Last updated: 2021-07-05

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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 certain predictor combinations
# lm_rm_ph <- lm_all %>%
#   filter(str_detect(lm_coeff, "phosphate_star")) %>%
#   mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
#   filter(
#     str_detect(lm_coeff_filter, "oxygen") &
#       str_detect(lm_coeff_filter, "phosphate")
#   )

# lm_rm_si <- lm_all %>%
#   filter(str_detect(lm_coeff, "silicate_star")) %>%
#   mutate(lm_coeff_filter = str_remove(lm_coeff, "silicate_star")) %>%
#   filter(str_detect(lm_coeff_filter, "silicate"))

# lm_rm_o2 <- lm_all %>%
#   filter(str_detect(lm_coeff, "phosphate_star")) %>%
#   mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
#   filter(
#     str_detect(lm_coeff_filter, "phosphate") &
#       str_detect(lm_coeff_filter, "oxygen")
#   )

# lm_rm <- bind_rows(lm_rm_ph, lm_rm_o2) %>%
#   select(-lm_coeff_filter) %>%
#   unique()

# lm_rm <- lm_rm_ph %>%
#   select(-lm_coeff_filter) %>%
#   unique()
# 
# lm_all <- anti_join(lm_all, lm_rm)

# remove temp sal predictor combination
# lm_all <- lm_all %>%
# # filter(!(
# #   str_detect(lm_coeff, "temp") &
# #     str_detect(lm_coeff, "phosphate_star")
# # )) %>%
# mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
# filter(!(str_detect(lm_coeff_filter, "nitrate") &
#            str_detect(lm_coeff_filter, "phosphate")
# )) %>%
# filter(!(
#   str_detect(lm_coeff_filter, "temp") &
#     str_detect(lm_coeff_filter, "sal")
# )) %>%
# # filter(!(
# #   str_detect(lm_coeff_filter, "oxygen") &
# #     str_detect(lm_coeff_filter, "aou")
# # )) %>%
# select(-lm_coeff_filter)

# remove helper objects
rm(
  i_gamma_slab,
  i_era,
  i_basin,
  GLODAP_basin_era,
  GLODAP_basin_era_slab,
  lm_full,
  lm_rm_ph,
  lm_rm_si,
  lm_rm_o2,
  lm_rm
)

# lm_full <- lm(paste(
#   params_local$MLR_target,
#   paste(params_local$MLR_predictors, collapse = " + "),
#   sep = " ~ "
# ),
# data = GLODAP_basin_era_slab)
# 
# lm_full <-
#   loess(
#     cstar_tref ~ sal + temp + aou + phosphate,
#     span = 0.1,
#     degree = 1,
#     data = GLODAP_basin_era_slab
#   )

3 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 112

4 Fit all models

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

  • cstar_tref

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

# loop across all basins, era, gamma slabs, and MLRs
# fit all MLR models
for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    #i_basin <- unique(GLODAP$basin)[1]
    #i_era   <- unique(GLODAP$era)[1]
    print(i_basin)
    print(i_era)
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin, era == i_era)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      # number of observations used for each fitting model
      i_nr_obs = nrow(GLODAP_basin_era_slab)
      
      for (i_predictors in unique(lm_all$predictors)) {
        #i_predictors <- unique(lm_all$predictors)[100]
        
        # 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()
        
        if (i_nr_obs > i_n_predictors) {
          # fit model
          if (params_local$MLR_type == "rlm") {
            i_lm_fit <- MASS::rlm(as.formula(i_lm),
                                  data = GLODAP_basin_era_slab)
          }
          
          if (params_local$MLR_type == "lm") {
            i_lm_fit <- lm(as.formula(i_lm),
                           data = GLODAP_basin_era_slab)
          }
          
          # find max predictor correlation
          i_cor_max <- GLODAP_basin_era_slab %>%
            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)
          
          # calculate max VIF
          if (is.na(max(i_lm_fit$coefficients))){
            i_vif_max <- as.double("NA")
          } else{
          i_vif_max <- max(vif(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,
              nr_obs = i_nr_obs,
              rmse = i_rmse,
              aic = i_aic,
              vif_max = i_vif_max,
              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_nr_obs,
  i_predictors,
  i_aic,
  i_vif_max,
  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

# lm_all_fitted <- lm_all_fitted_1

# lm_all_fitted <-
#   read_csv(paste(path_version_data,
#                   "lm_all_fitted.csv",
#                   sep = ""))

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

5.3 VIF threshold

To avoid multicollinearity among predictors, models were excluded with a VIF above:

  • 1000

After removing models affected by multicollinearity, the targeted number of MLRs (10) was undercut in following fitting units:

# remove models with predictors fitted as NA
lm_all_fitted_wide <- lm_all_fitted_wide %>%
  filter(vif_max <= params_local$vif_max)

# lm_all_fitted_wide_check <- lm_all_fitted_wide %>%
#   group_by(era, basin, gamma_slab) %>% 
#   count() 
#   filter(n < params_local$MLR_number)
# calculate RMSE sum for adjacent eras
lm_all_fitted_wide_eras <- lm_all_fitted_wide %>%
  select(basin, gamma_slab, n_predictors, model, era, nr_obs, rmse, aic, vif_max, resid_max) %>%
  arrange(era) %>%
  group_by(basin, gamma_slab, model) %>%
  mutate(
    eras = paste(lag(era), era, sep = " --> "),
    rmse_sum = rmse + lag(rmse),
    rmse_lag = lag(rmse),
    aic_sum = aic + lag(aic),
    vif_max_sum = vif_max + lag(vif_max)
  ) %>%
  ungroup() %>%
  select(-c(era)) %>%
  drop_na() %>%
  filter(eras != "1982-1999 --> 2010-2019",
         eras != "1982-1999 --> 2008-2019")

#filter tripairs
lm_all_fitted_wide_eras <- lm_all_fitted_wide_eras %>%
  mutate(rmse = round(rmse, digits = 7), rmse_lag = round(rmse_lag, digits = 7)) %>%
  group_by(basin, gamma_slab, eras, rmse) %>%
  sample_n(1) %>%
  ungroup()

# calculate rank for each era
lm_all_fitted_wide_eras <- lm_all_fitted_wide_eras %>%
  group_by(eras, basin, gamma_slab) %>% 
  mutate(rank = rank(rmse, ties.method="first"),
         rank_sum = rank + rank(rmse_lag, ties.method="first")) %>%
  ungroup()

