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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 predictor combinations with nitrate and phosphate
lm_all <- lm_all %>%
  mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
  filter(!(
    str_detect(lm_coeff_filter, "nitrate") &
      str_detect(lm_coeff_filter, "phosphate")
  )) %>%
  select(-lm_coeff_filter)

# 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: 6
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:

  • 88

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)[14]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      if (nrow(GLODAP_basin_era_slab) > 2) {
        for (i_predictors in unique(lm_all$predictors)) {
          # i_predictors <- unique(lm_all$predictors)[1]
          
          # 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
          if (params_local$MLR_type == "rlm") {
          i_lm_fit <- rlm(as.formula(i_lm),
                          data = GLODAP_basin_era_slab)
          }
          
          if (params_local$MLR_type == "lm") {
          i_lm_fit <- lm(as.formula(i_lm),
                          data = GLODAP_basin_era_slab)
        }
          
          # find max predictor correlation
          i_cor_max <- GLODAP_basin_era_slab %>%
            dplyr::select(!!!syms(str_split(i_predictors, " ",
                                            simplify = TRUE))) %>%
            correlate(quiet = TRUE) %>%
            dplyr::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
          }
        }
        
        
      }
    }
  }
}

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,
  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 %>%
  dplyr::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  %>%
  dplyr::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() %>%
  dplyr::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)
}

