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

This results in a total number of MLR models of:

  • 86

4 Fit all models

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

  • cstar_tref

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

# loop across all basins, era, gamma slabs, and MLRs
# fit all MLR models
for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    # i_basin <- unique(GLODAP$basin)[1]
    # i_era   <- unique(GLODAP$era)[1]
    print(i_basin)
    print(i_era)
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin, era == i_era)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      for (i_predictors in unique(lm_all$predictors)) {
        # i_predictors <- unique(lm_all$predictors)[110]
        
        # extract one model definition
        i_lm <- lm_all %>%
          filter(predictors == i_predictors) %>%
          select(lm_coeff) %>%
          pull()
        
        # extract number of predictors
        i_n_predictors <- lm_all %>%
          filter(predictors == i_predictors) %>%
          select(n) %>%
          pull()
        
        # fit model
        i_lm_fit <- lm(as.formula(i_lm),
                       data = GLODAP_basin_era_slab)
        
        # find max predictor correlation
        i_cor_max <- GLODAP_basin_era_slab %>%
          select(!!!syms(str_split(i_predictors, " ",
                                   simplify = TRUE))) %>%
          correlate(quiet = TRUE) %>%
          select(-term) %>%
          abs() %>%
          max(na.rm = TRUE)
        
        # calculate root mean squared error
        i_rmse <- sqrt(c(crossprod(i_lm_fit$residuals)) /
                         length(i_lm_fit$residuals))
        
        # calculate maximum residual
        i_resid_max <- max(abs(i_lm_fit$residuals))
        
        # calculate Akaike information criterion aic
        i_aic <- AIC(i_lm_fit)
        
        # collect model coefficients and diagnostics
        coefficients <- tidy(i_lm_fit)
        
        coefficients <- coefficients %>%
          mutate(
            basin = i_basin,
            era = i_era,
            gamma_slab = i_gamma_slab,
            model = i_lm,
            rmse = i_rmse,
            aic = i_aic,
            resid_max = i_resid_max,
            n_predictors = i_n_predictors,
            na_predictor = anyNA(coefficients$estimate),
            cor_max = i_cor_max
          )
        
        if (exists("lm_all_fitted")) {
          lm_all_fitted <- bind_rows(lm_all_fitted, coefficients)
        }
        
        if (!exists("lm_all_fitted")) {
          lm_all_fitted <- coefficients
        }
      }
      
      
    }
  }
  
}

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 %>%
  select(
    basin,
    gamma_slab,
    era,
    model,
    n_predictors,
    term,
    estimate,
    rmse,
    aic,
    resid_max,
    na_predictor,
    cor_max
  )