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

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab n_predictors model nr_obs rmse aic vif_max resid_max eras rmse_sum rmse_lag aic_sum vif_max_sum rank rank_sum
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 170 1.3413148 596.280209 18.680573 6.3259532 1982-1999 –> 2000-2012 2.3757191 1.0344043 1229.157762 31.997036 9 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 170 1.2768526 579.534468 142.116872 6.2101705 1982-1999 –> 2000-2012 2.4505137 1.1736611 1266.216822 261.563979 1 7
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 170 1.2876619 582.400646 35.122404 6.3681736 1982-1999 –> 2000-2012 2.4600533 1.1723914 1268.621887 64.570945 3 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 170 1.2923671 583.640770 18.144033 6.4235773 1982-1999 –> 2000-2012 2.4648365 1.1724694 1269.890357 31.472549 4 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 170 1.2956202 584.495520 19.790524 6.4573261 1982-1999 –> 2000-2012 2.4683122 1.1726920 1270.825972 33.627137 5 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 170 1.2854247 581.809432 101.772925 6.2764690 1982-1999 –> 2000-2012 2.4683619 1.1829371 1271.845437 186.201430 2 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 170 1.3018560 586.128010 30.356641 6.4669933 1982-1999 –> 2000-2012 2.4848213 1.1829653 1276.174165 54.242301 6 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 170 1.3092434 588.051910 18.709882 6.5497994 1982-1999 –> 2000-2012 2.4928329 1.1835895 1278.322769 31.666551 7 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 170 1.3111002 588.533752 12.130562 6.5537507 1982-1999 –> 2000-2012 2.4953611 1.1842610 1279.046225 21.136015 8 18
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 170 1.3500927 596.498004 44.904067 7.0908971 1982-1999 –> 2000-2012 2.5400476 1.1899549 1287.053778 102.315653 10 23
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 102 0.9265923 287.910168 133.104809 3.0904949 2000-2012 –> 2010-2019 2.2034449 1.2768526 867.444636 275.221680 4 5
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 102 0.9217908 286.850310 34.242141 3.1696357 2000-2012 –> 2010-2019 2.2094526 1.2876619 869.250956 69.364545 1 4
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 102 0.9217979 286.851896 18.145531 3.1965476 2000-2012 –> 2010-2019 2.2141650 1.2923671 870.492666 36.289564 2 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 102 0.9222083 286.942687 18.931804 3.2119979 2000-2012 –> 2010-2019 2.2178284 1.2956202 871.438207 38.722328 3 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 102 0.9632985 295.835503 91.493712 3.1092124 2000-2012 –> 2010-2019 2.2487232 1.2854247 877.644935 193.266637 5 7
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 102 0.9662815 296.466241 27.757333 3.1680725 2000-2012 –> 2010-2019 2.2681374 1.3018560 882.594250 58.113974 6 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 102 0.9688069 296.998699 16.779079 3.2436548 2000-2012 –> 2010-2019 2.2780503 1.3092434 885.050610 35.488960 7 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 102 0.9695972 297.165050 10.908483 3.2808467 2000-2012 –> 2010-2019 2.2806974 1.3111002 885.698801 23.039045 8 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 102 1.0258449 308.668835 18.198946 3.4756641 2000-2012 –> 2010-2019 2.3671597 1.3413148 904.949044 36.879519 9 18
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 102 1.0410936 309.678885 45.716816 3.1183449 2000-2012 –> 2010-2019 2.3911863 1.3500927 906.176889 90.620883 13 23
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1058 3.6588928 5761.265734 352.194153 11.1571573 1982-1999 –> 2000-2012 6.8492176 3.1903248 12867.684234 657.355837 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1058 3.7203886 5796.534228 14.561037 11.1947881 1982-1999 –> 2000-2012 6.9819107 3.2615222 12963.648730 27.500123 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1058 3.7276155 5800.640642 11.302695 11.2028725 1982-1999 –> 2000-2012 6.9947594 3.2671439 12972.491088 22.159996 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1058 3.7408773 5808.155379 11.457761 11.2190382 1982-1999 –> 2000-2012 7.0221451 3.2812678 12991.868504 23.181417 5 11
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1058 3.8319458 5859.050591 352.978669 11.6684299 1982-1999 –> 2000-2012 7.0480530 3.2161072 12987.603705 655.954752 6 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1058 3.6886589 5778.410346 41.369564 10.8683730 1982-1999 –> 2000-2012 7.0909459 3.4022870 13061.722872 90.975014 2 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1058 3.8992654 5895.901711 12.167960 12.9519108 1982-1999 –> 2000-2012 7.1788506 3.2795852 13078.204308 22.533304 7 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1058 3.9127034 5903.181553 11.324477 13.7528158 1982-1999 –> 2000-2012 7.2017143 3.2890109 13093.376404 22.109563 8 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1058 3.9148791 5904.357819 11.106345 13.8567682 1982-1999 –> 2000-2012 7.2071464 3.2922674 13097.274142 21.796934 9 17
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1058 3.9536858 5925.229662 11.280400 14.0791209 1982-1999 –> 2000-2012 7.2801277 3.3264419 13146.544511 22.098683 10 19
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 714 3.3992117 3787.464422 261.728209 10.4662276 2000-2012 –> 2010-2019 7.0581045 3.6588928 9548.730156 613.922362 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 714 3.4482733 3807.927764 11.227477 11.9470788 2000-2012 –> 2010-2019 7.1686619 3.7203886 9604.461992 25.788515 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 714 3.4893804 3824.850362 39.298633 11.0667468 2000-2012 –> 2010-2019 7.1780393 3.6886589 9603.260708 80.668197 7 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 714 3.4513757 3809.211945 9.279153 12.0472767 2000-2012 –> 2010-2019 7.1789913 3.7276155 9609.852587 20.581848 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 714 3.4598108 3812.697697 9.361717 12.2316147 2000-2012 –> 2010-2019 7.2006881 3.7408773 9620.853077 20.819478 5 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 714 3.4363894 3802.997896 261.968330 13.3605170 2000-2012 –> 2010-2019 7.2683352 3.8319458 9662.048488 614.946999 2 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 714 3.4887575 3824.595441 10.846947 14.7556877 2000-2012 –> 2010-2019 7.3880229 3.8992654 9720.497151 23.014908 6 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 714 3.4961645 3827.624009 9.284035 14.9405643 2000-2012 –> 2010-2019 7.4088680 3.9127034 9730.805562 20.608512 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 714 3.4966908 3827.838935 9.142831 14.9385628 2000-2012 –> 2010-2019 7.4115698 3.9148791 9732.196754 20.249176 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 714 3.5016896 3829.878923 9.258796 14.9051602 2000-2012 –> 2010-2019 7.4553754 3.9536858 9755.108585 20.539196 10 20
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1378 3.1673996 7102.017130 341.330100 12.4174497 1982-1999 –> 2000-2012 6.6026782 3.4352786 16603.275863 610.242703 3 4
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1378 3.2103531 7139.140443 115.119827 12.9138219 1982-1999 –> 2000-2012 6.6821669 3.4718138 16678.230226 185.677336 7 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1378 3.1562729 7092.318549 23.152028 15.0909477 1982-1999 –> 2000-2012 6.7179713 3.5616985 16722.812139 50.563545 1 10
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1378 3.2308208 7156.655641 114.513449 13.0928965 1982-1999 –> 2000-2012 6.7233678 3.4925470 16717.037268 184.838636 9 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1378 3.1660084 7100.806411 23.314313 15.4491489 1982-1999 –> 2000-2012 6.7478478 3.5818394 16751.464807 50.935803 2 15
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1378 3.2444101 7168.223441 115.763208 13.2893531 1982-1999 –> 2000-2012 6.7514905 3.5070805 16743.454901 186.549683 10 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1378 3.1691319 7103.524034 23.402116 15.5486773 1982-1999 –> 2000-2012 6.7571176 3.5879857 16760.313466 51.101674 4 18
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1378 3.2254998 7150.112853 281.876747 13.6495933 1982-1999 –> 2000-2012 6.7635310 3.5380313 16754.764904 534.095084 8 14
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 1378 3.2748352 7191.947944 19.033652 14.2298000 1982-1999 –> 2000-2012 6.8537628 3.5789276 16837.698191 37.100204 11 23
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1378 3.2029574 7132.784114 121.898560 14.6221961 1982-1999 –> 2000-2012 6.8681741 3.6652167 16865.729830 193.371518 5 24
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 947 3.8890999 5273.858204 352.623729 13.3327131 2000-2012 –> 2010-2019 7.0564994 3.1673996 12375.875334 693.953828 1 4
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 947 3.9258118 5291.653125 104.017068 13.8276947 2000-2012 –> 2010-2019 7.1361649 3.2103531 12430.793568 219.136895 2 9
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 947 3.9430750 5299.963461 103.426543 14.0033817 2000-2012 –> 2010-2019 7.1738958 3.2308208 12456.619102 217.939992 3 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 947 4.0301092 5341.314419 25.797326 16.8596490 2000-2012 –> 2010-2019 7.1863821 3.1562729 12433.632968 48.949354 6 7
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 947 3.9567304 5306.511337 104.601308 14.2486839 2000-2012 –> 2010-2019 7.2011405 3.2444101 12474.734777 220.364516 4 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 947 4.0489602 5350.153031 26.019987 17.2694921 2000-2012 –> 2010-2019 7.2149687 3.1660084 12450.959442 49.334300 8 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 947 4.0535160 5352.282908 26.121234 17.3574144 2000-2012 –> 2010-2019 7.2226479 3.1691319 12455.806942 49.523350 10 14
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 947 4.0042193 5327.107876 297.262185 15.6054760 2000-2012 –> 2010-2019 7.2297190 3.2254998 12477.220729 579.138932 5 13
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 947 4.0473716 5349.409787 107.412569 15.3365843 2000-2012 –> 2010-2019 7.2503290 3.2029574 12482.193901 229.311129 7 12
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 947 4.0493104 5348.316836 20.866700 16.2033713 2000-2012 –> 2010-2019 7.3241456 3.2748352 12540.264781 39.900352 9 20
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2117 2.0066133 8970.548071 332.023386 10.6961593 1982-1999 –> 2000-2012 3.7053223 1.6987090 20307.117223 695.566891 1 2
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2117 2.0403808 9041.205591 33.526020 14.5971708 1982-1999 –> 2000-2012 3.7958007 1.7554199 20568.572442 77.125002 2 5
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2117 2.0559321 9071.353605 317.524379 15.3706933 1982-1999 –> 2000-2012 3.8023904 1.7464584 20566.984138 677.349627 3 5
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2117 2.0775180 9117.576070 23.975025 14.6382951 1982-1999 –> 2000-2012 3.8706550 1.7931370 20768.455036 48.999026 4 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2117 2.0925297 9148.060152 23.966955 14.6537199 1982-1999 –> 2000-2012 3.8999671 1.8074373 20845.090185 48.993962 5 11
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2117 2.1225280 9208.327234 82.105314 10.4112853 1982-1999 –> 2000-2012 3.9196724 1.7971444 20872.176205 130.123041 8 13
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2117 2.1642677 9290.781231 81.825615 10.2099087 1982-1999 –> 2000-2012 4.0079899 1.8437222 21103.293309 122.086842 9 16
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2117 2.1012931 9165.754795 84.972448 13.1449013 1982-1999 –> 2000-2012 4.0162311 1.9149381 21198.459112 134.597721 6 17
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 2117 2.1023040 9165.791298 32.758505 13.8338032 1982-1999 –> 2000-2012 4.0187356 1.9164316 21201.025205 73.582633 7 19
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 2117 2.1822152 9323.747437 30.233415 15.6993052 1982-1999 –> 2000-2012 4.0339915 1.8517763 21159.584798 66.279014 10 18
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1561 2.4190997 7201.886719 34.880855 16.4381275 2000-2012 –> 2010-2019 4.4594806 2.0403808 16243.092310 68.406875 2 4
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1561 2.4875082 7288.946929 298.628876 21.8060294 2000-2012 –> 2010-2019 4.4941215 2.0066133 16259.495000 630.652262 5 6
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1561 2.3931499 7168.215879 103.793836 12.8081839 2000-2012 –> 2010-2019 4.4944430 2.1012931 16333.970675 188.766283 1 7
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 1561 2.4291910 7212.883014 34.076590 16.1196990 2000-2012 –> 2010-2019 4.5314950 2.1023040 16378.674312 66.835095 3 10
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1561 2.4796378 7279.053324 24.863036 16.7471027 2000-2012 –> 2010-2019 4.5571558 2.0775180 16396.629394 48.838061 4 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1561 2.5057363 7311.741104 24.860252 19.6149460 2000-2012 –> 2010-2019 4.5982661 2.0925297 16459.801255 48.827207 6 11
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1561 2.5081453 7314.741035 97.877386 10.7901905 2000-2012 –> 2010-2019 4.6306732 2.1225280 16523.068269 179.982700 7 15
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1561 2.6360791 7468.057668 267.915280 21.7630948 2000-2012 –> 2010-2019 4.6920112 2.0559321 16539.411273 585.439658 12 15
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1561 2.5442908 7359.411937 97.266600 10.6109096 2000-2012 –> 2010-2019 4.7085586 2.1642677 16650.193168 179.092215 8 17
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1561 2.5883737 7413.041066 98.991071 11.0638620 2000-2012 –> 2010-2019 4.7816017 2.1932280 16760.102105 181.967614 11 22
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1972 1.8784891 8096.858585 187.355416 10.2265152 1982-1999 –> 2000-2012 3.3778725 1.4993834 18325.216500 390.520294 1 3
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1972 1.9786022 8301.642177 188.632965 12.6536697 1982-1999 –> 2000-2012 3.4412507 1.4626485 18391.091390 414.412709 2 3
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1972 2.0011245 8346.282875 29.429806 12.6699945 1982-1999 –> 2000-2012 3.5026095 1.5014850 18582.484655 66.160690 4 7
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1972 2.0088366 8361.453502 29.543076 12.6596890 1982-1999 –> 2000-2012 3.5220788 1.5132422 18641.334383 61.403302 5 9
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1972 1.9797764 8301.982161 163.216637 12.7271040 1982-1999 –> 2000-2012 3.5235208 1.5437443 18691.618734 363.287039 3 8
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1972 2.0878973 8513.698718 481.738700 17.9432714 1982-1999 –> 2000-2012 3.6365788 1.5486815 18923.216517 1057.115273 7 13
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1972 2.1229534 8579.369222 146.290268 12.4367046 1982-1999 –> 2000-2012 3.7953316 1.6723782 19419.206585 306.177836 10 18
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1972 2.1301377 8592.693548 144.048561 12.7100695 1982-1999 –> 2000-2012 3.8393774 1.7092397 19554.621838 215.443173 11 23
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1972 2.2258907 8766.113456 185.110369 10.3149557 1982-1999 –> 2000-2012 3.8457374 1.6198467 19427.225731 263.369340 18 25
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1972 2.2262791 8764.801474 138.257918 10.2602536 1982-1999 –> 2000-2012 3.9080738 1.6817948 19634.081834 201.814631 19 29
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1356 2.2545483 6066.880710 170.603888 9.1237990 2000-2012 –> 2010-2019 4.1330374 1.8784891 14163.739295 357.959304 1 2
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1356 2.3246411 6149.911351 174.749723 9.9148916 2000-2012 –> 2010-2019 4.3541635 2.0295224 14551.770073 350.565101 2 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1356 2.4475109 6289.595324 161.344621 12.5484149 2000-2012 –> 2010-2019 4.4261130 1.9786022 14591.237501 349.977585 3 5
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1356 2.4669870 6309.090657 137.539508 12.8673492 2000-2012 –> 2010-2019 4.4467634 1.9797764 14611.072818 300.756144 5 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1356 2.4789572 6324.217964 25.336980 12.4645428 2000-2012 –> 2010-2019 4.4800817 2.0011245 14670.500839 54.766785 7 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1356 2.4870929 6333.103883 25.548153 12.4336824 2000-2012 –> 2010-2019 4.4959295 2.0088366 14694.557385 55.091229 8 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1356 2.4726757 6317.337228 132.278497 16.0566437 2000-2012 –> 2010-2019 4.5750219 2.1023462 14858.235569 279.220718 6 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1356 2.4556204 6298.566308 144.478689 12.5498331 2000-2012 –> 2010-2019 4.6005073 2.1448870 14918.474411 286.436672 4 16
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1356 2.5024068 6347.751355 25.104476 13.0349679 2000-2012 –> 2010-2019 4.6034698 2.1010630 14884.241758 54.336989 9 17
Atlantic (27,27.25] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1356 2.5279391 6375.282016 24.846787 13.1511850 2000-2012 –> 2010-2019 4.6803875 2.1524484 15007.069529 53.724106 10 23
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1852 2.1417455 8090.793137 485.438322 15.4904909 1982-1999 –> 2000-2012 3.6984629 1.5567174 17769.794041 967.926628 2 3
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1852 2.1376664 8083.731852 684.640385 11.6031833 1982-1999 –> 2000-2012 3.7190854 1.5814190 17844.471299 1285.654233 1 4
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1852 2.1686529 8137.037728 578.071321 17.8374108 1982-1999 –> 2000-2012 3.7261876 1.5575347 17818.763816 1092.237989 3 5
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1852 2.2788498 8320.625092 192.387039 17.3988949 1982-1999 –> 2000-2012 4.0862559 1.8074061 18774.860964 392.841070 4 13
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1852 2.4396531 8573.182493 564.559064 16.4693388 1982-1999 –> 2000-2012 4.1622166 1.7225635 18777.791455 1075.761204 9 13
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1852 2.4399058 8573.566003 335.505464 16.4215359 1982-1999 –> 2000-2012 4.1688387 1.7289329 18797.337712 646.682595 10 15
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1852 2.4318540 8561.322471 478.150192 10.6839553 1982-1999 –> 2000-2012 4.2125278 1.7806738 18938.192873 883.017519 8 16
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1852 2.4737665 8622.616347 395.106779 18.2447757 1982-1999 –> 2000-2012 4.2379875 1.7642209 18949.291297 730.838106 14 20
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1852 2.4672601 8612.861394 333.437697 17.4346112 1982-1999 –> 2000-2012 4.2412495 1.7739893 18968.204931 641.241956 13 20
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1852 2.4400034 8571.714216 189.480573 16.4710177 1982-1999 –> 2000-2012 4.2553058 1.8153024 19046.583837 383.934958 11 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1252 2.5680816 5928.692650 794.011664 10.0133333 2000-2012 –> 2010-2019 4.7057480 2.1376664 14012.424502 1478.652048 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1252 2.5887119 5948.727751 564.578253 10.9947906 2000-2012 –> 2010-2019 4.7304574 2.1417455 14039.520888 1050.016574 2 4
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1252 2.6098948 5969.134157 671.531814 12.8844428 2000-2012 –> 2010-2019 4.7785478 2.1686529 14106.171885 1249.603135 3 6
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1252 2.6404711 5998.299274 205.610030 13.7091408 2000-2012 –> 2010-2019 4.9193209 2.2788498 14318.924366 397.997069 4 8
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1252 2.6619965 6018.629394 935.680539 11.5305832 2000-2012 –> 2010-2019 4.9720779 2.3100814 14389.673090 1784.145393 5 10
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1252 2.6623154 6016.929320 599.756127 11.6022334 2000-2012 –> 2010-2019 4.9797980 2.3174826 14397.821234 1095.835538 6 12
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1252 2.6931643 6045.776965 19.323235 15.4703263 2000-2012 –> 2010-2019 5.0671185 2.3739542 14515.844467 35.840605 7 14
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1252 2.7402016 6091.132977 522.782416 10.9609599 2000-2012 –> 2010-2019 5.2880237 2.5478220 14825.006172 981.097232 8 26
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1252 2.8592596 6197.631157 589.677021 10.9569596 2000-2012 –> 2010-2019 5.2911136 2.4318540 14758.953628 1067.827213 12 20
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1252 2.7433420 6092.000974 204.392204 11.7292160 2000-2012 –> 2010-2019 5.2951739 2.5518320 14829.699149 391.496493 9 28
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2149 1.9160603 8907.463295 75.845038 17.9630703 1982-1999 –> 2000-2012 3.5404775 1.6244172 20692.532987 152.646198 2 3
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2149 1.9161243 8907.606773 73.963796 17.9854175 1982-1999 –> 2000-2012 3.5417275 1.6256032 20697.188595 149.256852 3 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2149 1.9159913 8907.308354 69.247402 17.9479163 1982-1999 –> 2000-2012 3.5419950 1.6260038 20698.413175 138.776355 1 4
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2149 1.9161393 8905.640335 66.853449 18.0027028 1982-1999 –> 2000-2012 3.6448969 1.7287577 21073.563875 133.366537 4 11
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2149 1.9872585 9062.275310 20.586845 15.6004454 1982-1999 –> 2000-2012 3.6487989 1.6615404 20985.033813 41.539325 6 10
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2149 1.9870373 9061.796900 19.465790 15.5840290 1982-1999 –> 2000-2012 3.6501680 1.6631307 20990.469240 39.311885 5 11
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2149 1.9875873 9062.986423 20.085506 15.6286293 1982-1999 –> 2000-2012 3.6501947 1.6626074 20989.713302 40.542876 7 12
Atlantic (27.5,27.75] 3 cstar_tref ~ sal + temp + phosphate_star 2149 1.9879160 9061.697179 18.131802 15.7025440 1982-1999 –> 2000-2012 3.7433861 1.7554700 21322.413182 36.759799 8 17
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2149 2.0453403 9188.092722 241.696631 17.8545609 1982-1999 –> 2000-2012 3.7996449 1.7543046 21448.703076 482.083155 9 17
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 2149 2.0994762 9298.372260 18.693095 15.6946857 1982-1999 –> 2000-2012 3.8738920 1.7744159 21627.449703 37.952768 11 21
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1532 2.1555008 6714.850357 65.418363 18.3567751 2000-2012 –> 2010-2019 4.0714920 1.9159913 15622.158711 134.665764 1 2
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1532 2.1585259 6719.147482 72.287274 18.4206062 2000-2012 –> 2010-2019 4.0745862 1.9160603 15626.610778 148.132311 2 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1532 2.1651196 6728.492965 70.463074 18.5354073 2000-2012 –> 2010-2019 4.0812439 1.9161243 15636.099737 144.426870 3 6
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1532 2.2058892 6783.652111 62.524907 19.6908682 2000-2012 –> 2010-2019 4.1220285 1.9161393 15689.292446 129.378356 7 11
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1532 2.1810028 6748.888161 19.563898 16.6635191 2000-2012 –> 2010-2019 4.1680401 1.9870373 15810.685061 39.029688 4 9
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1532 2.1844764 6753.764187 20.692038 16.7159164 2000-2012 –> 2010-2019 4.1717349 1.9872585 15816.039497 41.278883 5 11
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1532 2.1919425 6764.218478 20.252407 16.8071620 2000-2012 –> 2010-2019 4.1795298 1.9875873 15827.204901 40.337912 6 13
Atlantic (27.5,27.75] 3 cstar_tref ~ sal + temp + phosphate_star 1532 2.2376108 6825.399930 18.271533 17.8664984 2000-2012 –> 2010-2019 4.2255269 1.9879160 15887.097109 36.403335 8 16
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1532 2.3316669 6955.559225 245.804233 18.4462869 2000-2012 –> 2010-2019 4.3770072 2.0453403 16143.651946 487.500864 10 19
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1532 2.2890357 6897.019903 793.478419 16.7021885 2000-2012 –> 2010-2019 4.4061552 2.1171196 16231.360428 1590.917869 9 21
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 816 2.1151659 3552.293166 189.319183 11.6075367 1982-1999 –> 2000-2012 3.9697391 1.8545732 8209.725425 360.763504 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 816 2.1251440 3559.973862 118.056360 11.5854126 1982-1999 –> 2000-2012 3.9848162 1.8596722 8223.666292 216.613417 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 816 2.1310888 3564.532759 88.375193 11.6463927 1982-1999 –> 2000-2012 3.9961520 1.8650632 8234.825114 159.575996 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 816 2.1321132 3565.317070 124.778732 11.6504084 1982-1999 –> 2000-2012 3.9978320 1.8657188 8236.410757 229.136325 4 8
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 816 2.2456230 3647.967920 15.199351 12.8468342 1982-1999 –> 2000-2012 4.1576437 1.9120207 8372.954035 29.642547 7 12
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 816 2.1952636 3610.952793 152.775252 11.3916518 1982-1999 –> 2000-2012 4.1722483 1.9769846 8412.118551 294.987630 5 17
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 816 2.2593737 3657.930765 16.654633 12.8655332 1982-1999 –> 2000-2012 4.1821053 1.9227316 8395.653503 32.749075 8 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate_star 816 2.2609998 3659.104885 15.941702 12.8831084 1982-1999 –> 2000-2012 4.1857160 1.9247162 8399.179750 31.298898 9 16
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 816 2.2615873 3659.528851 16.865933 12.8846163 1982-1999 –> 2000-2012 4.1868892 1.9253020 8400.297548 35.454813 10 18
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 816 2.2430234 3646.077563 55.327535 12.2382092 1982-1999 –> 2000-2012 4.2007191 1.9576958 8424.888801 101.020319 6 15
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 543 2.4054810 2508.203602 160.728014 10.4960743 2000-2012 –> 2010-2019 4.5206469 2.1151659 6060.496768 350.047196 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 543 2.4172964 2513.524865 102.999604 10.5072862 2000-2012 –> 2010-2019 4.5424404 2.1251440 6073.498727 221.055964 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 543 2.4248573 2516.916384 74.847256 10.5285411 2000-2012 –> 2010-2019 4.5559461 2.1310888 6081.449142 163.222450 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 543 2.4261931 2517.514480 109.238979 10.5324371 2000-2012 –> 2010-2019 4.5583063 2.1321132 6082.831550 234.017711 4 8
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 543 2.4683630 2534.228159 125.182526 10.3601642 2000-2012 –> 2010-2019 4.6636266 2.1952636 6145.180952 277.957779 5 10
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 543 2.5564613 2572.312911 46.448146 11.1099127 2000-2012 –> 2010-2019 4.7994847 2.2430234 6218.390474 101.775682 7 13
Atlantic (27.75,27.85] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 543 2.5424393 2566.339889 330.578755 11.8062114 2000-2012 –> 2010-2019 4.8050050 2.2625657 6226.574640 650.473467 6 17
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 543 2.6530529 2612.589406 14.450225 12.0916627 2000-2012 –> 2010-2019 4.8986759 2.2456230 6260.557326 29.649576 13 20
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 543 2.6069198 2595.539182 175.899759 11.7139214 2000-2012 –> 2010-2019 4.8992721 2.2923523 6279.118981 384.455147 9 22
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate 543 2.5964372 2589.163499 113.748913 13.7639382 2000-2012 –> 2010-2019 4.9141110 2.3176738 6288.671667 254.432739 8 23
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 683 3.0844049 3490.876081 115.428076 21.6556281 1982-1999 –> 2000-2012 6.4630144 3.3786095 8540.405358 227.453597 1 2
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 683 3.0852136 3489.234177 71.677143 21.6760205 1982-1999 –> 2000-2012 6.4645427 3.3793291 8537.170243 139.594899 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 683 3.0958248 3495.924280 149.618042 21.7354650 1982-1999 –> 2000-2012 6.4877118 3.3918870 8552.944908 303.305231 3 7
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 683 3.0958251 3493.924429 82.003073 21.7358759 1982-1999 –> 2000-2012 6.4877389 3.3919139 8548.960180 164.575655 4 9
Atlantic (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 683 3.0976675 3494.737129 469.247318 21.6636464 1982-1999 –> 2000-2012 6.4880402 3.3903727 8548.904828 975.859649 7 10
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 683 3.0966382 3496.283170 70.988981 21.7781435 1982-1999 –> 2000-2012 6.4910067 3.3943684 8554.700611 138.344912 5 11
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 683 3.0968282 3496.366978 124.473588 21.7841066 1982-1999 –> 2000-2012 6.4915615 3.3947332 8554.989677 244.502016 6 13
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 683 3.0977541 3494.775339 40.001521 21.8044122 1982-1999 –> 2000-2012 6.4932315 3.3954774 8551.816657 77.134720 8 16
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 683 3.0982565 3494.996836 79.551487 21.8148691 1982-1999 –> 2000-2012 6.4943710 3.3961145 8552.396525 154.112635 9 18
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 683 3.2417735 3558.850705 152.083503 22.7060439 1982-1999 –> 2000-2012 6.7959577 3.5541842 8705.143137 305.477239 10 24
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 473 2.8819125 2357.613466 111.194534 18.3759969 2000-2012 –> 2010-2019 5.9663174 3.0844049 5848.489546 226.622610 1 2
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 473 2.9016857 2362.081949 77.432865 18.3141630 2000-2012 –> 2010-2019 5.9868993 3.0852136 5851.316126 149.110007 6 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 473 2.8919220 2360.893443 134.348543 18.4889807 2000-2012 –> 2010-2019 5.9877468 3.0958248 5856.817723 283.966585 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 473 2.8918721 2360.877124 69.126092 18.5169264 2000-2012 –> 2010-2019 5.9885104 3.0966382 5857.160294 140.115072 2 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 473 2.8919576 2360.905089 120.233184 18.5211203 2000-2012 –> 2010-2019 5.9887859 3.0968282 5857.272068 244.706772 4 10
Atlantic (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 473 2.8995094 2361.372175 494.029007 18.4204972 2000-2012 –> 2010-2019 5.9971769 3.0976675 5856.109304 963.276325 5 12