5.3 RMSE tables

5.3.1 per model

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 + phosphate + phosphate_star 1.3638071 423.55403 4.4283361 1990-1999 –> 2000-2012 2.5342537 832.78766
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.3636465 425.52601 4.4922859 1990-1999 –> 2000-2012 2.4662231 821.70629
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.3802669 428.40927 4.5549122 1990-1999 –> 2000-2012 2.5324388 835.67727
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.3779975 430.01763 4.5126354 1990-1999 –> 2000-2012 2.5046737 833.64667
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 1.3768938 425.82693 4.4581399 1990-1999 –> 2000-2012 2.5585686 837.46649
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.3418670 421.69411 4.3785458 1990-1999 –> 2000-2012 2.4993739 830.12628
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.3768691 427.82266 4.4329407 1990-1999 –> 2000-2012 2.4995186 828.54943
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.3374966 422.91770 4.7213893 1990-1999 –> 2000-2012 2.3975113 811.17747
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.3802012 428.39794 4.4188624 1990-1999 –> 2000-2012 2.5090862 830.52052
Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.3833849 428.94630 4.4111178 1990-1999 –> 2000-2012 2.5157165 831.83708
Atlantic (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.4054885 282.93582 3.9251123 2000-2012 –> 2013-2019 2.7692956 706.48985
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.2649628 268.71311 3.2429425 2000-2012 –> 2013-2019 2.6286093 694.23912
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.3142537 274.59996 3.5232118 2000-2012 –> 2013-2019 2.6945206 703.00923
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.2650158 270.71956 3.4732583 2000-2012 –> 2013-2019 2.6430132 700.73719
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.4035041 284.71823 4.1934514 2000-2012 –> 2013-2019 2.7453711 706.41234
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2633116 268.51196 3.2216456 2000-2012 –> 2013-2019 2.6401807 696.33462
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.2631329 270.49017 3.2095232 2000-2012 –> 2013-2019 2.6006295 693.40787
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.2651521 268.73616 3.4086270 2000-2012 –> 2013-2019 2.6453533 697.13410
Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.2701060 269.33798 3.2846073 2000-2012 –> 2013-2019 2.7091668 707.67515
Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.2649436 268.71077 3.3919866 2000-2012 –> 2013-2019 2.6483285 697.65707
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.7628406 5288.18460 11.3375828 1990-1999 –> 2000-2012 7.2009819 9256.45020
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3.7564758 5284.93080 10.9732242 1990-1999 –> 2000-2012 7.2789714 9289.31210
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 3.8388894 5326.64177 13.1135976 1990-1999 –> 2000-2012 7.4977832 9387.62990
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 3.7494434 5283.32928 11.3573612 1990-1999 –> 2000-2012 7.2504500 9280.59297
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.8831707 5348.68501 14.5311740 1990-1999 –> 2000-2012 7.3815625 9342.83548
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 3.6661187 5240.13449 12.9246497 1990-1999 –> 2000-2012 7.0786186 9199.24615
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.9072440 5360.56347 15.3378774 1990-1999 –> 2000-2012 7.4151150 9358.74574
Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3.9513993 5382.16194 15.7450319 1990-1999 –> 2000-2012 7.4736538 9386.44126
Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.9112285 5362.52250 15.4201430 1990-1999 –> 2000-2012 7.4216009 9361.76685
Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 4.0273188 5416.73969 13.3291126 1990-1999 –> 2000-2012 7.7202593 9489.52841
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.8929192 2886.55316 14.0342310 2000-2012 –> 2013-2019 7.6557598 8174.73776
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3.7842484 2857.27853 14.0486463 2000-2012 –> 2013-2019 7.5407242 8142.20933
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 3.6949993 2832.60015 13.5177254 2000-2012 –> 2013-2019 7.5338887 8159.24192
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 3.6939506 2834.30664 13.4555920 2000-2012 –> 2013-2019 7.4433940 8117.63592
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.9935719 2912.94780 14.5586230 2000-2012 –> 2013-2019 7.8767425 8261.63281
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 3.7731880 2856.25199 13.2603108 2000-2012 –> 2013-2019 7.4393066 8096.38648
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.0072975 2916.49549 14.9495014 2000-2012 –> 2013-2019 7.9145415 8277.05896
Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3.9677390 2906.23754 14.3154329 2000-2012 –> 2013-2019 7.9191383 8288.39948
Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.0057160 2916.08735 14.8955511 2000-2012 –> 2013-2019 7.9169446 8278.60985
Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 4.0401969 2922.94984 15.7279649 2000-2012 –> 2013-2019 8.0675157 8339.68953
Atlantic (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3.2896956 6567.65077 16.4096691 1990-1999 –> 2000-2012 7.0149132 11889.20263
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.2571368 6544.66509 17.4967787 1990-1999 –> 2000-2012 6.9749285 11864.34190
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 3.2649377 6552.67422 16.8569169 1990-1999 –> 2000-2012 6.9464725 11855.31918
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.2738114 6557.49226 18.0106959 1990-1999 –> 2000-2012 7.0251006 11894.58826
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 3.2277706 6523.91427 15.9335715 1990-1999 –> 2000-2012 6.8802220 11811.15693
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.2894706 6569.47891 18.3245129 1990-1999 –> 2000-2012 7.0669978 11920.11072
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.2944309 6573.26397 18.4092841 1990-1999 –> 2000-2012 7.0798224 11927.93459
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.3083487 6583.85395 15.2542048 1990-1999 –> 2000-2012 6.9987596 11889.17541
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 3.3385662 6604.69367 16.8014617 1990-1999 –> 2000-2012 7.1212214 11955.95997
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.2354474 6527.88165 15.1116310 1990-1999 –> 2000-2012 6.8879724 11813.16342
Atlantic (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3.9607027 3763.37311 13.9189040 2000-2012 –> 2013-2019 7.2503983 10331.02387
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate 4.0142366 3781.39044 14.8052599 2000-2012 –> 2013-2019 7.3512284 10384.89926
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.9437707 3759.62376 14.3643903 2000-2012 –> 2013-2019 7.2009075 10304.28885
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 3.9207045 3753.75169 13.4037610 2000-2012 –> 2013-2019 7.1856423 10306.42591
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.9718753 3769.15338 14.7618185 2000-2012 –> 2013-2019 7.2456867 10326.64565
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 3.8071805 3714.32039 12.7923905 2000-2012 –> 2013-2019 7.0349510 10238.23466
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.9957853 3777.20777 15.0114685 2000-2012 –> 2013-2019 7.2852559 10346.68668
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.0015532 3779.14353 15.0604572 2000-2012 –> 2013-2019 7.2959840 10352.40750
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.9502718 3761.83415 12.7862839 2000-2012 –> 2013-2019 7.2586205 10345.68810
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.8098123 3713.24778 12.7062448 2000-2012 –> 2013-2019 7.0452597 10241.12943
Atlantic (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2.1144549 9311.58571 16.8150352 1990-1999 –> 2000-2012 3.9613534 15786.76487
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 2.1993995 9480.55715 15.9655409 1990-1999 –> 2000-2012 4.1418512 16116.14569
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.0674038 9217.04595 16.4678092 1990-1999 –> 2000-2012 3.8467757 15575.77858
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2.1270874 9341.13941 14.1479243 1990-1999 –> 2000-2012 3.9753383 15822.64630
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.1240860 9333.08170 16.6465660 1990-1999 –> 2000-2012 3.9526195 15778.48166
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.9281607 8919.91689 15.8952049 1990-1999 –> 2000-2012 3.6383052 15154.45887
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.1639482 9412.84494 16.8576835 1990-1999 –> 2000-2012 4.0339300 15929.52271
Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.1799332 9444.41851 16.9171523 1990-1999 –> 2000-2012 4.0662388 15988.73534
Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.1939659 9471.94568 13.7137680 1990-1999 –> 2000-2012 4.1246307 16090.17905
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.9507540 8967.89271 18.6204117 1990-1999 –> 2000-2012 3.7086108 15287.94049
Atlantic (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2.5206878 5486.34670 14.9695607 2000-2012 –> 2013-2019 4.6351427 14797.93240
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 2.3630156 5335.45702 12.8443570 2000-2012 –> 2013-2019 4.5624151 14816.01417
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.3488584 5323.41951 13.2797643 2000-2012 –> 2013-2019 4.4162622 14540.46547
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2.3729934 5349.29996 12.7925704 2000-2012 –> 2013-2019 4.5000808 14690.43937
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.3596927 5334.16981 13.1100755 2000-2012 –> 2013-2019 4.4837787 14667.25151
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2.2631200 5238.55536 11.8223308 2000-2012 –> 2013-2019 4.1912808 14158.47225
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.3847969 5358.89059 13.2739528 2000-2012 –> 2013-2019 4.5487450 14771.73553
Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.3941428 5368.02739 13.3139040 2000-2012 –> 2013-2019 4.5740760 14812.44590
Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.5882103 5550.09844 14.4123879 2000-2012 –> 2013-2019 4.7821761 15022.04412
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.3854413 5359.52173 13.5513600 2000-2012 –> 2013-2019 4.3361952 14327.41444
Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.0682633 7849.90573 10.7669065 1990-1999 –> 2000-2012 3.9004511 13467.58139
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 2.0435939 7804.08434 14.4479235 1990-1999 –> 2000-2012 3.5446477 12867.97764
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.0386990 7797.32640 14.7223520 1990-1999 –> 2000-2012 3.4808954 12752.49914
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.8997392 7541.51250 8.3997008 1990-1999 –> 2000-2012 3.2812558 12379.70197
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.0424220 7803.98955 14.5801203 1990-1999 –> 2000-2012 3.4986737 12786.00785
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.9917501 7714.24150 14.7368831 1990-1999 –> 2000-2012 3.4099947 12625.05766
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.0621160 7839.03507 14.5678114 1990-1999 –> 2000-2012 3.5490090 12878.69135
Atlantic (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.2241332 8115.25280 18.3884546 1990-1999 –> 2000-2012 3.9628070 13587.91815
Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.0674613 7848.48935 14.5590251 1990-1999 –> 2000-2012 3.5633558 12904.85230
Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.1365067 7968.46000 16.5166365 1990-1999 –> 2000-2012 3.8107333 13336.57435
Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.2669951 4502.21186 10.3849498 2000-2012 –> 2013-2019 4.3352584 12352.11759
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 2.3852971 4602.25397 13.8699421 2000-2012 –> 2013-2019 4.4288909 12406.33831
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.3630967 4585.49642 13.1963695 2000-2012 –> 2013-2019 4.4017957 12382.82281
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate_star 2.3685485 4588.11898 12.9739556 2000-2012 –> 2013-2019 4.5175364 12575.85161
Atlantic (27,27.25] cstar_tref ~ sal + silicate + phosphate + phosphate_star 2.3793155 4597.21723 12.7729726 2000-2012 –> 2013-2019 4.5707731 12656.41915
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2.2500255 4489.13941 9.5796022 2000-2012 –> 2013-2019 4.1497646 12030.65191
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.3534248 4577.26919 13.0320655 2000-2012 –> 2013-2019 4.3958468 12381.25874
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2.3306002 4559.71913 12.9444306 2000-2012 –> 2013-2019 4.3223503 12273.96063
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.3666942 4588.54793 13.1119369 2000-2012 –> 2013-2019 4.4288102 12427.58300
Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.3702237 4591.53724 13.1082227 2000-2012 –> 2013-2019 4.4376849 12440.02659
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.7141134 8518.42682 18.2217913 1990-1999 –> 2000-2012 4.5744465 14055.91844
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 2.4826681 8202.86215 15.4630874 1990-1999 –> 2000-2012 4.4870234 13940.28095
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.2506833 7859.74654 11.7784240 1990-1999 –> 2000-2012 3.7526495 12817.77884
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.3716564 8043.93057 13.8422521 1990-1999 –> 2000-2012 4.1562897 13468.92480
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2.2505145 7861.48261 11.8256392 1990-1999 –> 2000-2012 3.7468644 12811.36994
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.7163768 8521.35945 18.4339523 1990-1999 –> 2000-2012 4.5685122 14046.89169
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2.7139231 8520.18017 18.1737139 1990-1999 –> 2000-2012 4.5646407 14045.63865
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 2.5920191 8354.49967 14.5541445 1990-1999 –> 2000-2012 4.3194675 13689.30090
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 2.5539171 8302.40216 14.3658361 1990-1999 –> 2000-2012 4.3536131 13748.15655
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.5538658 8304.33147 14.3950791 1990-1999 –> 2000-2012 4.2652546 13615.83956
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate 2.7452379 4649.02001 15.3946796 2000-2012 –> 2013-2019 5.5168707 13237.22374
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + phosphate_star 2.7153537 4630.11401 15.6930546 2000-2012 –> 2013-2019 5.3859285 13089.64919
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 2.6878637 4610.67882 12.8973612 2000-2012 –> 2013-2019 5.2957820 12986.69163
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.6870035 4612.06750 13.2079246 2000-2012 –> 2013-2019 5.2891445 12982.27823
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 2.7028398 4621.29135 15.0226833 2000-2012 –> 2013-2019 5.1855079 12824.15350
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.6447447 4581.78998 15.3276233 2000-2012 –> 2013-2019 4.8954281 12441.53652
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.6572829 4590.82353 12.8447541 2000-2012 –> 2013-2019 5.0289394 12634.75411
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2.6408137 4580.94895 14.3570627 2000-2012 –> 2013-2019 4.8913282 12442.43156
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 3.1456553 4911.07505 13.3287450 2000-2012 –> 2013-2019 5.6995724 13213.47721
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.0323885 4843.03222 15.5672724 2000-2012 –> 2013-2019 5.5862543 13147.36369
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.9876601 8408.10410 15.9390463 1990-1999 –> 2000-2012 3.4494223 14037.27467
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.9525765 8339.12001 17.8633077 1990-1999 –> 2000-2012 3.3239766 13771.07426
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.9834959 8399.74459 15.8043360 1990-1999 –> 2000-2012 3.4357161 14008.46861
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate_star 1.9893095 8409.41042 15.9241022 1990-1999 –> 2000-2012 3.4511133 14036.66987
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.9499496 8333.75395 17.7269203 1990-1999 –> 2000-2012 3.3185124 13759.24221
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.9528629 8337.70469 17.8790203 1990-1999 –> 2000-2012 3.3245401 13768.28956
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 1.9893455 8409.48241 15.9370852 1990-1999 –> 2000-2012 3.4515478 14037.59298
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.9528903 8337.76047 17.8850018 1990-1999 –> 2000-2012 3.3264498 13772.62680
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 1.9893337 8409.45876 15.9325158 1990-1999 –> 2000-2012 3.4492766 14032.74132
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.9528915 8337.76304 17.8851630 1990-1999 –> 2000-2012 3.3234781 13765.86473
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.3799529 5180.40346 14.1059693 2000-2012 –> 2013-2019 4.3676130 13588.50756
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2.3473757 5151.25456 15.8730529 2000-2012 –> 2013-2019 4.2999522 13490.37457
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.3740985 5174.83730 13.8742018 2000-2012 –> 2013-2019 4.3575945 13574.58189
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate_star 2.3896676 5187.60973 14.3833802 2000-2012 –> 2013-2019 4.3789771 13597.02015
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2.3427834 5146.82880 15.6350540 2000-2012 –> 2013-2019 4.2927330 13480.58275
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.3547949 5156.38627 16.1730155 2000-2012 –> 2013-2019 4.3076578 13494.09096
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 2.3946591 5192.32545 14.4892809 2000-2012 –> 2013-2019 4.3840045 13601.80786
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.3594151 5160.81615 16.2885657 2000-2012 –> 2013-2019 4.3123053 13498.57662
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 2.3915672 5189.40555 14.4285513 2000-2012 –> 2013-2019 4.3809009 13598.86431
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.3565330 5158.05382 16.2223714 2000-2012 –> 2013-2019 4.3094245 13495.81687
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + phosphate_star 2.2161217 3360.62220 12.8805782 1990-1999 –> 2000-2012 4.2207926 5931.06848
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.1312145 3303.55337 11.8717788 1990-1999 –> 2000-2012 4.0578181 5827.93695
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2.0884004 3274.86946 11.8424723 1990-1999 –> 2000-2012 4.0372890 5815.16877
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.1835030 3340.20193 12.7164943 1990-1999 –> 2000-2012 4.1490152 5888.77853
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.1411702 3310.60005 11.8750181 1990-1999 –> 2000-2012 4.0846028 5845.50716
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2.1026978 3285.18551 11.7513392 1990-1999 –> 2000-2012 3.9839756 5782.76211
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.1604361 3324.14394 11.9273148 1990-1999 –> 2000-2012 4.1305484 5875.54909
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.1549960 3320.33180 11.8660221 1990-1999 –> 2000-2012 4.1216153 5869.58979
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.1616503 3324.99346 11.9321393 1990-1999 –> 2000-2012 4.1336297 5877.54487
Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.1616239 3324.97497 11.7962753 1990-1999 –> 2000-2012 4.0664929 5835.63064
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 1.9646130 1624.56003 11.0873598 2000-2012 –> 2013-2019 4.1909498 4992.13573
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.9250530 1610.89686 11.1777569 2000-2012 –> 2013-2019 4.0562675 4914.45023
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.8950345 1600.79518 12.2171499 2000-2012 –> 2013-2019 3.9834349 4875.66464
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.0014561 1640.86639 12.0167513 2000-2012 –> 2013-2019 4.1849591 4981.06832
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.9316159 1613.51749 11.1768171 2000-2012 –> 2013-2019 4.0727861 4924.11754
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.8806262 1594.91838 11.0748835 2000-2012 –> 2013-2019 3.9833241 4880.10390
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.9516171 1621.44958 11.2141483 2000-2012 –> 2013-2019 4.1120532 4945.59352
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.9467736 1619.53620 11.1560035 2000-2012 –> 2013-2019 4.1017695 4939.86800
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.9527531 1621.89764 11.2180083 2000-2012 –> 2013-2019 4.1144034 4946.89110
Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.9661559 1627.16450 11.1045281 2000-2012 –> 2013-2019 4.1277797 4952.13947
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.2151592 3387.20727 21.4785697 1990-1999 –> 2000-2012 7.0949089 6076.02692