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

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

5.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

# remove models with predictors fitted as NA

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

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

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

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 423.554034 4.4283361 1982-1999 –> 2000-2012 2.7231087 1156.98425
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.3636465 425.526006 4.4922859 1982-1999 –> 2000-2012 2.7191247 1159.77882
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.3802669 428.409269 4.5549122 1982-1999 –> 2000-2012 2.7419291 1164.56474
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 1.3768938 425.826933 4.4581399 1982-1999 –> 2000-2012 2.7394384 1160.25321
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.3418670 421.694106 4.3785458 1982-1999 –> 2000-2012 2.7007540 1156.99681
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate_star 1.3804052 426.433111 4.4915042 1982-1999 –> 2000-2012 2.7438487 1161.13506
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.3768691 427.822659 4.4329407 1982-1999 –> 2000-2012 2.7362549 1163.27875
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.3802012 428.397940 4.4188624 1982-1999 –> 2000-2012 2.7407403 1164.20852
Atlantic (-Inf,26] cstar_tref ~ sal + temp + phosphate + phosphate_star 1.3836048 426.984139 4.4866289 1982-1999 –> 2000-2012 2.7483345 1162.08020
Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.3833849 428.946304 4.4111178 1982-1999 –> 2000-2012 2.7452995 1165.17924
Atlantic (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.4054885 282.935818 3.9251123 2000-2012 –> 2013-2019 2.7692956 706.48985
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.2649628 268.713111 3.2429425 2000-2012 –> 2013-2019 2.6286093 694.23912
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.3142537 274.599957 3.5232118 2000-2012 –> 2013-2019 2.6945206 703.00923
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 1.4035054 282.718370 4.1866862 2000-2012 –> 2013-2019 2.7803992 708.54530
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.4035041 284.718233 4.1934514 2000-2012 –> 2013-2019 2.7453711 706.41234
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate_star 1.4037130 282.741148 4.2803354 2000-2012 –> 2013-2019 2.7841182 709.17426
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2633116 268.511958 3.2216456 2000-2012 –> 2013-2019 2.6401807 696.33462
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.2651521 268.736162 3.4086270 2000-2012 –> 2013-2019 2.6453533 697.13410
Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.2701060 269.337984 3.2846073 2000-2012 –> 2013-2019 2.7091668 707.67515
Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.2649436 268.710769 3.3919866 2000-2012 –> 2013-2019 2.6483285 697.65707
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.7628406 5288.184600 11.3375828 1982-1999 –> 2000-2012 7.2078157 12483.61709
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate 4.2941070 5540.022111 16.1860982 1982-1999 –> 2000-2012 8.1714343 13053.14686
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3.7564758 5284.930800 10.9732242 1982-1999 –> 2000-2012 7.3149139 12567.98652
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 3.8388894 5326.641770 13.1135976 1982-1999 –> 2000-2012 7.5975826 12757.74052
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.8831707 5348.685012 14.5311740 1982-1999 –> 2000-2012 7.3879064 12590.62207
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.9072440 5360.563472 15.3378774 1982-1999 –> 2000-2012 7.4211930 12609.59949
Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3.9513993 5382.161942 15.7450319 1982-1999 –> 2000-2012 7.4837437 12645.31643
Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.9112285 5362.522502 15.4201430 1982-1999 –> 2000-2012 7.4283037 12613.96304
Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 4.0273188 5416.739687 13.3291126 1982-1999 –> 2000-2012 7.8110581 12863.79677
Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.3709886 5576.129132 10.9104270 1982-1999 –> 2000-2012 8.6530902 13359.75528
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.8929192 2886.553162 14.0342310 2000-2012 –> 2013-2019 7.6557598 8174.73776
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate 4.0265363 2919.447782 16.2823287 2000-2012 –> 2013-2019 8.3206433 8459.46989
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3.7842484 2857.278535 14.0486463 2000-2012 –> 2013-2019 7.5407242 8142.20933
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 3.6949993 2832.600149 13.5177254 2000-2012 –> 2013-2019 7.5338887 8159.24192
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.9935719 2912.947801 14.5586230 2000-2012 –> 2013-2019 7.8767425 8261.63281
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.0072975 2916.495492 14.9495014 2000-2012 –> 2013-2019 7.9145415 8277.05896
Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3.9677390 2906.237542 14.3154329 2000-2012 –> 2013-2019 7.9191383 8288.39948
Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.0057160 2916.087346 14.8955511 2000-2012 –> 2013-2019 7.9169446 8278.60985
Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 4.0401969 2922.949844 15.7279649 2000-2012 –> 2013-2019 8.0675157 8339.68953
Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.6363917 3067.272696 15.1290688 2000-2012 –> 2013-2019 9.0073803 8643.40183
Atlantic (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3.2896956 6567.650766 16.4096691 1982-1999 –> 2000-2012 7.0403453 15887.63711
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.2571368 6544.665094 17.4967787 1982-1999 –> 2000-2012 7.0071100 15866.03893
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.2738114 6557.492264 18.0106959 1982-1999 –> 2000-2012 7.0696165 15920.12015
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.2894706 6569.478912 18.3245129 1982-1999 –> 2000-2012 7.1121130 15956.03288
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.2944309 6573.263968 18.4092841 1982-1999 –> 2000-2012 7.1251528 15966.98815
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.3083487 6583.853951 15.2542048 1982-1999 –> 2000-2012 6.9957282 15848.06404
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 3.3385662 6604.693674 16.8014617 1982-1999 –> 2000-2012 7.1388330 15969.31095
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.2354474 6527.881649 15.1116310 1982-1999 –> 2000-2012 6.9267294 15795.68403
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 3.3655174 6624.890876 16.9910341 1982-1999 –> 2000-2012 7.1958209 16016.24407
Atlantic (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 3.3734894 6630.834081 17.0359777 1982-1999 –> 2000-2012 7.2128750 16030.23006
Atlantic (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3.9607027 3763.373109 13.9189040 2000-2012 –> 2013-2019 7.2503983 10331.02387
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate 4.0142366 3781.390440 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 3759.623757 14.3643903 2000-2012 –> 2013-2019 7.2009075 10304.28885
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.9718753 3769.153381 14.7618185 2000-2012 –> 2013-2019 7.2456867 10326.64565
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.9957853 3777.207767 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 3779.143530 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 3761.834150 12.7862839 2000-2012 –> 2013-2019 7.2586205 10345.68810
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 4.0221675 3784.039196 14.2652203 2000-2012 –> 2013-2019 7.3607337 10388.73287
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.8098123 3713.247776 12.7062448 2000-2012 –> 2013-2019 7.0452597 10241.12943
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 4.0542137 3794.689080 14.4584153 2000-2012 –> 2013-2019 7.4197311 10419.57996
Atlantic (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2.1144549 9311.585705 16.8150352 1982-1999 –> 2000-2012 3.9607653 20675.05162
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 2.1993995 9480.557155 15.9655409 1982-1999 –> 2000-2012 4.2126390 21327.52428
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.0674038 9217.045953 16.4678092 1982-1999 –> 2000-2012 3.8697594 20447.91841
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.1240860 9333.081699 16.6465660 1982-1999 –> 2000-2012 3.9816674 20732.54428
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.1639482 9412.844942 16.8576835 1982-1999 –> 2000-2012 4.0651256 20941.89188
Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.1799332 9444.418513 16.9171523 1982-1999 –> 2000-2012 4.0982392 21023.56699
Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.1939659 9471.945683 13.7137680 1982-1999 –> 2000-2012 4.1337973 21113.42590
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 2.2357799 9550.937872 17.5492900 1982-1999 –> 2000-2012 4.1868759 21222.76213
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.9507540 8967.892712 18.6204117 1982-1999 –> 2000-2012 3.7278859 20120.03788
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 2.2829975 9640.595238 17.7857854 1982-1999 –> 2000-2012 4.2859626 21458.98161
Atlantic (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2.5206878 5486.346699 14.9695607 2000-2012 –> 2013-2019 4.6351427 14797.93240
Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.4413149 5413.606396 11.8154257 2000-2012 –> 2013-2019 4.8183337 15229.33671
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 2.3630156 5335.457017 12.8443570 2000-2012 –> 2013-2019 4.5624151 14816.01417
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.3488584 5323.419515 13.2797643 2000-2012 –> 2013-2019 4.4162622 14540.46547
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate_star 2.4448020 5414.940628 12.1284603 2000-2012 –> 2013-2019 4.8256787 15235.62805
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.3596927 5334.169809 13.1100755 2000-2012 –> 2013-2019 4.4837787 14667.25151
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.3847969 5358.890586 13.2739528 2000-2012 –> 2013-2019 4.5487450 14771.73553
Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.3941428 5368.027390 13.3139040 2000-2012 –> 2013-2019 4.5740760 14812.44590
Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.5882103 5550.098437 14.4123879 2000-2012 –> 2013-2019 4.7821761 15022.04412
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.3854413 5359.521729 13.5513600 2000-2012 –> 2013-2019 4.3361952 14327.41444
Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.0682633 7849.905731 10.7669065 1982-1999 –> 2000-2012 3.9167178 18217.41032
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 2.0435939 7804.084338 14.4479235 1982-1999 –> 2000-2012 3.5308801 17062.60456
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.0386990 7797.326398 14.7223520 1982-1999 –> 2000-2012 3.4258901 16703.07597
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate_star 2.1489880 7987.732632 13.4660156 1982-1999 –> 2000-2012 3.9998959 18359.99140
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.3511711 8318.107742 12.8882904 1982-1999 –> 2000-2012 4.0428033 18234.17590
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.0424220 7803.989555 14.5801203 1982-1999 –> 2000-2012 3.4506473 16786.37031
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.0621160 7839.035073 14.5678114 1982-1999 –> 2000-2012 3.5029894 16938.12029
Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.0674613 7848.489349 14.5590251 1982-1999 –> 2000-2012 3.5191192 16985.54483
Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.1365067 7968.460002 16.5166365 1982-1999 –> 2000-2012 3.8400212 17920.17023
Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.3176418 8265.652871 16.9239274 1982-1999 –> 2000-2012 3.9638455 18043.10640
Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.2669951 4502.211862 10.3849498 2000-2012 –> 2013-2019 4.3352584 12352.11759
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 2.3852971 4602.253974 13.8699421 2000-2012 –> 2013-2019 4.4288909 12406.33831
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.3630967 4585.496415 13.1963695 2000-2012 –> 2013-2019 4.4017957 12382.82281
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate_star 2.3685485 4588.118982 12.9739556 2000-2012 –> 2013-2019 4.5175364 12575.85161
Atlantic (27,27.25] cstar_tref ~ sal + silicate + phosphate + phosphate_star 2.3793155 4597.217231 12.7729726 2000-2012 –> 2013-2019 4.5707731 12656.41915
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.4956282 4694.958937 17.4135952 2000-2012 –> 2013-2019 4.6150500 12634.09781
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.3534248 4577.269188 13.0320655 2000-2012 –> 2013-2019 4.3958468 12381.25874
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.3666942 4588.547926 13.1119369 2000-2012 –> 2013-2019 4.4288102 12427.58300
Atlantic (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.4938884 4693.559965 14.2631541 2000-2012 –> 2013-2019 4.7180216 12808.81276
Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.3702237 4591.537240 13.1082227 2000-2012 –> 2013-2019 4.4376849 12440.02659
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + phosphate + phosphate_star 2.7238437 8529.016536 18.8065262 1982-1999 –> 2000-2012 4.6400601 18821.25513
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.7141134 8518.426820 18.2217913 1982-1999 –> 2000-2012 4.6192019 18783.73089
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 2.4826681 8202.862146 15.4630874 1982-1999 –> 2000-2012 4.6372773 19077.63221
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.2506833 7859.746541 11.7784240 1982-1999 –> 2000-2012 3.8562922 17275.39640
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.3716564 8043.930575 13.8422521 1982-1999 –> 2000-2012 4.2067030 18123.14014
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.7232237 8530.215738 18.7033445 1982-1999 –> 2000-2012 4.6391007 18823.57401
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.7163768 8521.359446 18.4339523 1982-1999 –> 2000-2012 4.6387543 18831.54556
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 2.5920191 8354.499666 14.5541445 1982-1999 –> 2000-2012 4.3555776 18234.29986
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 2.5539171 8302.402158 14.3658361 1982-1999 –> 2000-2012 4.3899328 18382.23482
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.5538658 8304.331466 14.3950791 1982-1999 –> 2000-2012 4.2816260 18084.24905
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate 2.7452379 4649.020007 15.3946796 2000-2012 –> 2013-2019 5.5168707 13237.22374
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + phosphate_star 2.7153537 4630.114013 15.6930546 2000-2012 –> 2013-2019 5.3859285 13089.64919
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 2.6878637 4610.678820 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 4612.067500 13.2079246 2000-2012 –> 2013-2019 5.2891445 12982.27823
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 2.7028398 4621.291352 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 4581.789980 15.3276233 2000-2012 –> 2013-2019 4.8954281 12441.53652
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.6572829 4590.823530 12.8447541 2000-2012 –> 2013-2019 5.0289394 12634.75411
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 3.1262359 4899.247309 15.2877614 2000-2012 –> 2013-2019 5.7182550 13253.74697
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 3.1456553 4911.075049 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 4843.032223 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 8408.104100 15.9390463 1982-1999 –> 2000-2012 3.7393396 19444.03561
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.9834959 8399.744587 15.8043360 1982-1999 –> 2000-2012 3.7532827 19492.93750
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate_star 1.9893095 8409.410418 15.9241022 1982-1999 –> 2000-2012 3.7597080 19502.52763
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.9528629 8337.704694 17.8790203 1982-1999 –> 2000-2012 3.6955948 19345.12197
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 1.9893455 8409.482409 15.9370852 1982-1999 –> 2000-2012 3.7659717 19522.15177
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.9528903 8337.760471 17.8850018 1982-1999 –> 2000-2012 3.7022054 19366.17163
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 1.9893337 8409.458764 15.9325158 1982-1999 –> 2000-2012 3.7594100 19501.56286
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + phosphate_star 1.9893762 8407.544080 15.9648124 1982-1999 –> 2000-2012 3.8377481 19738.64511
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.9528915 8337.763044 17.8851630 1982-1999 –> 2000-2012 3.6953389 19344.27136
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 1.9530304 8336.046421 17.9396728 1982-1999 –> 2000-2012 3.7778857 19597.85215
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.4053274 5204.371468 16.1009025 2000-2012 –> 2013-2019 4.4472521 13719.83748
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.3799529 5180.403461 14.1059693 2000-2012 –> 2013-2019 4.3676130 13588.50756
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.3740985 5174.837302 13.8742018 2000-2012 –> 2013-2019 4.3575945 13574.58189
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate_star 2.3896676 5187.609732 14.3833802 2000-2012 –> 2013-2019 4.3789771 13597.02015
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.3547949 5156.386266 16.1730155 2000-2012 –> 2013-2019 4.3076578 13494.09096
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 2.3946591 5192.325450 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 5160.816150 16.2885657 2000-2012 –> 2013-2019 4.3123053 13498.57662
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 2.3915672 5189.405547 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 5158.053823 16.2223714 2000-2012 –> 2013-2019 4.3094245 13495.81687
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 2.4631998 5256.103499 17.6227505 2000-2012 –> 2013-2019 4.4162302 13592.14992
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + phosphate_star 2.2161217 3360.622196 12.8805782 1982-1999 –> 2000-2012 4.2209370 8020.27228
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.1312145 3303.553374 11.8717788 1982-1999 –> 2000-2012 4.0607502 7881.08037
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.2070364 3356.410831 12.3482020 1982-1999 –> 2000-2012 4.2309512 8038.90161
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 2.2231780 3365.428852 12.8607687 1982-1999 –> 2000-2012 4.2368677 8034.78695
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.1835030 3340.201927 12.7164943 1982-1999 –> 2000-2012 4.1493501 7958.70807
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.1411702 3310.600049 11.8750181 1982-1999 –> 2000-2012 4.0813579 7900.22781
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.1604361 3324.143938 11.9273148 1982-1999 –> 2000-2012 4.1194292 7934.97332
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.1549960 3320.331796 11.8660221 1982-1999 –> 2000-2012 4.1091678 7925.74508
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.1616503 3324.993460 11.9321393 1982-1999 –> 2000-2012 4.1218562 7937.18326
Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.1616239 3324.974969 11.7962753 1982-1999 –> 2000-2012 4.1050144 7918.22810
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + phosphate_star 2.0928287 1673.240448 12.4032659 2000-2012 –> 2013-2019 4.3089504 5033.86264
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 1.9646130 1624.560026 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 1610.896859 11.1777569 2000-2012 –> 2013-2019 4.0562675 4914.45023
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.0014561 1640.866391 12.0167513 2000-2012 –> 2013-2019 4.1849591 4981.06832
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.9316159 1613.517487 11.1768171 2000-2012 –> 2013-2019 4.0727861 4924.11754