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 473 2.9044065 2362.968546 81.950958 18.4376915 2000-2012 –> 2010-2019 6.0002316 3.0958251 5856.892975 163.954031 7 11
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 473 2.9121966 2365.502493 43.104607 18.4613355 2000-2012 –> 2010-2019 6.0099508 3.0977541 5860.277832 83.106128 8 16
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 473 2.9135553 2365.943748 85.816139 18.4667008 2000-2012 –> 2010-2019 6.0118118 3.0982565 5860.940583 165.367626 9 18
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 473 3.0179187 2401.236639 137.266143 19.6593991 2000-2012 –> 2010-2019 6.2596922 3.2417735 5960.087344 289.349646 10 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 771 2.9168126 3852.701045 844.492479 24.4280737 1982-1999 –> 2000-2012 5.7793486 2.8625359 9529.422729 1789.619240 1 2
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 771 2.9252776 3855.169665 833.605077 23.8640128 1982-1999 –> 2000-2012 5.7956415 2.8703639 9536.150537 1768.345845 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 771 2.9553768 3872.954746 845.103148 25.2955796 1982-1999 –> 2000-2012 5.8481502 2.8927734 9573.760278 1794.115129 3 6
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate 771 2.9554069 3870.970457 842.621297 25.3290005 1982-1999 –> 2000-2012 5.8481874 2.8927805 9569.781552 1789.350855 4 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 771 3.4445060 4109.118763 94.629735 26.6936236 1982-1999 –> 2000-2012 6.9721170 3.5276110 10264.668923 199.476738 5 11
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 771 3.4445074 4107.119352 44.819323 26.7160957 1982-1999 –> 2000-2012 6.9758854 3.5313780 10263.115762 94.822001 6 14
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 771 3.4490493 4109.151322 43.413032 27.9341801 1982-1999 –> 2000-2012 6.9798473 3.5307979 10264.771198 89.054516 7 14
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 771 3.4519812 4108.461527 32.895034 27.3801291 1982-1999 –> 2000-2012 6.9965834 3.5446022 10271.024904 66.028558 8 17
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 771 3.6998521 4217.390794 538.285010 27.7511775 1982-1999 –> 2000-2012 7.1692016 3.4693495 10332.770533 1200.980861 9 14
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate 771 3.8930603 4293.882773 484.303530 28.2065614 1982-1999 –> 2000-2012 7.5780089 3.6849486 10545.445988 1070.291193 24 34
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 497 2.7027697 2412.736308 919.445791 26.0461090 2000-2012 –> 2010-2019 5.6195824 2.9168126 6265.437353 1763.938270 1 2
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 497 2.7409773 2424.689548 904.138369 24.5981749 2000-2012 –> 2010-2019 5.6662549 2.9252776 6279.859213 1737.743446 4 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 497 2.7317278 2423.329582 920.418178 27.0267195 2000-2012 –> 2010-2019 5.6871045 2.9553768 6296.284329 1765.521325 2 5
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate 497 2.7395888 2424.185899 916.272041 26.3649584 2000-2012 –> 2010-2019 5.6949957 2.9554069 6295.156356 1758.893338 3 7
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 497 3.2340965 2591.132004 99.550748 32.5407217 2000-2012 –> 2010-2019 6.6786025 3.4445060 6700.250767 194.180483 5 10
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 497 3.2417751 2591.489232 47.643052 30.5147554 2000-2012 –> 2010-2019 6.6908245 3.4490493 6700.640554 91.056083 6 13
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 497 3.2492481 2593.777965 48.354648 29.6081521 2000-2012 –> 2010-2019 6.6937554 3.4445074 6700.897317 93.173970 7 13
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 497 3.2492893 2591.790570 37.914360 29.5464460 2000-2012 –> 2010-2019 6.7012704 3.4519812 6700.252097 70.809395 8 16
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 497 3.3531693 2625.071422 511.637956 27.2458403 2000-2012 –> 2010-2019 7.0530214 3.6998521 6842.462216 1049.922967 9 18
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 497 3.4312491 2647.951722 735.179064 28.9449427 2000-2012 –> 2010-2019 7.2598359 3.8285868 6918.083397 1529.263921 10 33
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 448 0.1297637 -544.299004 93.768869 0.6926959 1982-1999 –> 2000-2012 0.2596068 0.1298431 -1284.756500 173.735383 1 2
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 448 0.1344560 -512.471732 124.370585 0.7284801 1982-1999 –> 2000-2012 0.2664160 0.1319601 -1233.328279 228.138042 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 448 0.1345297 -511.980682 35.054660 0.7260689 1982-1999 –> 2000-2012 0.2668058 0.1322762 -1229.937499 64.137153 3 7
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 448 0.1346034 -511.489819 139.657212 0.7252531 1982-1999 –> 2000-2012 0.2668244 0.1322210 -1229.952427 253.267742 4 7
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 448 0.1371180 -496.905411 30.460667 0.6339781 1982-1999 –> 2000-2012 0.2749226 0.1378046 -1167.237155 55.206399 5 10
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 448 0.1799702 -253.238711 73.353071 1.1168451 1982-1999 –> 2000-2012 0.3463503 0.1663801 -695.183608 133.281928 6 12
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 448 0.1982186 -166.703876 62.401081 1.2328224 1982-1999 –> 2000-2012 0.3805152 0.1822966 -497.920184 112.249996 7 14
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 448 0.2015880 -151.601199 31.473152 1.2373050 1982-1999 –> 2000-2012 0.3851722 0.1835842 -474.287066 56.214017 8 16
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 448 0.2033124 -143.969478 70.614684 1.2444257 1982-1999 –> 2000-2012 0.3874375 0.1841251 -463.089421 126.753256 9 18
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 448 0.2481429 36.568543 86.186345 0.9396237 1982-1999 –> 2000-2012 0.4577840 0.2096411 -123.256019 159.657755 14 25
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 292 0.1559675 -242.474737 102.738138 0.6858566 2000-2012 –> 2010-2019 0.2857312 0.1297637 -786.773741 196.507006 1 2
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 292 0.1600955 -227.219010 151.666364 0.7185827 2000-2012 –> 2010-2019 0.2945515 0.1344560 -739.690742 276.036949 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 292 0.1606950 -225.036120 40.478678 0.7081280 2000-2012 –> 2010-2019 0.2952247 0.1345297 -737.016802 75.533338 3 6
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 292 0.1608535 -224.460547 169.515003 0.7073055 2000-2012 –> 2010-2019 0.2954569 0.1346034 -735.950366 309.172215 4 8
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 292 0.1701290 -193.719570 34.957970 0.9870945 2000-2012 –> 2010-2019 0.3072471 0.1371180 -690.624981 65.418637 5 10
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 292 0.2162847 -53.537284 80.543956 1.2007626 2000-2012 –> 2010-2019 0.3962549 0.1799702 -306.775995 153.897027 6 12
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 292 0.2345754 -6.127143 79.731123 1.3213013 2000-2012 –> 2010-2019 0.4327940 0.1982186 -172.831019 142.132204 10 17
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 292 0.2390881 5.000928 36.872270 1.3162426 2000-2012 –> 2010-2019 0.4406761 0.2015880 -146.600271 68.345422 11 19
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 292 0.2415855 11.069397 91.106961 1.3258193 2000-2012 –> 2010-2019 0.4448978 0.2033124 -132.900081 161.721644 12 21
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 292 0.2301376 -17.281324 76.227979 0.9679503 2000-2012 –> 2010-2019 0.4707312 0.2405936 -10.395288 142.873482 7 17
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + nitrate + phosphate 628 0.1649203 -469.493203 626.698826 0.8412121 1982-1999 –> 2000-2012 0.3376329 0.1727126 -1049.595107 1394.263855 2 3
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 628 0.1691618 -437.599452 658.255941 0.8550712 1982-1999 –> 2000-2012 0.3439552 0.1747934 -996.671612 1472.202755 3 5
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 628 0.1587182 -515.638230 126.343527 0.7317628 1982-1999 –> 2000-2012 0.3443428 0.1856246 -967.137036 334.400986 1 5
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 628 0.1739431 -402.591349 869.959580 0.8889557 1982-1999 –> 2000-2012 0.3507238 0.1767807 -941.811786 1853.126774 11 14
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 628 0.1698553 -432.460201 39.793228 0.7437688 1982-1999 –> 2000-2012 0.3567724 0.1869170 -873.775123 90.607180 5 10
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 628 0.1696630 -431.883515 53.608983 0.7086651 1982-1999 –> 2000-2012 0.3582029 0.1885399 -856.017719 122.757529 4 10
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 628 0.1702970 -427.198632 158.158113 0.7076773 1982-1999 –> 2000-2012 0.3593771 0.1890801 -846.309075 398.931126 6 13
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 628 0.1703296 -426.957997 34.580682 0.7075132 1982-1999 –> 2000-2012 0.3594152 0.1890856 -846.017654 86.007987 7 15
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 628 0.1704364 -428.170637 52.210628 0.7411997 1982-1999 –> 2000-2012 0.3600731 0.1896366 -844.120156 107.129364 8 20
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 628 0.1736125 -404.980498 44.598313 0.7837031 1982-1999 –> 2000-2012 0.3627462 0.1891337 -825.593146 104.610844 9 18
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + nitrate + phosphate 433 0.1584444 -354.675621 651.528421 0.7337558 2000-2012 –> 2010-2019 0.3233647 0.1649203 -824.168823 1278.227246 1 3
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 433 0.1651893 -316.573780 162.347976 0.7793522 2000-2012 –> 2010-2019 0.3239074 0.1587182 -832.212010 288.691504 3 4
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 433 0.1632178 -328.971272 687.427151 0.7523321 2000-2012 –> 2010-2019 0.3323796 0.1691618 -766.570724 1345.683092 2 5
Atlantic (28.1,28.15] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 433 0.1681763 -303.054053 987.894555 0.7667401 2000-2012 –> 2010-2019 0.3374626 0.1692863 -739.729373 1619.499776 5 9
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 433 0.1684943 -299.418488 60.679037 0.7489568 2000-2012 –> 2010-2019 0.3381572 0.1696630 -731.302003 114.288020 6 11
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 433 0.1685446 -301.159981 57.095788 0.7436929 2000-2012 –> 2010-2019 0.3389810 0.1704364 -729.330617 109.306416 7 16
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 433 0.1695413 -294.053806 199.151446 0.7477854 2000-2012 –> 2010-2019 0.3398383 0.1702970 -721.252438 357.309559 8 15
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 433 0.1695527 -293.995490 40.222467 0.7475556 2000-2012 –> 2010-2019 0.3398823 0.1703296 -720.953487 74.803149 9 17
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 433 0.1715558 -285.824530 53.706849 0.7248663 2000-2012 –> 2010-2019 0.3414111 0.1698553 -718.284731 93.500077 13 19
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 433 0.1674914 -306.588393 896.047170 0.7676861 2000-2012 –> 2010-2019 0.3414344 0.1739431 -709.179742 1766.006750 4 16
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1224 0.1542393 -1088.362123 304.832996 1.5583503 1982-1999 –> 2000-2012 0.3008881 0.1466488 -2875.152951 761.145100 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1224 0.1595027 -1006.217678 943.173606 1.1709223 1982-1999 –> 2000-2012 0.3153976 0.1558948 -2573.145268 1677.557246 2 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1224 0.1714505 -829.389551 78.720861 1.7888153 1982-1999 –> 2000-2012 0.3388331 0.1673826 -2140.640184 238.895556 3 6
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1224 0.2147090 -278.616671 600.334938 1.9787161 1982-1999 –> 2000-2012 0.3960038 0.1812948 -1302.753960 1141.286195 12 16
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1224 0.2182193 -238.918606 290.035204 2.0057887 1982-1999 –> 2000-2012 0.4021687 0.1839494 -1210.783066 505.854095 13 19
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1224 0.2211760 -205.972300 647.897331 2.0243970 1982-1999 –> 2000-2012 0.4078417 0.1866657 -1125.124659 1158.068346 14 21
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1224 0.2003520 -448.037366 904.242010 1.7888183 1982-1999 –> 2000-2012 0.4085297 0.2081777 -974.965166 1816.607290 5 13
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1224 0.2003533 -448.022116 849.264260 1.7889558 1982-1999 –> 2000-2012 0.4085372 0.2081839 -974.842032 1745.133638 6 15
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1224 0.2004472 -448.874617 50.725760 1.7726305 1982-1999 –> 2000-2012 0.4086654 0.2082181 -977.103211 184.490955 7 17
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1224 0.2002891 -448.806764 851.343092 1.7719987 1982-1999 –> 2000-2012 0.4090703 0.2087812 -965.323643 1750.106688 4 15
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 829 0.1460176 -823.439096 286.717798 1.2047407 2000-2012 –> 2010-2019 0.3002569 0.1542393 -1911.801219 591.550794 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 829 0.1465077 -817.882409 954.455966 0.8285965 2000-2012 –> 2010-2019 0.3060105 0.1595027 -1824.100088 1897.629572 2 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 829 0.1682058 -588.896301 77.728101 1.4615930 2000-2012 –> 2010-2019 0.3396563 0.1714505 -1418.285852 156.448961 3 6
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 829 0.1922396 -367.463099 928.425545 1.3318911 2000-2012 –> 2010-2019 0.3925287 0.2002891 -816.269863 1779.768637 4 8
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 829 0.1924129 -365.969383 925.870498 1.3463355 2000-2012 –> 2010-2019 0.3927662 0.2003533 -813.991499 1775.134758 5 11
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 829 0.1924180 -365.925219 941.552780 1.3470979 2000-2012 –> 2010-2019 0.3927700 0.2003520 -813.962585 1845.794790 7 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 829 0.1926988 -365.507110 43.291447 1.3919784 2000-2012 –> 2010-2019 0.3931460 0.2004472 -814.381727 94.017207 10 17
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 829 0.1924138 -367.961778 166.231442 1.3415144 2000-2012 –> 2010-2019 0.3937185 0.2013047 -806.386484 344.701538 6 14
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 829 0.1925077 -367.152589 279.801720 1.2897411 2000-2012 –> 2010-2019 0.3944039 0.2018962 -798.394766 563.352836 8 17
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 829 0.1925966 -366.386883 61.979070 1.0116489 2000-2012 –> 2010-2019 0.3948215 0.2022249 -793.646446 131.271591 9 19
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1188 0.2317921 -90.110302 481.540854 3.1138367 1982-1999 –> 2000-2012 0.4352142 0.2034220 -576.846833 953.673958 1 2
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1188 0.2390088 -17.264104 491.582872 2.1680357 1982-1999 –> 2000-2012 0.4634271 0.2244183 -221.690646 982.489685 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1188 0.2598420 183.306419 462.818504 4.4069564 1982-1999 –> 2000-2012 0.4941092 0.2342672 104.320278 864.588698 3 6
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1188 0.2606608 188.782349 159.709029 4.2648879 1982-1999 –> 2000-2012 0.4956479 0.2349871 116.613822 328.584223 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1188 0.2637976 219.204617 140.605261 3.2769667 1982-1999 –> 2000-2012 0.5091506 0.2453529 273.098641 283.409995 5 10
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 1188 0.2695017 268.033181 50.327224 4.0651430 1982-1999 –> 2000-2012 0.5178858 0.2483841 355.215570 106.537027 6 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 1188 0.2853018 403.400222 42.710160 4.9121283 1982-1999 –> 2000-2012 0.5535389 0.2682371 711.579156 86.020614 7 14
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 1188 0.2898413 438.908209 35.363477 4.7149421 1982-1999 –> 2000-2012 0.5682866 0.2784453 852.431652 72.964331 8 16
Atlantic (28.2, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1188 0.3855405 1120.810984 542.044992 8.6751799 1982-1999 –> 2000-2012 0.7360865 0.3505460 2200.131612 1107.789536 9 18
Atlantic (28.2, Inf] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1188 0.3860404 1121.889584 498.161311 8.5632528 1982-1999 –> 2000-2012 0.7385140 0.3524736 2214.970479 987.959327 10 21
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 805 0.1727420 -530.598409 695.088971 0.9893626 2000-2012 –> 2010-2019 0.4045341 0.2317921 -620.708711 1176.629825 2 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 805 0.1649700 -602.715181 448.243176 1.1738734 2000-2012 –> 2010-2019 0.4248120 0.2598420 -419.408762 911.061680 1 4
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 805 0.1774747 -487.082101 225.423235 1.0677327 2000-2012 –> 2010-2019 0.4381355 0.2606608 -298.299752 385.132264 3 7
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 805 0.1871867 -399.303446 236.914658 1.3156545 2000-2012 –> 2010-2019 0.4509844 0.2637976 -180.098829 377.519918 4 9
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 805 0.1977305 -313.077820 84.421702 1.3698437 2000-2012 –> 2010-2019 0.4672322 0.2695017 -45.044640 134.748926 6 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 805 0.1875907 -397.832585 58.103236 1.2743115 2000-2012 –> 2010-2019 0.4728925 0.2853018 5.567637 100.813396 5 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 805 0.2343627 -39.434292 697.224766 2.1248160 2000-2012 –> 2010-2019 0.4733715 0.2390088 -56.698396 1188.807638 16 18
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 805 0.2107403 -212.486073 53.121854 1.9020409 2000-2012 –> 2010-2019 0.5005817 0.2898413 226.422136 88.485331 10 18
Atlantic (28.2, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 805 0.2087257 -223.951275 593.510948 1.7897594 2000-2012 –> 2010-2019 0.5942662 0.3855405 896.859710 1135.555940 7 16
Atlantic (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 805 0.2103522 -211.454162 555.143217 1.7864160 2000-2012 –> 2010-2019 0.5976368 0.3872846 920.081142 1137.819024 8 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5172 5.4846843 32296.569560 157.070769 34.2403281 1982-1999 –> 2000-2012 11.3045798 5.8198955 77011.753748 351.162958 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5172 5.5705633 32457.280610 28.175751 34.0085567 1982-1999 –> 2000-2012 11.4672714 5.8967081 77356.766238 57.055173 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5172 5.6126520 32535.141503 16.892613 34.4673712 1982-1999 –> 2000-2012 11.5475082 5.9348562 77525.267937 30.291007 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5172 5.6303394 32567.687837 20.056682 33.8069077 1982-1999 –> 2000-2012 11.5829047 5.9525653 77599.693572 36.951369 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5172 5.7267081 32743.237210 157.124350 17.5593576 1982-1999 –> 2000-2012 11.7303626 6.0036545 77895.367028 351.429194 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5172 5.8112971 32894.910732 21.787559 18.6264949 1982-1999 –> 2000-2012 11.9030849 6.0917878 78251.881961 46.980916 6 12
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 5172 5.8150648 32899.615018 156.982509 17.6715127 1982-1999 –> 2000-2012 11.9133611 6.0982963 78269.595573 350.771912 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5172 5.8621877 32985.100736 6.465443 18.9074657 1982-1999 –> 2000-2012 11.9998669 6.1376791 78447.563287 13.246681 10 18
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5172 5.8658720 32991.599698 8.915114 18.9460150 1982-1999 –> 2000-2012 12.0125636 6.1466916 78474.686675 18.071009 11 20
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 5172 5.9089756 33065.331540 20.822676 18.5932979 1982-1999 –> 2000-2012 12.0999566 6.1909810 78647.334483 44.759844 13 23
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3660 5.7631456 23221.488762 172.443414 30.1946798 2000-2012 –> 2010-2019 11.2478298 5.4846843 55518.058321 329.514184 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3660 5.8740010 23360.953641 23.180132 29.7426898 2000-2012 –> 2010-2019 11.4445643 5.5705633 55818.234251 51.355882 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3660 5.9311477 23431.823862 11.480781 30.0867693 2000-2012 –> 2010-2019 11.5437996 5.6126520 55966.965365 28.373394 4 7
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3660 5.9405763 23443.451050 14.210036 29.5315930 2000-2012 –> 2010-2019 11.5709157 5.6303394 56011.138887 34.266719 5 9
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3660 5.9012781 23394.866820 172.961895 18.9231353 2000-2012 –> 2010-2019 11.6279862 5.7267081 56138.104029 330.086245 3 8
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3660 5.9838777 23494.613722 172.015004 19.2881446 2000-2012 –> 2010-2019 11.7989426 5.8150648 56394.228739 328.997513 6 13
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3660 6.0045479 23521.855733 21.256767 17.5928589 2000-2012 –> 2010-2019 11.8158450 5.8112971 56416.766464 43.044326 8 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3660 5.9946010 23509.719601 5.642835 17.9064875 2000-2012 –> 2010-2019 11.8302246 5.8356236 56447.840635 11.886278 7 15
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3660 6.0080468 23524.119910 5.575856 21.4244045 2000-2012 –> 2010-2019 11.8481142 5.8400674 56468.114876 11.805787 9 18
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3660 6.0635857 23593.475732 7.239799 17.3209595 2000-2012 –> 2010-2019 11.9257734 5.8621877 56578.576469 13.705242 10 20
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5579 3.7919472 30718.787375 801.692897 14.7747431 1982-1999 –> 2000-2012 7.6510850 3.8591379 74799.199147 1598.345077 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5579 3.8928657 31011.862324 51.540332 15.5749507 1982-1999 –> 2000-2012 7.8225807 3.9297150 75380.648977 102.120767 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5579 3.9852034 31273.437067 18.782494 18.4714111 1982-1999 –> 2000-2012 7.9856264 4.0004230 75925.985359 36.520954 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5579 3.9963924 31304.720707 19.066154 19.0773822 1982-1999 –> 2000-2012 8.0112625 4.0148701 76014.630131 37.106678 4 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5579 4.0286138 31394.322793 54.470917 19.4771227 1982-1999 –> 2000-2012 8.1195567 4.0909429 76402.908143 106.926901 5 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5579 4.0579005 31475.144186 11.872082 25.6241767 1982-1999 –> 2000-2012 8.1548725 4.0969721 76507.163236 22.949119 6 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5579 4.0685293 31504.331960 17.146340 26.8867708 1982-1999 –> 2000-2012 8.1723781 4.1038488 76563.036801 33.011829 8 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5579 4.0677149 31502.098406 404.281647 15.6781490 1982-1999 –> 2000-2012 8.2259708 4.1582559 76770.371618 794.324267 7 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5579 4.1683443 31774.772196 49.857877 27.7374638 1982-1999 –> 2000-2012 8.3238466 4.1555023 77032.504809 97.657915 9 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5579 4.1710226 31781.939231 855.172059 27.5198977 1982-1999 –> 2000-2012 8.3711982 4.2001756 77209.819503 1712.106815 10 21
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3963 4.0665424 22379.045033 741.945356 18.8626575 2000-2012 –> 2010-2019 7.8584896 3.7919472 53097.832408 1543.638254 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3963 4.1988112 22632.742964 45.874568 14.9617786 2000-2012 –> 2010-2019 8.0916768 3.8928657 53644.605288 97.414900 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3963 4.2967268 22815.453859 17.207304 18.7625698 2000-2012 –> 2010-2019 8.2819302 3.9852034 54088.890926 35.989798 6 9
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3963 4.2549085 22737.935469 49.042060 19.1718668 2000-2012 –> 2010-2019 8.2835223 4.0286138 54132.258262 103.512978 3 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3963 4.3047395 22830.220703 17.426465 19.1712229 2000-2012 –> 2010-2019 8.3011319 3.9963924 54134.941410 36.492619 8 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3963 4.2881259 22799.572294 10.595054 25.4079638 2000-2012 –> 2010-2019 8.3460264 4.0579005 54274.716480 22.467135 5 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3963 4.2837965 22791.565858 365.550847 16.5708903 2000-2012 –> 2010-2019 8.3515114 4.0677149 54293.664264 769.832495 4 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3963 4.2978424 22817.511509 15.397235 26.5173305 2000-2012 –> 2010-2019 8.3663717 4.0685293 54321.843469 32.543574 7 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3963 4.4163544 23033.109950 806.915439 36.3964311 2000-2012 –> 2010-2019 8.5873770 4.1710226 54815.049180 1662.087497 9 19
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3963 4.4537167 23099.881811 45.594730 36.6641495 2000-2012 –> 2010-2019 8.6220610 4.1683443 54874.654008 95.452607 10 19
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4686 2.9565561 23471.775325 114.827482 20.7997380 1982-1999 –> 2000-2012 5.7290962 2.7725400 54057.348824 229.351064 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4686 2.9661882 23502.258479 842.187367 18.8018298 1982-1999 –> 2000-2012 5.8437180 2.8775298 54553.774029 1686.655581 2 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4686 3.0653472 23810.439464 49.013167 21.1785029 1982-1999 –> 2000-2012 5.9094539 2.8441067 54715.494734 95.352624 4 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4686 3.0759460 23842.788180 53.092939 21.1330421 1982-1999 –> 2000-2012 5.9325965 2.8566505 54803.011270 103.452547 5 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4686 3.0578972 23787.634008 117.427096 19.7594639 1982-1999 –> 2000-2012 5.9891461 2.9312489 55071.020170 231.936981 3 8
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4686 3.1202795 23974.902353 835.801129 20.0726256 1982-1999 –> 2000-2012 6.1406678 3.0203883 55631.827360 1656.346219 6 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4686 3.1695135 24123.625892 22.334113 20.1376774 1982-1999 –> 2000-2012 6.1781010 3.0085875 55733.476045 43.232352 7 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4686 3.1830354 24163.524183 33.796430 20.1190901 1982-1999 –> 2000-2012 6.2069732 3.0239378 55837.172270 66.033311 9 17
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4686 3.1800294 24152.669067 114.812032 20.9799677 1982-1999 –> 2000-2012 6.2275603 3.0475309 55921.745067 229.320847 8 17
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4686 3.2755734 24430.103819 21.355818 21.3719062 1982-1999 –> 2000-2012 6.3841959 3.1086225 56447.994090 41.791740 10 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3141 3.0384285 15909.212521 829.192704 19.8688015 2000-2012 –> 2010-2019 6.0046167 2.9661882 39411.471000 1671.380071 1 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3141 3.1784937 16192.323143 109.855641 21.6471603 2000-2012 –> 2010-2019 6.1350498 2.9565561 39664.098468 224.683123 3 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3141 3.1437688 16123.315040 109.774450 20.7021711 2000-2012 –> 2010-2019 6.2016660 3.0578972 39910.949048 227.201545 2 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3141 3.2799758 16389.757963 45.628966 21.9457290 2000-2012 –> 2010-2019 6.3453231 3.0653472 40200.197427 94.642133 7 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3141 3.2868842 16402.975356 49.171625 21.8920364 2000-2012 –> 2010-2019 6.3628302 3.0759460 40245.763536 102.264565 8 13
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3141 3.2483596 16326.911069 815.768643 21.2993006 2000-2012 –> 2010-2019 6.3686391 3.1202795 40301.813422 1651.569772 4 10
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3141 3.2544356 16340.650370 21.020364 21.0132116 2000-2012 –> 2010-2019 6.4239491 3.1695135 40464.276261 43.354477 5 12
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3141 3.2654966 16361.965114 32.031917 20.9877509 2000-2012 –> 2010-2019 6.4485320 3.1830354 40525.489297 65.828347 6 15
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3141 3.3090535 16443.203815 109.505963 22.0342575 2000-2012 –> 2010-2019 6.4890829 3.1800294 40595.872883 224.317996 9 17
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3141 3.3966583 16607.351818 20.739191 22.3532145 2000-2012 –> 2010-2019 6.6722317 3.2755734 41037.455636 42.095009 10 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5117 2.8444608 25233.769575 110.124022 15.7824628 1982-1999 –> 2000-2012 5.2637887 2.4193279 56915.368600 219.131109 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5117 2.9346300 25553.150740 704.446443 24.5447157 1982-1999 –> 2000-2012 5.4875767 2.5529467 57974.144058 1379.959566 2 4
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5117 2.9515041 25609.827851 644.612654 22.6542848 1982-1999 –> 2000-2012 5.5394573 2.5879532 58216.137139 1246.165429 3 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5117 2.9882474 25738.444468 49.628456 13.6021095 1982-1999 –> 2000-2012 5.6035413 2.6152938 58491.296799 101.602698 5 9
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5117 2.9998388 25778.065049 56.923372 13.4463388 1982-1999 –> 2000-2012 5.6421650 2.6423263 58672.353062 117.021150 6 11
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5117 2.9769090 25699.539430 111.002182 14.5144084 1982-1999 –> 2000-2012 5.6463357 2.6694267 58734.173551 224.998038 4 10
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5117 3.0188814 25840.824080 109.634034 13.2755670 1982-1999 –> 2000-2012 5.7649796 2.7460982 59262.935048 218.403943 7 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5117 3.1524442 26285.871592 27.097717 14.8860554 1982-1999 –> 2000-2012 6.0680779 2.9156336 60533.931045 59.118274 10 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5117 3.1323366 26220.385851 29.067091 12.6920272 1982-1999 –> 2000-2012 6.1209970 2.9886604 60808.693060 60.173841 8 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5117 3.1692830 26340.391118 43.251872 15.2403079 1982-1999 –> 2000-2012 6.1248895 2.9556064 60775.734411 92.516557 11 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3588 3.0194149 18126.235561 107.901831 17.5121832 2000-2012 –> 2010-2019 5.8638757 2.8444608 43360.005136 218.025853 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3588 3.0224937 18133.549007 711.522871 27.5575081 2000-2012 –> 2010-2019 5.9571237 2.9346300 43686.699747 1415.969314 2 4
