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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 + aou + silicate + phosphate + phosphate_star 169 0.8004864 418.384144 112.499503 2.9123687 1982-1999 –> 2000-2012 2.0742167 1.2737303 1193.07103 246.504568 4 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 169 0.7970730 416.939760 28.768395 2.8282612 1982-1999 –> 2000-2012 2.0750826 1.2780097 1193.16280 63.599206 3 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 169 0.7964974 416.695608 14.570967 2.8052640 1982-1999 –> 2000-2012 2.0758503 1.2793529 1193.39979 30.059434 2 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 169 0.7961638 416.554015 10.395584 2.7879003 1982-1999 –> 2000-2012 2.0768678 1.2807040 1193.74160 21.626779 1 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 169 0.8041171 419.913738 41.061485 2.6969176 1982-1999 –> 2000-2012 2.0792735 1.2751564 1195.11311 86.724571 7 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 169 0.8034830 419.647057 16.172161 2.6787034 1982-1999 –> 2000-2012 2.0797309 1.2762479 1195.23831 33.582013 6 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 169 0.8079979 421.541054 169.471802 2.7708154 1982-1999 –> 2000-2012 2.0797974 1.2717995 1195.53314 361.094649 8 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 169 0.8029465 419.421325 17.352718 2.6599680 1982-1999 –> 2000-2012 2.0806662 1.2777197 1195.54044 34.428400 5 10
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 169 0.8136324 421.889864 6.122335 2.8319290 1982-1999 –> 2000-2012 2.1182486 1.3046162 1205.55000 14.223602 9 21
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 169 0.8146167 422.298506 7.941049 2.8525236 1982-1999 –> 2000-2012 2.1183689 1.3037522 1205.65521 18.648915 10 21
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 112 1.0780194 348.670333 14.690068 2.5413987 2000-2012 –> 2010-2019 1.8745168 0.7964974 765.36594 29.261035 9 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 112 1.0784537 348.760553 10.695167 2.5524805 2000-2012 –> 2010-2019 1.8746175 0.7961638 765.31457 21.090751 10 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 112 1.0775989 348.582951 26.843060 2.5273278 2000-2012 –> 2010-2019 1.8746719 0.7970730 765.52271 55.611455 7 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 112 1.0768503 348.427274 134.485093 2.4665647 2000-2012 –> 2010-2019 1.8773367 0.8004864 766.81142 246.984595 3 7
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 112 1.0775465 348.572050 18.268782 2.6284320 2000-2012 –> 2010-2019 1.8804930 0.8029465 767.99337 35.621499 6 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 112 1.0771350 348.486494 18.323113 2.6168038 2000-2012 –> 2010-2019 1.8806180 0.8034830 768.13355 34.495275 5 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 112 1.0767180 348.399759 37.991104 2.6024026 2000-2012 –> 2010-2019 1.8808352 0.8041171 768.31350 79.052589 2 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 112 1.0760289 348.256356 193.373716 2.5432055 2000-2012 –> 2010-2019 1.8840269 0.8079979 769.79741 362.845518 1 9
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 112 1.0789861 346.871115 6.897299 2.5200869 2000-2012 –> 2010-2019 1.8926185 0.8136324 768.76098 13.019634 12 21
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 112 1.0784707 346.764100 8.660953 2.5119359 2000-2012 –> 2010-2019 1.8930874 0.8146167 769.06261 16.602002 11 21
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1140 3.1477806 5863.650437 341.037383 10.7244995 1982-1999 –> 2000-2012 6.3107719 3.1629913 14411.56678 710.383151 2 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1140 3.1477732 5863.645097 56.015872 10.0570592 1982-1999 –> 2000-2012 6.3891152 3.2413420 14492.79934 105.625258 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1140 3.2338064 5925.124441 15.046330 10.8365989 1982-1999 –> 2000-2012 6.4987887 3.2649822 14578.40471 28.580081 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1140 3.2371870 5927.506692 13.800983 10.8422036 1982-1999 –> 2000-2012 6.5062704 3.2690834 14584.95463 27.502133 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1140 3.2553479 5940.261932 13.856803 10.8652669 1982-1999 –> 2000-2012 6.5474500 3.2921021 14621.00513 27.697054 5 10
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1140 3.2990915 5968.695295 12.601222 10.8087059 1982-1999 –> 2000-2012 6.6388642 3.3397728 14695.16842 25.561285 6 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1140 3.4335408 6061.769712 346.698717 11.6221225 1982-1999 –> 2000-2012 6.7800234 3.3464826 14796.90623 721.591425 7 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1140 3.5007478 6105.966526 13.614634 11.7461445 1982-1999 –> 2000-2012 6.9280273 3.4272795 14920.30825 27.248825 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1140 3.5087187 6111.151951 13.780776 11.7552847 1982-1999 –> 2000-2012 6.9460456 3.4373269 14935.21233 27.564771 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1140 3.5100236 6111.999738 13.813712 11.7610791 1982-1999 –> 2000-2012 6.9512576 3.4412340 14939.83167 27.640329 10 20
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 787 3.2945614 4124.047011 55.891141 11.2407341 2000-2012 –> 2010-2019 6.4423346 3.1477732 9987.69211 111.907013 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 787 3.3152908 4133.919614 343.769601 12.2473868 2000-2012 –> 2010-2019 6.4630714 3.1477806 9997.57005 684.806984 2 4
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 787 3.4090187 4177.801372 16.799719 12.2546441 2000-2012 –> 2010-2019 6.6428251 3.2338064 10102.92581 31.846048 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 787 3.4131761 4179.719738 11.952619 12.2622386 2000-2012 –> 2010-2019 6.6503631 3.2371870 10107.22643 25.753602 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 787 3.4327630 4188.726534 12.686494 12.2831096 2000-2012 –> 2010-2019 6.6881110 3.2553479 10128.98847 26.543297 5 10
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 787 3.4936206 4214.386632 11.289649 12.3302714 2000-2012 –> 2010-2019 6.7927121 3.2990915 10183.08193 23.890871 6 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 787 3.6704325 4294.096402 349.230968 13.2420207 2000-2012 –> 2010-2019 7.1039733 3.4335408 10355.86611 695.929685 7 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 787 3.7458749 4326.120545 14.095256 13.2669403 2000-2012 –> 2010-2019 7.2466227 3.5007478 10432.08707 27.709891 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 787 3.7551556 4330.015455 11.900244 13.2753269 2000-2012 –> 2010-2019 7.2638743 3.5087187 10441.16741 25.681020 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 787 3.7558751 4330.316983 11.911790 13.2822882 2000-2012 –> 2010-2019 7.2658987 3.5100236 10442.31672 25.725503 10 20
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1392 3.1490041 7157.813020 44.819903 10.7738552 1982-1999 –> 2000-2012 6.1577290 3.0087249 17319.16440 93.546519 2 3
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1392 3.1439804 7153.368050 57.534697 10.0318650 1982-1999 –> 2000-2012 6.1783373 3.0343569 17348.87257 117.620658 1 6
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 1392 3.1562466 7162.208629 42.568563 10.5622836 1982-1999 –> 2000-2012 6.1974276 3.0411810 17364.75730 88.791222 3 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1392 3.1730827 7179.019620 30.150438 10.8177408 1982-1999 –> 2000-2012 6.2011893 3.0281066 17366.22274 60.696489 4 7
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1392 3.1912863 7194.945458 495.556303 10.3494687 1982-1999 –> 2000-2012 6.2116142 3.0203279 17371.79316 1046.457900 6 8
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1392 3.1795548 7184.692299 30.264322 10.8374556 1982-1999 –> 2000-2012 6.2137234 3.0341686 17379.94702 60.913726 5 9
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1392 3.2520376 7245.445293 465.240405 11.4979850 1982-1999 –> 2000-2012 6.3180089 3.0659713 17480.67899 992.656166 7 14
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1392 3.2607957 7254.932823 50.569861 10.3770358 1982-1999 –> 2000-2012 6.3393908 3.0785951 17508.70911 98.123453 8 16
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1392 3.2950201 7284.000635 50.437670 10.3852644 1982-1999 –> 2000-2012 6.4027061 3.1076860 17575.64159 97.393629 11 20
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1392 3.3102243 7296.817245 50.681717 10.4471812 1982-1999 –> 2000-2012 6.4313141 3.1210898 17605.78549 97.778800 12 22
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1006 3.4070469 5335.306313 87.161009 9.6942200 2000-2012 –> 2010-2019 6.5510274 3.1439804 12488.67436 144.695707 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1006 3.4701478 5372.229085 36.252493 11.2327082 2000-2012 –> 2010-2019 6.6191520 3.1490041 12530.04210 81.072396 3 5
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 1006 3.4704527 5370.405834 33.963333 11.2788226 2000-2012 –> 2010-2019 6.6266993 3.1562466 12532.61446 76.531895 4 7
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1006 3.4701049 5372.204212 416.557212 10.7086246 2000-2012 –> 2010-2019 6.6613912 3.1912863 12567.14967 912.113515 2 8
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1006 3.4883604 5382.761181 29.354073 11.2635317 2000-2012 –> 2010-2019 6.6614431 3.1730827 12561.78080 59.504510 5 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1006 3.4930199 5385.446852 29.472104 11.2680158 2000-2012 –> 2010-2019 6.6725746 3.1795548 12570.13915 59.736426 7 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1006 3.4887264 5382.972225 93.038993 9.4080171 2000-2012 –> 2010-2019 6.7586175 3.2698912 12645.65975 147.095718 6 15
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1006 3.5280264 5405.510446 81.909838 11.1805758 2000-2012 –> 2010-2019 6.7888221 3.2607957 12660.44327 132.479699 8 16
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1006 3.5316820 5405.594122 4.545242 10.7095989 2000-2012 –> 2010-2019 6.8074180 3.2757360 12671.25350 10.198136 9 19
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1006 3.5543073 5420.442650 81.497677 11.5675429 2000-2012 –> 2010-2019 6.8493274 3.2950201 12704.44328 131.935347 11 22