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.9516171 1621.449583 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 1619.536203 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 1621.897642 11.2180083 2000-2012 –> 2013-2019 4.1144034 4946.89110
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 2.0407585 1653.840255 11.6496145 2000-2012 –> 2013-2019 4.3007227 5044.08296
Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.9661559 1627.164498 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 3387.207274 21.4785697 1982-1999 –> 2000-2012 6.9328423 8471.87201
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.2195921 3389.003936 21.5396430 1982-1999 –> 2000-2012 6.9372618 8473.66199
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.2245363 3391.004909 21.5915289 1982-1999 –> 2000-2012 6.9433335 8476.22577
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3.2063722 3383.638602 21.3936019 1982-1999 –> 2000-2012 6.9049907 8458.76110
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.2254898 3391.390456 21.6017712 1982-1999 –> 2000-2012 6.9445294 8476.73224
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.1391201 3355.996923 19.9845769 1982-1999 –> 2000-2012 6.6789101 8349.65594
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.2286157 3392.653575 21.5066688 1982-1999 –> 2000-2012 6.9470159 8477.67627
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate_star 3.2287245 3390.697507 21.5268321 1982-1999 –> 2000-2012 6.9475276 8473.92131
Atlantic (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate_star 3.2117179 3383.810812 21.3292212 1982-1999 –> 2000-2012 6.9104430 8456.98685
Atlantic (27.85,27.95] cstar_tref ~ temp + silicate + phosphate + phosphate_star 3.2289226 3390.777507 21.5411609 1982-1999 –> 2000-2012 6.9479656 8474.12106
Atlantic (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3.0344271 1908.720879 20.8484604 2000-2012 –> 2013-2019 6.2689394 5301.75383
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.0296843 1909.547724 20.8156211 2000-2012 –> 2013-2019 6.2448435 5296.75500
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.0309278 1909.855472 20.8809382 2000-2012 –> 2013-2019 6.2505198 5298.85941
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.0326885 1910.291049 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 1904.756396 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 1910.366517 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 1841.393655 19.0028038 2000-2012 –> 2013-2019 5.9056294 5197.39058
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate 3.0399539 1910.085671 20.9380173 2000-2012 –> 2013-2019 6.2695658 5301.14152
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.0294887 1909.499299 20.6606437 2000-2012 –> 2013-2019 6.2581044 5302.15287
Atlantic (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate_star 3.0229818 1905.886669 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 3610.892774 25.2437937 1982-1999 –> 2000-2012 5.7502383 8738.38708
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.6419355 3994.414180 15.1899916 1982-1999 –> 2000-2012 7.7976852 9826.07478
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.7751661 4047.158135 32.6452313 1982-1999 –> 2000-2012 8.0691975 9945.79079
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate_star 3.4812873 3926.188091 28.5432080 1982-1999 –> 2000-2012 7.4526840 9663.01144
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3.4696206 3923.260183 30.8676062 1982-1999 –> 2000-2012 7.4020580 9641.91322
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.7708319 4045.471753 32.4678286 1982-1999 –> 2000-2012 8.0599302 9941.75256
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate_star 2.8674157 3641.409341 23.9821335 1982-1999 –> 2000-2012 5.8414175 8786.51030
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.7006565 3555.452251 17.7461268 1982-1999 –> 2000-2012 5.5237418 8596.00145
Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + phosphate_star 3.4883352 3927.157099 28.0003328 1982-1999 –> 2000-2012 7.4767316 9670.71973
Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate_star 3.4873826 3928.756161 28.3912596 1982-1999 –> 2000-2012 7.4204403 9645.73192
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.2079249 1654.555820 17.1754449 2000-2012 –> 2013-2019 5.0125249 5265.44859
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.7059856 2038.834737 15.4825157 2000-2012 –> 2013-2019 7.3479211 6033.24892
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.8956543 2075.869731 19.5875468 2000-2012 –> 2013-2019 7.6708204 6123.02787
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate_star 3.5736134 2009.846711 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 1999.161838 19.0033544 2000-2012 –> 2013-2019 6.9826605 5922.42202
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.8902447 2074.838653 19.5293816 2000-2012 –> 2013-2019 7.6610765 6120.31041
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate_star 2.3549206 1700.380598 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 1428.918539 17.6973562 2000-2012 –> 2013-2019 4.3296458 4984.37079
Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + phosphate_star 3.5736166 2007.847361 18.6558890 2000-2012 –> 2013-2019 7.0619518 5935.00446
Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate_star 3.5277605 2000.264526 19.2924013 2000-2012 –> 2013-2019 7.0151432 5929.02069
Atlantic (28.05,28.1] cstar_tref ~ aou + silicate + phosphate + phosphate_star 0.1477371 -391.586583 0.7902700 1982-1999 –> 2000-2012 0.2939220 -961.13902
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.1210088 -552.835931 0.4907036 1982-1999 –> 2000-2012 0.2468317 -1293.48446
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.1760064 -246.366315 0.6281046 1982-1999 –> 2000-2012 0.3353061 -714.77273
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.1256242 -522.216783 0.4975433 1982-1999 –> 2000-2012 0.2534330 -1244.79394
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.1311055 -487.282364 0.5247470 1982-1999 –> 2000-2012 0.2617579 -1184.46532
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.1307462 -489.526965 0.5294332 1982-1999 –> 2000-2012 0.2606648 -1193.20951
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.1312033 -486.672510 0.5244465 1982-1999 –> 2000-2012 0.2617634 -1184.67026
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 0.1343328 -469.389855 0.5909933 1982-1999 –> 2000-2012 0.2680506 -1141.81026
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 0.1691628 -280.807231 0.9181431 1982-1999 –> 2000-2012 0.3334241 -715.81871
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.1067942 -655.052768 0.4432560 1982-1999 –> 2000-2012 0.2261343 -1456.74534
Atlantic (28.05,28.1] cstar_tref ~ aou + silicate + phosphate + phosphate_star 0.1719962 -136.143330 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 -293.100760 0.5893991 2000-2012 –> 2013-2019 0.2402575 -845.93669
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.1856628 -100.959994 0.7392499 2000-2012 –> 2013-2019 0.3616692 -347.32631
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.1198306 -290.988197 0.5979588 2000-2012 –> 2013-2019 0.2454548 -813.20498
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.1212919 -285.727742 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 -294.196914 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 -286.106368 0.6087382 2000-2012 –> 2013-2019 0.2523894 -772.77888
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 0.1306746 -255.390208 0.5128206 2000-2012 –> 2013-2019 0.2650074 -724.78006
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 0.1926997 -86.814750 0.8114619 2000-2012 –> 2013-2019 0.3618625 -367.62198
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.1205182 -288.504785 0.5157633 2000-2012 –> 2013-2019 0.2273125 -943.55755
Atlantic (28.1,28.15] cstar_tref ~ aou + silicate + phosphate + phosphate_star 0.1864976 -300.478280 0.9104313 1982-1999 –> 2000-2012 0.3704304 -704.78404
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.1856637 -303.855649 1.0501042 1982-1999 –> 2000-2012 0.3684614 -715.55849
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.1462218 -590.430434 0.5791654 1982-1999 –> 2000-2012 0.3077446 -1189.96097
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.1863181 -299.633609 1.0241429 1982-1999 –> 2000-2012 0.3694422 -708.62820
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.1792358 -346.137083 0.7660562 1982-1999 –> 2000-2012 0.3543540 -822.99151
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + phosphate_star 0.1620427 -469.148476 1.0465318 1982-1999 –> 2000-2012 0.3374000 -945.93043
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.1523291 -541.328385 0.8462439 1982-1999 –> 2000-2012 0.3122188 -1156.28445
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate 0.1863369 -301.512645 1.0049036 1982-1999 –> 2000-2012 0.3695633 -711.65912
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.1862512 -300.064557 0.9720727 1982-1999 –> 2000-2012 0.3694722 -708.25634
Atlantic (28.1,28.15] cstar_tref ~ temp + nitrate + silicate + phosphate_star 0.1850378 -309.908102 0.8520184 1982-1999 –> 2000-2012 0.3639113 -756.55335
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.1079081 -470.521953 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 -363.510354 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 -365.274689 0.5784177 2000-2012 –> 2013-2019 0.2748199 -955.70512
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.1327885 -346.035330 0.8004139 2000-2012 –> 2013-2019 0.3191066 -645.66894
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.1359748 -331.808164 0.8217690 2000-2012 –> 2013-2019 0.3231434 -625.97694
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.1419750 -305.899601 0.6830005 2000-2012 –> 2013-2019 0.3212108 -652.03668
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + phosphate_star 0.1323874 -349.850572 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 -432.018600 0.7844711 2000-2012 –> 2013-2019 0.2673889 -973.34699
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate 0.1358527 -334.347217 0.6907496 2000-2012 –> 2013-2019 0.3221896 -635.85986
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.1358330 -332.434259 0.7020793 2000-2012 –> 2013-2019 0.3220842 -632.49882
Atlantic (28.15,28.2] cstar_tref ~ aou + nitrate + silicate + phosphate_star 0.2404612 -2.605702 1.2588954 1982-1999 –> 2000-2012 0.5971189 1288.88491
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate 0.2067658 -356.975025 1.1215841 1982-1999 –> 2000-2012 0.4392854 -478.37404
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.1937185 -507.107103 0.9301837 1982-1999 –> 2000-2012 0.4246922 -648.50615
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate 0.2062234 -361.105581 1.1249630 1982-1999 –> 2000-2012 0.4323640 -572.24706
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.1399670 -1263.655462 0.6793611 1982-1999 –> 2000-2012 0.3136259 -2343.67973
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 0.1905543 -545.544370 0.9672329 1982-1999 –> 2000-2012 0.4218819 -681.89442
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.1904900 -544.331977 0.9741278 1982-1999 –> 2000-2012 0.4214071 -684.53994
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.1553963 -1019.584837 0.7410565 1982-1999 –> 2000-2012 0.3517228 -1694.98985
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate_star 0.2316081 -90.159381 0.9733357 1982-1999 –> 2000-2012 0.4963905 218.96323
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.1933738 -509.263006 0.8011848 1982-1999 –> 2000-2012 0.4118498 -832.12234
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate 0.2246267 -75.384786 1.1638056 2000-2012 –> 2013-2019 0.4313924 -432.35981
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.2244180 -74.451556 1.1699094 2000-2012 –> 2013-2019 0.4181365 -581.55866
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate 0.2158617 -119.077080 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 -428.817456 0.8755753 2000-2012 –> 2013-2019 0.3044960 -1692.47292
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 0.2245236 -73.911397 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 -104.486957 1.0344976 2000-2012 –> 2013-2019 0.4087322 -648.81893
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.1978191 -217.280325 0.9886506 2000-2012 –> 2013-2019 0.3532154 -1236.86516
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.3221742 342.644397 1.2266393 2000-2012 –> 2013-2019 0.6075894 742.05387
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate_star 0.2456825 29.476260 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 -144.524944 1.0754262 2000-2012 –> 2013-2019 0.4041357 -653.78795
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate 0.2027644 -323.745453 1.3236913 1982-1999 –> 2000-2012 0.4770194 20.90002
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.1612281 -754.521365 0.7013582 1982-1999 –> 2000-2012 0.3907603 -883.53202
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 0.1811854 -534.190764 0.8314641 1982-1999 –> 2000-2012 0.4255621 -495.75317
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.1540245 -838.819290 0.7940144 1982-1999 –> 2000-2012 0.3817040 -987.48419
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 0.1737092 -613.747512 0.8205860 1982-1999 –> 2000-2012 0.4323648 -423.57692
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.1562692 -811.502303 0.7844382 1982-1999 –> 2000-2012 0.3548537 -1325.49576
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.1737076 -611.765513 0.8224647 1982-1999 –> 2000-2012 0.4175562 -577.10867
Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + phosphate_star 0.2029763 -319.773960 1.0023410 1982-1999 –> 2000-2012 0.5420038 593.39709
Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate 0.1896512 -447.973968 1.0756693 1982-1999 –> 2000-2012 0.5289749 467.53040
Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.1892035 -450.436338 1.1010920 1982-1999 –> 2000-2012 0.5263210 449.63897
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate 0.1818778 -343.426191 1.3962817 2000-2012 –> 2013-2019 0.3846422 -667.17164
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.1636319 -472.301950 0.5912036 2000-2012 –> 2013-2019 0.3248601 -1226.82331
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 0.1754959 -385.647229 0.8287117 2000-2012 –> 2013-2019 0.3566813 -919.83799
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.1561529 -528.220834 0.5061359 2000-2012 –> 2013-2019 0.3101774 -1367.04012
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 0.1698736 -425.957574 0.5784002 2000-2012 –> 2013-2019 0.3435828 -1039.70509
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.1611112 -489.522041 0.6063632 2000-2012 –> 2013-2019 0.3173804 -1301.02434
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.1695359 -426.420988 0.5536780 2000-2012 –> 2013-2019 0.3432435 -1038.18650
Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + phosphate_star 0.1958321 -249.910014 0.5984421 2000-2012 –> 2013-2019 0.3988084 -569.68397
Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate 0.1865046 -310.326732 0.5695925 2000-2012 –> 2013-2019 0.3761558 -758.30070
Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.1864053 -308.985880 0.5676698 2000-2012 –> 2013-2019 0.3756088 -759.42222
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 6.0837132 31283.722378 63.6717482 1982-1999 –> 2000-2012 12.2888053 74698.08555
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.9606796 31087.585116 61.6153894 1982-1999 –> 2000-2012 12.0576870 74268.86729
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5.8529522 30910.709975 37.6186313 1982-1999 –> 2000-2012 11.8564352 73885.19145
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 6.1882231 31448.906103 68.8278245 1982-1999 –> 2000-2012 12.5120199 75116.77578
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 6.0837034 31285.706772 63.6051352 1982-1999 –> 2000-2012 12.2881856 74700.75486
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 6.0468752 31226.820760 66.8391133 1982-1999 –> 2000-2012 12.2526122 74644.57419
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.0957510 31304.892786 67.2549537 1982-1999 –> 2000-2012 12.3560071 74839.66227
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate_star 6.0711207 31263.627958 55.9936109 1982-1999 –> 2000-2012 12.5271970 75208.44875
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6.0605381 31248.708615 57.8052443 1982-1999 –> 2000-2012 12.5159742 75194.20271
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6.1003004 31312.128030 67.3246057 1982-1999 –> 2000-2012 12.3721924 74871.74001
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 6.0467432 17050.518508 24.2960391 2000-2012 –> 2013-2019 12.1304564 48334.24089
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.9589690 16975.107852 20.4058639 2000-2012 –> 2013-2019 11.9196486 48062.69297
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5.7925393 16825.146245 30.2853066 2000-2012 –> 2013-2019 11.6454915 47735.85622
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 6.0463409 17052.166247 24.0209227 2000-2012 –> 2013-2019 12.1300443 48337.87302
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 6.0327655 17040.266634 19.2296680 2000-2012 –> 2013-2019 12.0796407 48267.08739
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.0785833 17080.321715 19.4707876 2000-2012 –> 2013-2019 12.1743342 48385.21450
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate_star 5.9576595 16971.944353 20.6918724 2000-2012 –> 2013-2019 12.0287802 48235.57231
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5.9531118 16969.901684 20.5868856 2000-2012 –> 2013-2019 12.0136499 48218.61030
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6.0788601 17080.562865 19.4967712 2000-2012 –> 2013-2019 12.1791606 48392.69089
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate_star 6.0789055 17078.602355 19.5112157 2000-2012 –> 2013-2019 12.2082635 48434.81529
Indo-Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.0651533 29424.169221 46.3858504 1982-1999 –> 2000-2012 8.0556619 71150.29062
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4.5737529 30652.977699 46.6637925 1982-1999 –> 2000-2012 8.9070724 73605.60159
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.1267294 29580.880811 42.5143629 1982-1999 –> 2000-2012 8.1586753 71460.73948
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.1949147 29751.707402 40.6595729 1982-1999 –> 2000-2012 8.2926660 71872.49439
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.2041168 29774.548859 40.4537398 1982-1999 –> 2000-2012 8.3162290 71947.39965
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4.3148999 30045.675846 46.6769259 1982-1999 –> 2000-2012 8.5261254 72572.96976
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 4.4495704 30364.041145 42.2575595 1982-1999 –> 2000-2012 8.8605844 73579.12893
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.4467395 30359.407036 42.8462783 1982-1999 –> 2000-2012 8.8576747 73576.22900
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 4.4740845 30421.312668 40.7843471 1982-1999 –> 2000-2012 8.9006410 73688.74624
Indo-Pacific (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 4.4794998 30433.921948 40.5642655 1982-1999 –> 2000-2012 8.9123825 73722.60860
Indo-Pacific (26,26.5] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.4906172 16509.405239 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 16018.520832 45.4759232 2000-2012 –> 2013-2019 8.1805000 45442.69005
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.2579641 16210.937159 42.6080320 2000-2012 –> 2013-2019 8.3846935 45791.81797
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.3523109 16334.717709 41.0862615 2000-2012 –> 2013-2019 8.5472256 46086.42511
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4.4848119 16504.098967 39.6379956 2000-2012 –> 2013-2019 8.9975749 47017.13990
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.3595277 16344.075222 40.9601122 2000-2012 –> 2013-2019 8.5636445 46118.62408