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3588 3.0532868 18204.287951 647.277141 25.0619475 2000-2012 –> 2010-2019 6.0047910 2.9515041 43814.115802 1291.889795 3 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3588 3.0867350 18284.472233 109.402927 19.8316967 2000-2012 –> 2010-2019 6.0636440 2.9769090 43984.011663 220.405108 4 8
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3588 3.1605048 18451.954112 107.304521 19.0894540 2000-2012 –> 2010-2019 6.1793863 3.0188814 44292.778191 216.938555 5 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3588 3.2308635 18611.952808 54.553428 18.4333120 2000-2012 –> 2010-2019 6.2191109 2.9882474 44350.397276 104.181884 6 11
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3588 3.2429329 18638.710059 62.814418 18.3672300 2000-2012 –> 2010-2019 6.2427717 2.9998388 44416.775108 119.737790 7 13
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3588 3.3100210 18785.648564 30.685042 16.7398002 2000-2012 –> 2010-2019 6.4423576 3.1323366 45006.034415 59.752133 8 16
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3588 3.3178110 18800.517206 29.277233 16.8032762 2000-2012 –> 2010-2019 6.4503006 3.1324896 45019.402891 56.982971 9 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3588 3.3374536 18844.876420 31.673494 21.3830592 2000-2012 –> 2010-2019 6.4898978 3.1524442 45130.748013 58.771211 10 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4708 1.9467805 19647.447850 77.899651 11.7423652 1982-1999 –> 2000-2012 3.3953967 1.4486162 43154.624291 157.704987 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4708 2.0470941 20120.548048 46.603518 11.8980135 1982-1999 –> 2000-2012 3.6268827 1.5797886 44765.689988 92.486740 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4708 2.0651252 20203.122508 53.503888 11.9458653 1982-1999 –> 2000-2012 3.6687313 1.6036061 45044.709978 105.483621 3 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4708 2.1521119 20591.614981 479.710549 13.7627381 1982-1999 –> 2000-2012 3.8648364 1.7127245 46297.425130 1062.515678 6 10
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4708 2.1393231 20535.494227 84.356665 10.3822445 1982-1999 –> 2000-2012 3.8715531 1.7322300 46389.968211 175.276932 4 10
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4708 2.1406714 20539.426527 74.809505 10.5107081 1982-1999 –> 2000-2012 3.8832546 1.7425833 46470.131168 150.107420 5 12
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4708 2.1888437 20748.969169 393.350589 15.0773017 1982-1999 –> 2000-2012 3.9019389 1.7130953 46455.620681 827.934337 7 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4708 2.2507728 21013.677878 24.156657 11.3324058 1982-1999 –> 2000-2012 4.0839264 1.8331535 47611.566124 48.978174 8 16
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4708 2.2548616 21028.767398 18.343025 11.0997589 1982-1999 –> 2000-2012 4.1182806 1.8634190 47839.630176 35.401699 9 19
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4708 2.2676671 21084.090115 37.912367 11.3754626 1982-1999 –> 2000-2012 4.1205165 1.8528494 47822.276877 73.172404 10 19
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3205 2.1832894 14114.533322 84.554917 11.7292871 2000-2012 –> 2010-2019 4.1300700 1.9467805 33761.981172 162.454568 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3205 2.3237562 14514.211372 51.318552 12.2693981 2000-2012 –> 2010-2019 4.3708503 2.0470941 34634.759420 97.922070 5 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3205 2.3425669 14565.891034 58.651976 12.2929940 2000-2012 –> 2010-2019 4.4076921 2.0651252 34769.013542 112.155865 7 10
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3205 2.3114541 14480.186202 91.161633 11.1260008 2000-2012 –> 2010-2019 4.4507772 2.1393231 35015.680428 175.518298 3 7
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3205 2.3115154 14478.356193 80.271484 11.1500588 2000-2012 –> 2010-2019 4.4521867 2.1406714 35017.782720 155.080989 4 9
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3205 2.3017768 14453.293540 550.117029 13.0312106 2000-2012 –> 2010-2019 4.4538887 2.1521119 35044.908522 1029.827577 2 8
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3205 2.3279110 14523.662028 447.737592 13.3879650 2000-2012 –> 2010-2019 4.5167547 2.1888437 35272.631197 841.088180 6 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3205 2.4484076 14849.152591 26.899560 11.9265764 2000-2012 –> 2010-2019 4.6991804 2.2507728 35862.830469 51.056217 8 16
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3205 2.4558523 14866.613540 20.241694 11.6492323 2000-2012 –> 2010-2019 4.7107139 2.2548616 35895.380938 38.584718 9 18
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3205 2.4661176 14895.350971 40.909292 11.9428412 2000-2012 –> 2010-2019 4.7337846 2.2676671 35979.441086 78.821659 10 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3848 1.7675045 15317.551325 113.125648 16.1786670 1982-1999 –> 2000-2012 3.3191321 1.5516276 35415.441607 222.883179 1 2
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3848 1.7973254 15444.313143 758.836588 16.5687108 1982-1999 –> 2000-2012 3.4197493 1.6224240 36022.422240 1504.844422 2 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3848 1.8223669 15552.798582 31.662442 15.9899141 1982-1999 –> 2000-2012 3.4208775 1.5985107 35972.420313 61.653381 3 5
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3848 1.8302963 15586.212667 35.261706 15.9734720 1982-1999 –> 2000-2012 3.4371161 1.6068198 36061.869295 68.577576 6 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3848 1.8273658 15573.880596 168.134338 15.6927474 1982-1999 –> 2000-2012 3.4570779 1.6297121 36202.432028 324.165062 4 9
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3848 1.8298971 15582.533968 91.939264 16.2226419 1982-1999 –> 2000-2012 3.4674626 1.6375655 36261.042427 181.329699 5 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3848 1.8636357 15725.136154 32.971614 15.3174720 1982-1999 –> 2000-2012 3.5174922 1.6538565 36512.634628 63.950981 7 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3848 1.8695267 15749.425047 40.345392 15.3149300 1982-1999 –> 2000-2012 3.5286823 1.6591556 36571.498244 77.040315 9 17
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3848 1.8679827 15741.066567 13.145995 16.0261794 1982-1999 –> 2000-2012 3.5317563 1.6637736 36591.180269 25.780330 8 17
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3848 1.8736093 15764.212960 17.930533 16.0084624 1982-1999 –> 2000-2012 3.5424335 1.6688242 36647.085773 34.499891 10 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2748 1.9942026 11606.068733 123.661686 14.3976598 2000-2012 –> 2010-2019 3.7617071 1.7675045 26923.620058 236.787334 2 3
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2748 1.9829579 11572.990598 852.121539 14.9958891 2000-2012 –> 2010-2019 3.7802832 1.7973254 27017.303740 1610.958127 1 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2748 2.0326969 11711.147560 195.876312 14.4929294 2000-2012 –> 2010-2019 3.8600627 1.8273658 27285.028156 364.010650 3 7
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2748 2.0327031 11709.164442 101.347224 14.5233361 2000-2012 –> 2010-2019 3.8626002 1.8298971 27291.698410 193.286488 4 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2748 2.0569013 11776.204720 31.814699 14.1534950 2000-2012 –> 2010-2019 3.8792681 1.8223669 27329.003302 63.477141 5 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2748 2.0651483 11798.196637 35.476789 14.1354049 2000-2012 –> 2010-2019 3.8954446 1.8302963 27384.409303 70.738494 6 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2748 2.0818851 11842.558859 36.508853 14.0609763 2000-2012 –> 2010-2019 3.9455208 1.8636357 27567.695012 69.480467 7 14
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2748 2.0821297 11841.204630 13.877741 14.2557662 2000-2012 –> 2010-2019 3.9501125 1.8679827 27582.271197 27.023736 8 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2748 2.0885603 11860.152640 47.653045 14.0860340 2000-2012 –> 2010-2019 3.9580870 1.8695267 27609.577687 87.998436 9 18
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2748 2.0886989 11858.517297 19.327417 14.2341955 2000-2012 –> 2010-2019 3.9623082 1.8736093 27622.730257 37.257950 10 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3521 1.4242746 12496.657376 189.116180 9.6246665 1982-1999 –> 2000-2012 2.7107134 1.2864388 28694.184104 369.065023 1 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3521 1.4340617 12544.881924 408.547549 9.5697881 1982-1999 –> 2000-2012 2.7191024 1.2850407 28731.876437 816.960171 2 3
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3521 1.4428246 12585.781419 176.601275 9.7650297 1982-1999 –> 2000-2012 2.7292637 1.2864391 28781.310457 344.720321 3 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3521 1.4517939 12631.422282 20.440903 9.6811163 1982-1999 –> 2000-2012 2.7579511 1.3061572 28976.288787 40.139637 4 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3521 1.4572681 12657.925220 23.287638 9.6919785 1982-1999 –> 2000-2012 2.7678835 1.3106154 29035.796013 45.724834 5 13
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3521 1.4717152 12727.394860 54.141562 9.6559679 1982-1999 –> 2000-2012 2.7774191 1.3057039 29068.898920 108.212375 6 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3521 1.4784435 12759.515704 70.518814 9.6600421 1982-1999 –> 2000-2012 2.7888701 1.3104266 29135.991104 139.467751 7 14
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3521 1.4817797 12773.388667 15.184263 9.8715045 1982-1999 –> 2000-2012 2.7892264 1.3074467 29125.812624 30.284621 8 14
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3521 1.4898873 12811.813848 19.822559 9.8932669 1982-1999 –> 2000-2012 2.8024168 1.3125295 29201.819993 37.923099 9 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3521 1.5235156 12970.991758 12.097307 8.7178944 1982-1999 –> 2000-2012 3.0182988 1.4947832 30622.420303 23.860018 10 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2441 1.6590377 9412.710404 198.261090 12.7293206 2000-2012 –> 2010-2019 3.0833122 1.4242746 21909.367780 387.377270 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2441 1.6724329 9451.969880 436.297534 12.6034657 2000-2012 –> 2010-2019 3.1064946 1.4340617 21996.851804 844.845083 2 4
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2441 1.6807951 9474.319076 183.641838 12.9257445 2000-2012 –> 2010-2019 3.1236196 1.4428246 22060.100495 360.243112 3 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2441 1.6879660 9497.103307 21.086804 12.8628452 2000-2012 –> 2010-2019 3.1397598 1.4517939 22128.525589 41.527707 4 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2441 1.6932558 9512.378748 23.976520 12.8858354 2000-2012 –> 2010-2019 3.1505238 1.4572681 22170.303968 47.264158 5 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2441 1.7110324 9563.365100 56.650582 12.7553103 2000-2012 –> 2010-2019 3.1827476 1.4717152 22290.759959 110.792143 6 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2441 1.7172277 9581.009972 73.565115 12.7572422 2000-2012 –> 2010-2019 3.1956712 1.4784435 22340.525676 144.083929 8 15
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2441 1.7210949 9589.991883 15.578867 13.1207987 2000-2012 –> 2010-2019 3.2028747 1.4817797 22363.380550 30.763130 9 17
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2441 1.7288501 9611.940620 20.188392 13.1568368 2000-2012 –> 2010-2019 3.2187374 1.4898873 22423.754468 40.010950 10 19
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2441 1.7171852 9580.889181 11.191548 11.2987755 2000-2012 –> 2010-2019 3.2407008 1.5235156 22551.880939 23.288855 7 17
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1225 0.6709376 2512.655658 282.711285 4.1734371 1982-1999 –> 2000-2012 1.2887265 0.6177888 5627.343206 554.913556 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1225 0.6737160 2522.780266 33.309876 4.2004435 1982-1999 –> 2000-2012 1.2937550 0.6200390 5649.494603 73.713053 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1225 0.6746005 2525.994424 38.541338 4.2077060 1982-1999 –> 2000-2012 1.2953585 0.6207580 5656.542592 84.546152 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1225 0.7239509 2698.971854 530.191940 4.8547853 1982-1999 –> 2000-2012 1.3880961 0.6641452 6053.006658 1045.311056 4 8
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1225 0.7243800 2698.423551 273.186568 4.8774948 1982-1999 –> 2000-2012 1.3889178 0.6645378 6052.413165 541.482451 5 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1225 0.7319106 2725.761992 71.619897 4.9087620 1982-1999 –> 2000-2012 1.4035483 0.6716377 6116.906933 147.304160 6 12
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1225 0.7323159 2725.118380 33.025342 4.9304862 1982-1999 –> 2000-2012 1.4043775 0.6720616 6116.350524 73.280504 7 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1225 0.7344248 2734.163523 82.886058 4.9260931 1982-1999 –> 2000-2012 1.4084083 0.6739836 6136.842263 169.480024 8 16
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1225 0.7347946 2733.397045 38.187652 4.9465901 1982-1999 –> 2000-2012 1.4091851 0.6743905 6136.072288 84.012105 9 18
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1225 0.8477808 3085.823171 337.369386 5.2809151 1982-1999 –> 2000-2012 1.6182536 0.7704728 6931.107926 658.642977 10 28
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 834 0.7690682 1942.813256 292.102277 3.8761420 2000-2012 –> 2010-2019 1.4400058 0.6709376 4455.468915 574.813562 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 834 0.7726321 1950.525060 30.406151 3.8860176 2000-2012 –> 2010-2019 1.4463481 0.6737160 4473.305326 63.716027 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 834 0.7737292 1952.891899 35.510800 3.8889206 2000-2012 –> 2010-2019 1.4483297 0.6746005 4478.886323 74.052138 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 834 0.8493168 2108.366590 557.138781 4.8208576 2000-2012 –> 2010-2019 1.5732677 0.7239509 4807.338444 1087.330721 4 8
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 834 0.8551381 2117.760339 286.058388 4.9180345 2000-2012 –> 2010-2019 1.5795181 0.7243800 4816.183890 559.244956 5 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 834 0.8590932 2127.457123 70.325398 4.8754304 2000-2012 –> 2010-2019 1.5910038 0.7319106 4853.219115 141.945295 6 12
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 834 0.8622192 2133.515509 82.222330 4.8936277 2000-2012 –> 2010-2019 1.5966439 0.7344248 4867.679032 165.108388 7 15
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 834 0.8648286 2136.555906 30.285370 4.9706540 2000-2012 –> 2010-2019 1.5971445 0.7323159 4861.674286 63.310711 8 15
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 834 0.8677933 2142.264183 35.354559 4.9865296 2000-2012 –> 2010-2019 1.6025879 0.7347946 4875.661229 73.542211 9 18
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 834 0.9169694 2236.205355 327.896342 3.4469841 2000-2012 –> 2010-2019 1.7647503 0.8477808 5322.028526 665.265727 10 20
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1954 0.6280162 3741.252200 540.131084 4.2756314 1982-1999 –> 2000-2012 1.1853445 0.5573283 7950.302271 1042.003473 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1954 0.6315774 3763.349775 35.332825 4.3484738 1982-1999 –> 2000-2012 1.1917309 0.5601535 7997.823546 68.694920 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1954 0.6323102 3767.881670 41.540352 4.3630437 1982-1999 –> 2000-2012 1.1931208 0.5608106 8008.249584 80.515129 3 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1954 0.6346069 3782.050336 344.875337 3.2044536 1982-1999 –> 2000-2012 1.2110658 0.5764589 8160.793586 704.634490 4 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1954 0.6381592 3803.865322 81.819053 3.2076411 1982-1999 –> 2000-2012 1.2169476 0.5787883 8202.885251 177.035901 5 11
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1954 0.6393940 3811.419864 84.871195 3.2134579 1982-1999 –> 2000-2012 1.2190065 0.5796124 8217.593549 183.226239 6 13
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1954 0.6561536 3910.535435 320.807006 4.4968965 1982-1999 –> 2000-2012 1.2429275 0.5867739 8376.452926 640.102103 7 17
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1954 0.6596441 3931.269313 11.272691 4.5793744 1982-1999 –> 2000-2012 1.2487741 0.5891300 8417.335482 21.581764 8 20
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1954 0.6605205 3936.458490 12.867157 4.6001643 1982-1999 –> 2000-2012 1.2503074 0.5897869 8428.127427 24.663423 9 22
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1954 0.6786145 4044.072187 537.218865 4.0255831 1982-1999 –> 2000-2012 1.2521666 0.5735521 8397.397295 1030.797021 10 14
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1423 0.6911833 3001.128477 328.865838 4.5083074 2000-2012 –> 2010-2019 1.3257902 0.6346069 6783.178813 673.741175 1 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1423 0.6941363 3013.261761 61.358765 4.5051536 2000-2012 –> 2010-2019 1.3322955 0.6381592 6817.127083 143.177818 2 7
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1423 0.6952023 3017.629071 65.101759 4.5039274 2000-2012 –> 2010-2019 1.3345964 0.6393940 6829.048935 149.972954 3 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1423 0.7141158 3094.021963 538.087778 5.1758969 2000-2012 –> 2010-2019 1.3421320 0.6280162 6835.274163 1078.218862 4 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1423 0.7171479 3106.080385 35.163377 5.2427963 2000-2012 –> 2010-2019 1.3487253 0.6315774 6869.430160 70.496201 5 7
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1423 0.7177523 3108.478111 41.303065 5.2554099 2000-2012 –> 2010-2019 1.3500626 0.6323102 6876.359781 82.843418 6 9
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1423 0.7331261 3166.793943 317.082280 5.5196626 2000-2012 –> 2010-2019 1.3892797 0.6561536 7077.329378 637.889285 7 14
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1423 0.7361216 3178.398673 11.001015 5.5948176 2000-2012 –> 2010-2019 1.3957657 0.6596441 7109.667986 22.273706 8 16
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1423 0.7368381 3181.167385 12.573181 5.6131486 2000-2012 –> 2010-2019 1.3973586 0.6605205 7117.625875 25.440338 9 18
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1423 0.7523382 3242.414775 541.369080 5.4533900 2000-2012 –> 2010-2019 1.4309527 0.6786145 7286.486962 1078.587945 10 20
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1394 0.6351529 2704.556762 627.758410 4.5273405 1982-1999 –> 2000-2012 1.1917992 0.5566463 6290.946190 1185.328471 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1394 0.6364253 2710.136266 44.194315 4.6126965 1982-1999 –> 2000-2012 1.1945456 0.5581203 6307.865848 84.256916 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1394 0.6366873 2711.283582 51.191120 4.6303405 1982-1999 –> 2000-2012 1.1951320 0.5584447 6311.504563 97.777940 3 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1394 0.6478814 2759.875741 44.705663 7.0659532 1982-1999 –> 2000-2012 1.2119451 0.5640637 6403.026706 86.144199 4 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1394 0.7238307 3068.925403 481.263877 7.8017798 1982-1999 –> 2000-2012 1.3408650 0.6170343 7096.955617 895.564649 5 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1394 0.7241494 3070.152565 424.294524 7.6474079 1982-1999 –> 2000-2012 1.3414571 0.6173077 7100.082721 789.447949 6 12
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1394 0.7243657 3068.985216 39.266211 7.3627516 1982-1999 –> 2000-2012 1.3418967 0.6175310 7098.466321 73.978250 7 14
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 1394 0.7391394 3125.275380 609.113812 4.1629306 1982-1999 –> 2000-2012 1.3755047 0.6363653 7283.583129 1145.480800 13 21
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate 1394 0.7392841 3125.821097 284.123227 4.4112291 1982-1999 –> 2000-2012 1.3954665 0.6561824 7415.624578 525.877197 14 25
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1394 0.7521968 3174.097371 42.193388 4.2165601 1982-1999 –> 2000-2012 1.4005450 0.6483482 7412.397883 79.441371 15 24
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 936 0.7267401 2072.736032 659.150552 4.8723768 2000-2012 –> 2010-2019 1.3618930 0.6351529 4777.292794 1286.908962 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 936 0.7282725 2076.679313 44.921386 4.9593272 2000-2012 –> 2010-2019 1.3646978 0.6364253 4786.815579 89.115701 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 936 0.7285749 2077.456357 52.039586 4.9767019 2000-2012 –> 2010-2019 1.3652622 0.6366873 4788.739939 103.230706 3 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 936 0.7582667 2152.232909 45.107572 7.3861919 2000-2012 –> 2010-2019 1.4061481 0.6478814 4912.108650 89.813236 4 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 936 0.7917665 2233.162071 434.397288 3.5483674 2000-2012 –> 2010-2019 1.5205724 0.7288059 5321.184860 927.159591 5 13
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 936 0.7920915 2233.930326 435.778557 3.5439849 2000-2012 –> 2010-2019 1.5211410 0.7290495 5322.884792 929.439814 6 15
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 936 0.8003696 2251.392879 518.540105 4.6281116 2000-2012 –> 2010-2019 1.5304959 0.7301263 5342.462086 984.292187 7 17
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 936 0.8013518 2253.688722 7.357696 4.7263143 2000-2012 –> 2010-2019 1.5321599 0.7308082 5347.360576 14.814308 8 19
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 936 0.8016466 2254.377185 8.572124 4.7551558 2000-2012 –> 2010-2019 1.5326751 0.7310285 5348.889625 17.225694 9 21
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate 936 0.8201475 2297.089437 326.840772 4.1315079 2000-2012 –> 2010-2019 1.5594316 0.7392841 5422.910534 610.963999 10 24
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1103 0.4441799 1353.953063 37.147625 2.8668625 1982-1999 –> 2000-2012 0.8715394 0.4273595 3123.297203 74.325083 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1103 0.4501379 1383.346429 675.557727 3.1337896 1982-1999 –> 2000-2012 0.8775542 0.4274163 3153.100441 1259.297760 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1103 0.4503365 1384.319309 43.998500 3.1307006 1982-1999 –> 2000-2012 0.8779610 0.4276246 3155.576865 87.666197 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1103 0.4503794 1384.529485 52.070274 3.1299898 1982-1999 –> 2000-2012 0.8780526 0.4276732 3156.138002 103.693419 4 8
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate 1103 0.4713481 1482.917169 607.152247 3.4509222 1982-1999 –> 2000-2012 0.9357357 0.4643876 3506.688894 1124.531790 5 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1103 0.4887545 1564.914016 874.549044 3.0624111 1982-1999 –> 2000-2012 0.9522080 0.4634536 3584.472784 1555.145000 6 11
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1103 0.4915798 1575.629624 35.902887 3.2313181 1982-1999 –> 2000-2012 0.9551188 0.4635389 3593.756846 71.362481 7 13
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 1103 0.5061373 1640.008781 675.001403 3.5780944 1982-1999 –> 2000-2012 0.9802885 0.4741511 3727.989940 1258.693996 9 17
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1103 0.5100707 1657.086096 43.400437 3.6058085 1982-1999 –> 2000-2012 0.9881343 0.4780636 3770.426853 86.261389 12 21
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1103 0.5110107 1661.147649 51.418663 3.6110026 1982-1999 –> 2000-2012 0.9900776 0.4790669 3780.958404 102.157952 13 23
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 786 0.4783315 1085.297829 45.482352 3.0272493 2000-2012 –> 2010-2019 0.9225114 0.4441799 2439.250892 82.629977 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 786 0.4857860 1109.607601 731.822191 3.3656147 2000-2012 –> 2010-2019 0.9359239 0.4501379 2492.954030 1407.379917 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 786 0.4861139 1110.668247 51.848413 3.3635784 2000-2012 –> 2010-2019 0.9364503 0.4503365 2494.987556 95.846913 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 786 0.4861721 1110.856727 61.781921 3.3634628 2000-2012 –> 2010-2019 0.9365515 0.4503794 2495.386213 113.852195 4 8
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate 786 0.4914923 1125.965461 657.645873 3.6655475 2000-2012 –> 2010-2019 0.9628404 0.4713481 2608.882630 1264.798120 5 10
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 786 0.5108536 1188.702777 892.638328 3.3344223 2000-2012 –> 2010-2019 1.0068240 0.4959703 2785.947477 1744.100516 6 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 786 0.5186413 1212.486189 908.762583 3.6348440 2000-2012 –> 2010-2019 1.0262788 0.5076375 2861.023617 1813.799687 7 17
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 786 0.5206773 1216.645263 34.809143 3.8268475 2000-2012 –> 2010-2019 1.0305513 0.5098740 2872.880323 63.639855 8 19
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 786 0.5445173 1289.022550 868.509839 3.0996456 2000-2012 –> 2010-2019 1.0332718 0.4887545 2853.936567 1743.058883 11 17
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 786 0.5508762 1305.274033 42.814101 3.3916462 2000-2012 –> 2010-2019 1.0424561 0.4915798 2880.903657 78.716988 12 19
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2358 0.6320608 4542.156319 30.807882 3.7909995 1982-1999 –> 2000-2012 1.2516507 0.6195899 10883.978869 55.530893 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2358 0.6486777 4664.538009 45.849255 3.9814323 1982-1999 –> 2000-2012 1.2840254 0.6353477 11175.382007 85.881380 3 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2358 0.6486889 4664.620090 37.176799 3.9818804 1982-1999 –> 2000-2012 1.2840510 0.6353620 11175.615487 69.758460 4 7
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2358 0.6487849 4665.317260 418.861806 3.9834679 1982-1999 –> 2000-2012 1.2842270 0.6354421 11177.160783 803.980225 5 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2358 0.6630351 4767.780820 494.793246 3.6490672 1982-1999 –> 2000-2012 1.3085024 0.6454673 11384.972793 946.553581 6 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2358 0.6475484 4656.320644 540.613666 3.4923908 1982-1999 –> 2000-2012 1.3127288 0.6651804 11475.976650 1020.216036 2 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2358 0.6679032 4802.279748 458.677947 3.6387047 1982-1999 –> 2000-2012 1.3177778 0.6498746 11465.268878 930.767211 7 13
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2358 0.6692046 4811.460008 375.867928 3.6734939 1982-1999 –> 2000-2012 1.3196592 0.6504546 11480.452679 763.206704 8 15
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2358 0.6871219 4934.065618 14.531776 4.4999518 1982-1999 –> 2000-2012 1.3418076 0.6546856 11644.693358 27.195046 10 18
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2358 0.6929152 4973.660462 463.987343 2.7995907 1982-1999 –> 2000-2012 1.3923246 0.6994094 12129.014054 883.072023 12 25
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1641 0.6114720 3056.585932 35.220124 3.8912708 2000-2012 –> 2010-2019 1.2435328 0.6320608 7598.742250 66.028006 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1641 0.6256342 3131.732974 596.788108 2.7445176 2000-2012 –> 2010-2019 1.2731826 0.6475484 7788.053618 1137.401775 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1641 0.6279966 3144.102626 53.015655 4.0088480 2000-2012 –> 2010-2019 1.2766743 0.6486777 7808.640635 98.864910 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1641 0.6279997 3144.118705 42.908425 4.0086629 2000-2012 –> 2010-2019 1.2766886 0.6486889 7808.738794 80.085224 4 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1641 0.6280292 3144.272746 470.315841 4.0074130 2000-2012 –> 2010-2019 1.2768140 0.6487849 7809.590006 889.177647 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1641 0.6446900 3230.205365 536.437237 3.7661093 2000-2012 –> 2010-2019 1.3077251 0.6630351 7997.986186 1031.230483 6 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1641 0.6499484 3256.866033 511.525360 3.7557888 2000-2012 –> 2010-2019 1.3178516 0.6679032 8059.145781 970.203307 7 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1641 0.6513465 3263.918673 418.610930 3.7963215 2000-2012 –> 2010-2019 1.3205511 0.6692046 8075.378680 794.478858 8 16
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1641 0.6628656 3319.453586 5.098748 4.2520677 2000-2012 –> 2010-2019 1.3481696 0.6853040 8241.025541 9.809886 9 18
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1641 0.6662518 3338.176680 209.472896 3.1089861 2000-2012 –> 2010-2019 1.3546038 0.6883521 8282.677700 398.821492 10 21
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6498 0.5292184 10184.466527 254.343527 3.2819253 1982-1999 –> 2000-2012 1.0479180 0.5186996 23865.664186 495.500928 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6498 0.5378212 10394.027253 92.734564 3.4363232 1982-1999 –> 2000-2012 1.0684584 0.5306372 24483.061196 195.871540 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6498 0.5410494 10471.800598 324.014949 3.2650430 1982-1999 –> 2000-2012 1.0858680 0.5448186 25033.566316 654.876519 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6498 0.5419614 10493.689675 184.545235 3.2711160 1982-1999 –> 2000-2012 1.0881498 0.5461884 25100.464933 380.670534 4 8
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 6498 0.5424135 10502.525079 251.765298 3.3451333 1982-1999 –> 2000-2012 1.0902393 0.5478258 25160.953861 489.418229 5 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6498 0.5432380 10524.265312 154.258293 3.2692520 1982-1999 –> 2000-2012 1.0911836 0.5479456 25188.613767 319.249663 6 12
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 6498 0.5524279 10740.278293 60.091852 3.4698640 1982-1999 –> 2000-2012 1.1126523 0.5602244 25799.847015 120.667097 7 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6498 0.5779948 11330.243644 116.157596 3.4603912 1982-1999 –> 2000-2012 1.1514961 0.5735013 26811.641680 245.728529 8 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6498 0.5954799 11717.558331 121.639483 3.5043091 1982-1999 –> 2000-2012 1.1994165 0.6039367 28125.791589 243.754391 9 18
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 6498 0.5983344 11777.707595 120.131456 3.4991897 1982-1999 –> 2000-2012 1.2090578 0.6107235 28384.239722 240.027480 10 20