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2197 2.0830484 9473.275443 478.663539 11.0031508 1982-1999 –> 2000-2012 3.7496709 1.6666225 21447.78944 937.476995 5 6
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2197 2.0304463 9360.891144 43.384633 11.4678337 1982-1999 –> 2000-2012 3.7673085 1.7368622 21591.26482 93.945885 1 4
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2197 2.0707051 9447.161062 26.081531 11.7497223 1982-1999 –> 2000-2012 3.8523046 1.7815995 21835.15855 53.025737 4 8
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2197 2.1342149 9577.902320 424.716270 12.8436788 1982-1999 –> 2000-2012 3.8530267 1.7188118 21741.52619 838.675032 7 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2197 2.0837814 9474.821448 26.057215 11.8182995 1982-1999 –> 2000-2012 3.8808201 1.7970386 21916.29888 52.960668 6 12
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2197 2.0481286 9398.991035 79.083088 11.0207968 1982-1999 –> 2000-2012 3.9097938 1.8616651 22059.45135 144.336823 2 11
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 2197 2.0518971 9405.068393 42.278388 11.1946397 1982-1999 –> 2000-2012 3.9195223 1.8676251 22083.33949 89.726852 3 14
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2197 2.2102388 9733.699760 75.168964 11.7677119 1982-1999 –> 2000-2012 3.9998365 1.7895977 22149.46015 137.803513 10 15
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2197 2.2559872 9823.720133 74.854533 11.9923273 1982-1999 –> 2000-2012 4.0955486 1.8395614 22410.15045 137.262146 11 18
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 2197 2.2710260 9850.913984 38.091714 13.1880970 1982-1999 –> 2000-2012 4.1224065 1.8513805 22475.03909 79.471796 14 22
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1511 2.3189758 6843.913899 93.595463 12.7930137 2000-2012 –> 2010-2019 4.3671045 2.0481286 16242.90493 172.678551 1 3
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1511 2.3429076 6874.941080 43.297656 17.3605223 2000-2012 –> 2010-2019 4.3733539 2.0304463 16235.83222 86.682289 2 3
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 1511 2.3462580 6877.259446 42.163748 17.0719179 2000-2012 –> 2010-2019 4.3981551 2.0518971 16282.32784 84.442137 3 6
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1511 2.3803506 6922.855075 25.469273 17.3897364 2000-2012 –> 2010-2019 4.4510558 2.0707051 16370.01614 51.550805 5 9
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1511 2.3748099 6915.812561 455.641978 10.8901065 2000-2012 –> 2010-2019 4.4578583 2.0830484 16389.08800 934.305517 4 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1511 2.3923342 6938.030854 25.453656 17.3975816 2000-2012 –> 2010-2019 4.4761157 2.0837814 16412.85230 51.510871 6 12
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1511 2.4863732 7052.545750 392.867722 19.6043300 2000-2012 –> 2010-2019 4.6205882 2.1342149 16630.44807 817.583992 10 17
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1511 2.4261110 6980.399289 96.885156 12.3661297 2000-2012 –> 2010-2019 4.6287735 2.2026626 16699.01147 178.247693 7 15
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1511 2.4450277 7001.870899 4.262571 16.0286223 2000-2012 –> 2010-2019 4.6491519 2.2041242 16721.39782 8.709968 8 17
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1511 2.4921377 7061.543954 87.831630 10.9424123 2000-2012 –> 2010-2019 4.7023765 2.2102388 16795.24371 163.000593 12 22
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1824 1.9188831 7567.847277 280.684795 8.2948345 1982-1999 –> 2000-2012 3.5124267 1.5935436 17062.88800 499.593076 1 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1824 2.0147362 7745.668956 205.910490 13.0225662 1982-1999 –> 2000-2012 3.5154615 1.5007253 16938.85077 420.792564 2 4
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1824 2.0855213 7871.636441 640.635821 23.5124849 1982-1999 –> 2000-2012 3.5550752 1.4695539 16959.24055 1303.337756 7 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1824 2.0294600 7772.231895 33.708975 13.0739653 1982-1999 –> 2000-2012 3.5617382 1.5322781 17070.07344 69.229877 3 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1824 2.0349581 7782.101410 33.812884 13.0440847 1982-1999 –> 2000-2012 3.5753182 1.5403601 17106.40375 69.326446 5 9
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1824 2.0895451 7878.668188 241.598001 18.0202373 1982-1999 –> 2000-2012 3.6688112 1.5792661 17328.43911 405.669838 8 14
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1824 2.0299360 7771.087241 171.051434 12.0872319 1982-1999 –> 2000-2012 3.6805446 1.6506086 17441.10280 351.788593 4 16
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1824 2.1445703 7973.490034 297.051404 10.4885684 1982-1999 –> 2000-2012 3.6963233 1.5517530 17334.85855 479.664462 13 18
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1824 2.0925626 7883.932515 237.212814 18.2917025 1982-1999 –> 2000-2012 3.6986421 1.6060794 17418.38756 400.070915 9 19
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1824 2.1520280 7986.153872 290.444703 10.8119469 1982-1999 –> 2000-2012 3.7330251 1.5809971 17441.43505 472.471106 15 22
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1295 2.1756943 5702.381661 189.276226 10.9113825 2000-2012 –> 2010-2019 4.0945774 1.9188831 13270.22894 469.961021 1 2
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1295 2.2746427 5817.572345 182.769913 14.6162237 2000-2012 –> 2010-2019 4.2893789 2.0147362 13563.24130 388.680403 3 5
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1295 2.2751428 5816.141710 147.098159 14.8062732 2000-2012 –> 2010-2019 4.3050788 2.0299360 13587.22895 318.149592 4 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1295 2.2890669 5833.944406 30.705428 14.7759893 2000-2012 –> 2010-2019 4.3185269 2.0294600 13606.17630 64.414403 5 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1295 2.2944879 5840.070930 30.918304 14.7575233 2000-2012 –> 2010-2019 4.3294461 2.0349581 13622.17234 64.731188 6 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1295 2.2633048 5804.630288 195.077429 9.8935855 2000-2012 –> 2010-2019 4.3783943 2.1150895 13727.62439 504.665655 2 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1295 2.4058177 5962.785488 143.397926 13.4500000 2000-2012 –> 2010-2019 4.4597460 2.0539283 13778.73660 335.459895 10 16
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1295 2.4145990 5972.221881 33.107023 15.0641769 2000-2012 –> 2010-2019 4.5802613 2.1656623 13981.41491 69.019038 11 27
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1295 2.3574278 5908.159978 29.764820 13.3151438 2000-2012 –> 2010-2019 4.5950814 2.2376536 14034.64837 62.828857 7 25
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1295 2.5564854 6120.111329 506.541095 19.2528671 2000-2012 –> 2010-2019 4.6420066 2.0855213 13991.74777 1147.176915 15 22
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1835 1.9195084 7614.598130 206.253854 13.2995323 1982-1999 –> 2000-2012 3.6814611 1.7619527 17392.60452 388.838527 2 3
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1835 1.9215574 7618.513628 571.609075 13.2776034 1982-1999 –> 2000-2012 3.6950018 1.7734444 17428.49176 1077.528851 3 6
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1835 1.9192890 7614.178578 615.359487 13.4044322 1982-1999 –> 2000-2012 3.7025980 1.7833090 17451.43690 1163.470034 1 5
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1835 1.9925985 7751.747562 713.199107 12.3914726 1982-1999 –> 2000-2012 3.7651251 1.7725266 17559.17989 1346.709348 5 7
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1835 1.9239555 7621.090863 18.533282 13.6117309 1982-1999 –> 2000-2012 3.8113495 1.8873940 17735.32968 37.853955 4 13
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1835 2.1636386 8053.978654 418.620876 14.2435390 1982-1999 –> 2000-2012 3.9964485 1.8328099 18025.88980 787.225931 12 17
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1835 2.1927128 8102.966411 524.344789 13.8735614 1982-1999 –> 2000-2012 4.0258712 1.8331584 18075.81274 1028.486893 13 19
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1835 2.2854455 8254.983154 536.003785 14.3097847 1982-1999 –> 2000-2012 4.1565971 1.8711517 18328.71594 1014.960032 17 25
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1835 2.2624477 8215.865980 409.602878 14.5675597 1982-1999 –> 2000-2012 4.2196068 1.9571590 18508.61293 773.909908 15 25
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1835 2.3733996 8391.571110 205.087307 11.7021018 1982-1999 –> 2000-2012 4.2228648 1.8494652 18405.97194 386.678694 18 25
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1314 2.1921816 5805.680382 486.844951 14.5409019 2000-2012 –> 2010-2019 4.1137391 1.9215574 13424.19401 1058.454025 1 4
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1314 2.1994895 5814.426495 522.290335 14.4653403 2000-2012 –> 2010-2019 4.1187785 1.9192890 13428.60507 1137.649822 2 3
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1314 2.2106222 5827.694585 196.119544 14.0541224 2000-2012 –> 2010-2019 4.1301306 1.9195084 13442.29272 402.373398 4 6
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1314 2.2108830 5826.004579 18.958262 13.9463391 2000-2012 –> 2010-2019 4.1348385 1.9239555 13447.09544 37.491545 5 9
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1314 2.2048441 5820.816491 433.487337 14.4455150 2000-2012 –> 2010-2019 4.2924056 2.0875615 13743.42862 944.179454 3 9
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1314 2.3009069 5932.891686 611.145189 15.0910880 2000-2012 –> 2010-2019 4.2935054 1.9925985 13684.63925 1324.344296 11 16
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1314 2.2403977 5860.855571 432.926329 15.6932688 2000-2012 –> 2010-2019 4.3687899 2.1283922 13852.55633 943.261173 6 15
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1314 2.2869917 5916.950050 807.968056 15.2185709 2000-2012 –> 2010-2019 4.3806201 2.0936285 13850.21256 1654.121506 7 14
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1314 2.2873510 5915.362947 496.187041 15.2923447 2000-2012 –> 2010-2019 4.3852056 2.0978546 13854.02617 1055.300265 8 16