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 4.4897583 16508.324899 39.1411185 2000-2012 –> 2013-2019 9.0255590 47072.44514
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4.3289200 16304.281419 48.9397964 2000-2012 –> 2013-2019 8.6438199 46349.95726
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 4.5126870 16537.095127 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 16509.745450 44.1526082 2000-2012 –> 2013-2019 8.9360372 46869.15249
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + phosphate + phosphate_star 3.9254164 23913.833280 23.7480774 1982-1999 –> 2000-2012 7.6133079 56275.97900
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.6345743 23255.495034 28.2101771 1982-1999 –> 2000-2012 7.1315569 54988.37913
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3.7011548 23411.210437 38.4226522 1982-1999 –> 2000-2012 7.3016884 55490.65498
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.8274006 23698.925101 33.4397204 1982-1999 –> 2000-2012 7.5035596 56025.22903
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.8142999 23669.513415 27.8737743 1982-1999 –> 2000-2012 7.4333368 55809.83291
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.9147888 23892.577954 27.1618613 1982-1999 –> 2000-2012 7.6143684 56294.30282
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 3.7187975 23450.002981 34.9930279 1982-1999 –> 2000-2012 7.4714333 56018.83407
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3.6757445 23352.115137 32.8395079 1982-1999 –> 2000-2012 7.4210643 55899.77019
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.7388012 23498.021182 38.6256274 1982-1999 –> 2000-2012 7.5449621 56237.04675
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.6483093 23287.850078 33.0480082 1982-1999 –> 2000-2012 7.3670459 55750.91244
Indo-Pacific (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.0511182 12906.854465 37.2748333 2000-2012 –> 2013-2019 7.8623274 36567.41429
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.8503468 12676.257643 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 12661.573442 52.6641407 2000-2012 –> 2013-2019 7.5391658 36072.78388
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 3.8620456 12688.140119 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 12585.197412 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 12766.534454 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 12561.436610 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 12625.483349 34.8263061 2000-2012 –> 2013-2019 7.4561696 35913.33343
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + phosphate_star 3.9608014 12801.681333 45.4421652 2000-2012 –> 2013-2019 7.8053079 36534.85900
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 3.8726721 12700.713778 42.5287212 2000-2012 –> 2013-2019 7.6672905 36323.85087
Indo-Pacific (26.75,27] cstar_tref ~ aou + phosphate + phosphate_star 4.1971664 27339.368788 27.2326469 1982-1999 –> 2000-2012 7.9050265 63202.68113
Indo-Pacific (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.1941303 27334.437742 27.1350375 1982-1999 –> 2000-2012 7.9003176 63193.82241
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + phosphate + phosphate_star 3.9389706 26733.259540 18.6245607 1982-1999 –> 2000-2012 7.3276379 61416.09280
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.9388896 26735.062489 18.6208614 1982-1999 –> 2000-2012 7.3272283 61418.62193
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4.3041247 27584.391189 27.4662559 1982-1999 –> 2000-2012 8.0555103 63605.00516
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 4.2834965 27536.376628 27.1323949 1982-1999 –> 2000-2012 8.0043423 63447.61384
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.7138465 26171.581758 24.5830579 1982-1999 –> 2000-2012 6.9492406 60248.40260
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.2833176 27537.976697 27.1364912 1982-1999 –> 2000-2012 8.0041201 63451.06070
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 3.7456751 26251.317838 24.5846438 1982-1999 –> 2000-2012 7.0546464 60621.52274
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.7404148 26239.857437 24.0504296 1982-1999 –> 2000-2012 7.0436802 60589.39130
Indo-Pacific (26.75,27] cstar_tref ~ aou + phosphate + phosphate_star 4.6361462 15329.240533 21.1454106 2000-2012 –> 2013-2019 8.8333127 42668.60932
Indo-Pacific (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.6207872 15314.024757 20.8860072 2000-2012 –> 2013-2019 8.8149175 42648.46250
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + phosphate + phosphate_star 4.4245386 15088.870290 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 15086.305674 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 15460.518170 22.7833911 2000-2012 –> 2013-2019 9.0554166 43044.90936
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 4.7852878 15495.506619 21.9772449 2000-2012 –> 2013-2019 9.0687843 43031.88325
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.1082203 14706.044787 24.8854612 2000-2012 –> 2013-2019 7.8220668 40877.62655
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.7791734 15490.873465 22.0058435 2000-2012 –> 2013-2019 9.0624911 43028.85016
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 4.1158173 14713.629630 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 14715.475344 24.9554630 2000-2012 –> 2013-2019 7.8561096 40955.33278
Indo-Pacific (27,27.25] cstar_tref ~ aou + phosphate + phosphate_star 4.1475398 25702.425964 45.2579136 1982-1999 –> 2000-2012 7.7627119 58507.48374
Indo-Pacific (27,27.25] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.0366931 25459.482542 39.0541340 1982-1999 –> 2000-2012 7.4838942 57689.52858
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + phosphate_star 4.1048791 25610.940130 46.5044194 1982-1999 –> 2000-2012 7.6619844 58221.61706
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.9991093 25376.902099 40.3768785 1982-1999 –> 2000-2012 7.3985846 57439.86554
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.6478560 24545.652503 37.9748366 1982-1999 –> 2000-2012 6.6978707 55293.03453
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.3216735 26078.299649 38.0581375 1982-1999 –> 2000-2012 7.9645841 58980.05811
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4.1862269 25790.376152 47.5865904 1982-1999 –> 2000-2012 7.8828422 58869.62383
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + phosphate_star 3.6510474 24551.559554 37.5062127 1982-1999 –> 2000-2012 6.7221289 55380.42319
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate 4.3218653 26076.700869 38.2244416 1982-1999 –> 2000-2012 7.9654667 58978.75894
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.2728301 23564.735533 24.4480725 1982-1999 –> 2000-2012 5.9722600 52831.21842
Indo-Pacific (27,27.25] cstar_tref ~ aou + phosphate + phosphate_star 4.9021264 14451.316467 43.5497534 2000-2012 –> 2013-2019 9.0496662 40153.74243
Indo-Pacific (27,27.25] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.7270511 14278.752486 36.3367363 2000-2012 –> 2013-2019 8.7637443 39738.23503
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + phosphate_star 4.8810235 14432.608585 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 14264.895960 37.2734587 2000-2012 –> 2013-2019 8.7105706 39641.79806
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.2363766 13754.704913 36.1652945 2000-2012 –> 2013-2019 7.8842326 38300.35742
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 5.0015452 14551.690102 33.4243239 2000-2012 –> 2013-2019 9.3232187 40629.98975
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4.9504914 14502.441796 40.6359010 2000-2012 –> 2013-2019 9.1367182 40292.81795
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + phosphate_star 4.2368201 13753.207388 36.3372298 2000-2012 –> 2013-2019 7.8878675 38304.76694
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate 5.0133956 14561.049507 34.6548040 2000-2012 –> 2013-2019 9.3352609 40637.75038
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.7954530 13227.163039 24.3845530 2000-2012 –> 2013-2019 7.0682831 36791.89857
Indo-Pacific (27.25,27.5] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3.2625915 19059.892583 26.8503718 1982-1999 –> 2000-2012 5.8967790 43352.90314
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3.1485491 18801.375325 28.6100212 1982-1999 –> 2000-2012 5.7802065 43086.61295
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 3.1851097 18883.907749 26.7766743 1982-1999 –> 2000-2012 5.7583349 42938.79047
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.1839671 18883.280727 26.9112992 1982-1999 –> 2000-2012 5.7563615 42936.87911
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + silicate + phosphate + phosphate_star 3.2368879 19001.979628 27.9992250 1982-1999 –> 2000-2012 5.8848887 43348.18061
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.1764122 18865.886364 27.1610010 1982-1999 –> 2000-2012 5.7443344 42901.78859
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.2224198 18971.178708 27.1586158 1982-1999 –> 2000-2012 5.8275481 43153.37449
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.2120196 18947.508956 27.2271102 1982-1999 –> 2000-2012 5.8110648 43105.92981
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.1050602 18699.536423 28.2888528 1982-1999 –> 2000-2012 5.6799270 42762.90476
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.8566260 18088.940792 27.7977462 1982-1999 –> 2000-2012 5.2254081 41303.90904
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3.4772428 10328.239675 22.8259481 2000-2012 –> 2013-2019 6.6257919 29129.61500
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 3.5009559 10352.541668 30.1148214 2000-2012 –> 2013-2019 6.6860656 29236.44942
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.4557733 10304.271151 42.7028464 2000-2012 –> 2013-2019 6.6397404 29187.55188
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.2141819 10023.799083 64.0192901 2000-2012 –> 2013-2019 6.5728546 29298.20597
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.4845906 10336.408838 37.5479376 2000-2012 –> 2013-2019 6.6610028 29202.29520
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.9454568 9685.913538 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 9721.985373 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 10027.989672 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 9868.188129 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 9726.516783 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 12941.930859 13.1635983 1982-1999 –> 2000-2012 3.3556412 29531.20038
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.8431805 13094.037522 10.9147527 1982-1999 –> 2000-2012 3.4219417 29815.69546
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate_star 1.8474011 13106.771776 12.3209905 1982-1999 –> 2000-2012 3.4275005 29833.97714
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1.8586113 13145.744337 14.0415505 1982-1999 –> 2000-2012 3.4374951 29866.09369
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.8388594 13078.917249 10.8204906 1982-1999 –> 2000-2012 3.4178142 29801.66751
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.8422194 13090.677459 10.8838701 1982-1999 –> 2000-2012 3.4210074 29812.48685
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.9942252 13601.428746 22.9872509 1982-1999 –> 2000-2012 3.6355404 30669.22831
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.8412918 13087.432903 10.8646626 1982-1999 –> 2000-2012 3.4200470 29809.05733
Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.9480868 13450.635473 14.8422000 1982-1999 –> 2000-2012 3.5780360 30456.53288
Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.9078248 13316.100351 16.2317498 1982-1999 –> 2000-2012 3.5414946 30342.30893
Indo-Pacific (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate_star 2.2905674 7852.110468 10.7158176 2000-2012 –> 2013-2019 4.3121166 21539.20540
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.0456497 7459.673121 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 7577.974781 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 7607.182925 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 7648.133307 15.6254646 2000-2012 –> 2013-2019 4.0190685 20793.87764
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.1091319 7566.269773 10.8248465 2000-2012 –> 2013-2019 3.9479913 20645.18702
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.1135619 7573.588328 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 7571.021178 10.8741142 2000-2012 –> 2013-2019 3.9532987 20658.45408
Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.2298026 7760.330334 14.8119135 2000-2012 –> 2013-2019 4.1778894 21210.96581
Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.1934216 7702.951554 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 4299.357814 8.1506026 1982-1999 –> 2000-2012 2.9300863 9790.78057
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5880953 4247.316289 7.4644161 1982-1999 –> 2000-2012 2.8577493 9655.41675
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.3964786 3958.007655 8.0234164 1982-1999 –> 2000-2012 2.5182051 8963.01764
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.6032663 4268.708392 7.5995048 1982-1999 –> 2000-2012 2.8825504 9701.39667
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.6003452 4264.605314 7.5880131 1982-1999 –> 2000-2012 2.8751558 9685.89451
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.6018536 4266.724922 7.5880199 1982-1999 –> 2000-2012 2.8771911 9689.35920
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.6285161 4303.867537 7.8155276 1982-1999 –> 2000-2012 2.9305381 9793.88413
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.5187578 4146.870359 7.3678402 1982-1999 –> 2000-2012 2.7332530 9410.44136
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate_star 1.6298874 4303.761361 8.1550706 1982-1999 –> 2000-2012 2.9321759 9792.44393
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1.6309098 4305.172291 8.1517972 1982-1999 –> 2000-2012 2.9335291 9794.68110
Indo-Pacific (27.75,27.85] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1.5999990 2463.846076 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 2427.611717 6.8243011 2000-2012 –> 2013-2019 3.1416515 6674.92801
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.4090766 2300.911290 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 2441.287583 6.9310799 2000-2012 –> 2013-2019 3.1732774 6709.99597
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.5672990 2439.043386 6.9255151 2000-2012 –> 2013-2019 3.1676442 6703.64870
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate 1.5800997 2447.601561 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 2440.608734 6.9337316 2000-2012 –> 2013-2019 3.1710438 6707.33366
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.6019088 2467.394528 7.5552814 2000-2012 –> 2013-2019 3.2304250 6771.26207
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.5067948 2387.942388 7.5153393 2000-2012 –> 2013-2019 3.0255525 6534.81275
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate_star 1.6036863 2466.833983 7.5790945 2000-2012 –> 2013-2019 3.2335737 6770.59534
Indo-Pacific (27.85,27.95] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1.2193224 5465.312499 16.7256404 1982-1999 –> 2000-2012 2.4790549 13228.25111
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.1915206 5389.537192 19.2567263 1982-1999 –> 2000-2012 2.4510639 13153.77050
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.2035964 5423.539912 18.8397797 1982-1999 –> 2000-2012 2.4642569 13191.93801
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.2311070 5499.745813 14.7185210 1982-1999 –> 2000-2012 2.4606039 13150.54977
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.1543559 5282.686072 13.7360023 1982-1999 –> 2000-2012 2.2137868 12234.08383
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2096558 5440.473153 19.3998664 1982-1999 –> 2000-2012 2.4878015 13273.58422
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.2079627 5435.750381 19.5026523 1982-1999 –> 2000-2012 2.4871227 13272.58797
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.2081907 5436.386722 19.5549739 1982-1999 –> 2000-2012 2.4887445 13278.34067
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.2182393 5464.315871 17.6669688 1982-1999 –> 2000-2012 2.4491820 13120.64091
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.2419816 5529.400696 19.1771197 1982-1999 –> 2000-2012 2.5149550 13343.46182
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.5903326 3904.033656 11.5737389 2000-2012 –> 2013-2019 2.7818532 9293.57085
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5004527 3783.841361 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 3748.917992 8.3035747 2000-2012 –> 2013-2019 2.7064094 9248.66381
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.2927628 3476.037809 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 3812.143617 9.8427542 2000-2012 –> 2013-2019 2.7308047 9252.61677
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.5235717 3815.431618 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 3818.136807 10.0007962 2000-2012 –> 2013-2019 2.7337587 9254.52353
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 1.5117547 3797.344992 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 3794.837796 8.3111589 2000-2012 –> 2013-2019 2.7266996 9259.15367
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.5399490 3837.521069 8.8850536 2000-2012 –> 2013-2019 2.7819306 9366.92176
Indo-Pacific (27.95,28.05] cstar_tref ~ aou + silicate + phosphate + phosphate_star 0.7302519 3091.548820 3.9560681 1982-1999 –> 2000-2012 1.3289795 6935.88702
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.6534120 2783.574289 4.1710038 1982-1999 –> 2000-2012 1.2051148 6283.90978
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.7309031 3096.034230 3.1728331 1982-1999 –> 2000-2012 1.3628678 7170.90498
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.6561435 2795.204940 4.2518623 1982-1999 –> 2000-2012 1.2110227 6319.82467
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.6583807 2804.694794 4.3210777 1982-1999 –> 2000-2012 1.2155747 6346.92412
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.6934655 2949.442750 6.4209659 1982-1999 –> 2000-2012 1.2504062 6489.74826
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.6588552 2806.703627 4.3361019 1982-1999 –> 2000-2012 1.2165997 6353.10976
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.7614234 3210.087496 5.3927831 1982-1999 –> 2000-2012 1.3594061 7051.15927
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.6258207 2663.288889 3.2635429 1982-1999 –> 2000-2012 1.1545971 5984.08741
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate_star 0.7698668 3238.833244 6.8435992 1982-1999 –> 2000-2012 1.3679298 7078.47284
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 0.7152760 1481.702953 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 1373.516722 4.0261374 2000-2012 –> 2013-2019 1.3128646 4157.09101
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.7534138 1554.141871 3.6410609 2000-2012 –> 2013-2019 1.4894419 4669.65672
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.7480916 1544.529058 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 1376.237212 4.0294416 2000-2012 –> 2013-2019 1.3169205 4171.44215
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.6621614 1379.075128 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 1378.952240 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 1379.633679 4.0326126 2000-2012 –> 2013-2019 1.3212894 4186.33731
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + phosphate_star 0.7485543 1543.367365 3.6492555 2000-2012 –> 2013-2019 1.4827125 4649.79036
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.6450792 1343.634351 4.0369292 2000-2012 –> 2013-2019 1.2708998 4006.92324
Indo-Pacific (28.05,28.1] cstar_tref ~ aou + silicate + phosphate + phosphate_star 0.5271208 1695.361290 2.8677789 1982-1999 –> 2000-2012 1.0550883 3781.18057