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4367 0.5309577 6877.750021 269.929866 3.1645054 2000-2012 –> 2010-2019 1.0601760 0.5292184 17062.216548 524.273393 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4367 0.5375613 6985.706687 89.646748 3.2899732 2000-2012 –> 2010-2019 1.0753825 0.5378212 17379.733940 182.381313 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4367 0.5414987 7049.446704 316.278493 3.1388657 2000-2012 –> 2010-2019 1.0825481 0.5410494 17521.247302 640.293442 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4367 0.5423365 7062.948216 175.799654 3.1429243 2000-2012 –> 2010-2019 1.0842979 0.5419614 17556.637892 360.344889 5 9
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 4367 0.5422272 7059.187668 268.041957 3.1879102 2000-2012 –> 2010-2019 1.0846406 0.5424135 17561.712747 519.807255 4 9
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4367 0.5435783 7082.923529 146.966689 3.1405378 2000-2012 –> 2010-2019 1.0868163 0.5432380 17607.188840 301.224981 6 12
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 4367 0.5510553 7200.243216 61.228886 3.2871663 2000-2012 –> 2010-2019 1.1034832 0.5524279 17940.521510 121.320738 7 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4367 0.5753295 7578.745814 111.196197 3.2841557 2000-2012 –> 2010-2019 1.1533243 0.5779948 18908.989458 227.353793 8 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4367 0.5915089 7820.972644 123.999153 3.2892492 2000-2012 –> 2010-2019 1.1869887 0.5954799 19538.530976 245.638637 9 18
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 4367 0.5949128 7869.089087 122.871399 3.4906373 2000-2012 –> 2010-2019 1.1932471 0.5983344 19646.796682 243.002855 10 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1311 0.2035985 -438.732251 266.364955 1.8573176 1982-1999 –> 2000-2012 0.3951690 0.1915705 -1252.004187 586.351228 1 2
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1311 0.2040114 -433.420111 247.959653 1.7613120 1982-1999 –> 2000-2012 0.4046532 0.2006418 -1082.820860 528.399385 2 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1311 0.2326248 -89.280111 498.914820 0.9562340 1982-1999 –> 2000-2012 0.4444186 0.2117937 -547.088115 1003.973750 5 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1311 0.2326282 -89.242410 47.555435 0.9563891 1982-1999 –> 2000-2012 0.4444870 0.2118588 -545.962011 98.834353 6 10
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1311 0.2326140 -89.402433 47.473415 0.9567411 1982-1999 –> 2000-2012 0.4445526 0.2119386 -544.788319 98.647667 4 9
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1311 0.2326546 -90.944473 43.322600 0.9601107 1982-1999 –> 2000-2012 0.4449394 0.2122848 -542.550364 90.881045 7 13
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1311 0.2324991 -90.697963 108.759811 0.9611836 1982-1999 –> 2000-2012 0.4456165 0.2131174 -526.437787 216.084401 3 10
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1311 0.2329229 -87.922422 40.324610 0.9413426 1982-1999 –> 2000-2012 0.4469347 0.2140118 -510.829777 84.189740 8 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1311 0.2420107 14.433247 54.169265 1.0438031 1982-1999 –> 2000-2012 0.4620592 0.2200485 -307.945629 112.531692 9 18
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1311 0.2420192 12.525474 48.104490 1.0413806 1982-1999 –> 2000-2012 0.4629185 0.2208993 -298.186122 100.685721 10 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 933 0.2086301 -262.641700 208.392733 1.6726665 2000-2012 –> 2010-2019 0.4126415 0.2040114 -696.061811 456.352386 1 3
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 933 0.2182123 -178.848300 221.724404 1.6502816 2000-2012 –> 2010-2019 0.4218108 0.2035985 -617.580551 488.089360 2 3
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 933 0.2428113 20.471354 93.816881 0.9628422 2000-2012 –> 2010-2019 0.4753104 0.2324991 -70.226609 202.576692 3 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 933 0.2440460 29.935384 517.284788 0.9944846 2000-2012 –> 2010-2019 0.4766708 0.2326248 -59.344727 1016.199608 4 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 933 0.2441364 30.627020 42.484666 0.9991899 2000-2012 –> 2010-2019 0.4767504 0.2326140 -58.775413 89.958080 5 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 933 0.2442017 31.125550 42.551247 1.0011499 2000-2012 –> 2010-2019 0.4768298 0.2326282 -58.116860 90.106682 6 12
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 933 0.2444664 31.147174 33.323574 1.0163136 2000-2012 –> 2010-2019 0.4773893 0.2329229 -56.775249 73.648183 7 15
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 933 0.2452732 37.295630 36.267343 1.0365303 2000-2012 –> 2010-2019 0.4779278 0.2326546 -53.648843 79.589942 8 15
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 933 0.2499096 74.239427 47.922458 1.0314363 2000-2012 –> 2010-2019 0.4919203 0.2420107 88.672674 102.091723 9 18
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 933 0.2508649 79.358141 39.593758 1.0630735 2000-2012 –> 2010-2019 0.4928841 0.2420192 91.883615 87.698248 10 20
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 95 0.7467899 228.123757 44.839200 2.4444824 1982-1999 –> 2000-2012 1.6258301 0.8790402 569.787292 89.496680 1 2
SO (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 95 0.7708447 234.147345 28.070397 2.5817971 1982-1999 –> 2000-2012 1.6691563 0.8983116 581.319197 62.919208 2 4
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 95 0.7838735 237.331877 27.138561 2.6402822 1982-1999 –> 2000-2012 1.6991905 0.9153169 589.267102 56.995717 3 6
SO (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 95 0.8518456 253.131830 347.819104 2.8875163 1982-1999 –> 2000-2012 1.8624022 1.0105566 630.209540 609.271681 4 8
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 95 0.9272079 269.238604 54.000938 3.2202734 1982-1999 –> 2000-2012 1.9906205 1.0634126 659.265720 102.892634 5 10
SO (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 95 1.0548821 293.749839 33.056170 3.5245129 1982-1999 –> 2000-2012 2.2038416 1.1489595 703.429840 68.110726 7 13
SO (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 95 0.9780753 277.386290 44.290105 3.9176667 1982-1999 –> 2000-2012 2.2123345 1.2342591 703.256284 86.589634 6 14
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 95 1.1032741 302.271943 27.169745 3.6828215 1982-1999 –> 2000-2012 2.2903971 1.1871230 720.251636 60.080953 8 15
SO (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 95 1.1153648 302.342819 26.624301 4.2435840 1982-1999 –> 2000-2012 2.4721663 1.3568014 752.256238 53.103012 9 19
SO (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 95 1.2281815 322.649897 154.904196 3.9946303 1982-1999 –> 2000-2012 2.5272468 1.2990653 763.518122 273.367263 11 20
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 63 0.9806197 190.320364 42.060200 2.8417259 2000-2012 –> 2010-2019 1.7274096 0.7467899 418.444120 86.899400 1 2
SO (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 63 1.0444468 198.265660 35.689196 2.9617956 2000-2012 –> 2010-2019 1.8152915 0.7708447 432.413006 63.759592 2 4
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 63 1.0739092 201.770747 27.323051 3.0315434 2000-2012 –> 2010-2019 1.8577828 0.7838735 439.102625 54.461611 3 6
SO (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 63 1.1956054 215.296487 398.881669 3.3641723 2000-2012 –> 2010-2019 2.0474510 0.8518456 468.428317 746.700773 6 10
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 63 1.1364892 208.907183 44.507248 3.5739478 2000-2012 –> 2010-2019 2.0636971 0.9272079 478.145786 98.508186 4 9
SO (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 63 1.1364998 206.908363 42.015158 3.5705400 2000-2012 –> 2010-2019 2.1145752 0.9780753 484.294652 86.305262 5 11
SO (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 63 1.2733165 223.230997 26.499491 3.8748743 2000-2012 –> 2010-2019 2.3281987 1.0548821 516.980836 59.555661 7 14
SO (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 63 1.2733796 221.237238 24.239948 3.8654890 2000-2012 –> 2010-2019 2.3887444 1.1153648 523.580057 50.864249 8 17
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 63 1.3295174 228.673072 28.517833 4.0405901 2000-2012 –> 2010-2019 2.4327915 1.1032741 530.945015 55.687579 9 17
SO (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 63 1.3298531 226.704883 27.099940 4.0189676 2000-2012 –> 2010-2019 2.5032795 1.1734264 538.689531 53.795481 10 20
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 326 1.5885679 1240.914975 63.650799 8.0241999 1982-1999 –> 2000-2012 3.3645574 1.7759895 2973.136373 110.922987 1 2
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 326 1.6918604 1281.988269 41.160501 8.1014044 1982-1999 –> 2000-2012 3.5631903 1.8713299 3059.285041 72.830109 2 4
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 326 1.7535698 1305.346051 53.339391 8.3887258 1982-1999 –> 2000-2012 3.7000336 1.9464638 3116.575404 96.338903 5 8
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 326 1.7447056 1302.041880 64.278704 8.6303536 1982-1999 –> 2000-2012 3.8997340 2.1550284 3201.013867 112.605881 3 7
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 326 1.7458362 1300.464264 63.577756 8.6366256 1982-1999 –> 2000-2012 3.9420464 2.1962102 3213.753315 110.835251 4 9
SO (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 326 1.8635618 1345.011139 49.036385 8.7446055 1982-1999 –> 2000-2012 4.1309584 2.2673966 3287.797189 88.643169 6 13
SO (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 326 1.9476057 1373.771629 385.001354 9.4089658 1982-1999 –> 2000-2012 4.1620583 2.2144526 3296.191155 699.765473 10 16
SO (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 326 1.8658643 1343.816204 41.079451 8.7476848 1982-1999 –> 2000-2012 4.1763802 2.3105159 3300.841076 72.746012 7 15
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 326 1.9273375 1366.950895 54.325710 9.0831296 1982-1999 –> 2000-2012 4.2654820 2.3381445 3336.222201 98.654052 8 17
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 326 1.9334279 1367.007973 53.336490 9.1014713 1982-1999 –> 2000-2012 4.3281888 2.3947609 3354.903266 96.243053 9 19
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 237 1.7648479 955.839450 63.701654 6.0501860 2000-2012 –> 2010-2019 3.3534158 1.5885679 2196.754425 127.352454 1 2
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 237 1.8492911 977.993195 37.720763 6.1211558 2000-2012 –> 2010-2019 3.5411515 1.6918604 2259.981463 78.881264 2 4
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 237 1.9127001 993.973395 58.098656 6.3411425 2000-2012 –> 2010-2019 3.6662698 1.7535698 2299.319446 111.438047 3 8
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 237 1.9962699 1014.243777 63.010670 6.5341878 2000-2012 –> 2010-2019 3.7409755 1.7447056 2316.285657 127.289374 4 7
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 237 1.9964386 1012.283828 62.952558 6.5280759 2000-2012 –> 2010-2019 3.7422748 1.7458362 2312.748092 126.530314 5 9
SO (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 237 2.0970524 1037.589388 43.130598 6.6295782 2000-2012 –> 2010-2019 3.9606142 1.8635618 2382.600526 92.166982 6 12
SO (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 237 2.0975588 1035.703836 37.468967 6.6170098 2000-2012 –> 2010-2019 3.9634231 1.8658643 2379.520040 78.548418 7 14
SO (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 237 2.1277325 1044.473822 395.099365 7.1156463 2000-2012 –> 2010-2019 4.0753382 1.9476057 2418.245450 780.100719 8 18
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 237 2.1679308 1053.345345 57.843338 6.9187682 2000-2012 –> 2010-2019 4.0952683 1.9273375 2420.296241 112.169048 9 17
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 237 2.1705111 1051.909170 57.677989 6.8958437 2000-2012 –> 2010-2019 4.1039390 1.9334279 2418.917143 111.014479 10 19
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1089 2.4547810 5060.373883 80.984448 12.0821455 1982-1999 –> 2000-2012 5.1966342 2.7418532 12653.255490 141.228180 1 2
SO (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1089 2.5142046 5112.469347 79.838626 11.4875388 1982-1999 –> 2000-2012 5.2984763 2.7842717 12753.280762 140.114697 2 4
SO (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1089 2.5475930 5141.202602 30.818618 7.2249022 1982-1999 –> 2000-2012 5.4233840 2.8757910 12882.983985 58.020172 3 9
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1089 2.5842435 5172.312830 108.950220 11.4047547 1982-1999 –> 2000-2012 5.4276764 2.8434329 12878.766678 201.907281 7 10
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1089 2.5994895 5185.124391 79.403636 13.1980588 1982-1999 –> 2000-2012 5.4535119 2.8540224 12903.183535 144.610602 8 12
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1089 2.5502268 5143.453139 26.458516 8.4246707 1982-1999 –> 2000-2012 5.4696312 2.9194044 12932.226450 49.492740 4 12
SO (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1089 2.6107303 5192.522222 78.636423 13.0426175 1982-1999 –> 2000-2012 5.4745370 2.8638067 12919.266088 137.540392 9 14
SO (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1089 2.5562459 5148.587646 29.680228 8.3463850 1982-1999 –> 2000-2012 5.4788410 2.9225952 12940.771256 55.014779 5 15
SO (26.75,27] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1089 2.5652030 5154.206076 24.738583 8.0158117 1982-1999 –> 2000-2012 5.4909603 2.9257573 12947.765709 46.198243 6 17
SO (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1089 2.6808162 5252.220355 79.020354 12.2361030 1982-1999 –> 2000-2012 5.5930524 2.9122362 13033.318517 145.766081 13 20
SO (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 788 2.3842080 3619.581524 27.983633 6.8353276 2000-2012 –> 2010-2019 4.9318010 2.5475930 8760.784126 58.802251 1 4
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 788 2.4282542 3648.431102 24.401442 7.7319913 2000-2012 –> 2010-2019 4.9784810 2.5502268 8791.884242 50.859958 2 6
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 788 2.5243856 3709.619515 86.608238 19.0667198 2000-2012 –> 2010-2019 4.9791666 2.4547810 8769.993399 167.592686 6 7
SO (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 788 2.4285486 3648.622139 26.951833 7.6593246 2000-2012 –> 2010-2019 4.9847945 2.5562459 8797.209785 56.632061 3 8
SO (26.75,27] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 788 2.4285993 3646.655025 23.385154 7.6806407 2000-2012 –> 2010-2019 4.9938023 2.5652030 8800.861101 48.123737 4 10
SO (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 788 2.5868987 3748.171672 80.527693 18.2702270 2000-2012 –> 2010-2019 5.1011033 2.5142046 8860.641019 160.366319 7 9
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 788 2.5181790 3705.739917 23.027445 8.0254629 2000-2012 –> 2010-2019 5.1555333 2.6373543 8922.360720 48.963702 5 15
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 788 2.6315064 3775.116107 84.056398 16.9818392 2000-2012 –> 2010-2019 5.2309959 2.5994895 8960.240498 163.460034 8 16
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 788 2.6626587 3793.663549 111.345227 18.1417595 2000-2012 –> 2010-2019 5.2469023 2.5842435 8965.976378 220.295447 9 16
SO (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 788 2.6990215 3813.040673 84.050983 19.4975901 2000-2012 –> 2010-2019 5.3097518 2.6107303 9005.562895 162.687406 10 19
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2644 1.7517761 10481.959480 52.106305 7.1273678 1982-1999 –> 2000-2012 3.4611284 1.7093522 24771.756686 97.698648 2 3
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2644 1.7517513 10481.884435 29.960793 7.1033862 1982-1999 –> 2000-2012 3.4682772 1.7165260 24802.262174 60.262489 1 4
SO (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2644 1.7567075 10496.824720 34.476929 7.0448510 1982-1999 –> 2000-2012 3.4684831 1.7117756 24796.966640 64.896956 3 5
SO (27,27.25] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2644 1.7861177 10582.621664 28.108667 5.6881018 1982-1999 –> 2000-2012 3.5082854 1.7221677 24924.959626 56.728008 4 8
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2644 1.8075503 10647.697451 62.386774 7.1470762 1982-1999 –> 2000-2012 3.5672836 1.7597333 25149.601658 118.334571 5 10
SO (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2644 1.9457568 11037.309534 193.337173 11.5417915 1982-1999 –> 2000-2012 3.8162029 1.8704460 25984.742657 372.606273 6 13
SO (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2644 1.9658997 11091.770486 211.106005 11.7951224 1982-1999 –> 2000-2012 3.8571919 1.8912922 26120.134448 407.111845 8 19
SO (27,27.25] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2644 1.9513837 11050.579586 25.011735 11.7865104 1982-1999 –> 2000-2012 3.8585696 1.9071859 26138.050407 52.801699 7 20
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2644 2.0194916 11233.995624 216.950430 10.7873994 1982-1999 –> 2000-2012 3.8813046 1.8618130 26147.648350 415.212505 13 19
SO (27,27.25] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 2644 1.9671118 11093.029968 23.839331 11.8890571 1982-1999 –> 2000-2012 3.8842124 1.9171006 26218.362548 49.174247 9 24
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1775 1.7011425 6937.347033 28.826943 7.0371474 2000-2012 –> 2010-2019 3.4528937 1.7517513 17419.231468 58.787736 1 2
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1775 1.7031271 6941.486114 45.808397 7.0975102 2000-2012 –> 2010-2019 3.4549032 1.7517761 17423.445594 97.914702 2 4
SO (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1775 1.7064519 6948.409665 29.802992 7.0136631 2000-2012 –> 2010-2019 3.4631594 1.7567075 17445.234384 64.279922 3 6
SO (27,27.25] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1775 1.7280642 6991.088344 25.985997 5.7164431 2000-2012 –> 2010-2019 3.5141819 1.7861177 17573.710008 54.094664 4 8
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1775 1.7491953 7036.235094 55.619548 7.0354036 2000-2012 –> 2010-2019 3.5567456 1.8075503 17683.932544 118.006323 5 10
SO (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1775 1.9279923 7381.732998 591.189500 7.7956534 2000-2012 –> 2010-2019 3.9183164 1.9903241 18538.796971 1145.913732 6 17
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1775 1.9379951 7400.103354 37.746164 6.7082407 2000-2012 –> 2010-2019 3.9200291 1.9820341 18535.096085 80.765672 7 17
SO (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1775 1.9917647 7497.256420 170.002463 13.5042715 2000-2012 –> 2010-2019 3.9375215 1.9457568 18534.565954 363.339636 8 14
SO (27,27.25] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1775 2.0096860 7527.055452 25.119464 13.9282454 2000-2012 –> 2010-2019 3.9610697 1.9513837 18577.635038 50.131199 9 16
SO (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1775 2.0163195 7540.753776 184.862308 13.7722599 2000-2012 –> 2010-2019 3.9822191 1.9658997 18632.524261 395.968313 10 18
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2850 1.3886601 9973.483782 616.235768 7.4247000 1982-1999 –> 2000-2012 2.5526518 1.1639917 22333.922907 1208.649085 1 2
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2850 1.3896903 9977.710722 693.658924 7.4016781 1982-1999 –> 2000-2012 2.5540704 1.1643802 22340.772346 1377.996037 2 4
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2850 1.3906797 9981.767658 96.863290 7.1665984 1982-1999 –> 2000-2012 2.5554457 1.1647660 22347.433290 192.063937 3 6
SO (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2850 1.3926703 9987.920686 96.768315 7.2860059 1982-1999 –> 2000-2012 2.5574402 1.1647699 22351.612502 191.430442 4 8
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2850 1.3952337 10000.402677 714.899303 7.3886509 1982-1999 –> 2000-2012 2.5675844 1.1723507 22417.085063 1349.648425 6 17
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2850 1.3988131 10015.007127 569.015927 7.7933501 1982-1999 –> 2000-2012 2.5687538 1.1699407 22415.514986 1046.874342 8 13
SO (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2850 1.3985203 10013.813697 503.233088 7.8391391 1982-1999 –> 2000-2012 2.5689738 1.1704535 22417.766314 902.650198 7 13
SO (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2850 1.3990750 10014.074100 516.049244 7.7771242 1982-1999 –> 2000-2012 2.5698563 1.1707813 22418.227632 968.538097 11 18
SO (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2850 1.3988914 10013.326183 453.687013 7.8181901 1982-1999 –> 2000-2012 2.5701093 1.1712179 22420.409836 830.449112 9 17
SO (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2850 1.3989343 10013.500896 76.989889 7.7402839 1982-1999 –> 2000-2012 2.5703783 1.1714440 22422.101911 167.334768 10 19
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1938 1.5288115 7159.131520 105.486952 6.8557778 2000-2012 –> 2010-2019 2.9194912 1.3906797 17140.899178 202.350242 2 5
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1938 1.5271213 7154.843968 103.387213 6.9749215 2000-2012 –> 2010-2019 2.9205242 1.3934029 17147.762257 204.994429 1 6
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1938 1.5622873 7243.086847 514.208892 7.3230365 2000-2012 –> 2010-2019 2.9509474 1.3886601 17216.570629 1130.444660 3 4
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1938 1.5627377 7244.204171 632.623528 7.3027861 2000-2012 –> 2010-2019 2.9524280 1.3896903 17221.914894 1326.282452 4 6
SO (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1938 1.5631647 7243.263165 105.099243 7.6520369 2000-2012 –> 2010-2019 2.9558350 1.3926703 17231.183850 201.867558 5 9
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1938 1.5637345 7246.675723 420.861816 7.7694982 2000-2012 –> 2010-2019 2.9625476 1.3988131 17261.682850 989.877742 6 14
SO (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1938 1.5644610 7248.476170 372.117161 7.8294644 2000-2012 –> 2010-2019 2.9629813 1.3985203 17262.289867 875.350249 7 14
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1938 1.5681987 7257.725268 610.673951 7.2992779 2000-2012 –> 2010-2019 2.9634324 1.3952337 17258.127945 1325.573254 10 16
SO (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1938 1.5650343 7247.896082 91.057378 7.9443635 2000-2012 –> 2010-2019 2.9639686 1.3989343 17261.396978 168.047267 8 18
SO (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1938 1.5782172 7280.408400 408.445842 8.5361590 2000-2012 –> 2010-2019 2.9772922 1.3990750 17294.482500 924.495086 15 26
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3316 1.3133574 11232.195791 179.419952 7.5236265 1982-1999 –> 2000-2012 2.4640467 1.1506893 25732.089689 368.884623 1 2
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3316 1.3271884 11301.672513 90.814209 7.6601998 1982-1999 –> 2000-2012 2.4860991 1.1589106 25867.705004 174.768156 3 6
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3316 1.3293511 11312.470554 203.007755 7.7809460 1982-1999 –> 2000-2012 2.4929296 1.1635785 25915.845997 404.310864 5 11
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3316 1.3320220 11325.782311 87.916243 7.7664961 1982-1999 –> 2000-2012 2.4939540 1.1619320 25916.002809 168.265317 7 12
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3316 1.3292977 11312.204244 969.836315 7.8003634 1982-1999 –> 2000-2012 2.4948935 1.1655958 25931.671849 1944.480782 4 11
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3316 1.3331562 11331.426932 157.464473 7.7769479 1982-1999 –> 2000-2012 2.4950751 1.1619188 25921.542305 294.618776 8 12
SO (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 3316 1.3470296 11398.085786 174.498490 7.8490018 1982-1999 –> 2000-2012 2.4993078 1.1522782 25908.798866 361.838114 12 14
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 3316 1.3177721 11252.451116 43.660099 7.4160784 1982-1999 –> 2000-2012 2.5093309 1.1915588 26074.577154 85.198341 2 30
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 3316 1.3293514 11310.471959 58.494816 7.7794297 1982-1999 –> 2000-2012 2.5141299 1.1847785 26079.584726 111.654420 6 27
SO (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3316 1.3579388 11451.580055 63.219637 8.3360116 1982-1999 –> 2000-2012 2.5356557 1.1777169 26165.155999 124.053552 13 32
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2288 1.4915442 8336.602204 208.900660 7.3224536 2000-2012 –> 2010-2019 2.8049016 1.3133574 19568.797995 388.320612 1 2
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 2288 1.4944154 8343.402636 52.377473 7.2319153 2000-2012 –> 2010-2019 2.8121875 1.3177721 19595.853752 96.037572 2 4
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2288 1.5119834 8398.883200 93.012083 7.5640395 2000-2012 –> 2010-2019 2.8391719 1.3271884 19700.555713 183.826292 3 6
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2288 1.5196935 8422.158394 236.218425 7.7875307 2000-2012 –> 2010-2019 2.8490446 1.3293511 19734.628949 439.226180 5 9
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2288 1.5214282 8425.378825 75.144486 7.9436951 2000-2012 –> 2010-2019 2.8507796 1.3293514 19735.850784 133.639303 6 11
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2288 1.5228491 8431.650578 88.950562 7.7661462 2000-2012 –> 2010-2019 2.8548712 1.3320220 19757.432889 176.866805 7 13
SO (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 2288 1.5169374 8411.851774 16.197065 7.3812659 2000-2012 –> 2010-2019 2.8561306 1.3391933 19771.243046 30.790481 4 12
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2288 1.5251510 8438.562287 166.817053 7.7735743 2000-2012 –> 2010-2019 2.8583073 1.3331562 19769.989219 324.281526 9 16
SO (27.5,27.75] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 2288 1.5245332 8434.708196 21.929815 7.6299416 2000-2012 –> 2010-2019 2.8654369 1.3409037 19802.564436 41.073952 8 17
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 2288 1.5304699 8452.492984 23.142518 7.5856864 2000-2012 –> 2010-2019 2.8756461 1.3451762 19841.447288 44.748967 10 20
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1241 1.3082366 4202.669444 741.764568 5.5377732 1982-1999 –> 2000-2012 2.4132293 1.1049927 9717.680804 1312.653905 1 2
SO (27.75,27.85] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1241 1.3091533 4202.408053 729.102150 5.5302018 1982-1999 –> 2000-2012 2.4276855 1.1185322 9759.530124 1285.290923 2 4
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1241 1.3323424 4247.987081 163.650806 5.9492520 1982-1999 –> 2000-2012 2.4510922 1.1187498 9807.813708 281.544388 3 6
SO (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + silicate 1241 1.3411852 4262.405676 128.103994 6.0427757 1982-1999 –> 2000-2012 2.4651892 1.1240041 9837.203285 217.987511 14 18
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1241 1.3382100 4258.893689 595.541701 6.0142777 1982-1999 –> 2000-2012 2.4715951 1.1333851 9865.795424 1035.005163 4 9
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1241 1.3392065 4260.741160 223.776314 6.0053868 1982-1999 –> 2000-2012 2.4730073 1.1338008 9868.971110 375.940371 7 13
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1241 1.3389650 4260.293620 113.077729 5.9851568 1982-1999 –> 2000-2012 2.4733324 1.1343674 9870.333078 191.672908 5 12
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1241 1.3398945 4262.015919 53.566164 5.9923012 1982-1999 –> 2000-2012 2.4743556 1.1344611 9872.354722 93.697669 9 17
SO (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1241 1.3406703 4261.452686 80.029944 5.9655057 1982-1999 –> 2000-2012 2.4795893 1.1389189 9883.996080 136.345036 11 23
SO (27.75,27.85] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1241 1.3400126 4260.234672 595.408719 6.0005629 1982-1999 –> 2000-2012 2.4802462 1.1402336 9886.956659 1032.989653 10 26
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 884 1.3289543 3025.489129 789.815423 6.0427368 2000-2012 –> 2010-2019 2.6371909 1.3082366 7228.158573 1531.579991 1 2
SO (27.75,27.85] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 884 1.3484555 3049.244342 788.537620 6.1944688 2000-2012 –> 2010-2019 2.6576088 1.3091533 7251.652395 1517.639770 23 25
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 884 1.3343574 3032.662606 197.220777 6.1949146 2000-2012 –> 2010-2019 2.6666998 1.3323424 7280.649688 360.871583 2 5
SO (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 884 1.3346629 3031.067303 140.956492 6.1700669 2000-2012 –> 2010-2019 2.6753670 1.3407041 7292.582597 261.873950 3 15
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 884 1.3381510 3037.681894 670.783947 6.2397305 2000-2012 –> 2010-2019 2.6763610 1.3382100 7296.575583 1266.325648 7 11
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 884 1.3380473 3037.544873 168.460007 6.2227706 2000-2012 –> 2010-2019 2.6770123 1.3389650 7297.838492 281.537736 4 9
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 884 1.3380904 3037.601924 266.867835 6.2308168 2000-2012 –> 2010-2019 2.6772969 1.3392065 7298.343085 490.644148 5 12
SO (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + silicate 884 1.3382037 3035.751524 22.200124 6.2573167 2000-2012 –> 2010-2019 2.6774424 1.3392387 7294.552490 41.272385 9 17
SO (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 884 1.3384343 3036.056232 44.266591 6.2919478 2000-2012 –> 2010-2019 2.6776079 1.3391736 7294.736536 83.124537 11 17
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 884 1.3381200 3037.640958 63.272200 6.2293096 2000-2012 –> 2010-2019 2.6780144 1.3398945 7299.656876 116.838364 6 15
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1332 1.3133094 4520.126078 284.881744 6.6987825 1982-1999 –> 2000-2012 2.5361098 1.2228004 10687.198072 519.459045 1 2
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1332 1.3356249 4565.011941 244.343810 7.0982603 1982-1999 –> 2000-2012 2.5733094 1.2376845 10778.034708 446.053260 3 6
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1332 1.3415915 4576.886246 108.301155 7.0251170 1982-1999 –> 2000-2012 2.5780443 1.2364528 10786.127627 186.837755 6 8
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1332 1.3407501 4575.215024 140.689548 7.1947212 1982-1999 –> 2000-2012 2.5853789 1.2446287 10809.487476 243.357459 5 9
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1332 1.3399059 4573.537037 91.743823 7.2184439 1982-1999 –> 2000-2012 2.5870235 1.2471176 10815.396832 158.481079 4 9
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1332 1.3419040 4577.506658 49.231074 7.2308838 1982-1999 –> 2000-2012 2.5912296 1.2493256 10826.084842 87.700509 7 13