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1314 2.2885701 5916.763196 196.119527 15.1658297 2000-2012 –> 2010-2019 4.4201318 2.1315617 13913.92512 401.985322 9 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2209 2.4996300 10330.388930 60.659426 17.4656086 1982-1999 –> 2000-2012 4.5969226 2.0972927 22926.13602 120.046235 5 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2209 2.4988341 10328.982063 57.226422 17.4517724 1982-1999 –> 2000-2012 4.5985126 2.0996785 22931.35290 113.723665 3 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2209 2.4983475 10328.121708 59.653767 17.3438364 1982-1999 –> 2000-2012 4.5999985 2.1016509 22935.96290 118.113970 1 4
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2209 2.4996477 10328.420215 18.334814 17.4911581 1982-1999 –> 2000-2012 4.6187766 2.1191289 22982.51197 34.161763 6 10
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2209 2.4988547 10327.018492 17.354957 17.4791945 1982-1999 –> 2000-2012 4.6200827 2.1212279 22986.87808 32.300223 4 9
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2209 2.4983762 10326.172430 17.947591 17.3769267 1982-1999 –> 2000-2012 4.6217615 2.1233852 22991.95407 33.401342 2 8
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2209 2.5028703 10334.112463 56.971157 17.7603585 1982-1999 –> 2000-2012 4.6320299 2.1291595 23015.71571 113.439565 7 14
Atlantic (27.5,27.75] 3 cstar_tref ~ sal + temp + phosphate_star 2209 2.5028704 10332.112616 16.428344 17.7620491 1982-1999 –> 2000-2012 4.6476755 2.1448051 23054.37013 30.613116 8 16
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2209 2.6272164 10550.326614 206.518670 16.2257199 1982-1999 –> 2000-2012 4.8461030 2.2188865 23474.41661 410.567566 10 19
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 2209 2.6286190 10550.684559 16.869287 16.5910004 1982-1999 –> 2000-2012 4.8855329 2.2569139 23571.77481 31.386207 12 22
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1544 2.4174563 7121.508773 71.921456 19.6133832 2000-2012 –> 2010-2019 4.9158038 2.4983475 17449.63048 131.575223 1 2
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1544 2.4193895 7123.977224 67.969498 19.6560320 2000-2012 –> 2010-2019 4.9182236 2.4988341 17452.95929 125.195921 2 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1544 2.4208609 7125.854677 73.287413 19.6994664 2000-2012 –> 2010-2019 4.9204909 2.4996300 17456.24361 133.946840 3 8
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1544 2.4437109 7152.864953 16.779737 20.2891784 2000-2012 –> 2010-2019 4.9420871 2.4983762 17479.03738 34.727328 4 6
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1544 2.4450712 7154.583497 16.199810 20.5173452 2000-2012 –> 2010-2019 4.9439260 2.4988547 17481.60199 33.554767 6 10
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1544 2.4466746 7156.607858 17.123150 20.4928458 2000-2012 –> 2010-2019 4.9463223 2.4996477 17485.02807 35.457965 7 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1544 2.4447085 7154.125334 67.247300 20.6136915 2000-2012 –> 2010-2019 4.9475788 2.5028703 17488.23780 124.218457 5 12
Atlantic (27.5,27.75] 3 cstar_tref ~ sal + temp + phosphate_star 1544 2.4701210 7184.059067 15.383283 21.2288913 2000-2012 –> 2010-2019 4.9729914 2.5028704 17516.17168 31.811627 8 16
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1544 2.5195387 7247.228392 744.511475 18.9066413 2000-2012 –> 2010-2019 5.1402049 2.6206661 17784.52609 1508.207974 9 18
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1544 2.5331853 7265.908757 255.103042 19.8007744 2000-2012 –> 2010-2019 5.1604017 2.6272164 17816.23537 461.621712 10 20
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 703 1.8355016 2862.916430 190.443581 13.3743864 1982-1999 –> 2000-2012 3.5337205 1.6982188 6758.36525 387.530538 1 3
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 703 1.8587958 2880.647536 117.088680 13.7087734 1982-1999 –> 2000-2012 3.5560214 1.6972257 6774.93105 236.633759 7 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 703 1.8550927 2877.843720 83.744234 13.5607331 1982-1999 –> 2000-2012 3.5588758 1.7037831 6779.80868 170.378314 5 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 703 1.8571338 2879.389825 123.310561 13.5714586 1982-1999 –> 2000-2012 3.5616214 1.7044877 6782.17842 248.246668 6 10
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 703 1.8473402 2869.955686 15.619801 12.2539463 1982-1999 –> 2000-2012 3.6030034 1.7556632 6829.67179 29.249849 2 7
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate_star 703 1.8662533 2884.277182 16.568533 12.4508542 1982-1999 –> 2000-2012 3.6312466 1.7649933 6854.55132 31.015596 8 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 703 1.8706135 2887.558220 18.412121 12.5472977 1982-1999 –> 2000-2012 3.6340581 1.7634446 6856.08369 36.240629 10 16
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 703 1.8681718 2885.721773 22.449349 12.4648960 1982-1999 –> 2000-2012 3.6342046 1.7660328 6857.16880 44.132457 9 17
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 703 1.8498391 2873.856297 203.921284 11.4425214 1982-1999 –> 2000-2012 3.6590634 1.8092243 6895.43510 408.254620 3 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 703 1.8512234 2872.908077 15.641935 11.4795660 1982-1999 –> 2000-2012 3.6736941 1.8224707 6907.01832 29.327865 4 15
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 507 1.7215710 2003.646255 193.579716 14.6429804 2000-2012 –> 2010-2019 3.5570727 1.8355016 4866.56268 384.023297 1 2
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 507 1.7313812 2007.408028 15.937658 13.6810285 2000-2012 –> 2010-2019 3.5787214 1.8473402 4877.36371 31.557458 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 507 1.7415941 2015.371737 89.713742 15.0063346 2000-2012 –> 2010-2019 3.5966868 1.8550927 4893.21546 173.457976 3 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 507 1.7435296 2016.498000 126.952659 15.0358545 2000-2012 –> 2010-2019 3.6006634 1.8571338 4895.88782 250.263220 5 11
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 507 1.7432477 2016.334010 121.310270 15.1880752 2000-2012 –> 2010-2019 3.6020434 1.8587958 4896.98155 238.398950 4 11
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 507 1.7585402 2025.190465 204.598894 12.5107269 2000-2012 –> 2010-2019 3.6083793 1.8498391 4899.04676 408.520179 9 12
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 507 1.7588994 2023.397598 15.914430 12.3479566 2000-2012 –> 2010-2019 3.6101228 1.8512234 4896.30567 31.556365 10 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate_star 507 1.7503680 2018.467292 16.802885 14.0676945 2000-2012 –> 2010-2019 3.6166213 1.8662533 4902.74447 33.371418 6 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 507 1.7521793 2019.516046 22.158148 14.1008362 2000-2012 –> 2010-2019 3.6203511 1.8681718 4905.23782 44.607497 7 16
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 507 1.7527435 2019.842511 18.257166 14.1967739 2000-2012 –> 2010-2019 3.6233570 1.8706135 4907.40073 36.669287 8 18
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 775 2.9402525 3885.022698 116.340468 19.8819600 1982-1999 –> 2000-2012 6.2722507 3.3319982 9359.08999 243.065677 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 775 2.9485183 3889.374005 137.663721 20.0048399 1982-1999 –> 2000-2012 6.2988477 3.3503294 9374.86421 298.182071 2 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 775 2.9517536 3891.073864 62.841024 20.0467642 1982-1999 –> 2000-2012 6.3018969 3.3501432 9376.44836 129.927139 4 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 775 2.9526837 3891.562154 127.807862 20.0584960 1982-1999 –> 2000-2012 6.3028959 3.3502122 9376.97950 264.365752 5 9
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 775 2.9700900 3898.672705 80.493216 19.9740961 1982-1999 –> 2000-2012 6.3078356 3.3377457 9374.32824 152.624158 7 9
Atlantic (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 775 2.9493005 3887.785157 461.423409 19.9659904 1982-1999 –> 2000-2012 6.3239953 3.3746948 9386.36200 880.341550 3 12
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 775 2.9616701 3894.272398 81.577024 20.0498168 1982-1999 –> 2000-2012 6.3254993 3.3638292 9386.13489 160.309232 6 14
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 775 2.9747139 3901.083916 38.281632 20.1198836 1982-1999 –> 2000-2012 6.3326606 3.3579467 9389.30236 72.146927 8 15
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 775 2.9785090 3903.060153 87.819932 20.1436514 1982-1999 –> 2000-2012 6.3353920 3.3568829 9390.61892 164.430950 9 15
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 775 3.0400610 3936.764988 143.276955 20.8155569 1982-1999 –> 2000-2012 6.5094344 3.4693733 9494.94885 303.788923 10 20
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 544 2.7209411 2646.868999 107.912980 19.2033849 2000-2012 –> 2010-2019 5.6611936 2.9402525 6531.89170 224.253448 2 3
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 544 2.7202064 2646.575174 136.626959 19.3265819 2000-2012 –> 2010-2019 5.6687247 2.9485183 6535.94918 274.290679 1 3
Atlantic (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 544 2.7259195 2646.857844 428.089430 19.1900609 2000-2012 –> 2010-2019 5.6752200 2.9493005 6534.64300 889.512839 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 544 2.7304552 2650.666656 57.422941 19.3799186 2000-2012 –> 2010-2019 5.6822088 2.9517536 6541.74052 120.263966 4 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 544 2.7333214 2651.808169 117.644472 19.3977921 2000-2012 –> 2010-2019 5.6860051 2.9526837 6543.37032 245.452334 5 10
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 544 2.7635401 2661.770712 79.677487 19.2394983 2000-2012 –> 2010-2019 5.7252102 2.9616701 6556.04311 161.254512 6 12
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 544 2.7974111 2675.024620 70.533187 19.1242520 2000-2012 –> 2010-2019 5.7675011 2.9700900 6573.69733 151.026403 8 15
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 544 2.7944636 2673.877629 34.559776 19.3002553 2000-2012 –> 2010-2019 5.7691775 2.9747139 6574.96154 72.841407 7 15
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 544 2.8037617 2677.491748 76.301464 19.3287785 2000-2012 –> 2010-2019 5.7822707 2.9785090 6580.55190 164.121396 9 18