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 3.1308215 3354.54509 20.0357327 1990-1999 –> 2000-2012 6.7923455 5989.55764
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.2195921 3389.00394 21.5396430 1990-1999 –> 2000-2012 7.0989074 6077.71564
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 3.2123703 3388.07567 21.3780172 1990-1999 –> 2000-2012 7.0916532 6078.77934
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.2245363 3391.00491 21.5915289 1990-1999 –> 2000-2012 7.1046582 6079.91704
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3.2063722 3383.63860 21.3936019 1990-1999 –> 2000-2012 7.0629432 6066.68177
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.2254898 3391.39046 21.6017712 1990-1999 –> 2000-2012 7.1058219 6080.35478
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.1391201 3355.99692 19.9845769 1990-1999 –> 2000-2012 6.8012673 5989.17351
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.2286157 3392.65358 21.5066688 1990-1999 –> 2000-2012 7.1083703 6081.47444
Atlantic (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate_star 3.2117179 3383.81081 21.3292212 1990-1999 –> 2000-2012 7.0683191 6064.86153
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.0296843 1909.54772 20.8156211 2000-2012 –> 2013-2019 6.2448435 5296.75500
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2.7538141 1839.94407 18.9385909 2000-2012 –> 2013-2019 5.8846356 5194.48916
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.0309278 1909.85547 20.8809382 2000-2012 –> 2013-2019 6.2505198 5298.85941
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 3.0289857 1911.37476 20.7183761 2000-2012 –> 2013-2019 6.2413560 5299.45043
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.0326885 1910.29105 20.9449502 2000-2012 –> 2013-2019 6.2572248 5301.29596
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3.0103911 1904.75640 20.7926453 2000-2012 –> 2013-2019 6.2167633 5288.39500
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.0329937 1910.36652 20.9550558 2000-2012 –> 2013-2019 6.2584835 5301.75697
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.7665093 1841.39365 19.0028038 2000-2012 –> 2013-2019 5.9056294 5197.39058
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.0294887 1909.49930 20.6606437 2000-2012 –> 2013-2019 6.2581044 5302.15287
Atlantic (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate_star 3.0229818 1905.88667 20.8632598 2000-2012 –> 2013-2019 6.2346997 5289.69748
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.8045999 3610.89277 25.2437937 1990-1999 –> 2000-2012 5.8521036 6421.61328
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2.7006426 3557.44469 17.7360743 1990-1999 –> 2000-2012 5.5497487 6295.84669
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.6419355 3994.41418 15.1899916 1990-1999 –> 2000-2012 7.7642173 7138.63547
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 3.6195024 3987.34385 18.9892655 1990-1999 –> 2000-2012 7.6953589 7121.06131
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate_star 3.4812873 3926.18809 28.5432080 1990-1999 –> 2000-2012 7.5757177 7060.92513
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3.4696206 3923.26018 30.8676062 1990-1999 –> 2000-2012 7.5595075 7058.77144
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate_star 2.8674157 3641.40934 23.9821335 1990-1999 –> 2000-2012 5.9529871 6463.83497
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.7006565 3555.45225 17.7461268 1990-1999 –> 2000-2012 5.5621178 6296.63140
Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + phosphate_star 3.4883352 3927.15710 28.0003328 1990-1999 –> 2000-2012 7.5959771 7063.45066
Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate_star 3.4873826 3928.75616 28.3912596 1990-1999 –> 2000-2012 7.5792506 7062.80203
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.2079249 1654.55582 17.1754449 2000-2012 –> 2013-2019 5.0125249 5265.44859
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.6253204 1429.24548 17.7886714 2000-2012 –> 2013-2019 4.3259630 4986.69017
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.7059856 2038.83474 15.4825157 2000-2012 –> 2013-2019 7.3479211 6033.24892
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 3.6889606 2037.41818 15.7531646 2000-2012 –> 2013-2019 7.3084630 6024.76203
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate_star 3.5736134 2009.84671 18.6496141 2000-2012 –> 2013-2019 7.0549007 5936.03480
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3.5130399 1999.16184 19.0033544 2000-2012 –> 2013-2019 6.9826605 5922.42202
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate_star 2.3549206 1700.38060 16.2629443 2000-2012 –> 2013-2019 5.2223363 5341.78994
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.6289893 1428.91854 17.6973562 2000-2012 –> 2013-2019 4.3296458 4984.37079
Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + phosphate_star 3.5736166 2007.84736 18.6558890 2000-2012 –> 2013-2019 7.0619518 5935.00446
Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate_star 3.5277605 2000.26453 19.2924013 2000-2012 –> 2013-2019 7.0151432 5929.02069
Atlantic (28.05,28.1] cstar_tref ~ aou + silicate + phosphate + phosphate_star 0.1477371 -391.58658 0.7902700 1990-1999 –> 2000-2012 0.2947145 -709.61870
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.1210088 -552.83593 0.4907036 1990-1999 –> 2000-2012 0.2424822 -995.03438
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.1301894 -491.01803 0.5285231 1990-1999 –> 2000-2012 0.2529181 -924.41068
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.1256242 -522.21678 0.4975433 1990-1999 –> 2000-2012 0.2489435 -954.43134
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 0.1042047 -673.13201 0.4337542 1990-1999 –> 2000-2012 0.2191845 -1149.69994
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.1311055 -487.28236 0.5247470 1990-1999 –> 2000-2012 0.2571811 -904.86340
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.1307462 -489.52696 0.5294332 1990-1999 –> 2000-2012 0.2556436 -913.32385
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.1312033 -486.67251 0.5244465 1990-1999 –> 2000-2012 0.2571879 -904.73104
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 0.1343328 -469.38985 0.5909933 1990-1999 –> 2000-2012 0.2634238 -873.32426
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.1067942 -655.05277 0.4432560 1990-1999 –> 2000-2012 0.2224495 -1129.74314
Atlantic (28.05,28.1] cstar_tref ~ aou + silicate + phosphate + phosphate_star 0.1719962 -136.14333 0.7153884 2000-2012 –> 2013-2019 0.3197334 -527.72991
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.1192487 -293.10076 0.5893991 2000-2012 –> 2013-2019 0.2402575 -845.93669
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.1179911 -295.70215 0.5949130 2000-2012 –> 2013-2019 0.2481805 -786.72018
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.1198306 -290.98820 0.5979588 2000-2012 –> 2013-2019 0.2454548 -813.20498
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 0.1179205 -295.96195 0.5656930 2000-2012 –> 2013-2019 0.2221252 -969.09396
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.1212919 -285.72774 0.6086563 2000-2012 –> 2013-2019 0.2523973 -773.01011
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.1189479 -294.19691 0.6131857 2000-2012 –> 2013-2019 0.2496941 -783.72388
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.1211861 -286.10637 0.6087382 2000-2012 –> 2013-2019 0.2523894 -772.77888
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 0.1306746 -255.39021 0.5128206 2000-2012 –> 2013-2019 0.2650074 -724.78006
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.1205182 -288.50479 0.5157633 2000-2012 –> 2013-2019 0.2273125 -943.55755
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.1856637 -303.85565 1.0501042 1990-1999 –> 2000-2012 0.3722039 -500.59346
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.1462218 -590.43043 0.5791654 1990-1999 –> 2000-2012 0.3104792 -890.20978
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.1305447 -724.52094 0.6408946 1990-1999 –> 2000-2012 0.2777767 -1110.93519
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.1863181 -299.63361 1.0241429 1990-1999 –> 2000-2012 0.3730419 -495.57451
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 0.1841697 -311.55073 1.1359055 1990-1999 –> 2000-2012 0.3706494 -506.55149
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.1792358 -346.13708 0.7660562 1990-1999 –> 2000-2012 0.3579736 -577.48354
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + phosphate_star 0.1620427 -469.14848 1.0465318 1990-1999 –> 2000-2012 0.3436372 -689.65099
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.1523291 -541.32839 0.8462439 1990-1999 –> 2000-2012 0.3192615 -828.02275
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.1862512 -300.06456 0.9720727 1990-1999 –> 2000-2012 0.3728924 -496.36393
Atlantic (28.1,28.15] cstar_tref ~ temp + nitrate + silicate + phosphate_star 0.1850378 -309.90810 0.8520184 1990-1999 –> 2000-2012 0.3694275 -518.03771
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.1079081 -470.52195 0.4886804 2000-2012 –> 2013-2019 0.3210311 -608.85882
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.1289768 -363.51035 0.7784213 2000-2012 –> 2013-2019 0.3146405 -667.36600
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.1285981 -365.27469 0.5784177 2000-2012 –> 2013-2019 0.2748199 -955.70512
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.0926983 -559.67983 0.4188784 2000-2012 –> 2013-2019 0.2232431 -1284.20077
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.1327885 -346.03533 0.8004139 2000-2012 –> 2013-2019 0.3191066 -645.66894
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 0.1114790 -448.98841 0.5250248 2000-2012 –> 2013-2019 0.2956487 -760.53913
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.1419750 -305.89960 0.6830005 2000-2012 –> 2013-2019 0.3212108 -652.03668
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + phosphate_star 0.1323874 -349.85057 0.7485413 2000-2012 –> 2013-2019 0.2944301 -818.99905
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.1150598 -432.01860 0.7844711 2000-2012 –> 2013-2019 0.2673889 -973.34699
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.1358330 -332.43426 0.7020793 2000-2012 –> 2013-2019 0.3220842 -632.49882
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate 0.2067658 -356.97502 1.1215841 1990-1999 –> 2000-2012 0.4359501 -442.63452
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.1937185 -507.10710 0.9301837 1990-1999 –> 2000-2012 0.4224680 -594.11215
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate 0.2062234 -361.10558 1.1249630 1990-1999 –> 2000-2012 0.4284054 -499.43954
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.1399670 -1263.65546 0.6793611 1990-1999 –> 2000-2012 0.3174363 -1795.90872
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 0.1905543 -545.54437 0.9672329 1990-1999 –> 2000-2012 0.4196094 -630.19803
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.1904900 -544.33198 0.9741278 1990-1999 –> 2000-2012 0.4185027 -635.02220
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.1553963 -1019.58484 0.7410565 1990-1999 –> 2000-2012 0.3545767 -1348.47948
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.1387555 -1281.94578 0.6700864 1990-1999 –> 2000-2012 0.3149127 -1825.27424
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate_star 0.2316081 -90.15938 0.9733357 1990-1999 –> 2000-2012 0.4947730 69.78568
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.1933738 -509.26301 0.8011848 1990-1999 –> 2000-2012 0.4179539 -626.68058
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate 0.2246267 -75.38479 1.1638056 2000-2012 –> 2013-2019 0.4313924 -432.35981
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.2244180 -74.45156 1.1699094 2000-2012 –> 2013-2019 0.4181365 -581.55866
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate 0.2158617 -119.07708 1.0385117 2000-2012 –> 2013-2019 0.4220851 -480.18266
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.1645291 -428.81746 0.8755753 2000-2012 –> 2013-2019 0.3044960 -1692.47292
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 0.2245236 -73.91140 1.1542648 2000-2012 –> 2013-2019 0.4150780 -619.45577
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.2182421 -104.48696 1.0344976 2000-2012 –> 2013-2019 0.4087322 -648.81893
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.1978191 -217.28032 0.9886506 2000-2012 –> 2013-2019 0.3532154 -1236.86516
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.1573404 -478.10488 0.8089314 2000-2012 –> 2013-2019 0.2960959 -1760.05066
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate_star 0.2456825 29.47626 1.2208786 2000-2012 –> 2013-2019 0.4772906 -60.68312
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.2107618 -144.52494 1.0754262 2000-2012 –> 2013-2019 0.4041357 -653.78795
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate 0.2027644 -323.74545 1.3236913 1990-1999 –> 2000-2012 0.4631979 -203.00836
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.1612281 -754.52137 0.7013582 1990-1999 –> 2000-2012 0.3878546 -841.18492
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 0.1811854 -534.19076 0.8314641 1990-1999 –> 2000-2012 0.4196262 -544.32228
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.1540245 -838.81929 0.7940144 1990-1999 –> 2000-2012 0.3790100 -934.42735
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 0.1737092 -613.74751 0.8205860 1990-1999 –> 2000-2012 0.4251965 -543.65227
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.1562692 -811.50230 0.7844382 1990-1999 –> 2000-2012 0.3478305 -1149.31754
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.1737076 -611.76551 0.8224647 1990-1999 –> 2000-2012 0.4107978 -628.45179
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.1499901 -886.93092 0.7869164 1990-1999 –> 2000-2012 0.3344105 -1279.95905
Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate 0.1896512 -447.97397 1.0756693 1990-1999 –> 2000-2012 0.5192442 29.44326
Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.1892035 -450.43634 1.1010920 1990-1999 –> 2000-2012 0.5165246 18.56391
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate 0.1818778 -343.42619 1.3962817 2000-2012 –> 2013-2019 0.3846422 -667.17164
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.1636319 -472.30195 0.5912036 2000-2012 –> 2013-2019 0.3248601 -1226.82331
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 0.1754959 -385.64723 0.8287117 2000-2012 –> 2013-2019 0.3566813 -919.83799
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.1561529 -528.22083 0.5061359 2000-2012 –> 2013-2019 0.3101774 -1367.04012
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 0.1698736 -425.95757 0.5784002 2000-2012 –> 2013-2019 0.3435828 -1039.70509
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.1611112 -489.52204 0.6063632 2000-2012 –> 2013-2019 0.3173804 -1301.02434
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.1695359 -426.42099 0.5536780 2000-2012 –> 2013-2019 0.3432435 -1038.18650
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.1531156 -550.53777 0.6408629 2000-2012 –> 2013-2019 0.3031057 -1437.46868
Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate 0.1865046 -310.32673 0.5695925 2000-2012 –> 2013-2019 0.3761558 -758.30070
Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.1864053 -308.98588 0.5676698 2000-2012 –> 2013-2019 0.3756088 -759.42222
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 6.0837132 31283.72238 63.6717482 1990-1999 –> 2000-2012 12.1373040 54373.74457
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.9606796 31087.58512 61.6153894 1990-1999 –> 2000-2012 11.8775903 54015.91067
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5.8529522 30910.70998 37.6186313 1990-1999 –> 2000-2012 11.8009434 53876.58921
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 5.6768717 30616.47621 32.4967238 1990-1999 –> 2000-2012 11.4574202 53379.67346
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 6.0837034 31285.70677 63.6051352 1990-1999 –> 2000-2012 12.1346279 54374.57118
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 6.0468752 31226.82076 66.8391133 1990-1999 –> 2000-2012 12.0861337 54301.85205
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 5.9597631 31088.09396 62.2394180 1990-1999 –> 2000-2012 11.8758738 54017.45025
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.0957510 31304.89279 67.2549537 1990-1999 –> 2000-2012 12.1933707 54448.86057
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6.0605381 31248.70862 57.8052443 1990-1999 –> 2000-2012 12.3667954 54633.83570
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6.1003004 31312.12803 67.3246057 1990-1999 –> 2000-2012 12.2101453 54470.45258
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 6.0467432 17050.51851 24.2960391 2000-2012 –> 2013-2019 12.1304564 48334.24089
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.9589690 16975.10785 20.4058639 2000-2012 –> 2013-2019 11.9196486 48062.69297
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5.7925393 16825.14624 30.2853066 2000-2012 –> 2013-2019 11.6454915 47735.85622
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 5.7176661 16758.27097 28.2219868 2000-2012 –> 2013-2019 11.3945378 47374.74718
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 6.0463409 17052.16625 24.0209227 2000-2012 –> 2013-2019 12.1300443 48337.87302
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 6.0327655 17040.26663 19.2296680 2000-2012 –> 2013-2019 12.0796407 48267.08739
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 5.9577413 16976.01704 19.9053842 2000-2012 –> 2013-2019 11.9175044 48064.11100
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.0785833 17080.32171 19.4707876 2000-2012 –> 2013-2019 12.1743342 48385.21450
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate_star 5.9576595 16971.94435 20.6918724 2000-2012 –> 2013-2019 12.0287802 48235.57231
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5.9531118 16969.90168 20.5868856 2000-2012 –> 2013-2019 12.0136499 48218.61030
Indo-Pacific (26,26.5] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.4655227 30401.34569 43.9928445 1990-1999 –> 2000-2012 8.8658217 55207.76886
Indo-Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.0651533 29424.16922 46.3858504 1990-1999 –> 2000-2012 8.0121917 53303.36509
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 4.0369663 29353.63951 46.3448501 1990-1999 –> 2000-2012 7.8619830 52966.40525
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.1267294 29580.88081 42.5143629 1990-1999 –> 2000-2012 8.1262513 53572.98980
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 4.0623774 29419.04880 45.8698653 1990-1999 –> 2000-2012 8.0013819 53282.82812
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.1949147 29751.70740 40.6595729 1990-1999 –> 2000-2012 8.2663867 53896.22543
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.2041168 29774.54886 40.4537398 1990-1999 –> 2000-2012 8.2898925 53949.04462
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4.3148999 30045.67585 46.6769259 1990-1999 –> 2000-2012 8.4927975 54410.76258
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 4.4495704 30364.04115 42.2575595 1990-1999 –> 2000-2012 8.8220195 55116.19125
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.4467395 30359.40704 42.8462783 1990-1999 –> 2000-2012 8.8179489 55111.13316
Indo-Pacific (26,26.5] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.4906172 16509.40524 44.3842755 2000-2012 –> 2013-2019 8.9561399 46910.75093
Indo-Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.1153467 16018.52083 45.4759232 2000-2012 –> 2013-2019 8.1805000 45442.69005
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 4.1072525 16009.40125 48.5848844 2000-2012 –> 2013-2019 8.1442189 45363.04076
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.2579641 16210.93716 42.6080320 2000-2012 –> 2013-2019 8.3846935 45791.81797
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 4.1038895 16004.77480 46.1899389 2000-2012 –> 2013-2019 8.1662670 45423.82360
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.3523109 16334.71771 41.0862615 2000-2012 –> 2013-2019 8.5472256 46086.42511
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.3595277 16344.07522 40.9601122 2000-2012 –> 2013-2019 8.5636445 46118.62408
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4.3289200 16304.28142 48.9397964 2000-2012 –> 2013-2019 8.6438199 46349.95726
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 4.5126870 16537.09513 42.7975180 2000-2012 –> 2013-2019 8.9622574 46901.13627
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.4892977 16509.74545 44.1526082 2000-2012 –> 2013-2019 8.9360372 46869.15249
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.6345743 23255.49503 28.2101771 1990-1999 –> 2000-2012 7.1355924 41385.60323