SO (27.85,27.95] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1332 1.3249012 4541.536475 284.622468 7.1652892 1982-1999 –> 2000-2012 2.6016884 1.2767872 10870.694645 516.561159 2 14
SO (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + silicate 1332 1.3419253 4575.549014 24.301376 7.0890097 1982-1999 –> 2000-2012 2.6053675 1.2634422 10864.801394 43.424538 8 16
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1332 1.3508110 4595.130728 39.490760 7.2321973 1982-1999 –> 2000-2012 2.6072891 1.2564781 10865.390818 68.396187 16 23
SO (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + silicate 1332 1.3446273 4580.907693 54.796618 7.2335594 1982-1999 –> 2000-2012 2.6142708 1.2696435 10888.756094 93.191649 9 18
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 968 1.3536532 3347.299367 308.117051 7.4363139 2000-2012 –> 2010-2019 2.6669626 1.3133094 7867.425446 592.998795 1 2
SO (27.85,27.95] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 968 1.3539235 3345.685903 307.645903 7.4985804 2000-2012 –> 2010-2019 2.6788247 1.3249012 7887.222378 592.268372 2 4
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 968 1.3616330 3358.678672 262.548639 7.6663292 2000-2012 –> 2010-2019 2.6972580 1.3356249 7923.690612 506.892449 3 6
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 968 1.3640054 3362.048747 102.625000 7.7623656 2000-2012 –> 2010-2019 2.7039113 1.3399059 7935.585784 194.368823 6 10
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 968 1.3641718 3362.284932 164.154143 7.7402782 2000-2012 –> 2010-2019 2.7049219 1.3407501 7937.499956 304.843691 8 13
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 968 1.3638122 3361.774626 128.988471 7.6311286 2000-2012 –> 2010-2019 2.7054038 1.3415915 7938.660872 237.289626 5 11
SO (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + silicate 968 1.3642306 3360.368479 29.333248 7.7133604 2000-2012 –> 2010-2019 2.7061560 1.3419253 7935.917493 53.634623 10 18
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 968 1.3645400 3362.807448 55.240291 7.7656915 2000-2012 –> 2010-2019 2.7064440 1.3419040 7940.314106 104.471366 13 20
SO (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 968 1.3616861 3356.754141 260.022373 7.6895849 2000-2012 –> 2010-2019 2.7070830 1.3453968 7939.185947 502.508560 4 14
SO (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + silicate 968 1.3642800 3360.438482 60.827981 7.5636243 2000-2012 –> 2010-2019 2.7089073 1.3446273 7941.346175 115.624598 11 20
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1684 1.4493204 6042.832030 225.443608 6.9520659 1982-1999 –> 2000-2012 2.6338766 1.1845562 13521.873677 444.430121 1 2
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1684 1.4576314 6062.090398 100.985356 7.0732072 1982-1999 –> 2000-2012 2.6554789 1.1978475 13593.574651 199.916897 2 5
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1684 1.4607920 6069.385420 122.244989 7.2293177 1982-1999 –> 2000-2012 2.6583364 1.1975444 13599.680075 246.439349 3 5
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1684 1.4632586 6075.067639 91.460500 7.2956776 1982-1999 –> 2000-2012 2.6663590 1.2031004 13627.117678 182.251645 5 10
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1684 1.4651126 6079.332359 51.193747 7.3094917 1982-1999 –> 2000-2012 2.6703831 1.2052705 13639.852247 103.709432 6 12
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1684 1.4680288 6086.029337 49.844889 7.3451400 1982-1999 –> 2000-2012 2.6749403 1.2069115 13652.944165 97.757548 7 14
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1684 1.4871403 6129.592758 554.178835 7.0970888 1982-1999 –> 2000-2012 2.6876157 1.2004754 13671.376793 1045.077361 10 14
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1684 1.4627732 6073.950112 230.968265 6.8095110 1982-1999 –> 2000-2012 2.6908773 1.2281041 13722.677910 466.663669 4 18
SO (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1684 1.4810095 6113.679202 47.879611 6.9413793 1982-1999 –> 2000-2012 2.7046684 1.2236589 13743.364086 92.782219 9 19
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1684 1.4975166 6153.010849 512.912866 7.2600633 1982-1999 –> 2000-2012 2.7103107 1.2127941 13742.778204 976.067977 12 20
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1171 1.4626462 4227.693162 214.940948 10.9778587 2000-2012 –> 2010-2019 2.9119666 1.4493204 10270.525192 440.384556 2 3
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1171 1.4608084 4224.748647 205.446383 10.0098951 2000-2012 –> 2010-2019 2.9235816 1.4627732 10298.698759 436.414648 1 5
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1171 1.4723988 4243.257233 90.107385 10.5497726 2000-2012 –> 2010-2019 2.9300302 1.4576314 10305.347631 191.092741 3 5
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1171 1.4788478 4253.492640 103.864874 11.0554106 2000-2012 –> 2010-2019 2.9396398 1.4607920 10322.878060 226.109863 5 8
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1171 1.4827292 4259.631385 77.386244 11.2661724 2000-2012 –> 2010-2019 2.9459878 1.4632586 10334.699024 168.846744 6 11
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1171 1.4845529 4262.510283 47.482691 11.2669594 2000-2012 –> 2010-2019 2.9496656 1.4651126 10341.842642 98.676437 7 13
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1171 1.4876267 4267.354361 47.275833 11.3415100 2000-2012 –> 2010-2019 2.9556555 1.4680288 10353.383697 97.120722 9 16
SO (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + silicate 1171 1.4956384 4277.933439 29.952454 12.6857940 2000-2012 –> 2010-2019 2.9672794 1.4716410 10370.239932 60.354179 13 21
SO (27.95,28.05] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1171 1.4763441 4247.524212 190.369280 9.5588949 2000-2012 –> 2010-2019 2.9694815 1.4931374 10388.671485 398.479718 4 15
SO (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1171 1.4940136 4275.387868 46.968639 11.1941073 2000-2012 –> 2010-2019 2.9750231 1.4810095 10389.067070 94.848250 11 20
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1013 1.1354317 3146.097699 338.269076 5.5576898 1982-1999 –> 2000-2012 2.1859259 1.0504942 7320.974299 787.581975 1 3
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1013 1.1388794 3152.240291 372.172094 6.2416899 1982-1999 –> 2000-2012 2.1874944 1.0486150 7322.042789 820.386202 2 3
SO (28.05,28.1] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1013 1.1526552 3174.599620 285.084177 5.7476735 1982-1999 –> 2000-2012 2.2032134 1.0505581 7347.648759 589.547135 15 18
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1013 1.1431416 3159.808234 118.083396 5.5048193 1982-1999 –> 2000-2012 2.2078887 1.0647471 7372.877558 268.280929 8 12
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1013 1.1447546 3162.665008 379.084036 6.3351873 1982-1999 –> 2000-2012 2.2095617 1.0648071 7375.893985 838.627330 9 14
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1013 1.1404817 3155.088587 157.039652 5.8435431 1982-1999 –> 2000-2012 2.2105298 1.0700482 7382.232563 396.509166 3 10
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1013 1.1483604 3169.036531 536.243581 6.3274550 1982-1999 –> 2000-2012 2.2176694 1.0693090 7394.222231 1109.178550 11 17
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1013 1.1464008 3165.576327 444.590666 6.3475909 1982-1999 –> 2000-2012 2.2198278 1.0734270 7401.655096 1002.022343 10 19
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1013 1.1418985 3157.603837 80.146000 5.8725558 1982-1999 –> 2000-2012 2.2206343 1.0787359 7407.664112 185.651366 5 15
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1013 1.1418875 3157.584418 79.450607 5.8775149 1982-1999 –> 2000-2012 2.2220249 1.0801374 7411.324284 184.937705 4 15
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 703 1.2410295 2312.640999 440.968012 5.9233879 2000-2012 –> 2010-2019 2.3764612 1.1354317 5458.738698 779.237088 2 3
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 703 1.2406554 2312.217093 530.690592 5.9422969 2000-2012 –> 2010-2019 2.3795348 1.1388794 5464.457384 902.862686 1 3
SO (28.05,28.1] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 703 1.2422706 2312.046424 405.985064 5.8406653 2000-2012 –> 2010-2019 2.3949259 1.1526552 5486.646044 691.069241 3 18
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 703 1.2606620 2334.709118 202.644698 6.2557033 2000-2012 –> 2010-2019 2.4011436 1.1404817 5489.797705 359.684350 5 8
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 703 1.2584223 2332.209066 432.596942 5.7692655 2000-2012 –> 2010-2019 2.4031769 1.1447546 5494.874074 811.680978 4 13
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 703 1.2613562 2335.483204 142.663093 5.8101265 2000-2012 –> 2010-2019 2.4044978 1.1431416 5495.291438 260.746489 6 14
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 703 1.2646062 2339.101180 89.522079 6.0238741 2000-2012 –> 2010-2019 2.4065046 1.1418985 5496.705017 169.668079 10 15
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 703 1.2670694 2341.837209 89.220534 6.2901049 2000-2012 –> 2010-2019 2.4089569 1.1418875 5499.421627 168.671141 13 17
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 703 1.2613901 2335.521011 497.058827 5.7899260 2000-2012 –> 2010-2019 2.4097505 1.1483604 5504.557542 1033.302408 7 18
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 703 1.2640208 2338.450267 505.672427 5.7742948 2000-2012 –> 2010-2019 2.4104216 1.1464008 5504.026593 950.263093 8 18
SO (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 403 0.4933082 588.127758 778.001439 1.8016554 1982-1999 –> 2000-2012 0.9030522 0.4097441 1148.858918 1614.903728 1 2
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 403 0.4934672 588.387582 310.562922 1.7683034 1982-1999 –> 2000-2012 0.9078555 0.4143883 1160.817711 640.244075 2 4
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 403 0.4936879 588.747901 326.723712 1.8044663 1982-1999 –> 2000-2012 0.9111086 0.4174207 1168.746423 616.005175 3 6
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 403 0.4939291 589.141651 584.517337 1.7963923 1982-1999 –> 2000-2012 0.9115253 0.4175961 1169.576237 1108.731419 4 9
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 403 0.4940123 589.277318 299.820032 1.8003105 1982-1999 –> 2000-2012 0.9116048 0.4175925 1169.702896 564.581423 5 9
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 403 0.4984882 594.547044 157.720093 1.9230828 1982-1999 –> 2000-2012 0.9160843 0.4175962 1172.981669 295.801708 6 12
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 403 0.4999156 598.851838 274.569362 1.8145031 1982-1999 –> 2000-2012 0.9520393 0.4521236 1261.746062 568.172227 7 20
SO (28.1,28.15] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 403 0.5360472 653.096779 172.825320 2.3955206 1982-1999 –> 2000-2012 0.9539866 0.4179394 1232.384178 325.273242 12 19
SO (28.1,28.15] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 403 0.5268205 639.102771 148.136932 2.0556589 1982-1999 –> 2000-2012 0.9681531 0.4413326 1274.922192 361.888149 9 21
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 403 0.5431252 663.669670 50.023871 2.4187866 1982-1999 –> 2000-2012 0.9686347 0.4255095 1261.589984 95.072020 18 26
SO (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 284 0.5022595 428.810540 914.102674 1.5733800 2000-2012 –> 2010-2019 0.9955677 0.4933082 1016.938298 1692.104113 1 2
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 284 0.5079441 435.203098 382.353301 1.6540736 2000-2012 –> 2010-2019 1.0014114 0.4934672 1023.590680 692.916224 3 5
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 284 0.5105821 438.145268 345.484511 1.6910856 2000-2012 –> 2010-2019 1.0042699 0.4936879 1026.893169 672.208224 5 8
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 284 0.5106477 438.218262 649.946771 1.6885391 2000-2012 –> 2010-2019 1.0045768 0.4939291 1027.359913 1234.464108 6 10
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 284 0.5107284 438.308027 322.811369 1.6903710 2000-2012 –> 2010-2019 1.0047406 0.4940123 1027.585345 622.631400 7 12
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 284 0.5109469 436.550987 166.369338 1.6954179 2000-2012 –> 2010-2019 1.0094351 0.4984882 1031.098031 324.089431 8 14
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 284 0.5161939 444.354102 320.169265 1.6040777 2000-2012 –> 2010-2019 1.0161095 0.4999156 1043.205940 594.738627 9 16
SO (28.1,28.15] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 284 0.5072346 432.409110 141.943268 1.5170205 2000-2012 –> 2010-2019 1.0340551 0.5268205 1071.511881 290.080200 2 11
SO (28.1,28.15] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 284 0.5086141 433.951742 836.510820 1.6897827 2000-2012 –> 2010-2019 1.0376491 0.5290350 1076.435420 1449.381683 4 14
SO (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 284 0.5163003 442.471165 23.797793 1.5871751 2000-2012 –> 2010-2019 1.0519196 0.5356193 1094.924326 47.601287 10 21
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1715 1.0444229 5030.042421 831.067068 8.6182721 1982-1999 –> 2000-2012 2.0362495 0.9918266 11541.871815 1758.472636 4 6
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1715 1.0438935 5028.303314 480.956090 8.7315452 1982-1999 –> 2000-2012 2.0392676 0.9953741 11556.577932 1047.715979 2 7
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1715 1.0440446 5028.799640 701.863535 8.8368715 1982-1999 –> 2000-2012 2.0406070 0.9965624 11562.569627 1492.894930 3 9
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1715 1.0438710 5028.229327 613.164443 8.7541848 1982-1999 –> 2000-2012 2.0414035 0.9975325 11566.480760 1348.656628 1 11
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1715 1.0610341 5084.166197 742.720615 7.9975958 1982-1999 –> 2000-2012 2.0522054 0.9911712 11592.951202 1530.786589 12 13
SO (28.1,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1715 1.0538756 5060.946300 877.934691 9.0706092 1982-1999 –> 2000-2012 2.0523803 0.9985047 11603.684722 1856.561529 6 19
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1715 1.0578209 5073.763052 196.896906 8.1835234 1982-1999 –> 2000-2012 2.0527930 0.9949720 11600.176767 412.871152 10 14
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1715 1.0557199 5066.943855 72.426612 8.3004779 1982-1999 –> 2000-2012 2.0528887 0.9971687 11603.515327 149.420981 7 15
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1715 1.0571345 5071.536681 71.947381 8.2456325 1982-1999 –> 2000-2012 2.0544824 0.9973479 11608.935669 154.082860 8 17
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1715 1.0572116 5071.786654 93.494332 8.2389849 1982-1999 –> 2000-2012 2.0547486 0.9975371 11610.059365 195.483130 9 20
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1180 1.1151991 3620.012734 642.900120 8.1141377 2000-2012 –> 2010-2019 2.1592437 1.0440446 8648.812374 1344.763655 4 7
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1180 1.1155183 3620.688184 457.705007 8.0635655 2000-2012 –> 2010-2019 2.1594118 1.0438935 8648.991498 938.661096 5 7
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1180 1.1156068 3620.875252 576.163916 8.0566276 2000-2012 –> 2010-2019 2.1594777 1.0438710 8649.104580 1189.328359 6 7
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1180 1.1164719 3622.704589 803.995161 7.9815868 2000-2012 –> 2010-2019 2.1608948 1.0444229 8652.747011 1635.062229 7 11
SO (28.1,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1180 1.1168186 3621.437390 379.637869 8.1330394 2000-2012 –> 2010-2019 2.1650572 1.0482386 8661.988081 733.356993 8 13
SO (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1180 1.1126091 3614.525368 973.636403 8.2916970 2000-2012 –> 2010-2019 2.1654153 1.0528062 8671.989597 1924.162415 1 7
SO (28.1,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1180 1.1140362 3617.550396 950.369254 8.2251113 2000-2012 –> 2010-2019 2.1679117 1.0538756 8678.496696 1828.303945 3 10
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1180 1.1216775 3633.682665 86.412399 7.7470900 2000-2012 –> 2010-2019 2.1788890 1.0572116 8705.469320 179.906731 9 19
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1180 1.1221307 3634.636093 74.531756 7.7318366 2000-2012 –> 2010-2019 2.1792652 1.0571345 8706.172775 146.479137 11 20
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1180 1.1221498 3634.676133 176.807752 7.7146200 2000-2012 –> 2010-2019 2.1799707 1.0578209 8708.439184 373.704658 13 24
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 528 0.3619069 439.114139 369.354111 1.8469808 1982-1999 –> 2000-2012 0.6613991 0.2994922 765.343705 945.650524 4 5
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 528 0.3612681 437.248572 271.846169 1.8538219 1982-1999 –> 2000-2012 0.6627732 0.3015051 773.284834 677.928996 1 3
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 528 0.3613362 437.447493 246.975055 1.8440850 1982-1999 –> 2000-2012 0.6629196 0.3015835 773.864455 629.630318 2 5
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 528 0.3613617 437.522140 468.970148 1.8442184 1982-1999 –> 2000-2012 0.6629469 0.3015852 773.947243 1130.542137 3 7
SO (28.15,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 528 0.3630008 440.301336 125.322211 1.8761347 1982-1999 –> 2000-2012 0.6645861 0.3015852 774.726730 298.739493 5 10
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 528 0.3672615 454.623671 367.959892 1.6515077 1982-1999 –> 2000-2012 0.6984612 0.3311998 928.180651 860.877981 6 21
SO (28.15,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 528 0.4072574 561.783986 243.949769 2.5272856 1982-1999 –> 2000-2012 0.7168611 0.3096037 934.625268 575.288698 9 15
SO (28.15,28.2] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 528 0.3997173 542.049605 247.618038 2.7882498 1982-1999 –> 2000-2012 0.7206749 0.3209576 967.618254 717.473008 7 16
SO (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 528 0.4124573 575.181668 51.866026 2.5363408 1982-1999 –> 2000-2012 0.7277507 0.3152934 974.683375 115.009238 14 21
SO (28.15,28.2] 3 cstar_tref ~ aou + phosphate + phosphate_star 528 0.4074015 560.157459 185.882543 2.5821861 1982-1999 –> 2000-2012 0.7317141 0.3243126 998.950142 488.977404 10 21
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 382 0.3811282 361.099854 383.343881 1.2601081 2000-2012 –> 2010-2019 0.7424899 0.3613617 798.621994 852.314029 3 6
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 382 0.3811557 361.154791 219.805952 1.2592626 2000-2012 –> 2010-2019 0.7424918 0.3613362 798.602284 466.781006 4 6
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 382 0.3813951 361.634623 237.534910 1.2630526 2000-2012 –> 2010-2019 0.7426632 0.3612681 798.883195 509.381079 5 6
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 382 0.3809530 360.748534 256.214884 1.2648921 2000-2012 –> 2010-2019 0.7428599 0.3619069 799.862673 625.568996 2 6
SO (28.15,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 382 0.3846244 366.076198 102.176614 1.2764860 2000-2012 –> 2010-2019 0.7476252 0.3630008 806.377534 227.498825 6 11
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 382 0.3804652 359.769610 255.915483 1.2135032 2000-2012 –> 2010-2019 0.7477267 0.3672615 814.393281 623.875375 1 7
SO (28.15,28.2] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 382 0.4091629 413.326628 167.841495 2.2722689 2000-2012 –> 2010-2019 0.8088803 0.3997173 955.376233 415.459533 8 15
SO (28.15,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 382 0.4131733 420.778474 22.225274 2.3817559 2000-2012 –> 2010-2019 0.8178577 0.4046844 975.869578 52.570866 9 18
SO (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + silicate 382 0.4020738 399.973726 5.925688 1.5150992 2000-2012 –> 2010-2019 0.8204242 0.4183503 990.136260 13.129762 7 32
SO (28.15,28.2] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 382 0.4216857 436.358838 551.849854 2.2878777 2000-2012 –> 2010-2019 0.8221499 0.4004642 980.379612 1461.950015 14 22
SO (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2064 0.6487419 4085.108712 505.433090 5.4173232 1982-1999 –> 2000-2012 1.1601512 0.5114093 8512.897628 1107.302433 1 2
SO (28.2, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2064 0.6671123 4200.376794 856.508442 5.6134425 1982-1999 –> 2000-2012 1.1856818 0.5185695 8710.170239 1709.445224 2 4
SO (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2064 0.6781867 4268.341233 538.892273 5.7247569 1982-1999 –> 2000-2012 1.2040148 0.5258281 8860.118791 1126.271192 3 6
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2064 0.6874774 4324.507770 195.116845 5.7172111 1982-1999 –> 2000-2012 1.2184142 0.5309368 8973.311383 398.235187 4 8
SO (28.2, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2064 0.6882558 4329.179152 593.776506 5.8249055 1982-1999 –> 2000-2012 1.2223370 0.5340812 9012.809903 1267.537045 5 10
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2064 0.7473504 4669.217182 204.200223 7.3686464 1982-1999 –> 2000-2012 1.3300793 0.5827289 9867.001068 417.349214 6 13
SO (28.2, Inf] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2064 0.7795282 4841.232066 118.142786 5.2875346 1982-1999 –> 2000-2012 1.3328950 0.5533668 9732.082878 256.485862 11 17
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2064 0.7570161 4722.263673 21.030211 7.3997048 1982-1999 –> 2000-2012 1.3415251 0.5845090 9938.036707 44.657772 7 15
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2064 0.7623762 4751.389385 47.651107 7.5862008 1982-1999 –> 2000-2012 1.3572219 0.5948457 10070.553223 109.738081 8 17
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2064 0.7633454 4756.634118 46.480068 7.6119912 1982-1999 –> 2000-2012 1.3602463 0.5969009 10096.140625 106.954179 9 19
SO (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1469 0.6890666 3088.679083 497.556895 5.9487922 2000-2012 –> 2010-2019 1.3378085 0.6487419 7173.787795 1002.989985 1 2
SO (28.2, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1469 0.7126235 3187.440829 872.316454 6.1817823 2000-2012 –> 2010-2019 1.3797358 0.6671123 7387.817624 1728.824896 2 4
SO (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1469 0.7251955 3238.821023 540.962401 6.2862952 2000-2012 –> 2010-2019 1.4033823 0.6781867 7507.162256 1079.854674 3 6
SO (28.2, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1469 0.7350632 3278.528451 576.912032 6.3728545 2000-2012 –> 2010-2019 1.4233190 0.6882558 7607.707603 1170.688539 4 9
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1469 0.7647603 3394.890756 182.183439 5.6599018 2000-2012 –> 2010-2019 1.4522376 0.6874774 7719.398526 377.300284 5 9
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1469 0.8497977 3704.661610 197.407641 7.7065503 2000-2012 –> 2010-2019 1.5971481 0.7473504 8373.878792 401.607865 6 12
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1469 0.8637995 3752.675234 20.020605 7.7993347 2000-2012 –> 2010-2019 1.6208156 0.7570161 8474.938908 41.050817 7 14
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1469 0.8686171 3769.015548 42.686391 7.9693332 2000-2012 –> 2010-2019 1.6309933 0.7623762 8520.404933 90.337498 8 16
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1469 0.8691978 3770.979045 41.718910 7.9880292 2000-2012 –> 2010-2019 1.6325432 0.7633454 8527.613163 88.198978 9 18
SO (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 1469 0.8698103 3771.048651 18.663652 8.0182393 2000-2012 –> 2010-2019 1.6357938 0.7659835 8539.924171 36.523933 10 20
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2065 0.8836892 5363.542196 798.861814 8.0968845 1982-1999 –> 2000-2012 1.5528548 0.6691656 11151.253629 1538.533514 3 4
SO (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2065 0.8819420 5355.368409 738.896366 8.1096259 1982-1999 –> 2000-2012 1.5582517 0.6763097 11203.356214 1446.727034 2 5
SO (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2065 0.8850942 5370.103594 741.410390 8.3433494 1982-1999 –> 2000-2012 1.5602667 0.6751724 11208.538593 1453.150518 7 9
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2065 0.8844737 5367.206950 285.132892 8.0547982 1982-1999 –> 2000-2012 1.5629769 0.6785032 11233.574219 551.212536 4 9
SO (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2065 0.8879672 5381.487710 710.205308 8.1995049 1982-1999 –> 2000-2012 1.5647610 0.6767938 11231.536612 1399.527231 11 15
SO (28.2,28.3] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 2065 0.8845146 5365.397863 717.950478 8.2189857 1982-1999 –> 2000-2012 1.5648665 0.6803519 11245.209314 1420.278747 5 11
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2065 0.8812206 5351.988814 827.209175 8.1774756 1982-1999 –> 2000-2012 1.5666705 0.6854499 11276.172752 1584.188447 1 10
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2065 0.8861296 5374.931819 140.195994 8.0094063 1982-1999 –> 2000-2012 1.5686974 0.6825678 11275.200170 253.612982 9 16
SO (28.2,28.3] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 2065 0.8853351 5369.227137 709.521187 8.4091914 1982-1999 –> 2000-2012 1.5710752 0.6857401 11293.814164 1395.412963 8 18
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2065 0.8877421 5382.440573 139.851653 8.0626741 1982-1999 –> 2000-2012 1.5711477 0.6834056 11289.671013 252.716274 10 18
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1395 0.9209617 3743.118606 675.597907 8.9801592 2000-2012 –> 2010-2019 1.8021822 0.8812206 9095.107420 1502.807082 2 3
SO (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1395 0.9210120 3743.271098 647.761011 8.9665196 2000-2012 –> 2010-2019 1.8061062 0.8850942 9113.374692 1389.171401 3 10
SO (28.2,28.3] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1395 0.9210505 3741.387649 646.403235 8.9290449 2000-2012 –> 2010-2019 1.8063855 0.8853351 9110.614786 1355.924422 4 12
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1395 0.9228643 3748.876563 268.720732 8.8103487 2000-2012 –> 2010-2019 1.8073380 0.8844737 9116.083512 553.853624 7 11
SO (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1395 0.9258969 3758.029705 645.887732 8.5703716 2000-2012 –> 2010-2019 1.8078389 0.8819420 9113.398113 1384.784098 42 44
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1395 0.9234611 3750.680256 129.980159 8.6879119 2000-2012 –> 2010-2019 1.8095907 0.8861296 9125.612074 270.176153 10 19
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1395 0.9243162 3753.262678 128.447309 8.7489050 2000-2012 –> 2010-2019 1.8120584 0.8877421 9135.703251 268.298961 17 27
SO (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate 1395 0.9234795 3748.735941 99.463790 8.6593899 2000-2012 –> 2010-2019 1.8125002 0.8890206 9135.120234 201.242660 12 24
SO (28.2,28.3] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 1395 0.9289706 3765.276438 645.224003 8.3715102 2000-2012 –> 2010-2019 1.8134852 0.8845146 9130.674301 1363.174482 51 56
SO (28.2,28.3] 4 cstar_tref ~ temp + aou + silicate + phosphate 1395 0.9229298 3747.074664 148.303035 8.8170877 2000-2012 –> 2010-2019 1.8137974 0.8908676 9142.030089 302.703100 8 22
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2646 1.1255226 8148.788473 335.321056 11.8684593 1982-1999 –> 2000-2012 1.9398962 0.8143736 16594.898444 663.218737 1 2
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2646 1.1386783 8210.285419 50.277112 11.8613361 1982-1999 –> 2000-2012 1.9622539 0.8235756 16734.463699 100.669794 2 4
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2646 1.1406768 8219.565154 45.462017 11.7931349 1982-1999 –> 2000-2012 1.9677477 0.8270709 16773.168678 99.150264 3 6
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2646 1.1456856 8242.751895 40.715009 11.8498445 1982-1999 –> 2000-2012 1.9762924 0.8306068 16825.996745 83.866188 7 11
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2646 1.1429177 8229.951070 70.669486 11.6327754 1982-1999 –> 2000-2012 1.9776202 0.8347025 16847.371970 134.063311 4 9
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2646 1.1436529 8233.354409 38.896901 11.7236168 1982-1999 –> 2000-2012 1.9793224 0.8356694 16858.819456 79.996419 5 11
SO (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + silicate 2646 1.1439788 8232.861954 14.014689 11.4582790 1982-1999 –> 2000-2012 1.9889063 0.8449275 16932.878304 28.678038 6 13
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2646 1.1851255 8421.861813 428.671124 12.7569905 1982-1999 –> 2000-2012 2.0369187 0.8517932 17180.107836 794.256096 10 18
SO (28.3, Inf] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2646 1.2000112 8485.917882 223.362998 13.0781007 1982-1999 –> 2000-2012 2.0530424 0.8530312 17252.254260 447.570154 19 28
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2646 1.1865724 8428.318983 142.223716 10.3925076 1982-1999 –> 2000-2012 2.0536232 0.8670508 17309.917959 246.188771 14 25
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1821 1.2550852 6009.249277 353.810361 8.6149579 2000-2012 –> 2010-2019 2.3806079 1.1255226 14158.037750 689.131417 1 2
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1821 1.2753490 6067.580790 55.929691 9.0031213 2000-2012 –> 2010-2019 2.4140273 1.1386783 14277.866209 106.206803 2 4
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1821 1.2769160 6072.052947 45.880586 9.1282194 2000-2012 –> 2010-2019 2.4175928 1.1406768 14291.618101 91.342603 3 6
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1821 1.2769377 6072.114988 78.242488 9.0601958 2000-2012 –> 2010-2019 2.4198554 1.1429177 14302.066058 148.911974 4 8
SO (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + silicate 1821 1.2780540 6073.297405 14.878535 9.3004898 2000-2012 –> 2010-2019 2.4220328 1.1439788 14306.159359 28.893224 5 11
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1821 1.2852876 6095.852480 40.196565 9.4893437 2000-2012 –> 2010-2019 2.4289405 1.1436529 14329.206889 79.093467 7 12
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1821 1.2836637 6091.248053 42.097346 9.2085579 2000-2012 –> 2010-2019 2.4293493 1.1456856 14333.999948 82.812356 6 13
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1821 1.3209772 6195.604175 193.734989 10.4810474 2000-2012 –> 2010-2019 2.4979188 1.1769415 14580.795033 337.195335 8 16
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1821 1.3259794 6209.369460 483.163096 8.1108139 2000-2012 –> 2010-2019 2.5111049 1.1851255 14631.231273 911.834220 9 19
SO (28.3, Inf] 4 cstar_tref ~ sal + temp + nitrate + silicate 1821 1.3269143 6209.936404 6.925008 10.5026507 2000-2012 –> 2010-2019 2.5130312 1.1861169 14634.223354 13.609921 10 23