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 544 2.8048030 2677.895759 22.890443 20.1189743 2000-2012 –> 2010-2019 5.8589853 3.0541823 6619.84394 44.448800 10 22
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 722 2.3630090 3304.694560 922.452743 14.0415309 1982-1999 –> 2000-2012 4.9952883 2.6322792 8622.13891 1693.853006 1 2
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 722 2.3777868 3311.696951 846.607163 14.6576898 1982-1999 –> 2000-2012 5.0127678 2.6349810 8629.42076 1548.032233 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 722 2.3909183 3321.649594 922.331080 14.2724416 1982-1999 –> 2000-2012 5.0604792 2.6695609 8670.34389 1699.509718 3 6
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate 722 2.4415842 3349.929667 872.181862 15.5892937 1982-1999 –> 2000-2012 5.1334926 2.6919083 8715.14740 1597.331269 4 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 722 2.7620771 3530.026631 122.036041 17.3525142 1982-1999 –> 2000-2012 6.2079455 3.4458684 9445.91300 262.850399 5 11
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 722 2.7939520 3544.595280 50.543869 20.5088465 1982-1999 –> 2000-2012 6.3274023 3.5334503 9514.25132 101.529086 6 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 722 2.8333821 3564.831475 66.352324 15.1431249 1982-1999 –> 2000-2012 6.3351384 3.5017564 9514.46696 139.934100 7 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 722 3.4936692 3867.322689 645.920889 28.4254432 1982-1999 –> 2000-2012 6.8016408 3.3079716 9690.46090 1205.176293 19 24
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 722 3.0255277 3657.578756 43.136738 16.7618038 1982-1999 –> 2000-2012 6.8191476 3.7936198 9783.09870 84.630497 8 18
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 722 3.1892764 3737.689854 141.499527 21.2898310 1982-1999 –> 2000-2012 7.2184407 4.0291643 10001.05933 313.683706 9 20
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 533 2.2133099 2371.513827 889.702758 13.6158824 2000-2012 –> 2010-2019 4.5910967 2.3777868 5683.21078 1736.309921 1 2
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate 533 2.2717055 2399.274407 928.928125 14.8196653 2000-2012 –> 2010-2019 4.7132898 2.4415842 5749.20407 1801.109987 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 533 2.5984363 2544.522349 111.463642 13.4823563 2000-2012 –> 2010-2019 5.3605133 2.7620771 6074.54898 233.499683 3 6
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 533 2.6190844 2550.959694 58.450708 13.7905919 2000-2012 –> 2010-2019 5.4524664 2.8333821 6115.79117 124.803032 4 9
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 533 2.6682073 2570.768164 47.034714 16.9999818 2000-2012 –> 2010-2019 5.4621594 2.7939520 6115.36344 97.578582 5 9
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 533 2.8196427 2627.614921 38.764750 15.7715597 2000-2012 –> 2010-2019 5.8451704 3.0255277 6285.19368 81.901488 6 12
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 533 3.0293892 2708.101331 134.253343 16.5223715 2000-2012 –> 2010-2019 6.2186656 3.1892764 6445.79119 275.752870 7 14
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 533 3.0349233 2710.046908 62.662055 16.8132301 2000-2012 –> 2010-2019 6.2286531 3.1937298 6449.75174 130.211593 8 17
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 533 3.0417027 2712.425481 140.675115 17.2091332 2000-2012 –> 2010-2019 6.2405137 3.1988110 6454.42585 289.393715 9 19
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 533 3.0606060 2717.029863 63.895477 19.0855228 2000-2012 –> 2010-2019 6.2540695 3.1934635 6454.61426 133.737964 10 18
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 423 0.1889550 -195.222388 318.728645 1.3893775 1982-1999 –> 2000-2012 0.3235384 0.1345834 -936.80543 545.184795 1 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 423 0.1902552 -189.421223 181.847975 1.4707467 1982-1999 –> 2000-2012 0.3237633 0.1335081 -941.33638 299.427008 3 4
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 423 0.1893065 -195.650291 125.409373 1.4470959 1982-1999 –> 2000-2012 0.3246903 0.1353838 -931.59550 197.302460 2 6
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 423 0.1924994 -181.500306 118.340616 1.6120563 1982-1999 –> 2000-2012 0.3260195 0.1335201 -935.29983 189.656987 5 7
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 423 0.1958837 -164.755944 73.352666 1.5367832 1982-1999 –> 2000-2012 0.3324485 0.1365648 -887.51481 123.880279 10 15
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 423 0.1967662 -160.953357 395.860101 1.5573629 1982-1999 –> 2000-2012 0.3335632 0.1367970 -881.52354 660.721766 14 20
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 423 0.1960285 -166.130904 70.533366 1.5729455 1982-1999 –> 2000-2012 0.3340717 0.1380432 -877.02076 112.113661 12 19
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 423 0.1967983 -162.815239 147.512225 1.5737912 1982-1999 –> 2000-2012 0.3353462 0.1385479 -869.00487 237.717653 15 23
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 423 0.1903638 -190.938452 169.545547 1.3906505 1982-1999 –> 2000-2012 0.3469478 0.1565840 -739.50697 284.782383 4 13
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate 423 0.1927756 -182.287235 66.998711 1.4889475 1982-1999 –> 2000-2012 0.3494738 0.1566982 -731.91664 105.820998 6 16
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 290 0.2487721 30.077833 272.266117 1.2880386 2000-2012 –> 2010-2019 0.4377271 0.1889550 -165.14455 590.994762 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 290 0.2505337 32.170559 263.405419 1.0170892 2000-2012 –> 2010-2019 0.4438859 0.1933522 -145.59012 574.748684 2 10
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 290 0.2575518 48.194278 97.438874 1.5986071 2000-2012 –> 2010-2019 0.4468582 0.1893065 -147.45601 222.848247 3 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 290 0.2616486 59.347625 145.051041 1.4927218 2000-2012 –> 2010-2019 0.4519037 0.1902552 -130.07360 326.899016 5 8
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + nitrate + phosphate_star 290 0.2587272 48.835402 93.550113 1.3640939 2000-2012 –> 2010-2019 0.4523749 0.1936477 -129.63322 213.035471 4 13
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 290 0.2632595 60.907572 144.057214 1.8033611 2000-2012 –> 2010-2019 0.4536232 0.1903638 -130.03088 313.602761 6 10
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 290 0.2666235 70.272141 61.308128 1.5397905 2000-2012 –> 2010-2019 0.4625073 0.1958837 -94.48380 134.660794 7 17
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 290 0.2719531 79.751482 81.962248 1.8188279 2000-2012 –> 2010-2019 0.4644525 0.1924994 -101.74882 200.302864 11 16
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 290 0.2677819 72.786613 339.612928 1.5602527 2000-2012 –> 2010-2019 0.4645481 0.1967662 -88.16674 735.473029 8 22
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 290 0.2687784 72.940789 54.123915 1.9035064 2000-2012 –> 2010-2019 0.4647005 0.1959221 -93.64945 116.756594 9 20
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 591 0.1316736 -705.235460 129.540794 0.7133465 1982-1999 –> 2000-2012 0.2650583 0.1333846 -1682.28056 225.237366 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 591 0.1330499 -692.945317 89.178821 0.7106271 1982-1999 –> 2000-2012 0.2670118 0.1339619 -1662.80424 160.497502 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 591 0.1332173 -691.459206 430.437410 0.7108050 1982-1999 –> 2000-2012 0.2672058 0.1339885 -1660.98706 770.815068 3 6
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 591 0.1448425 -592.566507 382.493185 0.7804594 1982-1999 –> 2000-2012 0.2826916 0.1378491 -1514.82782 691.499748 7 11
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 591 0.1666419 -428.849896 23.887963 1.3924924 1982-1999 –> 2000-2012 0.3057613 0.1391194 -1337.84743 43.573841 11 16
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 591 0.1661167 -432.581244 63.734316 1.0269605 1982-1999 –> 2000-2012 0.3120568 0.1459401 -1261.93398 116.231099 10 16
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 591 0.1423815 -614.822622 35.271187 0.6956670 1982-1999 –> 2000-2012 0.3130666 0.1706852 -1183.55204 62.053072 5 17
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 591 0.1424922 -613.904220 169.671114 0.6975293 1982-1999 –> 2000-2012 0.3130696 0.1705775 -1183.68399 297.019290 6 17
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 591 0.1418126 -619.554954 86.973467 0.6985275 1982-1999 –> 2000-2012 0.3134483 0.1716358 -1179.04269 151.715525 4 17
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 591 0.1642135 -446.201439 30.979544 0.9177192 1982-1999 –> 2000-2012 0.3145983 0.1503848 -1225.63218 57.932919 9 16
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 372 0.1319933 -436.912885 118.419120 0.6568657 2000-2012 –> 2010-2019 0.2636669 0.1316736 -1142.14834 247.959914 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 372 0.1340863 -425.208001 75.513148 0.6679422 2000-2012 –> 2010-2019 0.2671362 0.1330499 -1118.15332 164.691970 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 372 0.1343587 -423.697708 374.246818 0.6683048 2000-2012 –> 2010-2019 0.2675760 0.1332173 -1115.15691 804.684228 3 6
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 372 0.1450873 -366.541909 307.794439 0.7138099 2000-2012 –> 2010-2019 0.2899298 0.1448425 -959.10842 690.287624 4 11
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 372 0.1514785 -336.469491 95.052941 0.7916186 2000-2012 –> 2010-2019 0.2932911 0.1418126 -956.02444 182.026408 5 9
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 372 0.1521106 -333.371278 39.957319 0.7982398 2000-2012 –> 2010-2019 0.2944921 0.1423815 -948.19390 75.228506 6 11
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 372 0.1522525 -332.677667 197.353533 0.7991278 2000-2012 –> 2010-2019 0.2947447 0.1424922 -946.58189 367.024647 7 13
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 372 0.1624190 -284.585986 71.943639 0.8767103 2000-2012 –> 2010-2019 0.3265287 0.1641096 -731.53544 156.120973 8 16
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 372 0.1626429 -283.561060 29.128765 0.8783567 2000-2012 –> 2010-2019 0.3268565 0.1642135 -729.76250 60.108309 9 18