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3.7011548 23411.21044 38.4226522 1990-1999 –> 2000-2012 7.3312050 41786.70485
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 3.6196635 23222.23156 38.3894751 1990-1999 –> 2000-2012 7.1749079 41458.54819
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.8274006 23698.92510 33.4397204 1990-1999 –> 2000-2012 7.5078712 42167.94380
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.8142999 23669.51342 27.8737743 1990-1999 –> 2000-2012 7.4577478 42069.98529
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 3.5334938 23015.55370 41.2318410 1990-1999 –> 2000-2012 7.0228134 41124.96880
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 3.7187975 23450.00298 34.9930279 1990-1999 –> 2000-2012 7.4239378 41962.31546
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3.6757445 23352.11514 32.8395079 1990-1999 –> 2000-2012 7.3601322 41828.34583
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.7388012 23498.02118 38.6256274 1990-1999 –> 2000-2012 7.5783002 42253.84235
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.6483093 23287.85008 33.0480082 1990-1999 –> 2000-2012 7.3385065 41774.76302
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.8503468 12676.25764 38.7708468 2000-2012 –> 2013-2019 7.4849211 35931.75268
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3.8380110 12661.57344 52.6641407 2000-2012 –> 2013-2019 7.5391658 36072.78388
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 3.6739832 12463.70366 55.0487644 2000-2012 –> 2013-2019 7.2936468 35685.93522
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 3.6439927 12426.19666 36.3789614 2000-2012 –> 2013-2019 7.1774865 35441.75035
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 3.8620456 12688.14012 47.1778641 2000-2012 –> 2013-2019 7.5808430 36138.14310
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3.7744841 12585.19741 44.2858854 2000-2012 –> 2013-2019 7.4502286 35937.31255
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 3.9287787 12766.53445 51.9131126 2000-2012 –> 2013-2019 7.7574432 36466.29193
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.7549359 12561.43661 54.4504468 2000-2012 –> 2013-2019 7.4937371 36059.45779
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.8078603 12625.48335 34.8263061 2000-2012 –> 2013-2019 7.4561696 35913.33343
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 3.8726721 12700.71378 42.5287212 2000-2012 –> 2013-2019 7.6672905 36323.85087
Indo-Pacific (26.75,27] cstar_tref ~ aou + phosphate + phosphate_star 4.1971664 27339.36879 27.2326469 1990-1999 –> 2000-2012 8.0191509 47704.97725
Indo-Pacific (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.1941303 27334.43774 27.1350375 1990-1999 –> 2000-2012 8.0143719 47698.68210
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + phosphate + phosphate_star 3.9389706 26733.25954 18.6245607 1990-1999 –> 2000-2012 7.4637122 46503.68743
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.9388896 26735.06249 18.6208614 1990-1999 –> 2000-2012 7.4632634 46506.72080
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 4.2896165 27554.05138 27.2499044 1990-1999 –> 2000-2012 8.1118216 47926.08560
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.7138465 26171.58176 24.5830579 1990-1999 –> 2000-2012 7.0986946 45645.29576
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.2833176 27537.97670 27.1364912 1990-1999 –> 2000-2012 8.1237900 47943.17880
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 3.7077336 26157.80368 24.0093884 1990-1999 –> 2000-2012 7.0861338 45619.45357
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 3.7456751 26251.31784 24.5846438 1990-1999 –> 2000-2012 7.1992797 45871.35942
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.7404148 26239.85744 24.0504296 1990-1999 –> 2000-2012 7.1879759 45848.98036
Indo-Pacific (26.75,27] cstar_tref ~ aou + phosphate + phosphate_star 4.6361462 15329.24053 21.1454106 2000-2012 –> 2013-2019 8.8333127 42668.60932
Indo-Pacific (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.6207872 15314.02476 20.8860072 2000-2012 –> 2013-2019 8.8149175 42648.46250
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + phosphate + phosphate_star 4.4245386 15088.87029 14.6761406 2000-2012 –> 2013-2019 8.3635092 41822.12983
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.4206474 15086.30567 14.9575686 2000-2012 –> 2013-2019 8.3595370 41821.36816
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4.7512919 15460.51817 22.7833911 2000-2012 –> 2013-2019 9.0554166 43044.90936
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 4.7405901 15450.81959 22.6459065 2000-2012 –> 2013-2019 9.0302066 43004.87096
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.1082203 14706.04479 24.8854612 2000-2012 –> 2013-2019 7.8220668 40877.62655
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 4.1080033 14707.77079 24.8172481 2000-2012 –> 2013-2019 7.8157369 40865.57447
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 4.1158173 14713.62963 25.0060610 2000-2012 –> 2013-2019 7.8614923 40964.94747
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.1156949 14715.47534 24.9554630 2000-2012 –> 2013-2019 7.8561096 40955.33278
Indo-Pacific (27,27.25] cstar_tref ~ aou + phosphate + phosphate_star 4.1475398 25702.42596 45.2579136 1990-1999 –> 2000-2012 8.0104156 44423.37304
Indo-Pacific (27,27.25] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.0366931 25459.48254 39.0541340 1990-1999 –> 2000-2012 7.6978243 43820.14653
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + phosphate_star 4.1048791 25610.94013 46.5044194 1990-1999 –> 2000-2012 7.9128528 44237.20570
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.9991093 25376.90210 40.3768785 1990-1999 –> 2000-2012 7.6119347 43649.85936
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 4.1860770 25792.05244 47.4378796 1990-1999 –> 2000-2012 8.0734833 44561.75398
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.6478560 24545.65250 37.9748366 1990-1999 –> 2000-2012 6.8707231 42047.17616
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 3.2724911 23565.79886 24.2551336 1990-1999 –> 2000-2012 6.0979622 40180.52135
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4.1862269 25790.37615 47.5865904 1990-1999 –> 2000-2012 8.0737648 44558.30640
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + phosphate_star 3.6510474 24551.55955 37.5062127 1990-1999 –> 2000-2012 6.8880713 42080.68589
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.2728301 23564.73553 24.4480725 1990-1999 –> 2000-2012 6.1045679 40192.42133
Indo-Pacific (27,27.25] cstar_tref ~ aou + phosphate + phosphate_star 4.9021264 14451.31647 43.5497534 2000-2012 –> 2013-2019 9.0496662 40153.74243
Indo-Pacific (27,27.25] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.7270511 14278.75249 36.3367363 2000-2012 –> 2013-2019 8.7637443 39738.23503
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + phosphate_star 4.8810235 14432.60859 44.5189108 2000-2012 –> 2013-2019 8.9859025 40043.54872
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.7114613 14264.89596 37.2734587 2000-2012 –> 2013-2019 8.7105706 39641.79806
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 4.9383398 14492.64515 39.3739503 2000-2012 –> 2013-2019 9.1244168 40284.69759
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.2363766 13754.70491 36.1652945 2000-2012 –> 2013-2019 7.8842326 38300.35742
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 3.7864597 13217.77601 23.4724399 2000-2012 –> 2013-2019 7.0589508 36783.57487
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4.9504914 14502.44180 40.6359010 2000-2012 –> 2013-2019 9.1367182 40292.81795
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + phosphate_star 4.2368201 13753.20739 36.3372298 2000-2012 –> 2013-2019 7.8878675 38304.76694
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.7954530 13227.16304 24.3845530 2000-2012 –> 2013-2019 7.0682831 36791.89857
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3.1485491 18801.37532 28.6100212 1990-1999 –> 2000-2012 5.8031041 32252.53476
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 3.1851097 18883.90775 26.7766743 1990-1999 –> 2000-2012 5.8215762 32294.70890
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.1839671 18883.28073 26.9112992 1990-1999 –> 2000-2012 5.8150882 32284.69607
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 3.0086183 18470.51138 27.0632479 1990-1999 –> 2000-2012 5.5525066 31684.77846
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.1764122 18865.88636 27.1610010 1990-1999 –> 2000-2012 5.7990894 32249.26916
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2.8512018 18077.02444 27.7746711 1990-1999 –> 2000-2012 5.2626708 30991.39428
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.2224198 18971.17871 27.1586158 1990-1999 –> 2000-2012 5.8826872 32434.39725
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.2120196 18947.50896 27.2271102 1990-1999 –> 2000-2012 5.8649151 32395.16007
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.1050602 18699.53642 28.2888528 1990-1999 –> 2000-2012 5.7420199 32113.38681
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.8566260 18088.94079 27.7977462 1990-1999 –> 2000-2012 5.2756422 31018.84074
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3.4772428 10328.23967 22.8259481 2000-2012 –> 2013-2019 6.6257919 29129.61500
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.4557733 10304.27115 42.7028464 2000-2012 –> 2013-2019 6.6397404 29187.55188
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2.9454435 9687.89604 65.9382231 2000-2012 –> 2013-2019 5.9540618 28158.40743
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.2141819 10023.79908 64.0192901 2000-2012 –> 2013-2019 6.5728546 29298.20597
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 3.0866353 9869.09796 45.4690768 2000-2012 –> 2013-2019 5.9378371 27946.12240
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.9454568 9685.91354 66.1643105 2000-2012 –> 2013-2019 6.2179086 28769.90162
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.9730395 9721.98537 71.2822929 2000-2012 –> 2013-2019 6.0780997 28421.52180
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + phosphate + phosphate_star 3.2193275 10027.98967 62.9654242 2000-2012 –> 2013-2019 6.5812764 29307.53503
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.0875050 9868.18813 46.2965642 2000-2012 –> 2013-2019 5.9441309 27957.12892
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate_star 2.9780613 9726.51678 67.4723239 2000-2012 –> 2013-2019 6.2765898 28866.61926
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.8001697 12941.93086 13.1635983 1990-1999 –> 2000-2012 3.3436430 22009.56095
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.8431805 13094.03752 10.9147527 1990-1999 –> 2000-2012 3.4142150 22248.14497
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate_star 1.8474011 13106.77178 12.3209905 1990-1999 –> 2000-2012 3.4251337 22279.66659
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1.8586113 13145.74434 14.0415505 1990-1999 –> 2000-2012 3.4310231 22302.13333
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.7993363 12940.94803 12.3645073 1990-1999 –> 2000-2012 3.3274661 21961.76364
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.8388594 13078.91725 10.8204906 1990-1999 –> 2000-2012 3.4091880 22230.82884
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.8328331 13059.77095 12.1268568 1990-1999 –> 2000-2012 3.4029301 22212.96206
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.8422194 13090.67746 10.8838701 1990-1999 –> 2000-2012 3.4136752 22246.09525
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.8412918 13087.43290 10.8646626 1990-1999 –> 2000-2012 3.4125187 22242.13879
Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.9078248 13316.10035 16.2317498 1990-1999 –> 2000-2012 3.5235990 22607.40631
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.0456497 7459.67312 14.7938054 2000-2012 –> 2013-2019 3.8458194 20401.60398
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.1162216 7577.97478 10.9691967 2000-2012 –> 2013-2019 3.9594021 20672.01230
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate_star 2.1352410 7607.18293 13.4761493 2000-2012 –> 2013-2019 3.9826421 20713.95470
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 2.1604572 7648.13331 15.6254646 2000-2012 –> 2013-2019 4.0190685 20793.87764
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2.0346864 7442.92955 11.9692708 2000-2012 –> 2013-2019 3.8340228 20383.87758
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.1091319 7566.26977 10.8248465 2000-2012 –> 2013-2019 3.9479913 20645.18702
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2.0978316 7549.53153 11.8221361 2000-2012 –> 2013-2019 3.9306647 20609.30248
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.1135619 7573.58833 10.9046245 2000-2012 –> 2013-2019 3.9557813 20664.26579
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.1120069 7571.02118 10.8741142 2000-2012 –> 2013-2019 3.9532987 20658.45408
Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.1934216 7702.95155 16.5126178 2000-2012 –> 2013-2019 4.1012464 21019.05191
Indo-Pacific (27.75,27.85] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1.6267007 4299.35781 8.1506026 1990-1999 –> 2000-2012 3.0122519 7358.19173
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5880953 4247.31629 7.4644161 1990-1999 –> 2000-2012 2.9312434 7253.88128
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.5991893 4264.97952 7.4167109 1990-1999 –> 2000-2012 2.9529661 7287.30667
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.3964786 3958.00766 8.0234164 1990-1999 –> 2000-2012 2.4914721 6607.92120
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.6032663 4268.70839 7.5995048 1990-1999 –> 2000-2012 2.9628667 7296.53024
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.3124622 3820.39770 6.7524250 1990-1999 –> 2000-2012 2.3327912 6349.00283
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.6003452 4264.60531 7.5880131 1990-1999 –> 2000-2012 2.9557696 7287.05599
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.6018536 4266.72492 7.5880199 1990-1999 –> 2000-2012 2.9586160 7290.89851
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.6285161 4303.86754 7.8155276 1990-1999 –> 2000-2012 3.0144141 7365.13829
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.5187578 4146.87036 7.3678402 1990-1999 –> 2000-2012 2.7747858 7036.34537
Indo-Pacific (27.75,27.85] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1.5999990 2463.84608 7.5816787 2000-2012 –> 2013-2019 3.2266996 6763.20389
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5535562 2427.61172 6.8243011 2000-2012 –> 2013-2019 3.1416515 6674.92801
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.5654450 2439.50701 6.9011585 2000-2012 –> 2013-2019 3.1646343 6704.48654
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.4090766 2300.91129 8.5536346 2000-2012 –> 2013-2019 2.8055551 6258.91895
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.5700111 2441.28758 6.9310799 2000-2012 –> 2013-2019 3.1732774 6709.99597
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.2942139 2192.54097 7.0650162 2000-2012 –> 2013-2019 2.6066761 6012.93867
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.5672990 2439.04339 6.9255151 2000-2012 –> 2013-2019 3.1676442 6703.64870
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate 1.5800997 2447.60156 6.8116654 2000-2012 –> 2013-2019 3.2089728 6749.96219
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.5691902 2440.60873 6.9337316 2000-2012 –> 2013-2019 3.1710438 6707.33366
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.5067948 2387.94239 7.5153393 2000-2012 –> 2013-2019 3.0255525 6534.81275
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.1915206 5389.53719 19.2567263 1990-1999 –> 2000-2012 2.3746294 9628.35520
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.2035964 5423.53991 18.8397797 1990-1999 –> 2000-2012 2.3817948 9651.28626
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.2311070 5499.74581 14.7185210 1990-1999 –> 2000-2012 2.3971550 9699.89736
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.1874505 5379.99937 17.7320057 1990-1999 –> 2000-2012 2.3293163 9526.36410
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.1543559 5282.68607 13.7360023 1990-1999 –> 2000-2012 2.1693096 9113.41266
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2096558 5440.47315 19.3998664 1990-1999 –> 2000-2012 2.4029790 9702.17480
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.0579571 4990.63863 11.4215028 1990-1999 –> 2000-2012 1.9482429 8474.49458
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.2079627 5435.75038 19.5026523 1990-1999 –> 2000-2012 2.4012891 9697.45918
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.2081907 5436.38672 19.5549739 1990-1999 –> 2000-2012 2.4026605 9700.64497
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.2182393 5464.31587 17.6669688 1990-1999 –> 2000-2012 2.3871488 9670.99189
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5004527 3783.84136 9.4245765 2000-2012 –> 2013-2019 2.7040492 9207.38127
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.4753024 3748.91799 8.3035747 2000-2012 –> 2013-2019 2.7064094 9248.66381
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.4733653 3748.20340 8.4734314 2000-2012 –> 2013-2019 2.6608158 9128.20277
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.2927628 3476.03781 9.5445190 2000-2012 –> 2013-2019 2.4471186 8758.72388
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.5211489 3812.14362 9.8427542 2000-2012 –> 2013-2019 2.7308047 9252.61677
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.1922095 3310.74704 7.6819166 2000-2012 –> 2013-2019 2.2501667 8301.38567
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.5235717 3815.43162 9.9547409 2000-2012 –> 2013-2019 2.7315345 9251.18200
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.5255680 3818.13681 10.0007962 2000-2012 –> 2013-2019 2.7337587 9254.52353
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 1.5117547 3797.34499 8.3125381 2000-2012 –> 2013-2019 2.7812098 9398.52354
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.5084603 3794.83780 8.3111589 2000-2012 –> 2013-2019 2.7266996 9259.15367
Indo-Pacific (27.95,28.05] cstar_tref ~ aou + silicate + phosphate + phosphate_star 0.7302519 3091.54882 3.9560681 1990-1999 –> 2000-2012 1.3153134 5134.21947
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.6534120 2783.57429 4.1710038 1990-1999 –> 2000-2012 1.1878445 4620.06859
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.6543028 2789.37282 3.2724212 1990-1999 –> 2000-2012 1.1934552 4648.09030
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.7309031 3096.03423 3.1728331 1990-1999 –> 2000-2012 1.3399905 5233.26771
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.6561435 2795.20494 4.2518623 1990-1999 –> 2000-2012 1.1938209 4645.62174
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 0.6163084 2622.58683 3.3729521 1990-1999 –> 2000-2012 1.1109249 4283.00860
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.6583807 2804.69479 4.3210777 1990-1999 –> 2000-2012 1.1984336 4665.25059
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.6934655 2949.44275 6.4209659 1990-1999 –> 2000-2012 1.2451558 4859.03370
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.6588552 2806.70363 4.3361019 1990-1999 –> 2000-2012 1.1994730 4669.66383
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.6258207 2663.28889 3.2635429 1990-1999 –> 2000-2012 1.1354198 4390.34673
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 0.7152760 1481.70295 4.3556768 2000-2012 –> 2013-2019 1.4573324 4617.95935
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.6594527 1373.51672 4.0261374 2000-2012 –> 2013-2019 1.3128646 4157.09101
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.6597168 1376.05976 4.0123273 2000-2012 –> 2013-2019 1.3140196 4165.43258
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.7480916 1544.52906 3.6352855 2000-2012 –> 2013-2019 1.4789948 4640.56329
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.6607770 1376.23721 4.0294416 2000-2012 –> 2013-2019 1.3169205 4171.44215
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 0.6450747 1345.62500 4.0383901 2000-2012 –> 2013-2019 1.2613831 3968.21183
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.6621614 1379.07513 4.0321832 2000-2012 –> 2013-2019 1.3205421 4183.76992
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.6621014 1378.95224 4.0098553 2000-2012 –> 2013-2019 1.3555669 4328.39499
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.6624342 1379.63368 4.0326126 2000-2012 –> 2013-2019 1.3212894 4186.33731