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 0.4658342 1428.138259 2.7318673 1982-1999 –> 2000-2012 0.9969015 3529.51764
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.4490209 1350.662342 2.6364793 1982-1999 –> 2000-2012 0.9388200 3239.02666
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.4493103 1352.055200 2.6371565 1982-1999 –> 2000-2012 0.9394401 3242.21403
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.4497166 1354.009263 2.6369902 1982-1999 –> 2000-2012 0.9401153 3245.62589
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.4466304 1339.121590 2.3846430 1982-1999 –> 2000-2012 0.9327812 3207.61348
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.4497989 1354.404911 2.6371940 1982-1999 –> 2000-2012 0.9402612 3246.36650
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.5231923 1681.188184 2.6643580 1982-1999 –> 2000-2012 1.0467547 3746.73761
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.4423373 1318.239246 2.6431615 1982-1999 –> 2000-2012 0.9288759 3188.85100
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + nitrate + silicate + phosphate_star 0.5255663 1688.976055 2.7539341 1982-1999 –> 2000-2012 1.0491870 3752.82160
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.4646154 674.221887 2.1624309 2000-2012 –> 2013-2019 0.9794137 2320.44208
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 0.4408406 619.064942 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 611.822249 2.1703268 2000-2012 –> 2013-2019 0.8858536 1962.48459
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate_star 0.4746088 693.758245 2.4384278 2000-2012 –> 2013-2019 0.9974123 2371.33892
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + nitrate + silicate + phosphate_star 0.4663165 675.920471 2.2216087 2000-2012 –> 2013-2019 0.9823776 2325.43750
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.4368851 611.943691 2.1721342 2000-2012 –> 2013-2019 0.8861954 1963.99889
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.4370222 612.261269 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 594.115024 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 612.324997 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 612.919252 2.0303744 2000-2012 –> 2013-2019 0.8796437 1931.15850
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.8074402 22355.668018 4.5333149 1982-1999 –> 2000-2012 1.6142108 54127.42738
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.7723765 21532.550034 5.0006758 1982-1999 –> 2000-2012 1.5417586 52052.91597
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.7715892 21513.643855 4.9706034 1982-1999 –> 2000-2012 1.5393592 51978.69059
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.7711396 21502.837411 4.9531272 1982-1999 –> 2000-2012 1.5378132 51930.19888
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.7407771 20758.091639 4.0099928 1982-1999 –> 2000-2012 1.4768563 50111.49376
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.7711140 21502.221688 4.9516171 1982-1999 –> 2000-2012 1.5377317 51927.65905
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate_star 0.7954263 22075.739426 5.6762721 1982-1999 –> 2000-2012 1.5820452 53178.40515
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.6657025 18776.964687 2.8440875 1982-1999 –> 2000-2012 1.3265778 45288.18951
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.7915622 21987.455106 5.0132653 1982-1999 –> 2000-2012 1.5915131 53535.34028
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + nitrate + silicate + phosphate_star 0.7816870 21752.701931 3.4859853 1982-1999 –> 2000-2012 1.5652780 52753.65966
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.8298052 12367.319645 3.1970286 2000-2012 –> 2013-2019 1.6372454 34722.98766
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.7854002 11816.023415 4.8287442 2000-2012 –> 2013-2019 1.5577767 33348.57345
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.7853671 11815.600640 4.8016624 2000-2012 –> 2013-2019 1.5569563 33329.24449
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.7854158 11816.223286 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 11460.210163 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 11816.286662 4.7832055 2000-2012 –> 2013-2019 1.5565348 33318.50835
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate_star 0.8096966 12119.416370 5.6439933 2000-2012 –> 2013-2019 1.6051229 34195.15580
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.6982480 10637.010807 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 11953.002551 4.9114735 2000-2012 –> 2013-2019 1.5877687 33940.45766
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + nitrate + silicate + phosphate_star 0.7976887 11969.646948 3.7000919 2000-2012 –> 2013-2019 1.5793757 33722.34888
SO (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.8435941 472.305360 9.2376029 1982-1999 –> 2000-2012 5.3446047 1018.82978
SO (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.8988723 258.092302 2.6060622 1982-1999 –> 2000-2012 1.9721331 611.73023
SO (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.8424918 472.233245 9.3078108 1982-1999 –> 2000-2012 5.3158898 1016.22642
SO (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.8449113 472.391497 9.3373055 1982-1999 –> 2000-2012 5.3124869 1015.84732
SO (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 2.9258981 475.612443 9.9204795 1982-1999 –> 2000-2012 5.3163106 1009.82466
SO (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.5213874 449.937096 8.5032897 1982-1999 –> 2000-2012 4.7308847 968.20551
SO (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.8453488 472.420103 9.3383371 1982-1999 –> 2000-2012 5.3122515 1015.81374
SO (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 2.8722926 472.173126 9.4361110 1982-1999 –> 2000-2012 5.3596305 1015.44768
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.1212442 297.208213 3.8656132 1982-1999 –> 2000-2012 2.4807280 702.74616
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.0737261 291.153662 3.2656959 1982-1999 –> 2000-2012 2.3298830 680.66864
SO (26,26.5] cstar_tref ~ sal + aou + phosphate + phosphate_star 2.2164156 224.623665 8.5955231 2000-2012 –> 2013-2019 5.1344323 699.73441
SO (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.1723620 224.696344 8.0785402 2000-2012 –> 2013-2019 5.0159561 697.00170
SO (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.9963668 149.868680 1.8653894 2000-2012 –> 2013-2019 1.8952391 407.96098
SO (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.9098599 212.332966 7.3147661 2000-2012 –> 2013-2019 4.8230490 689.13574
SO (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.2965435 230.032996 8.4773829 2000-2012 –> 2013-2019 5.1390353 702.26624
SO (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.3408558 231.867693 8.6475792 2000-2012 –> 2013-2019 5.1857671 704.25919
SO (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.5688308 240.789380 9.9741472 2000-2012 –> 2013-2019 5.0902181 690.72648
SO (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.3270517 231.299903 8.5744760 2000-2012 –> 2013-2019 5.1724006 703.72001
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.2617314 170.536649 3.2940215 2000-2012 –> 2013-2019 2.3829756 467.74486
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.2542346 171.964549 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 1147.668453 5.2576592 1982-1999 –> 2000-2012 3.7493545 2782.84109
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.6860120 1453.383677 8.7412484 1982-1999 –> 2000-2012 5.7363290 3352.81661
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate_star 2.8392668 1484.565670 9.1635419 1982-1999 –> 2000-2012 6.0050208 3409.63502
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.8221751 1482.954970 8.6598730 1982-1999 –> 2000-2012 5.9741770 3406.78533
SO (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.6457223 1444.345824 7.7024197 1982-1999 –> 2000-2012 5.4590547 3283.60712
SO (26.5,26.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 2.8447505 1485.719508 9.1447780 1982-1999 –> 2000-2012 6.0107148 3410.83831
SO (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.8239950 1483.340463 8.5693521 1982-1999 –> 2000-2012 5.9729585 3406.45332
SO (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate_star 2.8263484 1481.838611 8.3224184 1982-1999 –> 2000-2012 5.9878409 3405.90577
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.8826809 1238.877897 5.1593677 1982-1999 –> 2000-2012 4.4015039 2993.86921
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.8803353 1240.132410 5.1157827 1982-1999 –> 2000-2012 4.3836051 2992.51545
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.8316524 641.488677 4.9622324 2000-2012 –> 2013-2019 3.4426089 1789.15713
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.6479883 755.749011 8.8235459 2000-2012 –> 2013-2019 5.3340003 2209.13269
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate_star 2.7952413 770.525660 8.7655836 2000-2012 –> 2013-2019 5.6345081 2255.09133
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.7943373 772.425383 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 777.381044 8.9548027 2000-2012 –> 2013-2019 5.4850888 2221.72687
SO (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.8020699 773.282050 8.8520969 2000-2012 –> 2013-2019 5.6260649 2256.62251
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 2.0718738 677.691501 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 675.772149 5.7856551 2000-2012 –> 2013-2019 3.9261791 1915.90456
SO (26.5,26.75] cstar_tref ~ temp + aou + phosphate + phosphate_star 2.7463388 765.054232 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 766.985597 9.4434005 2000-2012 –> 2013-2019 5.6127923 2259.37686
SO (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.5817742 5274.396994 18.1887041 1982-1999 –> 2000-2012 5.2276333 12244.14208
SO (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.3128105 5029.947199 14.6423326 1982-1999 –> 2000-2012 4.7776797 11793.63993
SO (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.6540151 5335.716978 9.9669921 1982-1999 –> 2000-2012 5.5316908 12549.69664
SO (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.6119586 5300.224454 10.1228377 1982-1999 –> 2000-2012 5.4901533 12514.72846
SO (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.6551854 5336.696571 10.0278785 1982-1999 –> 2000-2012 5.5381031 12555.96864
SO (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate_star 2.6552763 5334.772692 10.0439300 1982-1999 –> 2000-2012 5.5509086 12564.84168
SO (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate_star 2.7629898 5423.129704 19.6866784 1982-1999 –> 2000-2012 5.5468894 12538.76654
SO (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.7425077 5408.596626 18.9403249 1982-1999 –> 2000-2012 5.5263948 12526.22035
SO (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 2.3448315 5058.499901 15.2189301 1982-1999 –> 2000-2012 4.8271697 11840.72954
SO (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.2423406 4961.191383 13.0686049 1982-1999 –> 2000-2012 4.7067997 11724.40025
SO (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.7241338 2890.253778 21.9071777 2000-2012 –> 2013-2019 5.3059080 8164.65077
SO (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.4478434 2763.205355 18.2275430 2000-2012 –> 2013-2019 4.7606539 7793.15255
SO (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.6127276 2840.647932 8.2835657 2000-2012 –> 2013-2019 5.3501379 8245.11073
SO (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.5235227 2799.378098 8.0537270 2000-2012 –> 2013-2019 5.1775378 8135.09508
SO (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.4737276 2775.701661 7.0060055 2000-2012 –> 2013-2019 5.0856862 8075.92611
SO (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.5225805 2798.934439 7.9686087 2000-2012 –> 2013-2019 5.1777658 8135.63101
SO (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate_star 2.5235671 2797.398998 8.0749457 2000-2012 –> 2013-2019 5.1788434 8132.17169
SO (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.8104816 2927.325739 19.6019013 2000-2012 –> 2013-2019 5.5529893 8335.92237
SO (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 2.4974522 2785.041013 18.3255798 2000-2012 –> 2013-2019 4.8422836 7843.54091
SO (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.3152750 2697.058783 13.6688917 2000-2012 –> 2013-2019 4.5576156 7658.25017
SO (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.0692162 10358.242660 7.5591178 1982-1999 –> 2000-2012 4.1042125 24541.48658
SO (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.9458910 10062.053881 8.2373927 1982-1999 –> 2000-2012 3.7123495 23303.64196
SO (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.8860155 9911.411733 6.7641916 1982-1999 –> 2000-2012 3.7713471 23586.35482
SO (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.8350611 9779.398566 6.8073064 1982-1999 –> 2000-2012 3.6701764 23274.70777
SO (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.8399757 9792.290141 6.6680866 1982-1999 –> 2000-2012 3.6824822 23314.34534
SO (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.8384006 9788.162322 6.7371147 1982-1999 –> 2000-2012 3.6758003 23291.74919
SO (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate_star 1.8545745 9828.382327 6.0086081 1982-1999 –> 2000-2012 3.7006350 23361.26007
SO (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.0596984 10336.020921 11.3693757 1982-1999 –> 2000-2012 4.0304425 24305.78578
SO (27,27.25] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.9463114 10061.095205 8.3941179 1982-1999 –> 2000-2012 3.7451662 23421.60974
SO (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.8266961 9757.376800 9.0621948 1982-1999 –> 2000-2012 3.6067463 23049.96656
SO (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.9787776 5494.497693 9.8184801 2000-2012 –> 2013-2019 4.0479939 15852.74035
SO (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.9692899 5481.962946 14.8390858 2000-2012 –> 2013-2019 3.9151809 15544.01683
SO (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.7995221 5246.846871 8.6943237 2000-2012 –> 2013-2019 3.6855376 15158.25861
SO (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.7504028 5174.669951 8.4261716 2000-2012 –> 2013-2019 3.5854639 14954.06852
SO (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.7510991 5175.707079 8.3679634 2000-2012 –> 2013-2019 3.5910748 14967.99722
SO (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.7545444 5180.833409 8.4019904 2000-2012 –> 2013-2019 3.5929451 14968.99573
SO (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate_star 1.7877333 5227.705327 7.3567506 2000-2012 –> 2013-2019 3.6423078 15056.08765
SO (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.9696033 5482.378000 12.1369468 2000-2012 –> 2013-2019 4.0293018 15818.39892
SO (27,27.25] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.9819856 5496.722346 15.2425871 2000-2012 –> 2013-2019 3.9282970 15557.81755
SO (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.7467434 5169.211907 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 10068.886072 7.6146459 1982-1999 –> 2000-2012 2.8227098 22502.92805
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.5717820 10110.717418 8.0312332 1982-1999 –> 2000-2012 2.8350934 22546.22237
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate_star 1.5731181 10113.302498 7.9703774 1982-1999 –> 2000-2012 2.8384289 22558.69286
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.5686304 10099.886989 7.7039666 1982-1999 –> 2000-2012 2.8335663 22545.05013
SO (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 1.5598078 10067.452139 7.6161563 1982-1999 –> 2000-2012 2.8238092 22505.06058
SO (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.5467019 10023.922044 7.3737885 1982-1999 –> 2000-2012 2.8078521 22446.55777
SO (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.5703832 10105.913138 7.6683662 1982-1999 –> 2000-2012 2.8365771 22558.54779
SO (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.5747734 10118.977336 8.1875370 1982-1999 –> 2000-2012 2.8409157 22569.30555
SO (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.5730953 10115.224179 8.2059371 1982-1999 –> 2000-2012 2.8390614 22566.50612
SO (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.5757689 10124.387515 7.9563722 1982-1999 –> 2000-2012 2.8396317 22563.17154
SO (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.7467212 5643.581616 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 5701.861039 9.3949520 2000-2012 –> 2013-2019 3.3424772 15770.74711
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.7122709 5586.849696 7.5144436 2000-2012 –> 2013-2019 3.2780130 15676.79211
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.7410723 5634.356260 9.5122412 2000-2012 –> 2013-2019 3.3179178 15762.42922
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.7419613 5635.810156 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 5587.941129 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 5634.491874 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 5676.848459 9.8648416 2000-2012 –> 2013-2019 3.3403391 15792.07264
SO (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.7698232 5681.002253 9.6352969 2000-2012 –> 2013-2019 3.3455922 15805.38977
SO (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate_star 1.7698242 5679.003817 9.6345206 2000-2012 –> 2013-2019 3.3480187 15809.69091
SO (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1.3883347 10843.669606 8.4553819 1982-1999 –> 2000-2012 2.5692864 24083.07211
SO (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 1.3848221 10827.963359 8.2482321 1982-1999 –> 2000-2012 2.5854123 24204.98042
SO (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.3796919 10806.952252 8.3336217 1982-1999 –> 2000-2012 2.5606188 24048.17931
SO (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.3982676 10889.869816 8.4949881 1982-1999 –> 2000-2012 2.5822415 24152.59858
SO (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.3833782 10823.495269 8.3250832 1982-1999 –> 2000-2012 2.5577963 24018.60715
SO (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.3979734 10888.565420 8.4679060 1982-1999 –> 2000-2012 2.5813589 24147.14643
SO (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.3961487 10880.467549 8.3644226 1982-1999 –> 2000-2012 2.5785826 24132.33627
SO (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.4007424 10900.833894 8.4562293 1982-1999 –> 2000-2012 2.5845506 24162.39428
SO (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate 1.4007226 10898.746139 8.5032310 1982-1999 –> 2000-2012 2.5758302 24096.75487
SO (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.3802009 10809.239157 8.2320874 1982-1999 –> 2000-2012 2.5552680 24008.96012
SO (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1.5773198 6145.905836 10.3312473 2000-2012 –> 2013-2019 2.9656545 16989.57544
SO (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 1.5527208 6094.475478 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 6093.543972 10.1401165 2000-2012 –> 2013-2019 2.9310222 16900.49622
SO (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5692007 6131.020180 10.5282918 2000-2012 –> 2013-2019 2.9674683 17020.89000
SO (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate_star 1.5639224 6117.995441 10.2155694 2000-2012 –> 2013-2019 2.9666733 17025.71313
SO (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.5527183 6096.470131 10.1464843 2000-2012 –> 2013-2019 2.9360964 16919.96540
SO (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.5685820 6129.729797 10.5127240 2000-2012 –> 2013-2019 2.9665554 17018.29522
SO (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.5621465 6116.277871 10.2936671 2000-2012 –> 2013-2019 2.9582952 16996.74542
SO (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.5696823 6132.024027 10.5055093 2000-2012 –> 2013-2019 2.9704247 17032.85792
SO (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.5561753 6103.746958 9.7094266 2000-2012 –> 2013-2019 2.9363762 16912.98611