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  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 2.4700860 1269.71552
Atlantic (-Inf,26] 2000-2012 –> 2010-2019 2.2678845 882.07410
Atlantic (26,26.5] 1982-1999 –> 2000-2012 7.0854871 13026.04185
Atlantic (26,26.5] 2000-2012 –> 2010-2019 7.2716656 9658.78151
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 6.7468108 16743.47816
Atlantic (26.5,26.75] 2000-2012 –> 2010-2019 7.1995893 12457.81015
Atlantic (26.75,27] 1982-1999 –> 2000-2012 3.9070756 20859.07577
Atlantic (26.75,27] 2000-2012 –> 2010-2019 4.5947807 16454.44378
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.6392431 18959.00982
Atlantic (27,27.25] 2000-2012 –> 2010-2019 4.4795475 14695.08992
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 4.0508118 18568.52922
Atlantic (27.25,27.5] 2000-2012 –> 2010-2019 5.0027380 14419.40394
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 3.6635182 21052.54809
Atlantic (27.5,27.75] 2000-2012 –> 2010-2019 4.1877345 15829.02006
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 4.1033861 8330.97198
Atlantic (27.75,27.85] 2000-2012 –> 2010-2019 4.7157515 6171.67702
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 6.5157176 8564.74321
Atlantic (27.85,27.95] 2000-2012 –> 2010-2019 6.0197123 5866.53638
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 6.5942971 10015.09124
Atlantic (27.95,28.05] 2000-2012 –> 2010-2019 6.3745248 6569.93236
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 0.3291835 -839.89482
Atlantic (28.05,28.1] 2000-2012 –> 2010-2019 0.3663565 -445.95593
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 0.3533241 -904.70484
Atlantic (28.1,28.15] 2000-2012 –> 2010-2019 0.3356819 -749.29839
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 0.3795936 -1511.98341
Atlantic (28.15,28.2] 2000-2012 –> 2010-2019 0.3700078 -1081.12205
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 0.5511861 602.98237
Atlantic (28.2, Inf] 2000-2012 –> 2010-2019 0.4824447 42.86715
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 11.7561460 77947.99105
Indo-Pacific (-Inf,26] 2000-2012 –> 2010-2019 11.6653995 56175.80280
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 8.0838378 76260.62677
Indo-Pacific (26,26.5] 2000-2012 –> 2010-2019 8.3090098 54167.84557
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 6.0541509 55277.28639
Indo-Pacific (26.5,26.75] 2000-2012 –> 2010-2019 6.3451921 40235.73870
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 5.7261809 59038.47668
Indo-Pacific (26.75,27] 2000-2012 –> 2010-2019 6.1913259 44306.09682
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 3.8535317 46185.16426
Indo-Pacific (27,27.25] 2000-2012 –> 2010-2019 4.4925899 35125.44095
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 3.4641780 36225.80268
Indo-Pacific (27.25,27.5] 2000-2012 –> 2010-2019 3.8855394 27361.33371
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 2.7861145 29137.43987
Indo-Pacific (27.5,27.75] 2000-2012 –> 2010-2019 3.1644442 22223.54512
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 1.3898627 6047.60802
Indo-Pacific (27.75,27.85] 2000-2012 –> 2010-2019 1.5639600 4781.14451
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 1.2211392 8215.69609
Indo-Pacific (27.85,27.95] 2000-2012 –> 2010-2019 1.3646959 6960.15291
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 1.2989157 6872.04536
Indo-Pacific (27.95,28.05] 2000-2012 –> 2010-2019 1.4694477 5137.06494
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 0.9306670 3455.24062
Indo-Pacific (28.05,28.1] 2000-2012 –> 2010-2019 0.9833659 2678.61530
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2012 1.3096754 11399.25156
Indo-Pacific (28.1,28.2] 2000-2012 –> 2010-2019 1.2995794 7946.99792
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2012 1.1144440 25795.38443
Indo-Pacific (28.2,28.3] 2000-2012 –> 2010-2019 1.1110905 18072.35759
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2012 0.4395749 -615.86132
Indo-Pacific (28.3, Inf] 2000-2012 –> 2010-2019 0.4680135 -148.99738
SO (26,26.5] 1982-1999 –> 2000-2012 2.0553186 667.25610
SO (26,26.5] 2000-2012 –> 2010-2019 2.1279221 483.10239
SO (26.5,26.75] 1982-1999 –> 2000-2012 3.9532629 3213.97189
SO (26.5,26.75] 2000-2012 –> 2010-2019 3.8242670 2340.46685
SO (26.75,27] 1982-1999 –> 2000-2012 5.4306705 12884.48185
SO (26.75,27] 2000-2012 –> 2010-2019 5.0912332 8863.55142
SO (27,27.25] 1982-1999 –> 2000-2012 3.6770939 25505.44852
SO (27,27.25] 2000-2012 –> 2010-2019 3.7161040 18036.41723
SO (27.25,27.5] 1982-1999 –> 2000-2012 2.5635264 22388.48468
SO (27.25,27.5] 2000-2012 –> 2010-2019 2.9529448 17229.63109
SO (27.5,27.75] 1982-1999 –> 2000-2012 2.4985422 25951.29744
SO (27.5,27.75] 2000-2012 –> 2010-2019 2.8466477 19727.83641
SO (27.75,27.85] 1982-1999 –> 2000-2012 2.4609322 9837.06350
SO (27.75,27.85] 2000-2012 –> 2010-2019 2.6700601 7283.47463
SO (27.85,27.95] 1982-1999 –> 2000-2012 2.5879711 10819.19725
SO (27.85,27.95] 2000-2012 –> 2010-2019 2.6985873 7924.68488
SO (27.95,28.05] 1982-1999 –> 2000-2012 2.6752846 13651.52395
SO (27.95,28.05] 2000-2012 –> 2010-2019 2.9468311 10337.53535
SO (28.05,28.1] 1982-1999 –> 2000-2012 2.2084770 7373.65357
SO (28.05,28.1] 2000-2012 –> 2010-2019 2.3995374 5489.45161
SO (28.1,28.15] 1982-1999 –> 2000-2012 0.9304044 1202.13263
SO (28.1,28.15] 2000-2012 –> 2010-2019 1.0159735 1043.95430
SO (28.1,28.2] 1982-1999 –> 2000-2012 2.0477026 11584.68232
SO (28.1,28.2] 2000-2012 –> 2010-2019 2.1675537 8673.22111
SO (28.15,28.2] 1982-1999 –> 2000-2012 0.6910087 866.52247
SO (28.15,28.2] 2000-2012 –> 2010-2019 0.7735169 871.85026
SO (28.2, Inf] 1982-1999 –> 2000-2012 1.2712567 9377.31224
SO (28.2, Inf] 2000-2012 –> 2010-2019 1.5113777 7983.26338
SO (28.2,28.3] 1982-1999 –> 2000-2012 1.5641568 11240.83267
SO (28.2,28.3] 2000-2012 –> 2010-2019 1.8091283 9121.77185
SO (28.3, Inf] 1982-1999 –> 2000-2012 1.9935623 16930.98774
SO (28.3, Inf] 2000-2012 –> 2010-2019 2.4434461 14384.52040