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.6450792 1343.63435 4.0369292 2000-2012 –> 2013-2019 1.2708998 4006.92324
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 0.4658342 1428.13826 2.7318673 1990-1999 –> 2000-2012 1.0091189 2648.51052
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.4490209 1350.66234 2.6364793 1990-1999 –> 2000-2012 0.9535640 2462.50816
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.4458408 1337.29595 2.4518222 1990-1999 –> 2000-2012 0.9462788 2438.93627
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.4493103 1352.05520 2.6371565 1990-1999 –> 2000-2012 0.9541158 2464.67780
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 0.4421730 1319.43636 2.6431817 1990-1999 –> 2000-2012 0.9443276 2426.19280
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.4497166 1354.00926 2.6369902 1990-1999 –> 2000-2012 0.9547499 2467.30592
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.4466304 1339.12159 2.3846430 1990-1999 –> 2000-2012 0.9500639 2447.67801
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.4497989 1354.40491 2.6371940 1990-1999 –> 2000-2012 0.9548881 2467.86704
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.5231923 1681.18818 2.6643580 1990-1999 –> 2000-2012 1.0661762 2902.73303
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.4423373 1318.23925 2.6431615 1990-1999 –> 2000-2012 0.9444950 2423.00487
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.4646154 674.22189 2.1624309 2000-2012 –> 2013-2019 0.9794137 2320.44208
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 0.4408406 619.06494 2.1366991 2000-2012 –> 2013-2019 0.9066748 2047.20320
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.4368327 611.82225 2.1703268 2000-2012 –> 2013-2019 0.8858536 1962.48459
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.4292488 596.09868 2.1167524 2000-2012 –> 2013-2019 0.8750896 1933.39463
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.4368851 611.94369 2.1721342 2000-2012 –> 2013-2019 0.8861954 1963.99889
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 0.4358214 611.47676 2.0908422 2000-2012 –> 2013-2019 0.8779944 1930.91311
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.4370222 612.26127 2.1776229 2000-2012 –> 2013-2019 0.8867388 1966.27053
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.4292558 594.11502 2.1176070 2000-2012 –> 2013-2019 0.8758862 1933.23661
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.4370497 612.32500 2.1786713 2000-2012 –> 2013-2019 0.8868486 1966.72991
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.4373064 612.91925 2.0303744 2000-2012 –> 2013-2019 0.8796437 1931.15850
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.7723765 21532.55003 5.0006758 1990-1999 –> 2000-2012 1.5350631 38401.93468
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.6544375 18462.54659 3.0025228 1990-1999 –> 2000-2012 1.2917739 32697.78236
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.7715892 21513.64385 4.9706034 1990-1999 –> 2000-2012 1.5326803 38352.28037
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 0.7696605 21469.24150 4.8225777 1990-1999 –> 2000-2012 1.5213866 38128.09995
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.7711396 21502.83741 4.9531272 1990-1999 –> 2000-2012 1.5311587 38320.77927
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.7407771 20758.09164 4.0099928 1990-1999 –> 2000-2012 1.4694169 36956.98145
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.7711140 21502.22169 4.9516171 1990-1999 –> 2000-2012 1.5310761 38319.06284
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate_star 0.7954263 22075.73943 5.6762721 1990-1999 –> 2000-2012 1.5771322 39304.76044
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.6657025 18776.96469 2.8440875 1990-1999 –> 2000-2012 1.3202599 33401.64829
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + nitrate + silicate + phosphate_star 0.7816870 21752.70193 3.4859853 1990-1999 –> 2000-2012 1.5556920 38836.36844
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.7854002 11816.02342 4.8287442 2000-2012 –> 2013-2019 1.5577767 33348.57345
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.6860898 10462.93022 3.0580208 2000-2012 –> 2013-2019 1.3405273 28925.47681
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.7853671 11815.60064 4.8016624 2000-2012 –> 2013-2019 1.5569563 33329.24449
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 0.7853630 11817.54833 4.8083203 2000-2012 –> 2013-2019 1.5550235 33286.78983
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.7854158 11816.22329 4.7842230 2000-2012 –> 2013-2019 1.5565555 33319.06070
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.7580105 11460.21016 3.8294823 2000-2012 –> 2013-2019 1.4987876 32218.30180
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.7854208 11816.28666 4.7832055 2000-2012 –> 2013-2019 1.5565348 33318.50835
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.6982480 10637.01081 2.9315789 2000-2012 –> 2013-2019 1.3639506 29413.97549
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.7962064 11953.00255 4.9114735 2000-2012 –> 2013-2019 1.5877687 33940.45766
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + nitrate + silicate + phosphate_star 0.7976887 11969.64695 3.7000919 2000-2012 –> 2013-2019 1.5793757 33722.34888
SO (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.8988723 258.09230 2.6060622 1990-1999 –> 2000-2012 1.6648504 403.45870
SO (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.8866303 257.54170 2.4652078 1990-1999 –> 2000-2012 1.6472368 404.10584
SO (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.8424918 472.23324 9.3078108 1990-1999 –> 2000-2012 5.5470918 761.41699
SO (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2.8413442 474.15814 9.2764548 1990-1999 –> 2000-2012 5.5338213 764.82975
SO (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.8449113 472.39150 9.3373055 1990-1999 –> 2000-2012 5.5442721 761.35420
SO (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 2.9258981 475.61244 9.9204795 1990-1999 –> 2000-2012 5.5178463 757.94615
SO (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.5213874 449.93710 8.5032897 1990-1999 –> 2000-2012 4.8385740 721.49642
SO (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.8453488 472.42010 9.3383371 1990-1999 –> 2000-2012 5.5440298 761.35409
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.1212442 297.20821 3.8656132 1990-1999 –> 2000-2012 2.1213154 470.97532
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.0737261 291.15366 3.2656959 1990-1999 –> 2000-2012 2.0334267 462.22339
SO (26,26.5] cstar_tref ~ sal + aou + phosphate + phosphate_star 2.2164156 224.62367 8.5955231 2000-2012 –> 2013-2019 5.1344323 699.73441
SO (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.1723620 224.69634 8.0785402 2000-2012 –> 2013-2019 5.0159561 697.00170
SO (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.9963668 149.86868 1.8653894 2000-2012 –> 2013-2019 1.8952391 407.96098
SO (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.9930483 151.54841 1.8315762 2000-2012 –> 2013-2019 1.8796786 409.09011
SO (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.9098599 212.33297 7.3147661 2000-2012 –> 2013-2019 4.8230490 689.13574
SO (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.2965435 230.03300 8.4773829 2000-2012 –> 2013-2019 5.1390353 702.26624
SO (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.7736896 207.23204 6.2761582 2000-2012 –> 2013-2019 4.6150338 681.39018
SO (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.5688308 240.78938 9.9741472 2000-2012 –> 2013-2019 5.0902181 690.72648
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.2617314 170.53665 3.2940215 2000-2012 –> 2013-2019 2.3829756 467.74486
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.2542346 171.96455 3.3439450 2000-2012 –> 2013-2019 2.3279607 463.11821
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.6109565 1147.66845 5.2576592 1990-1999 –> 2000-2012 3.3459220 1969.33814
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.5742727 1135.89369 4.6966325 1990-1999 –> 2000-2012 3.2995712 1957.27253
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.6860120 1453.38368 8.7412484 1990-1999 –> 2000-2012 5.6910448 2500.26675
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2.6413795 1445.36344 8.5307956 1990-1999 –> 2000-2012 5.5538229 2481.41511
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.8221751 1482.95497 8.6598730 1990-1999 –> 2000-2012 5.8832371 2537.41215
SO (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.6457223 1444.34582 7.7024197 1990-1999 –> 2000-2012 5.3896925 2453.96702
SO (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.8239950 1483.34046 8.5693521 1990-1999 –> 2000-2012 5.8818648 2537.36986
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.8826809 1238.87790 5.1593677 1990-1999 –> 2000-2012 3.8768918 2115.64456
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.8803353 1240.13241 5.1157827 1990-1999 –> 2000-2012 3.8552455 2114.91160
SO (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.8670616 1492.39126 9.3717820 1990-1999 –> 2000-2012 5.8827774 2540.72933
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.8316524 641.48868 4.9622324 2000-2012 –> 2013-2019 3.4426089 1789.15713
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.8283221 642.92454 4.9518382 2000-2012 –> 2013-2019 3.4025949 1778.81823
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.6479883 755.74901 8.8235459 2000-2012 –> 2013-2019 5.3340003 2209.13269
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2.6370006 756.46001 8.6830537 2000-2012 –> 2013-2019 5.2783801 2201.82345
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.7943373 772.42538 8.8233106 2000-2012 –> 2013-2019 5.6165124 2255.38035
SO (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.8393665 777.38104 8.9548027 2000-2012 –> 2013-2019 5.4850888 2221.72687
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 2.0718738 677.69150 5.8972092 2000-2012 –> 2013-2019 3.9545546 1916.56940
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.0458438 675.77215 5.7856551 2000-2012 –> 2013-2019 3.9261791 1915.90456
SO (26.5,26.75] cstar_tref ~ temp + aou + phosphate + phosphate_star 2.7463388 765.05423 9.5164811 2000-2012 –> 2013-2019 5.6144081 2255.65566
SO (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.7457308 766.98560 9.4434005 2000-2012 –> 2013-2019 5.6127923 2259.37686
SO (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.5817742 5274.39699 18.1887041 1990-1999 –> 2000-2012 5.2199122 9067.81376
SO (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2.3414495 5059.29280 14.1072854 1990-1999 –> 2000-2012 4.8960398 8803.79843
SO (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.3128105 5029.94720 14.6423326 1990-1999 –> 2000-2012 4.5911927 8591.43056
SO (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2.0656656 4780.83684 9.8669736 1990-1999 –> 2000-2012 4.2219903 8257.21472
SO (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.6540151 5335.71698 9.9669921 1990-1999 –> 2000-2012 5.3364717 9155.48937
SO (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.6119586 5300.22445 10.1228377 1990-1999 –> 2000-2012 5.3026450 9124.84301
SO (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.6551854 5336.69657 10.0278785 1990-1999 –> 2000-2012 5.3420337 9159.05688
SO (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate_star 2.6552763 5334.77269 10.0439300 1990-1999 –> 2000-2012 5.3500299 9159.78076
SO (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 2.3448315 5058.49990 15.2189301 1990-1999 –> 2000-2012 4.6377719 8628.05968
SO (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.2423406 4961.19138 13.0686049 1990-1999 –> 2000-2012 4.4756671 8491.07676
SO (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.7241338 2890.25378 21.9071777 2000-2012 –> 2013-2019 5.3059080 8164.65077
SO (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2.2833966 2682.58792 14.4896211 2000-2012 –> 2013-2019 4.6248462 7741.88072
SO (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.4478434 2763.20536 18.2275430 2000-2012 –> 2013-2019 4.7606539 7793.15255
SO (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2.0342545 2545.33270 10.2747799 2000-2012 –> 2013-2019 4.0999200 7326.16954
SO (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.5235227 2799.37810 8.0537270 2000-2012 –> 2013-2019 5.1775378 8135.09508
SO (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.4737276 2775.70166 7.0060055 2000-2012 –> 2013-2019 5.0856862 8075.92611
SO (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.5225805 2798.93444 7.9686087 2000-2012 –> 2013-2019 5.1777658 8135.63101
SO (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate_star 2.5235671 2797.39900 8.0749457 2000-2012 –> 2013-2019 5.1788434 8132.17169
SO (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 2.4974522 2785.04101 18.3255798 2000-2012 –> 2013-2019 4.8422836 7843.54091
SO (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.3152750 2697.05878 13.6688917 2000-2012 –> 2013-2019 4.5576156 7658.25017
SO (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.8327542 9775.33551 6.7854438 1990-1999 –> 2000-2012 3.6358191 17387.20446
SO (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.9458910 10062.05388 8.2373927 1990-1999 –> 2000-2012 3.7331747 17638.67546
SO (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.8860155 9911.41173 6.7641916 1990-1999 –> 2000-2012 3.7397323 17626.06022
SO (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.6558094 9285.96132 5.7237378 1990-1999 –> 2000-2012 3.2765017 16494.53845
SO (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.8350611 9779.39857 6.8073064 1990-1999 –> 2000-2012 3.6415997 17396.54665
SO (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.8399757 9792.29014 6.6680866 1990-1999 –> 2000-2012 3.6508409 17418.48530
SO (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.8384006 9788.16232 6.7371147 1990-1999 –> 2000-2012 3.6474975 17410.66239
SO (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate_star 1.8545745 9828.38233 6.0086081 1990-1999 –> 2000-2012 3.6752885 17473.09090
SO (27,27.25] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.9463114 10061.09521 8.3941179 1990-1999 –> 2000-2012 3.7594879 17690.11435
SO (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.8266961 9757.37680 9.0621948 1990-1999 –> 2000-2012 3.6078150 17320.93070
SO (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.7498778 5175.88762 8.4254029 2000-2012 –> 2013-2019 3.5826321 14951.22313
SO (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.9692899 5481.96295 14.8390858 2000-2012 –> 2013-2019 3.9151809 15544.01683
SO (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.7995221 5246.84687 8.6943237 2000-2012 –> 2013-2019 3.6855376 15158.25861
SO (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.6142216 4965.43994 9.3532838 2000-2012 –> 2013-2019 3.2700310 14251.40126
SO (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.7504028 5174.66995 8.4261716 2000-2012 –> 2013-2019 3.5854639 14954.06852
SO (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.7510991 5175.70708 8.3679634 2000-2012 –> 2013-2019 3.5910748 14967.99722
SO (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.7545444 5180.83341 8.4019904 2000-2012 –> 2013-2019 3.5929451 14968.99573
SO (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate_star 1.7877333 5227.70533 7.3567506 2000-2012 –> 2013-2019 3.6423078 15056.08765
SO (27,27.25] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.9819856 5496.72235 15.2425871 2000-2012 –> 2013-2019 3.9282970 15557.81755
SO (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.7467434 5169.21191 10.8910155 2000-2012 –> 2013-2019 3.5734395 14926.58871
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.5596442 10068.88607 7.6146459 1990-1999 –> 2000-2012 2.8521600 17026.27866
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.5430383 10013.12574 7.2977753 1990-1999 –> 2000-2012 2.8256672 16940.69754
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.5717820 10110.71742 8.0312332 1990-1999 –> 2000-2012 2.8693927 17084.41298
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.5669040 10095.94497 7.7612871 1990-1999 –> 2000-2012 2.8618723 17063.19333
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.5686304 10099.88699 7.7039666 1990-1999 –> 2000-2012 2.8658361 17072.28906
SO (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 1.5598078 10067.45214 7.6161563 1990-1999 –> 2000-2012 2.8523287 17022.86119
SO (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.5467019 10023.92204 7.3737885 1990-1999 –> 2000-2012 2.8323754 16959.31886
SO (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.5703832 10105.91314 7.6683662 1990-1999 –> 2000-2012 2.8689753 17082.74171
SO (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.5730953 10115.22418 8.2059371 1990-1999 –> 2000-2012 2.8648659 17070.22683
SO (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate_star 1.5764211 10124.62020 8.3637115 1990-1999 –> 2000-2012 2.8682449 17077.79353
SO (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.7467212 5643.58162 9.2882318 2000-2012 –> 2013-2019 3.3427049 15836.75169
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.7828330 5701.86104 9.3949520 2000-2012 –> 2013-2019 3.3424772 15770.74711
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.7122709 5586.84970 7.5144436 2000-2012 –> 2013-2019 3.2780130 15676.79211
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.7042047 5575.40166 7.9204661 2000-2012 –> 2013-2019 3.2472431 15588.52740
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.7410723 5634.35626 9.5122412 2000-2012 –> 2013-2019 3.3179178 15762.42922
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.7408767 5636.03641 9.5380678 2000-2012 –> 2013-2019 3.3077807 15731.98138
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.7419613 5635.81016 9.6097094 2000-2012 –> 2013-2019 3.3105917 15735.69714
SO (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.7129272 5587.94113 8.0238917 2000-2012 –> 2013-2019 3.2596291 15611.86317
SO (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.7411552 5634.49187 9.5596062 2000-2012 –> 2013-2019 3.3115383 15740.40501
SO (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.7672438 5676.84846 9.8648416 2000-2012 –> 2013-2019 3.3403391 15792.07264
SO (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1.3883347 10843.66961 8.4553819 1990-1999 –> 2000-2012 2.5621749 18116.91940
SO (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 1.3848221 10827.96336 8.2482321 1990-1999 –> 2000-2012 2.5768247 18171.81141
SO (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.3796919 10806.95225 8.3336217 1990-1999 –> 2000-2012 2.5534634 18081.93278
SO (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.3982676 10889.86982 8.4949881 1990-1999 –> 2000-2012 2.5973115 18262.79906
SO (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.3833782 10823.49527 8.3250832 1990-1999 –> 2000-2012 2.5639011 18124.84714
SO (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.3763430 10793.88490 8.2106823 1990-1999 –> 2000-2012 2.5486341 18065.06243
SO (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.3933691 10870.11178 8.4706640 1990-1999 –> 2000-2012 2.5918950 18243.05373
SO (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.3961487 10880.46755 8.3644226 1990-1999 –> 2000-2012 2.5966825 18259.10623
SO (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate 1.4007226 10898.74614 8.5032310 1990-1999 –> 2000-2012 2.5840990 18209.19871
SO (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.3802009 10809.23916 8.2320874 1990-1999 –> 2000-2012 2.5525786 18078.75657
SO (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1.5773198 6145.90584 10.3312473 2000-2012 –> 2013-2019 2.9656545 16989.57544
SO (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 1.5527208 6094.47548 10.1488828 2000-2012 –> 2013-2019 2.9375429 16922.43884
SO (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.5513303 6093.54397 10.1401165 2000-2012 –> 2013-2019 2.9310222 16900.49622
SO (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate_star 1.5639224 6117.99544 10.2155694 2000-2012 –> 2013-2019 2.9666733 17025.71313
SO (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.5527183 6096.47013 10.1464843 2000-2012 –> 2013-2019 2.9360964 16919.96540
SO (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.5439712 6079.98555 9.7849630 2000-2012 –> 2013-2019 2.9203142 16873.87045
SO (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.5685820 6129.72980 10.5127240 2000-2012 –> 2013-2019 2.9665554 17018.29522
SO (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.5671208 6128.68036 10.5202192 2000-2012 –> 2013-2019 2.9604900 16998.79215
SO (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.5621465 6116.27787 10.2936671 2000-2012 –> 2013-2019 2.9582952 16996.74542