SO (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1.2980739 4151.076662 7.4720113 1982-1999 –> 2000-2012 2.5738546 9792.29094
SO (27.75,27.85] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1.3221869 4196.427896 7.7447183 1982-1999 –> 2000-2012 2.6238920 9905.75740
SO (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.2976758 4152.320874 7.4691884 1982-1999 –> 2000-2012 2.5561272 9749.22708
SO (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.3204312 4195.153848 7.7289701 1982-1999 –> 2000-2012 2.6161669 9890.92014
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.3123584 4180.043332 7.5739257 1982-1999 –> 2000-2012 2.5963220 9844.90634
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.3209355 4196.094724 7.7197454 1982-1999 –> 2000-2012 2.6239228 9910.75795
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.3212646 4196.708563 7.7195791 1982-1999 –> 2000-2012 2.6294450 9924.83981
SO (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate 1.3169226 4186.597957 7.6079330 1982-1999 –> 2000-2012 2.6057711 9862.31849
SO (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.2812354 4120.904681 7.2918835 1982-1999 –> 2000-2012 2.5567466 9763.40363
SO (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.3199660 4194.285720 7.7933797 1982-1999 –> 2000-2012 2.6057513 9863.94923
SO (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 1.2919962 2313.624534 9.1229522 2000-2012 –> 2013-2019 2.6179376 6517.03938
SO (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.2919951 2315.623319 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 2319.090147 9.1986191 2000-2012 –> 2013-2019 2.6156903 6514.24400
SO (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate_star 1.2957616 2317.623106 9.2114295 2000-2012 –> 2013-2019 2.6239513 6525.21240
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.2918825 2315.503617 9.1235757 2000-2012 –> 2013-2019 2.6042409 6495.54695
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2959096 2319.779943 9.2071598 2000-2012 –> 2013-2019 2.6168450 6515.87467
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.2943689 2318.145442 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 2316.461646 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 2319.137539 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 2341.487539 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 4876.052030 7.5576967 1982-1999 –> 2000-2012 3.0970100 11927.33810
SO (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5696662 4905.400743 7.5123044 1982-1999 –> 2000-2012 3.1201037 11970.37847
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.5872228 4934.498043 7.6455595 1982-1999 –> 2000-2012 3.1508161 12031.54996
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate 1.5931939 4942.321062 7.5639033 1982-1999 –> 2000-2012 3.1603237 12045.94858
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.5780589 4919.350782 7.7302752 1982-1999 –> 2000-2012 3.1436234 12021.18508
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.5745449 4913.519037 7.7067434 1982-1999 –> 2000-2012 3.1411541 12017.88550
SO (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.5862356 4932.870595 7.7450668 1982-1999 –> 2000-2012 3.1590746 12052.30219
SO (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 1.5790099 4918.926847 7.6468512 1982-1999 –> 2000-2012 3.1830208 12110.85518
SO (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.5774983 4918.421212 7.7425597 1982-1999 –> 2000-2012 3.1469104 12029.57322
SO (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.5751916 4914.593286 7.8646151 1982-1999 –> 2000-2012 3.1733112 12094.55381
SO (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.4702599 2619.521470 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 2620.083157 11.1429024 2000-2012 –> 2013-2019 3.0404981 7525.48390
SO (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate_star 1.4709305 2618.179904 11.1701263 2000-2012 –> 2013-2019 3.0568654 7548.55449
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.4760391 2625.186275 11.3340246 2000-2012 –> 2013-2019 3.0632618 7559.68432
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.4730867 2622.295068 11.1904915 2000-2012 –> 2013-2019 3.0511456 7541.64585
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.4709223 2620.171832 11.1772220 2000-2012 –> 2013-2019 3.0454672 7533.69087
SO (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.4730568 2622.265764 11.2751706 2000-2012 –> 2013-2019 3.0592924 7555.13636
SO (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.4718949 2621.126329 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 2615.116016 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 2598.831441 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 6589.580240 10.1460148 1982-1999 –> 2000-2012 3.1430583 14913.56907
SO (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5883602 6588.452506 10.4295953 1982-1999 –> 2000-2012 3.1337905 14887.20117
SO (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 1.6370173 6691.879604 11.1209597 1982-1999 –> 2000-2012 3.2322528 15130.34836
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.6074666 6630.231101 10.5314316 1982-1999 –> 2000-2012 3.1719393 14983.69668
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.6215899 6660.795686 9.7831608 1982-1999 –> 2000-2012 3.1521079 14916.22174
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.6004648 6614.978761 10.3999175 1982-1999 –> 2000-2012 3.1619905 14960.02010
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.5955561 6604.246131 10.4086254 1982-1999 –> 2000-2012 3.1504584 14930.29543
SO (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.5994011 6612.655839 10.4029230 1982-1999 –> 2000-2012 3.1583743 14950.38759
SO (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.5974363 6608.360982 10.3817663 1982-1999 –> 2000-2012 3.1557502 14944.20287
SO (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 1.6130282 6640.298985 9.9590739 1982-1999 –> 2000-2012 3.2001786 15056.06533
SO (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.6194087 3272.313321 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 3280.376214 12.0305243 2000-2012 –> 2013-2019 3.2154047 9868.82872
SO (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 1.6531041 3305.610975 12.1518235 2000-2012 –> 2013-2019 3.2901215 9997.49058
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.6473792 3301.664889 12.3655089 2000-2012 –> 2013-2019 3.2548458 9931.89599
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.6193587 3272.260458 11.1753569 2000-2012 –> 2013-2019 3.2409487 9933.05614
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.6385600 3292.464320 12.0949975 2000-2012 –> 2013-2019 3.2390247 9907.44308
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.6331213 3286.765815 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 3289.109921 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 3287.828275 12.0894679 2000-2012 –> 2013-2019 3.2315703 9896.18926
SO (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 1.6370386 3288.872153 12.1407018 2000-2012 –> 2013-2019 3.2500667 9929.17114
SO (28.05,28.1] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.3438859 3393.001660 8.7431536 1982-1999 –> 2000-2012 2.5698940 7714.89798
SO (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.3410578 3390.847404 8.8474142 1982-1999 –> 2000-2012 2.5421243 7660.15364
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.3538090 3409.509112 8.8330092 1982-1999 –> 2000-2012 2.5728268 7718.21876
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.2653421 3276.242308 8.5951579 1982-1999 –> 2000-2012 2.3760479 7337.81143
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate 1.3538936 3407.632401 8.8497870 1982-1999 –> 2000-2012 2.5770104 7723.25779
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.3536424 3409.266454 8.8341457 1982-1999 –> 2000-2012 2.5704220 7713.09485
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.3538499 3409.568801 8.8432786 1982-1999 –> 2000-2012 2.5685779 7708.91512
SO (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.3538018 3409.498667 8.7877315 1982-1999 –> 2000-2012 2.5704359 7713.00954
SO (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.3525419 3407.662649 8.8259138 1982-1999 –> 2000-2012 2.5682610 7709.17509
SO (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 1.3625400 3420.186215 9.0816684 1982-1999 –> 2000-2012 2.5813785 7726.50496
SO (28.05,28.1] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.3410129 1727.788496 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 1729.686280 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 1736.526437 7.5809660 2000-2012 –> 2013-2019 2.7067428 5150.21594
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.3519692 1737.941738 7.5835208 2000-2012 –> 2013-2019 2.7057782 5147.45085
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.2121865 1628.586994 5.0684020 2000-2012 –> 2013-2019 2.4775286 4904.82930
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.3538920 1739.365755 7.6042080 2000-2012 –> 2013-2019 2.7075343 5148.63221
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.3552005 1740.333752 7.6353609 2000-2012 –> 2013-2019 2.7090505 5149.90255
SO (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.3494424 1736.067270 7.5660875 2000-2012 –> 2013-2019 2.7032442 5145.56594
SO (28.05,28.1] cstar_tref ~ sal + temp + phosphate + phosphate_star 1.3524849 1736.323890 7.5851833 2000-2012 –> 2013-2019 2.7080096 5146.33061
SO (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.3524137 1738.271113 7.5850512 2000-2012 –> 2013-2019 2.7049556 5145.93376
SO (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.4053051 20089.910329 11.9375596 1982-1999 –> 2000-2012 2.5548845 44647.68070
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.3980521 20030.858520 16.2130353 1982-1999 –> 2000-2012 2.5386331 44464.86029
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.3943725 20000.782765 11.3375927 1982-1999 –> 2000-2012 2.5414698 44524.51141
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate 1.4175578 20186.978883 14.1837958 1982-1999 –> 2000-2012 2.5670731 44741.87158
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.4053605 20090.360157 11.9392595 1982-1999 –> 2000-2012 2.5548278 44646.59466
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.4053450 20090.234088 11.9374306 1982-1999 –> 2000-2012 2.5548142 44646.49508
SO (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate 1.4093571 20120.767906 9.1918239 1982-1999 –> 2000-2012 2.6109495 45373.49977
SO (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.3874461 19943.953592 11.9980032 1982-1999 –> 2000-2012 2.5210907 44281.88006
SO (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.4053801 20090.518947 11.9386896 1982-1999 –> 2000-2012 2.5547899 44645.96619
SO (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.4249935 20248.683184 13.3664686 1982-1999 –> 2000-2012 2.6013646 45169.30598
SO (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.6650121 11521.047227 11.9966161 2000-2012 –> 2013-2019 3.0703172 31610.95756
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.6527850 11477.073934 13.1658103 2000-2012 –> 2013-2019 3.0508371 31507.93245
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.6501425 11467.528024 11.4493175 2000-2012 –> 2013-2019 3.0445150 31468.31079
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate 1.6921931 11615.654795 15.1557524 2000-2012 –> 2013-2019 3.1097509 31802.63368
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.6652217 11521.798248 12.0030996 2000-2012 –> 2013-2019 3.0705822 31612.15840
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.6651465 11521.528917 11.9975638 2000-2012 –> 2013-2019 3.0704915 31611.76301
SO (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate 1.6511711 11469.245747 10.9842040 2000-2012 –> 2013-2019 3.0605283 31590.01365
SO (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.6479913 11459.745274 11.8014839 2000-2012 –> 2013-2019 3.0354374 31403.69887
SO (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.6652513 11521.904389 12.0018251 2000-2012 –> 2013-2019 3.0706314 31612.42334
SO (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.6762928 11561.331625 12.8696076 2000-2012 –> 2013-2019 3.1012863 31810.01481
SO (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.6192583 756.367468 3.9003989 1982-1999 –> 2000-2012 1.2560218 1703.11610
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.6306582 770.778398 3.9032738 1982-1999 –> 2000-2012 1.2805809 1737.24570
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.5577484 673.722002 3.0423706 1982-1999 –> 2000-2012 1.1114802 1485.78274
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate 0.6312183 769.479640 3.9473633 1982-1999 –> 2000-2012 1.2821567 1735.45242
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.6311745 771.424846 3.9353435 1982-1999 –> 2000-2012 1.2775375 1732.59774
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.6310747 771.299946 3.9251369 1982-1999 –> 2000-2012 1.2780864 1733.43984
SO (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate 0.6373764 777.149458 4.1024341 1982-1999 –> 2000-2012 1.2926919 1749.58267
SO (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.6313006 771.582676 3.9128101 1982-1999 –> 2000-2012 1.2793316 1735.24001
SO (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.6309175 771.103140 3.9302967 1982-1999 –> 2000-2012 1.2776691 1732.85534
SO (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate_star 0.6313729 769.673098 3.9006094 1982-1999 –> 2000-2012 1.2796034 1731.62729
SO (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.5097400 328.425500 1.7503262 2000-2012 –> 2013-2019 1.1289983 1084.79297
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.5183658 335.506783 1.7276351 2000-2012 –> 2013-2019 1.1490240 1106.28518
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.5440130 355.885993 1.6262933 2000-2012 –> 2013-2019 1.1017613 1029.60799
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate 0.5188613 333.910002 1.7668314 2000-2012 –> 2013-2019 1.1500796 1103.38964
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.5188318 335.886015 1.7753940 2000-2012 –> 2013-2019 1.1500063 1107.31086
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.5188594 335.908429 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 337.294174 1.7497149 2000-2012 –> 2013-2019 1.1518666 1108.87685
SO (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate 0.5298796 342.777578 1.9317269 2000-2012 –> 2013-2019 1.1665809 1119.08976
SO (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.5185127 335.626341 1.7721955 2000-2012 –> 2013-2019 1.1494302 1106.72948
SO (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate_star 0.5226388 336.971150 1.7093739 2000-2012 –> 2013-2019 1.1540117 1106.64425
SO (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.3553865 379.938478 1.9731125 1982-1999 –> 2000-2012 0.7756295 1058.56619
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.3769475 436.011355 1.7616736 1982-1999 –> 2000-2012 0.7920706 1099.88046
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.3618898 397.201808 2.0579502 1982-1999 –> 2000-2012 0.7925566 1105.32943
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate 0.3637298 400.029973 2.2479803 1982-1999 –> 2000-2012 0.8224717 1182.19389
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.3605892 393.774334 1.9967095 1982-1999 –> 2000-2012 0.7849647 1084.18392
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.3608331 394.417936 2.0074159 1982-1999 –> 2000-2012 0.7859217 1086.84900
SO (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate 0.3619596 395.385580 2.1110149 1982-1999 –> 2000-2012 0.8733279 1308.30660
SO (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.3617889 396.936545 2.0277799 1982-1999 –> 2000-2012 0.7885432 1094.07589
SO (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.3606141 393.840117 2.0025710 1982-1999 –> 2000-2012 0.7854607 1085.58551
SO (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate_star 0.3650608 403.507334 2.1687881 1982-1999 –> 2000-2012 0.7971249 1113.53493
SO (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.3573550 204.277581 1.4555943 2000-2012 –> 2013-2019 0.7127415 584.21606
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.3606906 208.811499 1.4675434 2000-2012 –> 2013-2019 0.7225804 606.01331
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate 0.3609925 207.219748 1.4736454 2000-2012 –> 2013-2019 0.7247223 607.24972
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.3609925 209.219747 1.4736507 2000-2012 –> 2013-2019 0.7215817 602.99408
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.3609898 209.216047 1.4732233 2000-2012 –> 2013-2019 0.7218228 603.63398
SO (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate 0.3744800 225.120208 1.4632736 2000-2012 –> 2013-2019 0.7364397 620.50579
SO (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.3622568 210.925844 1.4717722 2000-2012 –> 2013-2019 0.7240457 607.86239
SO (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate 0.3737541 224.173296 1.4543382 2000-2012 –> 2013-2019 0.7345477 616.48700
SO (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.3608360 209.008184 1.4729942 2000-2012 –> 2013-2019 0.7214502 602.84830
SO (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate_star 0.3649259 212.508312 1.4454487 2000-2012 –> 2013-2019 0.7299868 616.01565
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate 0.7468065 4396.242774 12.0893822 1982-1999 –> 2000-2012 1.3569627 9206.46456
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.7462676 4395.432970 12.0110983 1982-1999 –> 2000-2012 1.3537175 9184.58387
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 0.7394850 4359.898246 11.9462358 1982-1999 –> 2000-2012 1.3405188 9093.93866
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.7326692 4325.859566 12.2325861 1982-1999 –> 2000-2012 1.3311150 9039.50439
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 0.7393611 4359.245805 12.5833679 1982-1999 –> 2000-2012 1.3473202 9152.74568
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.7370927 4349.286824 12.4914986 1982-1999 –> 2000-2012 1.3396670 9098.61276
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.7356597 4341.713112 12.3554892 1982-1999 –> 2000-2012 1.3359295 9071.15172
SO (28.2, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.7509305 4421.675696 13.0965364 1982-1999 –> 2000-2012 1.3692067 9304.51081
SO (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.7405969 4367.745732 8.3795106 1982-1999 –> 2000-2012 1.3246881 8955.38390
SO (28.2, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.7224005 4270.925349 13.4191265 1982-1999 –> 2000-2012 1.3636639 9343.22126
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate 1.1094296 3067.751357 10.5584571 2000-2012 –> 2013-2019 1.8562361 7463.99413
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 1.1090674 3069.095629 10.5033321 2000-2012 –> 2013-2019 1.8553349 7464.52860
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 1.1062601 3064.006631 10.4290694 2000-2012 –> 2013-2019 1.8457452 7423.90488
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.1040359 3061.965354 10.5121628 2000-2012 –> 2013-2019 1.8367052 7387.82492
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 1.1078938 3066.969707 10.3927631 2000-2012 –> 2013-2019 1.8472548 7426.21551
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.1078161 3068.828888 10.3766864 2000-2012 –> 2013-2019 1.8449088 7418.11571
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.1026240 3059.395685 10.1143391 2000-2012 –> 2013-2019 1.8382837 7401.10880
SO (28.2, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.1329456 3113.869127 10.2206532 2000-2012 –> 2013-2019 1.8838761 7535.54482
SO (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.8786272 2603.404314 6.7807580 2000-2012 –> 2013-2019 1.6192241 6971.15005
SO (28.2, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.1440376 3133.432521 10.1969891 2000-2012 –> 2013-2019 1.8664380 7404.35787