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 372 0.1670372 -263.726401 59.931832 0.9100095 2000-2012 –> 2010-2019 0.3331539 0.1661167 -696.30765 123.666148 10 20
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1277 0.1396441 -1389.984035 465.253879 0.7301156 1982-1999 –> 2000-2012 0.3065912 0.1669471 -2738.80838 785.440318 1 3
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1277 0.1460598 -1275.260220 946.867230 0.7428851 1982-1999 –> 2000-2012 0.3129870 0.1669271 -2624.52459 1843.650927 2 3
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1277 0.1494196 -1217.176892 121.119535 0.8563115 1982-1999 –> 2000-2012 0.3245587 0.1751391 -2390.10087 198.653362 3 6
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 1277 0.1798933 -745.139885 120.262391 1.0421104 1982-1999 –> 2000-2012 0.3652542 0.1853609 -1711.77237 193.542884 14 18
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1277 0.1706702 -877.560335 834.360495 0.9350519 1982-1999 –> 2000-2012 0.3667112 0.1960410 -1636.49024 1623.741610 4 9
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1277 0.1706767 -877.462032 913.838395 0.9346423 1982-1999 –> 2000-2012 0.3667291 0.1960523 -1636.17995 1765.366892 5 11
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1277 0.1709062 -874.031004 836.660987 0.9301610 1982-1999 –> 2000-2012 0.3672450 0.1963389 -1627.38604 1627.417572 6 14
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1277 0.1710315 -874.158883 102.885048 0.9047830 1982-1999 –> 2000-2012 0.3678832 0.1968517 -1619.93561 159.234779 8 18
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1277 0.1737810 -833.426934 325.971892 0.8820071 1982-1999 –> 2000-2012 0.3701554 0.1963743 -1588.11867 515.854220 10 19
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1277 0.1752909 -811.333288 447.119435 0.8911306 1982-1999 –> 2000-2012 0.3715153 0.1962244 -1568.82901 731.600324 11 18
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 882 0.1384733 -970.557564 500.473927 0.6211643 2000-2012 –> 2010-2019 0.2781174 0.1396441 -2360.54160 965.727806 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 882 0.1467738 -867.865897 119.450083 0.8206620 2000-2012 –> 2010-2019 0.2961934 0.1494196 -2085.04279 240.569618 2 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 882 0.1649115 -662.331519 874.590367 0.9912007 2000-2012 –> 2010-2019 0.3355816 0.1706702 -1539.89185 1708.950863 3 6
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 882 0.1649152 -662.291974 997.590042 0.9908412 2000-2012 –> 2010-2019 0.3355919 0.1706767 -1539.75401 1911.428437 4 8
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 882 0.1650728 -660.606440 876.853473 0.9845417 2000-2012 –> 2010-2019 0.3359790 0.1709062 -1534.63744 1713.514460 5 10
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 882 0.1651493 -661.789021 105.034065 0.9656398 2000-2012 –> 2010-2019 0.3361808 0.1710315 -1535.94790 207.919113 6 13
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 882 0.1677784 -633.928939 331.895754 0.9393356 2000-2012 –> 2010-2019 0.3415594 0.1737810 -1467.35587 657.867646 7 16
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 882 0.1729787 -578.083724 713.564442 0.6989756 2000-2012 –> 2010-2019 0.3439204 0.1709417 -1451.58374 1380.631204 9 15
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 882 0.1693291 -617.699716 454.838431 0.9483683 2000-2012 –> 2010-2019 0.3446199 0.1752909 -1429.03300 901.957866 8 18
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 882 0.1751752 -555.825276 369.920757 0.7118804 2000-2012 –> 2010-2019 0.3483372 0.1731620 -1396.36645 696.698440 10 18
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1080 0.1557481 -939.645673 682.530916 1.5877484 1982-1999 –> 2000-2012 0.3291349 0.1733868 -1827.53305 1105.521157 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1080 0.1595753 -885.210142 560.763570 2.3808597 1982-1999 –> 2000-2012 0.3713680 0.2117927 -1230.87341 1125.820615 2 5
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1080 0.1700924 -749.346417 196.678022 2.0816911 1982-1999 –> 2000-2012 0.3818917 0.2117993 -1096.92554 325.525551 3 7
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1080 0.1869568 -543.149048 332.092466 2.3219216 1982-1999 –> 2000-2012 0.3986268 0.2116701 -890.37656 477.374923 4 6
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 1080 0.1877874 -535.573200 72.432407 2.1826595 1982-1999 –> 2000-2012 0.4093735 0.2215860 -761.18890 102.172636 5 10
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 1080 0.1890079 -521.580567 50.774517 2.6312708 1982-1999 –> 2000-2012 0.4471029 0.2580950 -335.40106 83.732430 6 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1080 0.2219259 -174.781862 664.591512 2.4369229 1982-1999 –> 2000-2012 0.4810087 0.2590828 21.71185 1039.928730 12 19
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 1080 0.2092431 -303.891531 43.038778 3.0024251 1982-1999 –> 2000-2012 0.4852201 0.2759770 61.16083 64.249644 7 15
Atlantic (28.2, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1080 0.2120270 -271.342299 642.052030 3.8161184 1982-1999 –> 2000-2012 0.5565922 0.3445652 697.01717 1285.237436 8 17
Atlantic (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1080 0.2137211 -254.153109 631.910098 3.8178995 1982-1999 –> 2000-2012 0.5602115 0.3464904 729.25065 1259.960394 9 21
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 773 0.1621864 -606.509305 575.366281 1.1891316 2000-2012 –> 2010-2019 0.3179345 0.1557481 -1546.15498 1257.897198 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 773 0.1796902 -446.062162 639.739233 2.0795913 2000-2012 –> 2010-2019 0.3392655 0.1595753 -1331.27230 1200.502804 2 4
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 773 0.1854405 -399.363431 204.109453 1.8966673 2000-2012 –> 2010-2019 0.3555329 0.1700924 -1148.70985 400.787476 3 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 773 0.2049161 -242.970147 185.294229 1.9186791 2000-2012 –> 2010-2019 0.3918729 0.1869568 -786.11919 517.386695 4 8
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 773 0.2051528 -243.185425 61.746315 1.9936880 2000-2012 –> 2010-2019 0.3929402 0.1877874 -778.75863 134.178722 5 10
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 773 0.2195244 -138.508327 45.193631 2.7999043 2000-2012 –> 2010-2019 0.4085323 0.1890079 -660.08889 95.968148 7 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 773 0.2052367 -242.553457 506.265634 2.7698281 2000-2012 –> 2010-2019 0.4271626 0.2219259 -417.33532 1170.857146 6 18
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 773 0.2419056 9.584048 40.188199 3.1198725 2000-2012 –> 2010-2019 0.4511487 0.2092431 -294.30748 83.226977 8 15
Atlantic (28.2, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 773 0.2778380 227.690415 765.991771 4.4649916 2000-2012 –> 2010-2019 0.4898650 0.2120270 -43.65188 1408.043801 9 17
Atlantic (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 773 0.2805002 242.433170 666.938762 4.4905888 2000-2012 –> 2010-2019 0.4942212 0.2137211 -11.71994 1298.848860 10 19
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5669 5.8665273 36161.827329 188.498385 38.8345633 1982-1999 –> 2000-2012 11.9909218 6.1243945 87326.01510 377.636609 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5669 5.9367611 36296.759222 27.648119 39.7590127 1982-1999 –> 2000-2012 12.1237910 6.1870299 87622.02121 55.468345 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5669 5.9807505 36380.460427 13.125276 40.4910197 1982-1999 –> 2000-2012 12.2066425 6.2258920 87804.84317 25.629390 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5669 5.9964023 36410.093413 16.330297 39.9426932 1982-1999 –> 2000-2012 12.2421435 6.2457412 87884.86465 32.318485 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5669 6.1124234 36627.370975 193.191968 29.6360114 1982-1999 –> 2000-2012 12.5258135 6.4133901 88521.45007 384.765922 5 10
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 5669 6.1778171 36746.026114 188.022332 28.5346168 1982-1999 –> 2000-2012 12.6405922 6.4627752 88759.53417 376.648159 6 12
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5669 6.1980833 36785.159304 26.381869 18.2498618 1982-1999 –> 2000-2012 12.6910127 6.4929294 88874.35573 52.404175 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5669 6.2495575 36878.930970 6.638354 16.8594243 1982-1999 –> 2000-2012 12.7894994 6.5399419 89082.33266 12.954403 8 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5669 6.2537553 36886.544023 7.601713 16.9065608 1982-1999 –> 2000-2012 12.8014780 6.5477227 89108.76807 15.627724 11 20
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 5669 6.2733789 36920.065865 23.057968 17.2654419 1982-1999 –> 2000-2012 12.8226364 6.5492574 89143.99984 46.800463 12 22
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3878 5.5962328 24375.845618 183.852616 26.3791198 2000-2012 –> 2010-2019 11.4627600 5.8665273 60537.67295 372.351001 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3878 5.6925687 24508.224504 28.245962 28.6161485 2000-2012 –> 2010-2019 11.6293297 5.9367611 60804.98373 55.894081 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3878 5.7406875 24573.509824 15.279265 29.6504694 2000-2012 –> 2010-2019 11.7214381 5.9807505 60953.97025 28.404540 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3878 5.7596063 24599.028133 18.783422 29.1111656 2000-2012 –> 2010-2019 11.7560085 5.9964023 61009.12155 35.113718 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3878 5.9354003 24832.215033 187.119484 16.7360915 2000-2012 –> 2010-2019 12.0478237 6.1124234 61459.58601 380.311451 5 10
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3878 5.9851582 24894.964443 183.591500 17.2735219 2000-2012 –> 2010-2019 12.1629753 6.1778171 61640.99056 371.613832 6 12
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3878 6.0565145 24988.886153 25.292810 17.8692681 2000-2012 –> 2010-2019 12.2545977 6.1980833 61774.04546 51.674679 9 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3878 6.0321664 24957.643049 6.132832 19.7089632 2000-2012 –> 2010-2019 12.2839863 6.2518199 61840.67774 12.263706 7 16
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3878 6.0330647 24956.798033 5.964999 19.6327139 2000-2012 –> 2010-2019 12.2849293 6.2518646 61837.91371 11.794501 8 18
