.25] cstar_tref ~ aou + silicate + phosphate + phosphate_star 5.5670335 18463.0522 35.722808 2000-2012 –> 2013-2019 10.2855996 51304.3938
Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5.4612638 18352.1848 29.741070 2000-2012 –> 2013-2019 10.1040751 51016.6508
Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.5646436 18462.5257 36.447061 2000-2012 –> 2013-2019 10.2766331 51290.4526
Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5.6598943 18562.3906 43.988206 2000-2012 –> 2013-2019 10.3808050 51411.2224
Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 5.6689750 18571.8233 43.633254 2000-2012 –> 2013-2019 10.3172638 51249.3207
Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5.3665906 18249.2889 39.981372 2000-2012 –> 2013-2019 9.7360909 50243.2143
Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5.4584727 18349.1769 40.103522 2000-2012 –> 2013-2019 9.9129650 50556.0130
Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5.1403311 17995.8336 29.630495 2000-2012 –> 2013-2019 9.5636702 50125.1043
Pacific (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5.4168150 18304.0995 39.468997 2000-2012 –> 2013-2019 9.8520109 50462.9554
Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3.5028526 27882.9990 30.091093 1982-1999 –> 2000-2012 6.4915640 63461.9703
Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3.3617827 27454.3428 30.897881 1982-1999 –> 2000-2012 6.1889620 62247.2116
Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.5799808 28110.1182 31.627815 1982-1999 –> 2000-2012 6.4966610 63343.9316
Pacific (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3.4014238 27576.5873 30.423686 1982-1999 –> 2000-2012 6.2619256 62535.2360
Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.5164220 27923.3171 31.879828 1982-1999 –> 2000-2012 6.4015866 63003.4247
Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.5334122 27973.5805 31.894285 1982-1999 –> 2000-2012 6.4314777 63116.8091
Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3.3801574 27511.1846 33.215598 1982-1999 –> 2000-2012 6.4204129 63332.0758
Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate 3.5214494 27936.2151 32.328544 1982-1999 –> 2000-2012 6.5787635 63834.2682
Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.5181301 27928.3813 31.962386 1982-1999 –> 2000-2012 6.4092666 63037.7432
Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.2942155 27242.6194 33.556778 1982-1999 –> 2000-2012 6.1739936 62296.2890
Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4.0555515 15834.3695 34.743426 2000-2012 –> 2013-2019 7.5584041 43717.3685
Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3.9205116 15644.3217 29.698093 2000-2012 –> 2013-2019 7.2822943 43098.6646
Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.2162567 16052.4576 31.511733 2000-2012 –> 2013-2019 7.7962375 44162.5758
Pacific (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3.9658316 15708.8229 29.444592 2000-2012 –> 2013-2019 7.3672555 43285.4102
Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.1368517 15945.7585 31.989477 2000-2012 –> 2013-2019 7.6532737 43869.0756
Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.1559157 15971.5611 32.030597 2000-2012 –> 2013-2019 7.6893280 43945.1416
Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3.9002278 15615.2112 32.592106 2000-2012 –> 2013-2019 7.2803852 43126.3958
Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate 4.1400929 15948.1538 31.509520 2000-2012 –> 2013-2019 7.6615423 43884.3689
Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.1347478 15942.9036 32.128705 2000-2012 –> 2013-2019 7.6528779 43871.2849
Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.8074781 15480.1422 33.755567 2000-2012 –> 2013-2019 7.1016936 42722.7616
Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.3517680 23164.3982 9.432581 1982-1999 –> 2000-2012 4.1126824 51127.9538
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.3910636 23333.0902 9.203494 1982-1999 –> 2000-2012 4.1287211 51109.4214
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 2.3946030 23346.1479 8.774313 1982-1999 –> 2000-2012 4.1356943 51148.2801
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.3144396 23001.5201 8.777623 1982-1999 –> 2000-2012 4.0538320 50791.9049
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.3117256 22989.5760 8.978385 1982-1999 –> 2000-2012 4.0514418 50782.5811
Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate 3.0607693 25844.8170 25.522427 1982-1999 –> 2000-2012 5.1535304 56237.6457
Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2.6483381 24373.4254 20.665981 1982-1999 –> 2000-2012 4.4221540 52439.7775
Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3.0449926 25794.2088 22.157384 1982-1999 –> 2000-2012 5.1076817 55985.2173
Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate 2.7047169 24585.8661 20.518987 1982-1999 –> 2000-2012 4.4801087 52662.7247
Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.3079195 22972.8014 9.094267 1982-1999 –> 2000-2012 4.0455783 50749.1433
Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3.5935943 14540.5243 13.081997 2000-2012 –> 2013-2019 6.6206148 40274.4706
Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.8104935 13217.1758 10.116651 2000-2012 –> 2013-2019 5.1622615 36381.5739
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3.6202953 14580.3804 12.572320 2000-2012 –> 2013-2019 6.6718300 40396.4372
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.9362746 13452.8957 10.661063 2000-2012 –> 2013-2019 5.3273382 36785.9858
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 2.9491069 13474.3739 9.860406 2000-2012 –> 2013-2019 5.3437099 36820.5218
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.7648720 13129.0626 10.548837 2000-2012 –> 2013-2019 5.0793116 36130.5827
Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.7604834 13120.5100 10.768685 2000-2012 –> 2013-2019 5.0722091 36110.0860
Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3.3649075 14186.5132 25.702249 2000-2012 –> 2013-2019 6.0132456 38559.9385
Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate 3.4820350 14368.7344 25.754675 2000-2012 –> 2013-2019 6.1867518 38954.6005
Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.7553567 13110.5016 10.885298 2000-2012 –> 2013-2019 5.0632762 36083.3029
Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2.1740171 10214.3635 18.605461 1982-1999 –> 2000-2012 4.0247553 22671.5070
Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.2367277 10346.4832 20.333900 1982-1999 –> 2000-2012 4.0891014 22809.0289
Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 2.1790315 10223.0672 19.049401 1982-1999 –> 2000-2012 4.0484493 22739.6305
Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.1359584 10132.3096 18.403026 1982-1999 –> 2000-2012 4.0046140 22648.3784
Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate_star 2.2454543 10362.5743 20.955843 1982-1999 –> 2000-2012 4.1184441 22890.8125
Pacific (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2.2649967 10404.8339 21.355373 1982-1999 –> 2000-2012 4.1229864 22885.8940
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.1334472 10126.8443 18.337841 1982-1999 –> 2000-2012 4.0019111 22642.2858
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.1317768 10123.2052 18.277275 1982-1999 –> 2000-2012 3.9999433 22637.6730
Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.2159393 10303.1009 21.277775 1982-1999 –> 2000-2012 4.1005563 22871.1886
Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.1313978 10122.3791 18.263417 1982-1999 –> 2000-2012 3.9994597 22636.5046
Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2.4058497 5999.5694 23.076835 2000-2012 –> 2013-2019 4.5798668 16213.9329
Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.5282362 6128.8759 26.082940 2000-2012 –> 2013-2019 4.7649638 16475.3590
Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 2.4061059 5997.8469 23.193790 2000-2012 –> 2013-2019 4.5851373 16220.9141
Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.2635761 5840.7148 20.974894 2000-2012 –> 2013-2019 4.3995345 15973.0244
Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate_star 2.5322283 6130.9875 26.608280 2000-2012 –> 2013-2019 4.7776826 16493.5619
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.2580354 5834.3281 20.795418 2000-2012 –> 2013-2019 4.3914826 15961.1724
Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.2555008 5831.4014 20.682107 2000-2012 –> 2013-2019 4.3872777 15954.6066
Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.3600026 5949.4289 24.951805 2000-2012 –> 2013-2019 4.5759419 16252.5298
Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.2550310 5830.8585 20.657675 2000-2012 –> 2013-2019 4.3864288 15953.2375
Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 2.4129649 6005.2652 25.838722 2000-2012 –> 2013-2019 4.6533743 16357.3896
Pacific (27.85,27.95] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2.8195903 13799.3462 27.651119 1982-1999 –> 2000-2012 4.9584543 31190.3935
Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2.7610002 13681.4600 27.403581 1982-1999 –> 2000-2012 4.8908266 31038.7428
Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2.7795237 13718.9985 27.401700 1982-1999 –> 2000-2012 4.9652321 31282.8037
Pacific (27.85,27.95] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2.7600049 13679.4360 27.300751 1982-1999 –> 2000-2012 4.9576311 31286.6022
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2.7621276 13683.7520 27.445940 1982-1999 –> 2000-2012 4.8933067 31046.0972
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.7627488 13685.0145 27.475218 1982-1999 –> 2000-2012 4.8949895 31051.3310