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] 1982-1999 –> 2000-2012 2.7338833 1161.4460
Atlantic (-Inf,26] 2000-2012 –> 2013-2019 2.7045343 702.6671
Atlantic (26,26.5] 1982-1999 –> 2000-2012 7.6477042 12754.5544
Atlantic (26,26.5] 2000-2012 –> 2013-2019 7.9753279 8302.4451
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 7.0824324 15925.6350
Atlantic (26.5,26.75] 2000-2012 –> 2013-2019 7.2713806 10344.1082
Atlantic (26.75,27] 1982-1999 –> 2000-2012 4.0522718 20906.3705
Atlantic (26.75,27] 2000-2012 –> 2013-2019 4.5982804 14822.0268
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.7192810 17525.0570
Atlantic (27,27.25] 2000-2012 –> 2013-2019 4.4849668 12506.5328
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 4.4264526 18443.7058
Atlantic (27.25,27.5] 2000-2012 –> 2013-2019 5.3601683 12981.0875
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 3.7486485 19485.5278
Atlantic (27.5,27.75] 2000-2012 –> 2013-2019 4.3661960 13576.1254
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 4.1435682 7955.0107
Atlantic (27.75,27.85] 2000-2012 –> 2013-2019 4.1570641 4967.4210
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 6.9094820 8458.9615
Atlantic (27.85,27.95] 2000-2012 –> 2013-2019 6.2164774 5287.9199
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 7.0794124 9445.5893
Atlantic (27.95,28.05] 2000-2012 –> 2013-2019 6.5358981 5759.0678
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 0.2741288 -1109.0910
Atlantic (28.05,28.1] 2000-2012 –> 2013-2019 0.2775778 -689.9670
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 0.3522998 -842.0607
Atlantic (28.1,28.15] 2000-2012 –> 2013-2019 0.3080045 -721.6317
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 0.4310339 -642.8505
Atlantic (28.15,28.2] 2000-2012 –> 2013-2019 0.4242151 -566.4131
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 0.4477120 -316.1484
Atlantic (28.2, Inf] 2000-2012 –> 2013-2019 0.3531141 -964.7196
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 12.3027116 74742.8303
Indo-Pacific (-Inf,26] 2000-2012 –> 2013-2019 12.0509470 48240.4654
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 8.5787713 72717.6208
Indo-Pacific (26,26.5] 2000-2012 –> 2013-2019 8.7197452 46456.0139
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 7.4402324 55879.0941
Indo-Pacific (26.5,26.75] 2000-2012 –> 2013-2019 7.6097434 36194.5200
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 7.5571750 62119.4215
Indo-Pacific (26.75,27] 2000-2012 –> 2013-2019 8.5097637 42086.4119
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 7.3512328 57219.1612
Indo-Pacific (27,27.25] 2000-2012 –> 2013-2019 8.6145465 39453.4905
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 5.7364853 42889.1273
Indo-Pacific (27.25,27.5] 2000-2012 –> 2013-2019 6.4283461 28937.6824
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 3.4656518 29993.8248
Indo-Pacific (27.5,27.75] 2000-2012 –> 2013-2019 4.0255256 20831.8579
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 2.8470434 9627.7316
Indo-Pacific (27.75,27.85] 2000-2012 –> 2013-2019 3.1384396 6664.4662
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 2.4496572 13124.7209
Indo-Pacific (27.85,27.95] 2000-2012 –> 2013-2019 2.7125368 9229.1261
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 1.2672498 6601.4028
Indo-Pacific (27.95,28.05] 2000-2012 –> 2013-2019 1.3806565 4361.1928
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 0.9768225 3417.9955
Indo-Pacific (28.05,28.1] 2000-2012 –> 2013-2019 0.9167045 2078.8301
Indo-Pacific (28.1, Inf] 1982-1999 –> 2000-2012 1.5313144 51688.3980
Indo-Pacific (28.1, Inf] 2000-2012 –> 2013-2019 1.5500074 33152.8614
SO (26,26.5] 1982-1999 –> 2000-2012 4.3474803 905.5340
SO (26,26.5] 2000-2012 –> 2013-2019 4.2167034 622.5668
SO (26.5,26.75] 1982-1999 –> 2000-2012 5.3680559 3244.5267
SO (26.5,26.75] 2000-2012 –> 2013-2019 5.0246718 2133.4617
SO (26.75,27] 1982-1999 –> 2000-2012 5.2723423 12285.3134
SO (26.75,27] 2000-2012 –> 2013-2019 5.0989422 8051.9451
SO (27,27.25] 1982-1999 –> 2000-2012 3.7699358 23545.0908
SO (27,27.25] 2000-2012 –> 2013-2019 3.7591542 15280.4970
SO (27.25,27.5] 1982-1999 –> 2000-2012 2.8317646 22536.2043
SO (27.25,27.5] 2000-2012 –> 2013-2019 3.3196822 15754.1839
SO (27.5,27.75] 1982-1999 –> 2000-2012 2.5730946 24105.5030
SO (27.5,27.75] 2000-2012 –> 2013-2019 2.9536109 16973.9964
SO (27.75,27.85] 1982-1999 –> 2000-2012 2.5987999 9850.8371
SO (27.75,27.85] 2000-2012 –> 2013-2019 2.6112990 6504.3285
SO (27.85,27.95] 1982-1999 –> 2000-2012 3.1475348 12030.1570
SO (27.85,27.95] 2000-2012 –> 2013-2019 3.0468363 7536.6448
SO (27.95,28.05] 1982-1999 –> 2000-2012 3.1659901 14967.2008
SO (27.95,28.05] 2000-2012 –> 2013-2019 3.2393699 9911.8746
SO (28.05,28.1] 1982-1999 –> 2000-2012 2.5496979 7672.5039
SO (28.05,28.1] 2000-2012 –> 2013-2019 2.6789677 5118.0185
SO (28.1, Inf] 1982-1999 –> 2000-2012 2.5599897 44714.2666
SO (28.1, Inf] 2000-2012 –> 2013-2019 3.0684377 31602.9907
SO (28.1,28.15] 1982-1999 –> 2000-2012 1.2615159 1707.6940
SO (28.1,28.15] 2000-2012 –> 2013-2019 1.1451693 1097.9935
SO (28.15,28.2] 1982-1999 –> 2000-2012 0.7998071 1121.8506
SO (28.15,28.2] 2000-2012 –> 2013-2019 0.7249919 606.7826
SO (28.2, Inf] 1982-1999 –> 2000-2012 1.3462789 9145.0118
SO (28.2, Inf] 2000-2012 –> 2013-2019 1.8294007 7389.6745