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3878 6.1188809 25068.344491 6.728249 18.2138914 2000-2012 –> 2010-2019 12.3684384 6.2495575 61947.27546 13.366603 11 19
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5797 4.2224573 33165.371124 770.652462 14.4919781 1982-1999 –> 2000-2012 8.4055892 4.1831318 79275.25076 1541.454150 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5797 4.3174138 33423.213609 52.841279 14.6906498 1982-1999 –> 2000-2012 8.5778132 4.2603994 79829.12127 104.769992 2 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5797 4.3687417 33560.236720 47.650141 35.4386070 1982-1999 –> 2000-2012 8.6007110 4.2319693 79857.85171 95.747833 7 9
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5797 4.3217193 33434.769743 57.432966 18.9326069 1982-1999 –> 2000-2012 8.6328515 4.3111323 80032.13966 114.239374 3 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5797 4.3939551 33626.957142 818.111628 35.4860190 1982-1999 –> 2000-2012 8.6725937 4.2786386 80101.95927 1652.419021 8 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5797 4.3536488 33520.112997 12.552199 19.5858459 1982-1999 –> 2000-2012 8.6732183 4.3195696 80149.10610 24.695902 5 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5797 4.3639346 33547.472360 17.261730 19.6801414 1982-1999 –> 2000-2012 8.6910788 4.3271442 80204.80279 34.243280 6 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5797 4.4306490 33723.376496 18.836290 35.6171170 1982-1999 –> 2000-2012 8.7119443 4.2812953 80208.41842 37.856440 11 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5797 4.3506687 33512.174270 384.265678 17.8152554 1982-1999 –> 2000-2012 8.7271966 4.3765279 80353.04561 765.119607 4 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5797 4.4392262 33745.799503 20.413931 35.4982932 1982-1999 –> 2000-2012 8.7327473 4.2935211 80276.96261 41.086102 12 18
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3984 4.2032502 22761.019439 779.994477 12.6611561 2000-2012 –> 2010-2019 8.4257075 4.2224573 55926.39056 1550.646940 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3984 4.2707237 22887.911458 58.068912 13.6036271 2000-2012 –> 2010-2019 8.5924429 4.3217193 56322.68120 115.501877 2 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3984 4.2750457 22895.971214 382.532175 13.5467826 2000-2012 –> 2010-2019 8.6257145 4.3506687 56408.14548 766.797853 3 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3984 4.3184930 22976.541159 53.282705 12.7058396 2000-2012 –> 2010-2019 8.6359068 4.3174138 56399.75477 106.123984 4 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3984 4.3205906 22980.410518 12.820944 14.7701782 2000-2012 –> 2010-2019 8.6742393 4.3536488 56500.52352 25.373143 5 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3984 4.3231940 22985.210276 47.221329 26.8951410 2000-2012 –> 2010-2019 8.6919357 4.3687417 56545.44700 94.871470 6 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3984 4.3323500 23002.067650 17.575569 15.2041723 2000-2012 –> 2010-2019 8.6962846 4.3639346 56549.54001 34.837299 8 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3984 4.3281077 22994.261421 819.475281 27.0010825 2000-2012 –> 2010-2019 8.7220628 4.3939551 56621.21856 1637.586908 7 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3984 4.4145288 23151.794191 18.235489 12.5638284 2000-2012 –> 2010-2019 8.8156138 4.4010850 56797.54927 35.901395 11 20
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3984 4.4001707 23125.836358 19.146893 27.0401475 2000-2012 –> 2010-2019 8.8308197 4.4306490 56849.21285 37.983183 9 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4725 3.1766877 24345.648265 124.289644 21.0921956 1982-1999 –> 2000-2012 6.0200111 2.8433233 56518.62885 239.457133 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4725 3.2377834 24525.669684 49.684166 21.7047381 1982-1999 –> 2000-2012 6.1683591 2.9305757 57093.15136 98.609464 2 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4725 3.2464510 24550.933762 54.915262 21.6956820 1982-1999 –> 2000-2012 6.1949945 2.9485435 57198.19499 109.224907 3 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4725 3.2816522 24652.848461 814.260601 19.9669541 1982-1999 –> 2000-2012 6.3160342 3.0343820 57674.65570 1546.532133 4 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4725 3.3121073 24740.143926 132.083234 20.9975291 1982-1999 –> 2000-2012 6.4133670 3.1012597 58046.49262 251.806951 5 10
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4725 3.3851779 24944.360210 813.199512 20.6476879 1982-1999 –> 2000-2012 6.5319750 3.1467971 58438.96482 1544.779198 6 12
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4725 3.3931736 24966.654452 123.874294 21.9672289 1982-1999 –> 2000-2012 6.5920769 3.1989033 58675.61053 238.374808 7 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4725 3.3974365 24980.519301 25.094801 29.4943834 1982-1999 –> 2000-2012 6.6250103 3.2275738 58807.93415 48.294962 8 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4725 3.4092472 25013.313867 38.192622 30.9543584 1982-1999 –> 2000-2012 6.6614345 3.2521873 58939.88588 73.730653 9 18
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4725 3.4659651 25167.235239 22.928327 31.6923195 1982-1999 –> 2000-2012 6.7859298 3.3199647 59361.02263 44.472074 10 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3172 3.3658665 16715.366486 139.139089 21.9539990 2000-2012 –> 2010-2019 6.5425543 3.1766877 41061.01475 263.428733 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3172 3.4205052 16817.522775 49.306830 22.5406299 2000-2012 –> 2010-2019 6.6582886 3.2377834 41343.19246 98.990996 2 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3172 3.4262005 16828.076980 54.465706 22.5198505 2000-2012 –> 2010-2019 6.6726514 3.2464510 41379.01074 109.380969 3 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3172 3.4404009 16854.316329 936.939326 20.4696654 2000-2012 –> 2010-2019 6.7220531 3.2816522 41507.16479 1751.199927 4 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3172 3.4582653 16887.172533 150.238768 21.8332802 2000-2012 –> 2010-2019 6.7703726 3.3121073 41627.31646 282.322002 5 10
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3172 3.5252893 17008.948144 27.615678 22.3950104 2000-2012 –> 2010-2019 6.9227258 3.3974365 41989.46745 52.710479 6 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3172 3.5501047 17051.448801 936.856063 21.6704199 2000-2012 –> 2010-2019 6.9352826 3.3851779 41995.80901 1750.055575 9 15
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3172 3.5487729 17049.068308 139.009799 22.9529452 2000-2012 –> 2010-2019 6.9419464 3.3931736 42015.72276 262.884093 8 15
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3172 3.5328619 17022.561058 41.715597 22.3828272 2000-2012 –> 2010-2019 6.9421091 3.4092472 42035.87493 79.908220 7 16
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3172 3.6047312 17148.322295 25.020242 23.5323350 2000-2012 –> 2010-2019 7.0706963 3.4659651 42315.55753 47.948569 11 21
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4925 3.0151586 24861.521112 123.323922 15.5830665 1982-1999 –> 2000-2012 5.6635049 2.6483462 56815.60213 231.855964 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4925 3.0836085 25082.634465 966.893589 19.4226028 1982-1999 –> 2000-2012 5.7876992 2.7040907 57314.75875 1824.858324 2 4
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4925 3.1622466 25330.679266 55.974513 16.6506751 1982-1999 –> 2000-2012 5.9587931 2.7965465 58011.55751 106.789334 5 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4925 3.1423756 25268.588282 663.387273 18.4236227 1982-1999 –> 2000-2012 5.9611848 2.8188093 58055.30657 1249.354320 3 8
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4925 3.1463807 25279.134679 614.725027 17.7265118 1982-1999 –> 2000-2012 5.9771055 2.8307248 58120.15810 1158.118048 4 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4925 3.1772271 25377.231624 66.396754 16.6109575 1982-1999 –> 2000-2012 5.9950486 2.8178215 58159.27142 126.317764 6 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4925 3.2070404 25469.227425 123.073750 18.5014441 1982-1999 –> 2000-2012 6.1121179 2.9050775 58658.32784 233.617808 7 14
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4925 3.2255808 25524.007990 122.667023 18.2635262 1982-1999 –> 2000-2012 6.1665607 2.9409799 58875.05854 231.060502 8 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4925 3.3202570 25810.960017 30.213417 14.2520539 1982-1999 –> 2000-2012 6.4136526 3.0933957 59838.43968 59.509820 9 18
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4925 3.3268118 25828.386538 28.080139 14.1085117 1982-1999 –> 2000-2012 6.4335462 3.1067344 59911.29904 55.859922 10 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3365 3.2811711 17560.044999 126.493523 12.8894176 2000-2012 –> 2010-2019 6.2963297 3.0151586 42421.56611 249.817445 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3365 3.2913089 17580.806523 973.843600 19.8483101 2000-2012 –> 2010-2019 6.3749174 3.0836085 42663.44099 1940.737190 2 4
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3365 3.3130841 17625.185468 673.609976 19.7977777 2000-2012 –> 2010-2019 6.4554597 3.1423756 42893.77375 1336.997249 3 6
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3365 3.3208678 17638.978306 633.830984 18.8536647 2000-2012 –> 2010-2019 6.4672485 3.1463807 42918.11299 1248.556010 4 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3365 3.3925406 17784.683497 126.111269 14.7476509 2000-2012 –> 2010-2019 6.5995810 3.2070404 43253.91092 249.185019 5 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3365 3.4536658 17904.862049 55.351805 12.5446983 2000-2012 –> 2010-2019 6.6159123 3.1622466 43235.54132 111.326317 7 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3365 3.4139764 17825.073279 126.068524 14.2706350 2000-2012 –> 2010-2019 6.6395572 3.2255808 43349.08127 248.735547 6 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3365 3.4624865 17922.028588 65.798518 12.3981538 2000-2012 –> 2010-2019 6.6397136 3.1772271 43299.26021 132.195272 8 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3365 3.5022149 17998.808611 30.218168 12.3758139 2000-2012 –> 2010-2019 6.8224718 3.3202570 43809.76863 60.431585 9 18