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.7715228 13702.8152 28.451295 1982-1999 –> 2000-2012 4.9571481 31266.3174
Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2.7620171 13683.5273 27.426929 1982-1999 –> 2000-2012 4.8939305 31048.6198
Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2.7544309 13668.0865 28.665478 1982-1999 –> 2000-2012 4.9139436 31135.7463
Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2.7925608 13745.2688 26.824396 1982-1999 –> 2000-2012 4.9310591 31134.9529
Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3.0124085 7397.4746 32.906070 2000-2012 –> 2013-2019 5.7734087 21078.9346
Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3.0048771 7390.1450 32.993103 2000-2012 –> 2013-2019 5.7844008 21109.1435
Pacific (27.85,27.95] cstar_tref ~ sal + nitrate + phosphate + phosphate_star 3.0148037 7397.8017 32.453612 2000-2012 –> 2013-2019 5.8045861 21135.4824
Pacific (27.85,27.95] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2.9971120 7382.5688 33.309849 2000-2012 –> 2013-2019 5.7571169 21062.0047
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3.0122953 7397.3645 32.945649 2000-2012 –> 2013-2019 5.7744229 21081.1165
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3.0122855 7397.3549 32.957122 2000-2012 –> 2013-2019 5.7750343 21082.3694
Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 3.0023726 7387.7035 33.375766 2000-2012 –> 2013-2019 5.7738954 21090.5187
Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + phosphate 3.0370912 7419.3679 35.084971 2000-2012 –> 2013-2019 5.8009342 21104.6053
Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3.0123418 7397.4097 32.928696 2000-2012 –> 2013-2019 5.7743589 21080.9370
Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3.0313355 7415.8136 35.591734 2000-2012 –> 2013-2019 5.7857663 21083.9002
Pacific (27.95,28.05] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1.9656819 11262.9564 7.265696 1982-1999 –> 2000-2012 3.6890062 25722.1358
Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.9210809 11139.7084 7.212306 1982-1999 –> 2000-2012 3.6344967 25556.4597
Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + phosphate_star 1.9423725 11196.8974 7.072805 1982-1999 –> 2000-2012 3.6632301 25643.5371
Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.9403206 11193.2218 7.231791 1982-1999 –> 2000-2012 3.6528194 25606.0337
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1.9170807 11128.5151 7.224739 1982-1999 –> 2000-2012 3.6271582 25530.9163
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.9232307 11145.7146 7.196819 1982-1999 –> 2000-2012 3.6376730 25566.8723
Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate 1.9206359 11136.4645 7.304995 1982-1999 –> 2000-2012 3.6440560 25594.0527
Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.9172785 11129.0691 7.226173 1982-1999 –> 2000-2012 3.6270475 25530.1432
Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1.9163490 11126.4651 7.053882 1982-1999 –> 2000-2012 3.6340220 25561.4756
Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.9656224 11262.7938 7.248853 1982-1999 –> 2000-2012 3.6890195 25722.2841
Pacific (27.95,28.05] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2.1162912 6315.9623 7.999710 2000-2012 –> 2013-2019 4.0819731 17578.9186
Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2.0610935 6239.1611 7.475091 2000-2012 –> 2013-2019 3.9821743 17378.8695
Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + phosphate_star 2.0848284 6270.4346 7.279337 2000-2012 –> 2013-2019 4.0272009 17467.3320
Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.0847646 6272.3455 7.252377 2000-2012 –> 2013-2019 4.0250852 17465.5673
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2.0570666 6233.4779 7.488426 2000-2012 –> 2013-2019 3.9741473 17361.9930
Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.0632998 6242.2701 7.455777 2000-2012 –> 2013-2019 3.9865305 17387.9847
Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate 2.0712040 6251.3814 7.648357 2000-2012 –> 2013-2019 3.9918399 17387.8459
Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2.0574489 6234.0179 7.488667 2000-2012 –> 2013-2019 3.9747274 17363.0870
Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2.0522965 6226.7314 7.842815 2000-2012 –> 2013-2019 3.9686455 17353.1965
Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.1155161 6314.8977 8.005038 2000-2012 –> 2013-2019 4.0811384 17577.6915
Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1.6598708 6357.1844 8.544293 1982-1999 –> 2000-2012 3.0559821 14843.3940
Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.6530651 6343.6508 8.494022 1982-1999 –> 2000-2012 3.0606066 14869.2762
Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 1.6667432 6368.7944 8.743735 1982-1999 –> 2000-2012 3.0662838 14864.8636
Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.6607657 6358.9598 8.731098 1982-1999 –> 2000-2012 3.0579986 14849.0516
Pacific (28.05,28.1] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1.6613759 6360.1699 8.440648 1982-1999 –> 2000-2012 3.0619351 14861.7558
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.6571309 6351.7426 8.726293 1982-1999 –> 2000-2012 3.0637221 14874.1033
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.6610967 6359.6161 8.732174 1982-1999 –> 2000-2012 3.0584778 14850.2207
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.6612122 6359.8453 8.730025 1982-1999 –> 2000-2012 3.0587884 14851.1245
Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.6577570 6352.9868 8.653912 1982-1999 –> 2000-2012 3.0569288 14849.7822
Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.6611018 6359.6264 8.728928 1982-1999 –> 2000-2012 3.0586260 14850.7257
Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1.8377919 3756.7711 8.429011 2000-2012 –> 2013-2019 3.4976627 10113.9555
Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.8341652 3753.1247 8.462546 2000-2012 –> 2013-2019 3.4872304 10096.7755
Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.8438568 3762.8531 8.708015 2000-2012 –> 2013-2019 3.5046226 10121.8129
Pacific (28.05,28.1] cstar_tref ~ sal + nitrate + silicate + phosphate 1.8411069 3758.0980 8.655182 2000-2012 –> 2013-2019 3.5028726 10117.0405
Pacific (28.05,28.1] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1.8358556 3754.8252 8.369940 2000-2012 –> 2013-2019 3.4972315 10114.9951
Pacific (28.05,28.1] cstar_tref ~ sal + nitrate + silicate + phosphate_star 1.8405422 3757.5317 8.566962 2000-2012 –> 2013-2019 3.5044738 10120.7649
Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.8434764 3762.4722 8.784978 2000-2012 –> 2013-2019 3.5006073 10114.2148
Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1.8369261 3755.9013 8.615676 2000-2012 –> 2013-2019 3.4919297 10103.4124
Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.8395547 3758.5409 8.599782 2000-2012 –> 2013-2019 3.4973116 10111.5277
Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.8440088 3763.0053 8.704864 2000-2012 –> 2013-2019 3.5051106 10122.6316
Pacific (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 0.9879847 37863.9042 7.967682 1982-1999 –> 2000-2012 1.8255875 84318.5038
Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate 1.0836298 40347.9531 8.158849 1982-1999 –> 2000-2012 2.0098744 90562.7814
Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.0339256 39086.7146 9.017899 1982-1999 –> 2000-2012 1.9131016 87353.0146
Pacific (28.1, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1.0693096 39992.0450 6.184775 1982-1999 –> 2000-2012 2.0091353 90753.2721
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.0337142 39081.2141 9.021577 1982-1999 –> 2000-2012 1.9124249 87327.7113
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.0334413 39074.1096 9.026005 1982-1999 –> 2000-2012 1.9113923 87288.2620
Pacific (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.0317297 39029.5154 9.269216 1982-1999 –> 2000-2012 1.9032195 86967.4018
Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.0334413 39074.1108 9.026307 1982-1999 –> 2000-2012 1.9113757 87287.5509
Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate_star 1.0334415 39072.1160 9.029072 1982-1999 –> 2000-2012 1.9155226 87459.7918
Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.0673514 39942.7307 9.340677 1982-1999 –> 2000-2012 1.9721396 89283.0009
Pacific (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1.1314204 22348.1305 18.464189 2000-2012 –> 2013-2019 2.1194050 60212.0346
Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate 1.2191546 23427.5536 17.258264 2000-2012 –> 2013-2019 2.3027845 63775.5067
Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.1662020 22786.5630 18.462202 2000-2012 –> 2013-2019 2.2001275 61873.2776
Pacific (28.1, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1.1872223 23045.2352 16.615231 2000-2012 –> 2013-2019 2.2565319 63037.2801
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.1663114 22787.9215 18.465073 2000-2012 –> 2013-2019 2.2000256 61869.1356
Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.1664703 22789.8949 18.467379 2000-2012 –> 2013-2019 2.1999116 61864.0045
Pacific (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.1714923 22852.1008 18.737270 2000-2012 –> 2013-2019 2.2032220 61881.6163
Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.1664632 22789.8064 18.466908 2000-2012 –> 2013-2019 2.1999045 61863.9172
Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate_star 1.1731971 22871.1584 19.038682 2000-2012 –> 2013-2019 2.2066387 61943.2744
Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.2010014 23212.3246 18.592437 2000-2012 –> 2013-2019 2.2683527 63155.0552