5.5 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)

5.6 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
          if (params_local$MLR_type == "rlm") {
            i_lm_fit <- MASS::rlm(as.formula(i_lm),
                                  data = GLODAP_basin_era_slab)
          }
          
          if (params_local$MLR_type == "lm") {
            i_lm_fit <- lm(as.formula(i_lm),
                           data = GLODAP_basin_era_slab)
          }
            
            # 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/

5.7 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)

5.8 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 = ""))

lm_best %>%
  write_csv(paste(path_version_data,
                  "lm_best.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

if (params_local$MLR_criterion != "rank") {
lm_all_fitted_wide %>%
  ggplot(aes(as.factor(n_predictors),
             !!sym(params_local$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")
}

6.1.2 Best models

if (params_local$MLR_criterion != "rank") {
lm_best_target %>%
  ggplot(aes("",
             !!sym(params_local$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")
}

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
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
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6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
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1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.2.2 Best models

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

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

Version Author Date
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2012
(-Inf,26] 7 5 7 8 10 5 7
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 8 5 8 6 4 10 7
(26.75,27] 9 4 8 5 5 10 6
(27,27.25] 9 6 8 4 7 8 6
(27.25,27.5] 8 10 5 5 4 5 10
(27.5,27.75] 4 2 4 8 10 5 10
(27.75,27.85] 5 2 5 7 10 6 9
(27.85,27.95] 6 3 5 7 5 10 9
(27.95,28.05] 4 10 4 6 5 2 10
(28.05,28.1] 5 3 4 7 6 10 10
(28.1,28.15] 5 5 6 7 4 7 10
(28.15,28.2] 8 10 5 5 7 6 8
(28.2, Inf] 9 10 4 5 8 4 2
total 94.00 81.00 79.00 87.00 95.00 94.00 112.00
Atlantic - 2000-2012 --> 2010-2019
(-Inf,26] 7 5 7 8 10 5 7
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 8 5 8 6 4 10 7
(26.75,27] 8 5 8 6 5 10 6
(27,27.25] 7 4 6 6 10 10 4
(27.25,27.5] 8 10 5 4 9 5 6
(27.5,27.75] 4 2 4 9 10 5 9
(27.75,27.85] 7 2 6 5 8 9 8
(27.85,27.95] 6 3 5 7 5 10 9
(27.95,28.05] 4 10 4 6 5 3 10
(28.05,28.1] 5 2 5 7 6 9 10
(28.1,28.15] 6 5 6 7 4 7 9
(28.15,28.2] 9 10 4 4 10 4 5
(28.2, Inf] 9 10 3 5 8 5 3
total 95.00 79.00 77.00 87.00 104.00 98.00 101.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 8 4 8 7 10 4 7
(26,26.5] 8 6 8 7 6 8 7
(26.5,26.75] 8 10 7 7 3 4 8
(26.75,27] 7 10 7 7 4 5 8
(27,27.25] 8 10 7 7 3 4 8
(27.25,27.5] 7 10 7 7 3 3 9
(27.5,27.75] 6 10 6 7 4 4 10
(27.75,27.85] 7 10 7 6 4 4 9
(27.85,27.95] 7 4 7 6 9 4 10
(27.95,28.05] 6 4 5 7 5 10 9
(28.05,28.1] 6 3 5 7 5 10 9
(28.1,28.2] 6 7 6 6 5 10 8
(28.2,28.3] 5 10 8 5 4 10 5
(28.3, Inf] 5 4 5 9 10 10 4
total 94.00 102.00 93.00 95.00 75.00 90.00 111.00
Indo-Pacific - 2000-2012 --> 2010-2019
(-Inf,26] 7 6 6 8 10 4 7
(26,26.5] 8 6 8 7 6 8 7
(26.5,26.75] 8 10 7 7 3 4 8
(26.75,27] 7 10 6 7 5 4 8
(27,27.25] 8 10 7 7 3 4 8
(27.25,27.5] 7 10 7 7 3 3 9
(27.5,27.75] 6 10 6 7 4 4 10
(27.75,27.85] 7 10 7 6 4 4 9
(27.85,27.95] 7 4 7 6 9 4 10
(27.95,28.05] 6 3 6 7 10 5 9
(28.05,28.1] 5 6 4 8 8 10 6
(28.1,28.2] 5 6 6 7 7 10 8
(28.2,28.3] 5 10 8 5 4 10 5
(28.3, Inf] 5 4 5 9 10 10 4
total 91.00 105.00 90.00 98.00 86.00 84.00 108.00
SO - 1982-1999 --> 2000-2012
(26,26.5] 7 10 7 8 4 4 8
(26.5,26.75] 7 10 7 7 4 3 9
(26.75,27] 5 7 4 9 7 6 10
(27,27.25] 5 4 4 9 6 9 10
(27.25,27.5] 4 10 4 9 5 4 10
(27.5,27.75] 7 4 4 5 9 10 7
(27.75,27.85] 9 4 4 7 6 10 6
(27.85,27.95] 8 5 3 6 8 10 7
(27.95,28.05] 7 5 5 7 10 8 7
(28.05,28.1] 7 6 7 7 10 5 7
(28.1,28.15] 7 2 6 7 9 8 7
(28.1,28.2] 7 6 7 8 9 6 7
(28.15,28.2] 7 2 6 7 8 7 7
(28.2, Inf] 9 10 5 7 5 7 6
(28.2,28.3] 5 7 9 4 6 10 6
(28.3, Inf] 8 4 6 6 10 8 6
total 109.00 96.00 88.00 113.00 116.00 115.00 120.00
SO - 2000-2012 --> 2010-2019
(26,26.5] 7 10 7 7 4 3 9
(26.5,26.75] 7 10 7 7 4 3 9
(26.75,27] 6 6 4 8 8 6 10
(27,27.25] 6 4 4 8 7 10 9
(27.25,27.5] 5 10 3 8 6 5 10
(27.5,27.75] 6 4 4 6 10 10 5
(27.75,27.85] 9 4 3 6 9 10 5
(27.85,27.95] 9 4 4 6 7 10 6
(27.95,28.05] 7 3 4 7 9 10 7
(28.05,28.1] 7 6 7 7 10 5 7
(28.1,28.15] 7 3 6 7 7 9 7
(28.1,28.2] 7 7 8 6 8 5 8
(28.15,28.2] 7 3 5 6 7 9 8
(28.2, Inf] 9 10 5 6 6 6 7
(28.2,28.3] 4 5 9 4 6 10 8
(28.3, Inf] 6 5 5 5 10 9 8
total 109.00 94.00 85.00 104.00 118.00 120.00 123.00

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
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
lm_best %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
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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] car_3.0-10       carData_3.0-4    gt_0.2.2         corrr_0.4.3     
 [5] broom_0.7.5      kableExtra_1.3.1 knitr_1.30       olsrr_0.5.3     
 [9] GGally_2.0.0     lubridate_1.7.9  metR_0.9.0       scico_1.2.0     
[13] patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0    stringr_1.4.0   
[17] dplyr_1.0.5      purrr_0.3.4      readr_1.4.0      tidyr_1.1.2     
[21] tibble_3.0.4     ggplot2_3.3.3    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                magrittr_2.0.1           Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_1.0.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               plyr_1.8.6              
[52] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[55] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[58] haven_2.3.1              hms_0.5.3                pillar_1.4.7            
[61] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[64] RcppArmadillo_0.10.1.2.2 data.table_1.13.6        modelr_0.1.8            
[67] vctrs_0.3.6              httpuv_1.5.4             cellranger_1.1.0        
[70] gtable_0.3.0             reshape_0.8.8            assertthat_0.2.1        
[73] xfun_0.20                openxlsx_4.2.3           RcppEigen_0.3.3.9.1     
[76] later_1.1.0.1            viridisLite_0.3.0        ellipsis_0.3.1          
[79] here_1.0.1