SO (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.5561753 6103.74696 9.7094266 2000-2012 –> 2013-2019 2.9363762 16912.98611
SO (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1.2980739 4151.07666 7.4720113 1990-1999 –> 2000-2012 2.5559650 7186.19669
SO (27.75,27.85] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1.3221869 4196.42790 7.7447183 1990-1999 –> 2000-2012 2.6267925 7298.42319
SO (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.2976758 4152.32087 7.4691884 1990-1999 –> 2000-2012 2.5355244 7159.98372
SO (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.3204312 4195.15385 7.7289701 1990-1999 –> 2000-2012 2.6180125 7289.24779
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.3123584 4180.04333 7.5739257 1990-1999 –> 2000-2012 2.5949321 7252.80200
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.2808607 4122.18415 7.2864267 1990-1999 –> 2000-2012 2.4921128 7092.01199
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.3193007 4195.04346 7.7718107 1990-1999 –> 2000-2012 2.5767615 7233.53593
SO (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate 1.3169226 4186.59796 7.6079330 1990-1999 –> 2000-2012 2.6032403 7262.70236
SO (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.2812354 4120.90468 7.2918835 1990-1999 –> 2000-2012 2.5287804 7142.87771
SO (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.3199660 4194.28572 7.7933797 1990-1999 –> 2000-2012 2.6020570 7266.35390
SO (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.2919951 2315.62332 9.1233322 2000-2012 –> 2013-2019 2.5896709 6467.94419
SO (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.2952591 2319.09015 9.1986191 2000-2012 –> 2013-2019 2.6156903 6514.24400
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.2918825 2315.50362 9.1235757 2000-2012 –> 2013-2019 2.6042409 6495.54695
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.2909378 2316.49842 9.0925269 2000-2012 –> 2013-2019 2.5717985 6438.68257
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2959096 2319.77994 9.2071598 2000-2012 –> 2013-2019 2.6168450 6515.87467
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.2822084 2307.17586 9.0142638 2000-2012 –> 2013-2019 2.6015091 6502.21932
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.2943689 2318.14544 9.1822962 2000-2012 –> 2013-2019 2.6156334 6514.85400
SO (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.2927836 2316.46165 9.1326676 2000-2012 –> 2013-2019 2.6145915 6514.18312
SO (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.2953038 2319.13754 9.2074210 2000-2012 –> 2013-2019 2.6166479 6515.99446
SO (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.3165460 2341.48754 9.0657417 2000-2012 –> 2013-2019 2.5977814 6462.39222
SO (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.5521546 4876.05203 7.5576967 1990-1999 –> 2000-2012 2.9862536 8477.47420
SO (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5696662 4905.40074 7.5123044 1990-1999 –> 2000-2012 3.0426772 8560.79500
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.5872228 4934.49804 7.6455595 1990-1999 –> 2000-2012 3.0775929 8613.51149
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.5388877 4855.59582 7.6654953 1990-1999 –> 2000-2012 2.9562405 8435.33837
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate 1.5931939 4942.32106 7.5639033 1990-1999 –> 2000-2012 3.0843352 8620.37736
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.5780589 4919.35078 7.7302752 1990-1999 –> 2000-2012 3.0687928 8598.85621
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.5204963 4824.14354 7.9374816 1990-1999 –> 2000-2012 2.8731042 8309.62504
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.5745449 4913.51904 7.7067434 1990-1999 –> 2000-2012 3.0641981 8591.56247
SO (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 1.5790099 4918.92685 7.6468512 1990-1999 –> 2000-2012 3.0816754 8612.50376
SO (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.5774983 4918.42121 7.7425597 1990-1999 –> 2000-2012 3.0705038 8600.99637
SO (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.4702599 2619.52147 11.0399837 2000-2012 –> 2013-2019 3.0224146 7495.57350
SO (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.4708320 2620.08316 11.1429024 2000-2012 –> 2013-2019 3.0404981 7525.48390
SO (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate_star 1.4709305 2618.17990 11.1701263 2000-2012 –> 2013-2019 3.0568654 7548.55449
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.4657119 2617.04775 10.6751613 2000-2012 –> 2013-2019 3.0045996 7472.64357
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.4730867 2622.29507 11.1904915 2000-2012 –> 2013-2019 3.0511456 7541.64585
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.4493402 2600.82775 10.7124094 2000-2012 –> 2013-2019 2.9698365 7424.97129
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.4709223 2620.17183 11.1772220 2000-2012 –> 2013-2019 3.0454672 7533.69087
SO (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.4718949 2621.12633 11.1916568 2000-2012 –> 2013-2019 3.0493932 7539.54754
SO (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.4657812 2615.11602 10.6629367 2000-2012 –> 2013-2019 3.0554887 7553.70617
SO (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.4493439 2598.83144 10.7123970 2000-2012 –> 2013-2019 3.0245355 7513.42473
SO (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.5888729 6589.58024 10.1460148 1990-1999 –> 2000-2012 3.1386339 11476.45117
SO (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5883602 6588.45251 10.4295953 1990-1999 –> 2000-2012 3.1369517 11473.34263
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.6074666 6630.23110 10.5314316 1990-1999 –> 2000-2012 3.1797270 11554.92345
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.5886759 6591.14702 10.1847997 1990-1999 –> 2000-2012 3.1383989 11479.95364
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.6215899 6660.79569 9.7831608 1990-1999 –> 2000-2012 3.1692821 11544.16142
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.6004648 6614.97876 10.3999175 1990-1999 –> 2000-2012 3.1654407 11527.48550
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.5081802 6409.46903 10.5933192 1990-1999 –> 2000-2012 2.9117809 11038.40685
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.5955561 6604.24613 10.4086254 1990-1999 –> 2000-2012 3.1522875 11502.89259
SO (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.5994011 6612.65584 10.4029230 1990-1999 –> 2000-2012 3.1628315 11522.56982
SO (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.5974363 6608.36098 10.3817663 1990-1999 –> 2000-2012 3.1582859 11513.93999
SO (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.6194087 3272.31332 11.5068290 2000-2012 –> 2013-2019 3.2082816 9861.89356
SO (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.6270445 3280.37621 12.0305243 2000-2012 –> 2013-2019 3.2154047 9868.82872
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.6138477 3268.41741 10.9776234 2000-2012 –> 2013-2019 3.2025236 9859.56443
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.6193587 3272.26046 11.1753569 2000-2012 –> 2013-2019 3.2409487 9933.05614
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.6385600 3292.46432 12.0949975 2000-2012 –> 2013-2019 3.2390247 9907.44308
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.5157924 3160.97899 10.8880447 2000-2012 –> 2013-2019 3.0239727 9570.44802
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.6331213 3286.76582 12.0754915 2000-2012 –> 2013-2019 3.2286774 9891.01195
SO (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.6353563 3289.10992 12.1475053 2000-2012 –> 2013-2019 3.2347574 9901.76576
SO (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.6341339 3287.82827 12.0894679 2000-2012 –> 2013-2019 3.2315703 9896.18926
SO (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 1.6370386 3288.87215 12.1407018 2000-2012 –> 2013-2019 3.2500667 9929.17114
SO (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.3410578 3390.84740 8.8474142 1990-1999 –> 2000-2012 2.5006816 5793.00747
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.3538090 3409.50911 8.8330092 1990-1999 –> 2000-2012 2.5334442 5837.74430
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.3537390 3411.40715 8.8090393 1990-1999 –> 2000-2012 2.5202893 5824.64315
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.2653421 3276.24231 8.5951579 1990-1999 –> 2000-2012 2.3525401 5580.11664
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.3536424 3409.26645 8.8341457 1990-1999 –> 2000-2012 2.5290041 5831.97052
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.2504958 3254.96785 8.8179078 1990-1999 –> 2000-2012 2.2662508 5457.25361
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.3538499 3409.56880 8.8432786 1990-1999 –> 2000-2012 2.5259590 5828.04951
SO (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.3538018 3409.49867 8.7877315 1990-1999 –> 2000-2012 2.5282572 5831.02709
SO (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.3525419 3407.66265 8.8259138 1990-1999 –> 2000-2012 2.5258391 5827.68749
SO (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 1.3625400 3420.18621 9.0816684 1990-1999 –> 2000-2012 2.5408523 5844.71130
SO (28.05,28.1] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.3410129 1727.78850 7.3488073 2000-2012 –> 2013-2019 2.6848988 5120.79016
SO (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.3408761 1729.68628 7.3372014 2000-2012 –> 2013-2019 2.6819340 5120.53368
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.3500609 1736.52644 7.5809660 2000-2012 –> 2013-2019 2.7067428 5150.21594
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.3519692 1737.94174 7.5835208 2000-2012 –> 2013-2019 2.7057782 5147.45085
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.3456412 1735.24079 7.5491122 2000-2012 –> 2013-2019 2.6993802 5146.64794
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.2121865 1628.58699 5.0684020 2000-2012 –> 2013-2019 2.4775286 4904.82930
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.3538920 1739.36575 7.6042080 2000-2012 –> 2013-2019 2.7075343 5148.63221
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.2079951 1627.11641 5.2971257 2000-2012 –> 2013-2019 2.4584909 4882.08426
SO (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.3494424 1736.06727 7.5660875 2000-2012 –> 2013-2019 2.7032442 5145.56594
SO (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.3524137 1738.27111 7.5850512 2000-2012 –> 2013-2019 2.7049556 5145.93376
SO (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.4053051 20089.91033 11.9375596 1990-1999 –> 2000-2012 2.5999182 33935.05310
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.3980521 20030.85852 16.2130353 1990-1999 –> 2000-2012 2.5782368 33770.74610
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.3943725 20000.78277 11.3375927 1990-1999 –> 2000-2012 2.5846656 33814.54524
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.3624374 19738.37607 13.0115833 1990-1999 –> 2000-2012 2.5161177 33283.51587
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate 1.4175578 20186.97888 14.1837958 1990-1999 –> 2000-2012 2.6126673 34033.72019
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.4053605 20090.36016 11.9392595 1990-1999 –> 2000-2012 2.5998737 33934.77876
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.4052597 20091.54159 11.9334460 1990-1999 –> 2000-2012 2.5995344 33936.23026
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.4053450 20090.23409 11.9374306 1990-1999 –> 2000-2012 2.5998642 33934.69638
SO (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.3874461 19943.95359 11.9980032 1990-1999 –> 2000-2012 2.5657694 33670.16881
SO (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.4053801 20090.51895 11.9386896 1990-1999 –> 2000-2012 2.5998503 33934.62592
SO (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.6650121 11521.04723 11.9966161 2000-2012 –> 2013-2019 3.0703172 31610.95756
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.6527850 11477.07393 13.1658103 2000-2012 –> 2013-2019 3.0508371 31507.93245
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.6501425 11467.52802 11.4493175 2000-2012 –> 2013-2019 3.0445150 31468.31079
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.6200188 11359.61104 11.6237787 2000-2012 –> 2013-2019 2.9824562 31097.98711
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.6652217 11521.79825 12.0030996 2000-2012 –> 2013-2019 3.0705822 31612.15840
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.6642232 11520.21985 11.9356174 2000-2012 –> 2013-2019 3.0694829 31611.76144
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.6651465 11521.52892 11.9975638 2000-2012 –> 2013-2019 3.0704915 31611.76301
SO (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate 1.6511711 11469.24575 10.9842040 2000-2012 –> 2013-2019 3.0605283 31590.01365
SO (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.6479913 11459.74527 11.8014839 2000-2012 –> 2013-2019 3.0354374 31403.69887
SO (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.6652513 11521.90439 12.0018251 2000-2012 –> 2013-2019 3.0706314 31612.42334
SO (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.6192583 756.36747 3.9003989 1990-1999 –> 2000-2012 1.1962844 1230.97499
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.6306582 770.77840 3.9032738 1990-1999 –> 2000-2012 1.2210167 1257.49237
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.6261242 767.07824 3.9106052 1990-1999 –> 2000-2012 1.1930069 1234.28617
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.5577484 673.72200 3.0423706 1990-1999 –> 2000-2012 1.0830298 1098.53429
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.6311745 771.42485 3.9353435 1990-1999 –> 2000-2012 1.2191071 1255.95653
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 0.4879377 570.08315 3.0195497 1990-1999 –> 2000-2012 0.9560293 935.80213
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.6310747 771.29995 3.9251369 1990-1999 –> 2000-2012 1.2195258 1256.29877
SO (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.6313006 771.58268 3.9128101 1990-1999 –> 2000-2012 1.2209606 1257.66926
SO (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.6309175 771.10314 3.9302967 1990-1999 –> 2000-2012 1.2190454 1255.81081
SO (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate_star 0.6313729 769.67310 3.9006094 1990-1999 –> 2000-2012 1.2217845 1254.43483
SO (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.5097400 328.42550 1.7503262 2000-2012 –> 2013-2019 1.1289983 1084.79297
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.5183658 335.50678 1.7276351 2000-2012 –> 2013-2019 1.1490240 1106.28518
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.4955878 318.54353 1.6507633 2000-2012 –> 2013-2019 1.1217120 1085.62177
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.5440130 355.88599 1.6262933 2000-2012 –> 2013-2019 1.1017613 1029.60799
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate 0.5188613 333.91000 1.7668314 2000-2012 –> 2013-2019 1.1500796 1103.38964
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.5188318 335.88601 1.7753940 2000-2012 –> 2013-2019 1.1500063 1107.31086
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 0.4316085 260.21233 1.3231744 2000-2012 –> 2013-2019 0.9195463 830.29548
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.5188594 335.90843 1.7690582 2000-2012 –> 2013-2019 1.1499341 1107.20837
SO (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.5205660 337.29417 1.7497149 2000-2012 –> 2013-2019 1.1518666 1108.87685
SO (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.5185127 335.62634 1.7721955 2000-2012 –> 2013-2019 1.1494302 1106.72948
SO (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.3553865 379.93848 1.9731125 1990-1999 –> 2000-2012 0.6597639 543.54104
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.3769475 436.01136 1.7616736 1990-1999 –> 2000-2012 0.6620139 556.87769
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.3618898 397.20181 2.0579502 1990-1999 –> 2000-2012 0.6717058 572.35143
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.3520565 372.97606 1.9959819 1990-1999 –> 2000-2012 0.6237079 464.41439
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.3605892 393.77433 1.9967095 1990-1999 –> 2000-2012 0.6678569 563.53882
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 0.3111574 255.41115 1.6951390 1990-1999 –> 2000-2012 0.6008897 388.86282
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.3608331 394.41794 2.0074159 1990-1999 –> 2000-2012 0.6682795 564.56153
SO (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.3617889 396.93655 2.0277799 1990-1999 –> 2000-2012 0.6684643 565.44299
SO (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.3606141 393.84012 2.0025710 1990-1999 –> 2000-2012 0.6680973 564.06159
SO (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate_star 0.3650608 403.50733 2.1687881 1990-1999 –> 2000-2012 0.6728531 572.38412
SO (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.3573550 204.27758 1.4555943 2000-2012 –> 2013-2019 0.7127415 584.21606
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.3606906 208.81150 1.4675434 2000-2012 –> 2013-2019 0.7225804 606.01331
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.3421119 185.00473 1.3751795 2000-2012 –> 2013-2019 0.6941684 557.98078
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate 0.3609925 207.21975 1.4736454 2000-2012 –> 2013-2019 0.7247223 607.24972
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.3609925 209.21975 1.4736507 2000-2012 –> 2013-2019 0.7215817 602.99408
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 0.3329328 171.73244 1.2085276 2000-2012 –> 2013-2019 0.6440902 427.14359
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.3609898 209.21605 1.4732233 2000-2012 –> 2013-2019 0.7218228 603.63398
SO (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.3622568 210.92584 1.4717722 2000-2012 –> 2013-2019 0.7240457 607.86239
SO (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.3608360 209.00818 1.4729942 2000-2012 –> 2013-2019 0.7214502 602.84830
SO (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate_star 0.3649259 212.50831 1.4454487 2000-2012 –> 2013-2019 0.7299868 616.01565
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate 0.7468065 4396.24277 12.0893822 1990-1999 –> 2000-2012 1.2778208 6647.83518
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.7462676 4395.43297 12.0110983 1990-1999 –> 2000-2012 1.2754064 6638.93475
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 0.7394850 4359.89825 11.9462358 1990-1999 –> 2000-2012 1.2634391 6575.31714
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.7326692 4325.85957 12.2325861 1990-1999 –> 2000-2012 1.2545447 6531.94199
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 0.7393611 4359.24580 12.5833679 1990-1999 –> 2000-2012 1.2670795 6595.08177
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.7370927 4349.28682 12.4914986 1990-1999 –> 2000-2012 1.2599852 6560.92143
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.7356597 4341.71311 12.3554892 1990-1999 –> 2000-2012 1.2579972 6550.31911
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.7214750 4267.93621 10.3943432 1990-1999 –> 2000-2012 1.2423182 6470.37117
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 0.7223332 4272.56263 13.4335742 1990-1999 –> 2000-2012 1.2550240 6539.14538
SO (28.2, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.7224005 4270.92535 13.4191265 1990-1999 –> 2000-2012 1.2695446 6611.85947
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate 1.1094296 3067.75136 10.5584571 2000-2012 –> 2013-2019 1.8562361 7463.99413
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 1.1090674 3069.09563 10.5033321 2000-2012 –> 2013-2019 1.8553349 7464.52860
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 1.1062601 3064.00663 10.4290694 2000-2012 –> 2013-2019 1.8457452 7423.90488
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.1040359 3061.96535 10.5121628 2000-2012 –> 2013-2019 1.8367052 7387.82492
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 1.1078938 3066.96971 10.3927631 2000-2012 –> 2013-2019 1.8472548 7426.21551
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.1078161 3068.82889 10.3766864 2000-2012 –> 2013-2019 1.8449088 7418.11571
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.1026240 3059.39568 10.1143391 2000-2012 –> 2013-2019 1.8382837 7401.10880
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.8741619 2595.17329 6.9480042 2000-2012 –> 2013-2019 1.5956369 6863.10949
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.1440247 3135.40995 10.2113112 2000-2012 –> 2013-2019 1.8663579 7407.97259
SO (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.8786272 2603.40431 6.7807580 2000-2012 –> 2013-2019 1.6192241 6971.15005