5.3 Target variable coefficients

A data frame to map the target variable is prepared.

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

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

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

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

lm_best_target <- left_join(lm_best_target, lm_all_fitted_wide)

rm(eras_era, eras_forward, eras_backward,
   lm_all_fitted)

5.4 Cant coeffcients

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

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

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

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

5.5 Write files

lm_best_target %>%
  select(
    basin,
    gamma_slab,
    model,
    eras,
    era,
    starts_with("coeff_")
  ) %>%
  write_csv(paste(path_version_data,
                  "lm_best_target.csv",
                  sep = ""))

lm_best_cant %>%
  select(
    basin,
    gamma_slab,
    model,
    eras,
    starts_with("delta_coeff_")
  ) %>%
  write_csv(paste(path_version_data,
                  "lm_best_cant.csv",
                  sep = ""))

6 Model diagnotics

6.1 Selection criterion vs predictors

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

6.1.1 All models

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

Version Author Date
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19

6.1.2 Best models

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

Version Author Date
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19

6.2 RMSE correlation between eras

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

6.2.1 All models

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

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

Version Author Date
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.2.2 Best models

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

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

Version Author Date
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2012
(-Inf,26] 9 4 8 7 10 3 7
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 9 4 8 7 5 10 6
(26.75,27] 9 3 8 7 4 10 7
(27,27.25] 8 5 8 6 6 10 6
(27.25,27.5] 9 8 6 5 5 10 6
(27.5,27.75] 6 5 7 7 10 7 7
(27.75,27.85] 7 5 7 8 10 5 8
(27.85,27.95] 10 4 10 10 4 4 4
(27.95,28.05] 6 10 8 6 5 8 6
(28.05,28.1] 9 5 9 8 8 3 7
(28.1,28.15] 6 6 6 8 10 5 8
(28.15,28.2] 9 10 5 7 8 3 6
(28.2, Inf] 9 10 5 5 10 4 4
total 114.00 85.00 101.00 97.00 105.00 87.00 90.00
Atlantic - 2000-2012 --> 2013-2019
(-Inf,26] 8 5 7 7 10 5 8
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 9 4 8 6 6 10 6
(26.75,27] 9 3 9 6 6 10 5
(27,27.25] 8 5 7 6 8 10 5
(27.25,27.5] 9 10 4 5 4 10 5
(27.5,27.75] 7 4 7 6 10 8 6
(27.75,27.85] 7 6 8 6 10 6 6
(27.85,27.95] 9 4 10 8 7 3 7
(27.95,28.05] 5 10 8 6 6 8 6
(28.05,28.1] 8 4 9 8 9 4 7
(28.1,28.15] 8 3 9 7 10 4 7
(28.15,28.2] 9 10 5 6 9 3 6
(28.2, Inf] 9 10 5 5 10 4 4
total 113.00 84.00 102.00 88.00 115.00 90.00 86.00
Indian - 1982-1999 --> 2000-2012
(-Inf,26] 8 4 8 8 9 5 8
(26,26.5] 7 3 7 8 4 10 9
(26.5,26.75] 7 4 8 8 4 10 8
(26.75,27] 6 6 6 8 4 10 9
(27,27.25] 6 10 5 9 6 3 9
(27.25,27.5] 4 10 6 6 9 4 9
(27.5,27.75] 6 5 6 7 9 7 9
(27.75,27.85] 6 4 7 6 8 10 7
(27.85,27.95] 5 4 6 7 10 10 6
(27.95,28.05] 5 4 5 8 10 10 6
(28.05,28.1] 6 4 7 7 10 10 4
(28.1, Inf] 5 6 7 6 10 10 5