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3365 3.5030918 17998.493645 28.147584 12.5903641 2000-2012 –> 2010-2019 6.8299036 3.3268118 43826.88018 56.227723 10 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4536 2.0943978 19593.232131 95.426131 12.4415268 1982-1999 –> 2000-2012 3.6796938 1.5852960 42678.78892 181.467358 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4536 2.1507938 19834.283644 51.500233 13.1526624 1982-1999 –> 2000-2012 3.8129614 1.6621675 43501.03072 99.970890 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4536 2.1643413 19891.247132 59.759021 13.2152966 1982-1999 –> 2000-2012 3.8455792 1.6812380 43698.01500 115.433123 3 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4536 2.2956460 20425.572099 534.643860 13.1354159 1982-1999 –> 2000-2012 4.1446896 1.8490436 45400.06496 1042.990096 5 9
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4536 2.2912551 20408.203105 96.102551 10.7242611 1982-1999 –> 2000-2012 4.1644476 1.8731925 45541.95951 186.443404 4 9
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4536 2.3144790 20497.693006 86.142348 11.1765345 1982-1999 –> 2000-2012 4.1989458 1.8844668 45703.10248 164.138945 6 12
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4536 2.3588512 20669.971546 439.917990 14.7699827 1982-1999 –> 2000-2012 4.2498348 1.8909835 45917.75267 840.476317 7 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4536 2.3813446 20758.069742 21.645742 11.5145716 1982-1999 –> 2000-2012 4.3543612 1.9730167 46529.08582 42.263019 8 16
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4536 2.3888372 20784.568827 18.844630 11.7797432 1982-1999 –> 2000-2012 4.3633850 1.9745478 46563.10618 35.383944 9 18
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4536 2.3934764 20804.169881 38.762547 11.5428492 1982-1999 –> 2000-2012 4.3832594 1.9897830 46679.04744 73.307082 10 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3245 2.2776102 14565.003644 97.528128 14.0070007 2000-2012 –> 2010-2019 4.3720080 2.0943978 34158.23577 192.954260 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3245 2.3282486 14707.715821 52.363829 14.8397838 2000-2012 –> 2010-2019 4.4790424 2.1507938 34541.99946 103.864062 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3245 2.3394453 14738.851990 60.923447 14.9062049 2000-2012 –> 2010-2019 4.5037866 2.1643413 34630.09912 120.682468 3 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3245 2.4716952 15095.739515 100.123362 12.0110493 2000-2012 –> 2010-2019 4.7629502 2.2912551 35503.94262 196.225912 4 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3245 2.4745988 15103.359048 584.365005 15.6836682 2000-2012 –> 2010-2019 4.7702448 2.2956460 35528.93115 1119.008865 5 10
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3245 2.5063096 15183.997123 88.645312 12.6079309 2000-2012 –> 2010-2019 4.8207886 2.3144790 35681.69013 174.787660 6 12
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3245 2.5502525 15296.799603 461.203137 17.9667601 2000-2012 –> 2010-2019 4.9091037 2.3588512 35966.77115 901.121127 7 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3245 2.5621745 15329.068654 23.159810 12.8841181 2000-2012 –> 2010-2019 4.9435191 2.3813446 36087.13840 44.805552 8 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3245 2.5716054 15352.913306 41.105331 12.8986595 2000-2012 –> 2010-2019 4.9650818 2.3934764 36157.08319 79.867879 9 19
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3245 2.5788775 15369.240026 19.495183 13.3124953 2000-2012 –> 2010-2019 4.9677147 2.3888372 36153.80885 38.339813 10 19
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3703 1.8648857 15138.076198 131.609809 14.3553789 1982-1999 –> 2000-2012 3.3766182 1.5117325 33602.27857 250.424713 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3703 1.9106873 15317.770013 33.423265 14.1253020 1982-1999 –> 2000-2012 3.4588001 1.5481128 34021.44005 65.951861 2 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3703 1.9186213 15348.459124 37.529066 14.0990338 1982-1999 –> 2000-2012 3.4738795 1.5552582 34098.50093 73.758112 3 6
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3703 1.9480084 15459.035309 860.953620 14.9113675 1982-1999 –> 2000-2012 3.5723208 1.6243124 34644.54799 1647.705614 4 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3703 1.9690669 15540.666384 206.853053 14.7204517 1982-1999 –> 2000-2012 3.5993480 1.6302811 34765.11449 390.018377 5 10
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3703 1.9694289 15540.027945 105.845323 14.4971715 1982-1999 –> 2000-2012 3.6004447 1.6310158 34767.01333 200.104207 6 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3703 1.9989425 15652.189769 35.424453 14.4416409 1982-1999 –> 2000-2012 3.6470756 1.6481331 34986.30774 68.878238 7 14
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3703 1.9991760 15651.054787 13.655524 14.2596366 1982-1999 –> 2000-2012 3.6485414 1.6493654 34990.69948 26.418138 8 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3703 2.0040187 15670.973108 49.435162 14.4535349 1982-1999 –> 2000-2012 3.6561661 1.6521474 35029.58871 93.999201 9 18
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3703 2.0043578 15670.226320 20.347582 14.2325853 1982-1999 –> 2000-2012 3.6576521 1.6532943 35033.82944 38.449593 10 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2641 1.9950430 11156.929081 138.905973 11.7196778 2000-2012 –> 2010-2019 3.8599287 1.8648857 26295.00528 270.515782 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2641 2.0433356 11283.263799 35.258490 12.1131038 2000-2012 –> 2010-2019 3.9540229 1.9106873 26601.03381 68.681755 2 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2641 2.0510343 11303.127355 39.624141 12.1722268 2000-2012 –> 2010-2019 3.9696556 1.9186213 26651.58648 77.153207 3 6
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2641 2.0566001 11315.441526 903.665920 11.6642361 2000-2012 –> 2010-2019 4.0046085 1.9480084 26774.47684 1764.619540 4 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2641 2.0692101 11349.729024 216.418957 12.4573677 2000-2012 –> 2010-2019 4.0382769 1.9690669 26890.39541 423.272010 5 10
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2641 2.0831025 11383.073248 109.831299 11.8170807 2000-2012 –> 2010-2019 4.0525314 1.9694289 26923.10119 215.676622 6 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2641 2.1030008 11435.288624 36.495956 12.1962220 2000-2012 –> 2010-2019 4.1019432 1.9989425 27087.47839 71.920409 7 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2641 2.1074124 11446.357622 53.839665 12.2178730 2000-2012 –> 2010-2019 4.1114311 2.0040187 27117.33073 103.274828 8 17
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2641 2.1162103 11466.362468 14.005963 12.1802834 2000-2012 –> 2010-2019 4.1153862 1.9991760 27117.41726 27.661486 9 17
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2641 2.1214618 11479.453945 21.927284 12.2316772 2000-2012 –> 2010-2019 4.1258196 2.0043578 27149.68027 42.274866 10 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3478 1.4111044 12279.592597 446.700519 10.9486795 1982-1999 –> 2000-2012 2.6279292 1.2168248 28403.43188 862.491929 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3478 1.4197543 12322.101792 193.737950 11.1367401 1982-1999 –> 2000-2012 2.6448748 1.2251205 28513.70796 373.188672 2 4
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3478 1.4209675 12326.043267 181.494332 11.1792436 1982-1999 –> 2000-2012 2.6476928 1.2267254 28528.70637 351.665241 3 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3478 1.4338205 12390.679114 55.573503 11.0554902 1982-1999 –> 2000-2012 2.6673070 1.2334865 28650.16341 108.899124 4 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3478 1.4381940 12411.864326 72.336848 11.0661450 1982-1999 –> 2000-2012 2.6755417 1.2373478 28702.52195 140.648797 5 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3478 1.4391736 12416.600765 19.689878 11.2058671 1982-1999 –> 2000-2012 2.6824660 1.2432924 28755.06245 38.694968 6 12
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3478 1.4438294 12437.067535 14.619367 11.2939787 1982-1999 –> 2000-2012 2.6871511 1.2433217 28773.76406 29.068416 8 15
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3478 1.4433179 12436.603013 22.498677 11.2192751 1982-1999 –> 2000-2012 2.6910300 1.2477121 28810.45723 44.349640 7 15
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3478 1.4489574 12461.729080 19.641463 11.3174030 1982-1999 –> 2000-2012 2.6966752 1.2477178 28833.62932 38.314170 9 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3478 1.5263397 12825.637605 9.146401 10.0164071 1982-1999 –> 2000-2012 2.9303922 1.4040525 30376.93426 20.006021 10 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2357 1.6191400 8974.529872 476.580050 13.6746508 2000-2012 –> 2010-2019 3.0302444 1.4111044 21254.12247 923.280569 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2357 1.6211362 8980.338275 202.536773 13.8976306 2000-2012 –> 2010-2019 3.0408905 1.4197543 21302.44007 396.274723 2 4
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2357 1.6258040 8991.891724 189.871578 13.9734591 2000-2012 –> 2010-2019 3.0467714 1.4209675 21317.93499 371.365910 3 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2357 1.6418746 9040.259530 60.171342 13.7727559 2000-2012 –> 2010-2019 3.0756950 1.4338205 21430.93864 115.744845 5 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2357 1.6390988 9032.283329 20.300649 13.9677460 2000-2012 –> 2010-2019 3.0782724 1.4391736 21448.88409 39.990527 4 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2357 1.6460440 9052.215272 78.639193 13.7758777 2000-2012 –> 2010-2019 3.0842380 1.4381940 21464.07960 150.976041 7 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2357 1.6427402 9042.744168 23.214590 13.9807850 2000-2012 –> 2010-2019 3.0860581 1.4433179 21479.34718 45.713268 6 13
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2357 1.6487782 9058.039131 15.033856 14.0828729 2000-2012 –> 2010-2019 3.0926076 1.4438294 21495.10667 29.653224 8 16