5.3.2 per fitting unit

lm_best %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1990-1999 –> 2000-2012 2.5017364 829.3495
Atlantic (-Inf,26] 2000-2012 –> 2013-2019 2.6724469 700.3097
Atlantic (26,26.5] 1990-1999 –> 2000-2012 7.3718997 9335.2549
Atlantic (26,26.5] 2000-2012 –> 2013-2019 7.7307956 8213.5602
Atlantic (26.5,26.75] 1990-1999 –> 2000-2012 6.9996410 11882.0953
Atlantic (26.5,26.75] 2000-2012 –> 2013-2019 7.2153934 10317.7430
Atlantic (26.75,27] 1990-1999 –> 2000-2012 3.9449653 15753.0654
Atlantic (26.75,27] 2000-2012 –> 2013-2019 4.5030153 14660.4215
Atlantic (27,27.25] 1990-1999 –> 2000-2012 3.6001823 12958.6862
Atlantic (27,27.25] 2000-2012 –> 2013-2019 4.3988711 12392.7030
Atlantic (27.25,27.5] 1990-1999 –> 2000-2012 4.2788762 13624.0100
Atlantic (27.25,27.5] 2000-2012 –> 2013-2019 5.2774756 12899.9559
Atlantic (27.5,27.75] 1990-1999 –> 2000-2012 3.3854033 13898.9845
Atlantic (27.5,27.75] 2000-2012 –> 2013-2019 4.3391163 13542.0224
Atlantic (27.75,27.85] 1990-1999 –> 2000-2012 4.0985779 5854.9536
Atlantic (27.75,27.85] 2000-2012 –> 2013-2019 4.0927727 4935.2032
Atlantic (27.85,27.95] 1990-1999 –> 2000-2012 7.0329195 6058.4543
Atlantic (27.85,27.95] 2000-2012 –> 2013-2019 6.1752260 5277.0243
Atlantic (27.95,28.05] 1990-1999 –> 2000-2012 6.8686986 6798.3572
Atlantic (27.95,28.05] 2000-2012 –> 2013-2019 6.1661510 5635.8792
Atlantic (28.05,28.1] 1990-1999 –> 2000-2012 0.2514129 -945.9181
Atlantic (28.05,28.1] 2000-2012 –> 2013-2019 0.2522552 -794.0536
Atlantic (28.1,28.15] 1990-1999 –> 2000-2012 0.3467343 -661.3423
Atlantic (28.1,28.15] 2000-2012 –> 2013-2019 0.2953604 -799.9220
Atlantic (28.15,28.2] 1990-1999 –> 2000-2012 0.4024588 -832.7964
Atlantic (28.15,28.2] 2000-2012 –> 2013-2019 0.3930658 -816.6236
Atlantic (28.2, Inf] 1990-1999 –> 2000-2012 0.4203693 -607.6316
Atlantic (28.2, Inf] 2000-2012 –> 2013-2019 0.3435438 -1051.4981
Indo-Pacific (-Inf,26] 1990-1999 –> 2000-2012 12.0140205 54189.2940
Indo-Pacific (-Inf,26] 2000-2012 –> 2013-2019 11.9434088 48101.6006
Indo-Pacific (26,26.5] 1990-1999 –> 2000-2012 8.3556675 54081.6714
Indo-Pacific (26,26.5] 2000-2012 –> 2013-2019 8.5484804 46125.7419
Indo-Pacific (26.5,26.75] 1990-1999 –> 2000-2012 7.3331014 41781.3021
Indo-Pacific (26.5,26.75] 2000-2012 –> 2013-2019 7.4900932 35997.0612
Indo-Pacific (26.75,27] 1990-1999 –> 2000-2012 7.5768194 46726.8421
Indo-Pacific (26.75,27] 2000-2012 –> 2013-2019 8.3812305 41867.3831
Indo-Pacific (27,27.25] 1990-1999 –> 2000-2012 7.3341600 42975.1450
Indo-Pacific (27,27.25] 2000-2012 –> 2013-2019 8.3670353 39033.5438
Indo-Pacific (27.25,27.5] 1990-1999 –> 2000-2012 5.6819300 31971.9166
Indo-Pacific (27.25,27.5] 2000-2012 –> 2013-2019 6.2828291 28704.2609
Indo-Pacific (27.5,27.75] 1990-1999 –> 2000-2012 3.4103392 22234.0701
Indo-Pacific (27.5,27.75] 2000-2012 –> 2013-2019 3.9529937 20656.1587
Indo-Pacific (27.75,27.85] 1990-1999 –> 2000-2012 2.8387177 7113.2272
Indo-Pacific (27.75,27.85] 2000-2012 –> 2013-2019 3.0691707 6582.0229
Indo-Pacific (27.85,27.95] 1990-1999 –> 2000-2012 2.3194525 9486.5081
Indo-Pacific (27.85,27.95] 2000-2012 –> 2013-2019 2.6472567 9106.0357
Indo-Pacific (27.95,28.05] 1990-1999 –> 2000-2012 1.2119832 4714.8571
Indo-Pacific (27.95,28.05] 2000-2012 –> 2013-2019 1.3409813 4242.6126
Indo-Pacific (28.05,28.1] 1990-1999 –> 2000-2012 0.9677778 2514.9414
Indo-Pacific (28.05,28.1] 2000-2012 –> 2013-2019 0.8940339 1995.5832
Indo-Pacific (28.1, Inf] 1990-1999 –> 2000-2012 1.4865640 37271.9698
Indo-Pacific (28.1, Inf] 2000-2012 –> 2013-2019 1.5153257 32482.2737
SO (26,26.5] 1990-1999 –> 2000-2012 3.9992464 626.9161
SO (26,26.5] 2000-2012 –> 2013-2019 3.8303579 590.8169
SO (26.5,26.75] 1990-1999 –> 2000-2012 4.8660070 2320.8327
SO (26.5,26.75] 2000-2012 –> 2013-2019 4.7667120 2080.3545
SO (26.75,27] 1990-1999 –> 2000-2012 4.9373754 8843.8564
SO (26.75,27] 2000-2012 –> 2013-2019 4.8811061 7900.6469
SO (27,27.25] 1990-1999 –> 2000-2012 3.6367757 17385.6309
SO (27,27.25] 2000-2012 –> 2013-2019 3.6366910 15033.6455
SO (27.25,27.5] 1990-1999 –> 2000-2012 2.8561719 17039.9814
SO (27.25,27.5] 2000-2012 –> 2013-2019 3.3058235 15724.7267
SO (27.5,27.75] 1990-1999 –> 2000-2012 2.5727565 18161.3487
SO (27.5,27.75] 2000-2012 –> 2013-2019 2.9479020 16955.8878
SO (27.75,27.85] 1990-1999 –> 2000-2012 2.5734178 7218.4135
SO (27.75,27.85] 2000-2012 –> 2013-2019 2.6044409 6494.1935
SO (27.85,27.95] 1990-1999 –> 2000-2012 3.0305374 8542.1040
SO (27.85,27.95] 2000-2012 –> 2013-2019 3.0320244 7514.9242
SO (27.95,28.05] 1990-1999 –> 2000-2012 3.1313620 11463.4127
SO (27.95,28.05] 2000-2012 –> 2013-2019 3.2075228 9861.9372
SO (28.05,28.1] 1990-1999 –> 2000-2012 2.4823118 5765.6211
SO (28.05,28.1] 2000-2012 –> 2013-2019 2.6530488 5091.2684
SO (28.1, Inf] 1990-1999 –> 2000-2012 2.5856498 33824.8081
SO (28.1, Inf] 2000-2012 –> 2013-2019 3.0525279 31512.7007
SO (28.1,28.15] 1990-1999 –> 2000-2012 1.1749791 1203.7260
SO (28.1,28.15] 2000-2012 –> 2013-2019 1.1172359 1067.0119
SO (28.15,28.2] 1990-1999 –> 2000-2012 0.6563632 535.6036
SO (28.15,28.2] 2000-2012 –> 2013-2019 0.7117190 581.5958
SO (28.2, Inf] 1990-1999 –> 2000-2012 1.2623160 6572.1727
SO (28.2, Inf] 2000-2012 –> 2013-2019 1.8005688 7322.7925