total 71.00 64.00 78.00 88.00 93.00 99.00 89.00
Indian - 2000-2012 --> 2013-2019
(-Inf,26] 8 4 8 8 9 5 8
(26,26.5] 5 3 6 9 6 10 9
(26.5,26.75] 7 4 7 8 3 10 9
(26.75,27] 7 5 7 8 5 10 8
(27,27.25] 6 10 6 9 5 3 9
(27.25,27.5] 6 10 7 5 8 3 9
(27.5,27.75] 5 5 5 8 10 6 9
(27.75,27.85] 7 4 9 6 8 10 4
(27.85,27.95] 6 4 6 8 9 10 5
(27.95,28.05] 5 4 6 8 10 10 5
(28.05,28.1] 6 4 7 7 10 10 4
(28.1, Inf] 5 6 7 6 10 10 5
total 73.00 63.00 81.00 90.00 93.00 97.00 84.00
Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 8 10 5 5 6 5 9
(26,26.5] 9 4 8 7 3 10 7
(26.5,26.75] 9 3 8 7 4 10 7
(26.75,27] 10 5 10 8 4 6 5
(27,27.25] 9 7 9 9 3 6 6
(27.25,27.5] 6 4 8 6 9 10 6
(27.5,27.75] 5 4 5 4 10 10 9
(27.75,27.85] 7 4 6 7 10 10 4
(27.85,27.95] 7 10 8 6 8 5 6
(27.95,28.05] 7 10 6 7 8 4 6
(28.05,28.1] 7 5 6 6 10 10 5
(28.1, Inf] 6 3 7 7 9 10 6
total 90.00 69.00 86.00 79.00 84.00 96.00 76.00
Pacific - 2000-2012 --> 2013-2019
(-Inf,26] 8 10 5 5 6 5 9
(26,26.5] 9 4 8 7 3 10 7
(26.5,26.75] 9 3 8 7 4 10 7
(26.75,27] 9 4 10 8 5 7 6
(27,27.25] 9 6 9 8 3 8 6
(27.25,27.5] 6 4 8 6 9 10 6
(27.5,27.75] 7 4 7 4 10 8 8
(27.75,27.85] 7 3 5 7 10 10 5
(27.85,27.95] 5 10 8 5 10 4 6
(27.95,28.05] 7 10 6 7 8 4 6
(28.05,28.1] 4 8 6 6 10 10 4
(28.1, Inf] 6 3 7 7 9 10 6
total 86.00 69.00 87.00 77.00 87.00 96.00 76.00

6.4 RMSE alternatives

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

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

Version Author Date
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
lm_best %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 

sessionInfo()
R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

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

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

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

other attached packages:
 [1] gt_0.2.2         corrr_0.4.3      broom_0.7.3      kableExtra_1.3.1
 [5] knitr_1.30       olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9 
 [9] metR_0.9.0       scico_1.2.0      patchwork_1.1.1  collapse_1.5.0  
[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_3.3.3   
[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_0.4.10             readxl_1.3.1             rstudioapi_0.13         
[37] farver_2.0.3             generics_0.1.0           jsonlite_1.7.2          
[40] zip_2.1.1                car_3.0-10               magrittr_2.0.1          
[43] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[46] fansi_0.4.1              abind_1.4-5              lifecycle_0.2.0         
[49] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[52] carData_3.0-4            plyr_1.8.6               grid_4.0.3              
[55] blob_1.2.1               parallel_4.0.3           promises_1.1.1          
[58] crayon_1.3.4             lattice_0.20-41          haven_2.3.1             
[61] hms_0.5.3                pillar_1.4.7             reprex_0.3.0            
[64] glue_1.4.2               evaluate_0.14            RcppArmadillo_0.10.1.2.2
[67] data.table_1.13.6        modelr_0.1.8             vctrs_0.3.6             
[70] httpuv_1.5.4             cellranger_1.1.0         gtable_0.3.0            
[73] reshape_0.8.8            assertthat_0.2.1         xfun_0.20               
[76] openxlsx_4.2.3           RcppEigen_0.3.3.9.1      later_1.1.0.1           
[79] viridisLite_0.3.0        ellipsis_0.3.1           here_1.0.1