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() %>% 
  select(era, eras) %>% 
  unique()

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

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

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

lm_best_target <- left_join(lm_best_target, lm_all_fitted_wide)

rm(eras_era, eras_forward, eras_backward,
   lm_all_fitted)

5.5 Plot selected model residuals

# plot model diagnostics, if activated
if (params_local$plot_all_figures == "y") {
  # mutate predictors column
  lm_best_plot <- lm_best_target %>%
    select(basin, gamma_slab, model, eras, era) %>%
    mutate(
      predictors = str_remove(model, paste(params_local$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) %>%
              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() %>%
  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 %>%
  select(
    basin,
    gamma_slab,
    model,
    eras,
    era,
    starts_with("coeff_")
  ) %>%
  write_csv(paste(path_version_data,
                  "lm_best_target.csv",
                  sep = ""))

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

6 Model diagnotics

6.1 Selection criterion vs predictors

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

6.1.1 All models

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

Version Author Date
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
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
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
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 - 1982-1999 --> 2000-2012
(-Inf,26] 8 1 7 8 10 4 8
(26,26.5] 7 4 4 7 9 8 9
(26.5,26.75] 8 1 7 8 4 10 8
(26.75,27] 9 1 7 7 5 10 7
(27,27.25] 9 3 5 8 8 9 6
(27.25,27.5] 10 6 4 6 7 5 8
(27.5,27.75] 4 3 3 10 10 4 10
(27.75,27.85] 8 2 7 8 9 6 8
(27.85,27.95] 6 3 5 9 5 10 9
(27.95,28.05] 5 7 2 10 6 5 10
(28.05,28.1] 7 2 6 8 7 9 8
(28.1,28.15] 8 5 5 8 4 8 8
(28.15,28.2] 10 10 0 6 7 5 5
(28.2, Inf] 10 10 0 5 7 5 6
total 109.00 58.00 62.00 108.00 98.00 98.00 110.00
Atlantic - 2000-2012 --> 2013-2019
(-Inf,26] 8 2 6 8 10 5 8
(26,26.5] 7 4 4 7 9 8 9
(26.5,26.75] 9 1 7 7 5 10 7
(26.75,27] 9 2 6 8 7 10 5
(27,27.25] 7 3 5 7 10 10 5
(27.25,27.5] 10 10 0 5 7 5 6
(27.5,27.75] 5 3 4 10 10 5 9
(27.75,27.85] 7 1 7 8 9 8 7
(27.85,27.95] 7 3 6 8 5 10 8
(27.95,28.05] 5 7 2 10 6 5 10
(28.05,28.1] 7 2 6 8 7 9 8
(28.1,28.15] 9 5 4 8 6 8 8
(28.15,28.2] 9 10 0 6 8 5 6
(28.2, Inf] 10 10 0 5 7 5 6
total 109.00 63.00 57.00 105.00 106.00 103.00 102.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 7 3 6 8 10 5 8
(26,26.5] 8 2 6 8 5 9 9
(26.5,26.75] 8 4 5 9 8 6 8
(26.75,27] 10 1 9 8 6 4 6
(27,27.25] 10 1 9 8 4 6 6
(27.25,27.5] 8 2 7 8 7 10 5
(27.5,27.75] 7 3 5 9 8 10 6
(27.75,27.85] 8 1 7 9 5 9 8
(27.85,27.95] 9 4 5 8 7 9 7
(27.95,28.05] 7 3 6 9 6 9 8
(28.05,28.1] 7 3 6 8 6 10 7
(28.1, Inf] 6 4 4 9 7 10 8
total 95.00 31.00 75.00 101.00 79.00 97.00 86.00
Indo-Pacific - 2000-2012 --> 2013-2019
(-Inf,26] 6 3 5 9 10 6 8
(26,26.5] 7 2 6 8 6 10 8
(26.5,26.75] 6 7 3 10 4 6 8
(26.75,27] 10 1 9 8 6 4 6
(27,27.25] 10 1 9 8 4 6 6
(27.25,27.5] 8 4 6 8 6 8 7
(27.5,27.75] 8 3 5 9 7 10 5
(27.75,27.85] 8 1 7 8 6 9 8
(27.85,27.95] 9 4 5 7 7 9 8
(27.95,28.05] 8 2 7 8 8 7 8
(28.05,28.1] 7 3 5 8 9 10 5
(28.1, Inf] 6 4 4 9 7 10 8
total 93.00 35.00 71.00 100.00 80.00 95.00 85.00
SO - 1982-1999 --> 2000-2012
(26,26.5] 6 5 3 9 8 7 9
(26.5,26.75] 6 4 3 10 8 5 10
(26.75,27] 7 4 4 10 6 6 10
(27,27.25] 7 2 6 9 7 8 9
(27.25,27.5] 7 5 3 10 7 5 10
(27.5,27.75] 8 7 3 6 7 10 6
(27.75,27.85] 10 5 4 7 5 10 6
(27.85,27.95] 7 3 5 6 9 10 8
(27.95,28.05] 7 3 4 8 10 9 7
(28.05,28.1] 7 2 5 7 10 8 8
(28.1, Inf] 7 4 4 6 9 9 9
(28.1,28.15] 6 3 4 6 10 9 9
(28.15,28.2] 6 4 3 6 10 9 9
(28.2, Inf] 9 9 1 6 8 6 6
total 100.00 60.00 52.00 106.00 114.00 111.00 116.00
SO - 2000-2012 --> 2013-2019
(26,26.5] 8 4 5 9 8 6 8
(26.5,26.75] 8 4 4 10 6 5 10
(26.75,27] 7 3 5 9 7 7 10
(27,27.25] 7 2 6 9 7 8 9
(27.25,27.5] 8 4 4 8 7 9 9
(27.5,27.75] 7 7 3 7 8 10 5
(27.75,27.85] 8 5 3 7 9 10 6
(27.85,27.95] 8 4 4 8 8 10 7
(27.95,28.05] 7 3 4 8 10 9 7
(28.05,28.1] 7 3 6 8 10 6 8
(28.1, Inf] 7 4 4 6 9 9 9
(28.1,28.15] 6 2 5 6 10 9 9
(28.15,28.2] 5 3 4 5 10 10 9
(28.2, Inf] 9 9 1 6 8 6 6
total 102.00 57.00 58.00 106.00 117.00 114.00 112.00

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
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
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