5.4 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() %>% 
  dplyr::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() %>% 
  dplyr::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 %>% dplyr::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)

5.5 Plot selected model residuals

# plot model diagnostics, if activated
if (params_local$plot_all_figures == "y") {
  # mutate predictors column
  lm_best_plot <- lm_best_target %>%
    dplyr::select(basin, gamma_slab, model, eras, era) %>%
    mutate(
      predictors = str_remove(model, paste(params_local$MLR_target, "~ ")),
      predictors = str_replace_all(predictors, "\\+ ", "")
    )
  
  # 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)[2]
      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)
        
        lm_best_basin_era_slab <- lm_best_plot %>%
          filter(basin == i_basin, era == i_era, gamma_slab == i_gamma_slab)
        
        for (i_eras in unique(lm_best_basin_era_slab$eras)) {
          #i_eras <- unique(lm_best_basin_era_slab$eras)[1]
          print(i_eras)
          
          lm_best_basin_era_slab_eras <- lm_best_basin_era_slab %>%
            filter(eras == i_eras)
          
          for (i_predictors in unique(lm_best_basin_era_slab_eras$predictors)) {
            #i_predictors <- unique(lm_best_basin_era_slab$predictors)[1]
            print(i_predictors)
            # extract one model definition
            i_lm <- lm_all %>%
              filter(predictors == i_predictors) %>%
              dplyr::select(lm_coeff) %>%
              pull()
            
            # fit model
            i_lm_fit <- lm(as.formula(i_lm),
                           data = GLODAP_basin_era_slab)
            
            # plot model diagnostics vs predictors
            
            p_model_predictors <- ggnostic(
              i_lm_fit,
              columnsY = c(params_local$MLR_target, ".fitted", ".resid"),
              title = paste(
                "era:",
                i_era,
                "| eras:",
                i_eras,
                "| basin:",
                i_basin,
                "| gamma slab:",
                i_gamma_slab,
                "| predictors:",
                i_predictors
              )
            )
            
            ggsave(
              plot = p_model_predictors,
              path = paste(path_version_figures, "eMLR_diagnostics/", sep = ""),
              filename = paste(
                "MLR_residuals",
                i_era,
                i_eras,
                i_basin,
                i_gamma_slab,
                i_predictors,
                "predictors.png",
                sep = "_"
              ),
              width = 14,
              height = 8
            )

            rm(p_model_predictors)
            
            
            # plot model diagnostics vs location
            
            GLODAP_basin_era_slab <- GLODAP_basin_era_slab %>%
              mutate(fitted = i_lm_fit$fitted.values,
                     residuals = i_lm_fit$residuals)
            
            GLODAP_basin_era_slab_long <- GLODAP_basin_era_slab %>% 
              pivot_longer(cols = c(params_local$MLR_target , fitted, residuals),
                           names_to = "estimate",
                           values_to = "value"
              ) %>% 
              pivot_longer(cols = c(lat, lon, depth),
                           names_to = "coordinate_type",
                           values_to = "coordinate_value"
              )

             p_model_coordinate <- GLODAP_basin_era_slab_long %>%
              ggplot(aes(coordinate_value, value)) +
              geom_bin2d() +
              scale_fill_viridis_c() +
              labs(
                title = paste(
                  "era:",
                  i_era,
                  "| eras:",
                  i_eras,
                  "| basin:",
                  i_basin,
                  "| gamma slab:",
                  i_gamma_slab,
                  "| predictors:",
                  i_predictors
                )
              ) +
              facet_grid(estimate~coordinate_type,
                         scales = "free")

            ggsave(
              plot = p_model_coordinate,
              path = paste(path_version_figures, "eMLR_diagnostics", sep = ""),
              filename = paste(
                "Location_MLR_residuals",
                i_era,
                i_eras,
                i_basin,
                i_gamma_slab,
                i_predictors,
                "predictors.png",
                sep = "_"
              ),
              width = 14,
              height = 8
            )

            rm(p_model_coordinate)
            
          }
          
        }
        
      }
    }
  }
  
  rm(
    lm_best_plot,
    lm_best_basin_era_slab,
    i_rmse,
    GLODAP_basin_era,
    GLODAP_basin_era_slab,
    i_lm,
    lm_all_fitted,
    i_basin,
    i_era,
    i_gamma_slab,
    i_predictors,
    lm_all,
    i_aic,
    i_n_predictors,
    i_resid_max
  )
  
}

Individual residual plots of the MLR models for each basin, era, eras and neutral density (gamma) slab are available at:

/nfs/kryo/work/jenmueller/emlr_cant/model/v_XXX/figures/eMLR_diagnostics/

5.6 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() %>%
  dplyr::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)

5.7 Write files

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

lm_best_cant %>%
  dplyr::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 - 6).

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
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
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
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
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
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
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
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
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,
              values_fill = 0)

# 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 - 1990-1999 --> 2000-2012
(-Inf,26] 9 2 7 8 10 6 8
(26,26.5] 7 4 4 8 10 9 9
(26.5,26.75] 9 2 7 8 6 10 8
(26.75,27] 9 2 7 8 7 10 7
(27,27.25] 8 4 5 8 9 10 7
(27.25,27.5] 10 7 3 6 7 7 9
(27.5,27.75] 6 4 4 10 10 5 10
(27.75,27.85] 8 2 7 9 9 8 8
(27.85,27.95] 7 4 5 9 7 10 9
(27.95,28.05] 6 8 2 10 6 5 10
(28.05,28.1] 7 2 6 9 8 10 8
(28.1,28.15] 8 6 4 9 6 8 9
(28.15,28.2] 10 10 0 6 8 5 6
(28.2, Inf] 10 10 0 5 8 6 6
total 114.00 67.00 61.00 113.00 111.00 109.00 114.00
Atlantic - 2000-2012 --> 2013-2019
(-Inf,26] 8 3 6 9 10 7 8
(26,26.5] 7 4 4 8 10 9 9
(26.5,26.75] 9 2 7 8 7 10 7
(26.75,27] 9 2 7 8 7 10 7
(27,27.25] 8 2 6 8 10 10 5
(27.25,27.5] 10 10 0 5 8 6 6
(27.5,27.75] 6 4 4 10 10 5 10
(27.75,27.85] 8 2 7 8 9 9 8
(27.85,27.95] 7 4 5 9 7 10 9
(27.95,28.05] 6 8 2 10 6 5 10
(28.05,28.1] 7 2 6 9 8 10 8
(28.1,28.15] 9 6 4 9 7 8 8
(28.15,28.2] 10 10 0 6 8 5 6
(28.2, Inf] 10 10 0 5 8 6 6
total 114.00 69.00 58.00 112.00 115.00 110.00 107.00
Indo-Pacific - 1990-1999 --> 2000-2012
(-Inf,26] 8 3 6 9 10 7 8
(26,26.5] 9 2 7 8 6 10 8
(26.5,26.75] 8 5 5 9 8 7 9
(26.75,27] 10 1 9 9 6 6 6
(27,27.25] 10 2 8 10 5 6 6
(27.25,27.5] 9 3 6 8 8 10 7
(27.5,27.75] 8 2 6 9 9 10 6
(27.75,27.85] 9 2 7 9 7 9 8
(27.85,27.95] 9 4 5 8 9 9 8
(27.95,28.05] 8 2 7 9 8 9 8
(28.05,28.1] 8 3 6 8 8 10 8
(28.1, Inf] 6 4 4 9 8 10 9
total 102.00 33.00 76.00 105.00 92.00 103.00 91.00
Indo-Pacific - 2000-2012 --> 2013-2019
(-Inf,26] 8 4 5 9 10 6 8
(26,26.5] 9 2 7 8 6 10 8
(26.5,26.75] 7 7 3 10 6 7 9
(26.75,27] 10 2 8 10 6 5 6
(27,27.25] 10 2 8 10 5 6 6
(27.25,27.5] 8 5 5 10 6 8 8
(27.5,27.75] 8 2 6 9 9 10 6
(27.75,27.85] 8 1 8 8 8 9 8
(27.85,27.95] 9 4 5 7 8 9 9
(27.95,28.05] 8 2 7 8 9 9 8
(28.05,28.1] 8 3 6 8 9 10 7
(28.1, Inf] 7 4 5 9 7 10 9
total 100.00 38.00 73.00 106.00 89.00 99.00 92.00
SO - 1990-1999 --> 2000-2012
(26,26.5] 7 6 3 9 8 7 10
(26.5,26.75] 8 5 4 10 7 7 10
(26.75,27] 7 3 5 10 8 7 10
(27,27.25] 7 2 6 9 8 8 10
(27.25,27.5] 6 6 3 10 8 7 10
(27.5,27.75] 9 8 2 7 7 10 6
(27.75,27.85] 10 6 4 8 5 10 6
(27.85,27.95] 8 3 5 6 10 10 8
(27.95,28.05] 8 4 5 8 10 9 8
(28.05,28.1] 7 3 5 8 10 9 9
(28.1, Inf] 8 4 4 7 10 9 9
(28.1,28.15] 7 3 5 8 10 9 9
(28.15,28.2] 7 4 4 8 10 9 9
(28.2, Inf] 10 8 2 6 9 6 6
total 109.00 65.00 57.00 114.00 120.00 117.00 120.00
SO - 2000-2012 --> 2013-2019
(26,26.5] 9 5 5 9 8 6 8
(26.5,26.75] 9 5 4 10 6 6 10
(26.75,27] 7 3 5 10 8 7 10
(27,27.25] 7 2 6 9 8 8 10
(27.25,27.5] 8 5 4 8 9 9 9
(27.5,27.75] 8 8 2 7 8 10 6
(27.75,27.85] 8 5 4 8 9 10 8
(27.85,27.95] 9 3 5 9 8 10 7
(27.95,28.05] 7 3 5 9 10 9 8
(28.05,28.1] 8 4 6 8 10 7 8
(28.1, Inf] 7 5 4 7 10 9 9
(28.1,28.15] 8 3 5 7 10 9 9
(28.15,28.2] 7 3 4 7 10 10 9
(28.2, Inf] 10 9 1 6 9 6 6
total 112.00 63.00 60.00 114.00 123.00 116.00 117.00

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
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
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
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
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