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2357 1.6536216 9071.866290 20.688017 14.1042731 2000-2012 –> 2010-2019 3.1025789 1.4489574 21533.59537 40.329480 9 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2357 1.7074828 9224.961764 9.549226 12.3049525 2000-2012 –> 2010-2019 3.2338225 1.5263397 22050.59937 18.695627 10 20
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1269 0.6183438 2395.222267 249.542087 4.2576264 1982-1999 –> 2000-2012 1.1476460 0.5293022 5137.86359 498.691162 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1269 0.6213848 2407.673373 30.800469 4.2778688 1982-1999 –> 2000-2012 1.1525470 0.5311622 5162.54359 63.642382 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1269 0.6223067 2411.436404 36.026777 4.2822608 1982-1999 –> 2000-2012 1.1540943 0.5317875 5170.40790 74.281042 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1269 0.6299046 2442.235720 492.889398 3.8472684 1982-1999 –> 2000-2012 1.1744384 0.5445338 5283.77640 955.557703 4 8
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1269 0.6348565 2460.109686 230.615307 4.1953331 1982-1999 –> 2000-2012 1.1858164 0.5509600 5340.54874 466.653238 5 11
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1269 0.6354291 2464.397791 68.307753 3.8454682 1982-1999 –> 2000-2012 1.1858186 0.5503895 5343.22531 131.593768 6 11
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1269 0.6371887 2471.416162 80.508150 3.8521600 1982-1999 –> 2000-2012 1.1893836 0.5521950 5361.66043 154.355014 7 14
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1269 0.6407466 2483.548185 30.699554 4.2445870 1982-1999 –> 2000-2012 1.1970268 0.5562802 5397.48783 63.403140 8 16
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1269 0.6425377 2490.632817 35.829572 4.2550744 1982-1999 –> 2000-2012 1.2005352 0.5579976 5415.31778 73.906647 9 18
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1269 0.7585435 2913.876795 455.570732 5.4711153 1982-1999 –> 2000-2012 1.4120130 0.6534695 6391.14490 880.951213 10 20
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 870 0.6764961 1802.911230 264.749626 3.8646128 2000-2012 –> 2010-2019 1.2948399 0.6183438 4198.13350 514.291713 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 870 0.6780860 1806.995872 31.592788 3.8949058 2000-2012 –> 2010-2019 1.2994708 0.6213848 4214.66925 62.393256 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 870 0.6786062 1808.330119 37.100433 3.9024717 2000-2012 –> 2010-2019 1.3009129 0.6223067 4219.76652 73.127210 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 870 0.6850714 1824.828903 472.580708 3.4409646 2000-2012 –> 2010-2019 1.3149760 0.6299046 4267.06462 965.470106 4 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 870 0.6899077 1837.069446 63.946227 3.4776857 2000-2012 –> 2010-2019 1.3253368 0.6354291 4301.46724 132.253980 5 11
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 870 0.6915514 1841.210065 75.343092 3.4901223 2000-2012 –> 2010-2019 1.3287401 0.6371887 4312.62623 155.851243 6 13
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 870 0.7008510 1862.452772 261.119326 4.0689042 2000-2012 –> 2010-2019 1.3357075 0.6348565 4322.56246 491.734633 7 12
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 870 0.7068477 1877.277351 31.592740 4.1161227 2000-2012 –> 2010-2019 1.3475943 0.6407466 4360.82554 62.292294 8 16
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 870 0.7087126 1881.862074 37.100174 4.1259208 2000-2012 –> 2010-2019 1.3512503 0.6425377 4372.49489 72.929746 9 18
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 870 0.8541489 2208.642519 445.383828 4.2097236 2000-2012 –> 2010-2019 1.6126924 0.7585435 5122.51931 900.954560 10 20
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2094 0.6051468 3852.948150 470.466789 3.5224084 1982-1999 –> 2000-2012 1.1326595 0.5275127 8228.22554 928.028423 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2094 0.6092400 3881.180433 31.314985 3.6201007 1982-1999 –> 2000-2012 1.1402179 0.5309779 8293.09755 62.902077 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2094 0.6101231 3887.246950 37.340210 3.6406776 1982-1999 –> 2000-2012 1.1418887 0.5317655 8307.45847 75.064348 3 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2094 0.6340457 4048.318634 351.327148 3.0653380 1982-1999 –> 2000-2012 1.2074707 0.5734249 8890.60482 678.257362 4 11
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2094 0.6374888 4070.998904 64.444996 3.1191161 1982-1999 –> 2000-2012 1.2140350 0.5765463 8943.66335 137.369772 5 14
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2094 0.6385867 4078.205447 66.634573 3.1570764 1982-1999 –> 2000-2012 1.2161751 0.5775885 8960.97645 140.267326 6 16
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2094 0.6598588 4215.439822 468.610670 3.9358284 1982-1999 –> 2000-2012 1.2165286 0.5566698 8891.77841 914.243422 10 14
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 2094 0.6411994 4093.305613 308.446312 3.5693666 1982-1999 –> 2000-2012 1.2199649 0.5787655 8985.46866 587.267244 7 19
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2094 0.6447120 4116.185266 11.504991 3.6773984 1982-1999 –> 2000-2012 1.2266260 0.5819140 9038.70839 21.524891 8 22
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2094 0.6456490 4122.267574 13.515565 3.7051884 1982-1999 –> 2000-2012 1.2284613 0.5828123 9053.42296 25.172759 9 24
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1410 0.6447348 2777.662933 536.716914 4.1959338 2000-2012 –> 2010-2019 1.2498816 0.6051468 6630.61108 1007.183703 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1410 0.6492722 2797.439441 35.417350 4.2907632 2000-2012 –> 2010-2019 1.2585122 0.6092400 6678.61987 66.732335 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1410 0.6502204 2801.554792 42.525565 4.3099295 2000-2012 –> 2010-2019 1.2603435 0.6101231 6688.80174 79.865775 3 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1410 0.6503311 2802.034899 366.877326 3.5032511 2000-2012 –> 2010-2019 1.2843768 0.6340457 6850.35353 718.204474 4 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1410 0.6549500 2821.992841 73.736938 3.5244485 2000-2012 –> 2010-2019 1.2924387 0.6374888 6892.99175 138.181934 5 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1410 0.6563930 2828.199055 74.862499 3.5657205 2000-2012 –> 2010-2019 1.2949796 0.6385867 6906.40450 141.497071 6 12
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1410 0.6623922 2851.855872 316.130779 4.3162215 2000-2012 –> 2010-2019 1.3035916 0.6411994 6945.16148 624.577091 7 14
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1410 0.6670943 2871.803253 13.009450 4.4207006 2000-2012 –> 2010-2019 1.3118063 0.6447120 6987.98852 24.514442 8 16
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1410 0.6682388 2876.637508 15.243438 4.4459294 2000-2012 –> 2010-2019 1.3138878 0.6456490 6998.90508 28.759003 9 18
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1410 0.7144578 3067.234327 531.212539 4.4467864 2000-2012 –> 2010-2019 1.3743166 0.6598588 7282.67415 999.823209 10 20
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1261 0.6001696 2304.973696 502.601512 3.3141995 1982-1999 –> 2000-2012 1.1666914 0.5665217 5488.67708 982.808158 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1261 0.6012837 2309.650914 35.516380 3.3666754 1982-1999 –> 2000-2012 1.1683245 0.5670407 5496.76613 71.858588 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1261 0.6015461 2310.751328 41.817177 3.3790608 1982-1999 –> 2000-2012 1.1687197 0.5671735 5498.73904 84.651031 3 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1261 0.6345828 2445.588773 32.923740 5.5500300 1982-1999 –> 2000-2012 1.2022025 0.5676197 5636.50673 67.882738 4 8
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate 1261 0.6412187 2469.824904 351.086812 3.4832097 1982-1999 –> 2000-2012 1.2992272 0.6580085 6209.31934 651.241943 5 16
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1261 0.7111283 2732.806969 335.473824 4.9408518 1982-1999 –> 2000-2012 1.3164733 0.6053450 6163.48145 817.415994 14 20
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1261 0.7119775 2735.816980 390.783212 5.0625083 1982-1999 –> 2000-2012 1.3169167 0.6049392 6163.99233 946.163019 15 20
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1261 0.7150090 2744.532478 31.271412 5.8999299 1982-1999 –> 2000-2012 1.3215750 0.6065660 6180.71450 61.894156 16 23
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 1261 0.7107318 2729.400404 500.790684 3.5859869 1982-1999 –> 2000-2012 1.3440214 0.6332897 6326.22675 967.457786 13 21
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1261 0.6859151 2641.765559 318.981816 2.6904950 1982-1999 –> 2000-2012 1.3497246 0.6638095 6415.96433 810.225945 6 19
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 888 0.5656023 1521.956101 482.131976 3.3655747 2000-2012 –> 2010-2019 1.1657719 0.6001696 3826.92980 984.733488 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 888 0.5664220 1524.528080 36.093530 3.4201689 2000-2012 –> 2010-2019 1.1677057 0.6012837 3834.17899 71.609910 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 888 0.5666168 1525.138851 42.116508 3.4330444 2000-2012 –> 2010-2019 1.1681629 0.6015461 3835.89018 83.933686 3 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 888 0.5890247 1594.020842 33.685439 5.7873292 2000-2012 –> 2010-2019 1.2236075 0.6345828 4039.60961 66.609179 4 8
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate 888 0.6174212 1675.640887 331.756395 3.7009806 2000-2012 –> 2010-2019 1.2586399 0.6412187 4145.46579 682.843208 5 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 888 0.6483456 1764.438354 393.077895 3.1945714 2000-2012 –> 2010-2019 1.3342608 0.6859151 4406.20391 712.059710 7 13
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 888 0.6483317 1764.400210 394.665111 3.1934598 2000-2012 –> 2010-2019 1.3343083 0.6859766 4406.39180 714.937043 6 13
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 888 0.6654984 1808.813717 375.250894 3.2550289 2000-2012 –> 2010-2019 1.3732508 0.7077524 4527.61979 773.062823 8 17
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 888 0.6658455 1809.739788 6.061234 3.3169569 2000-2012 –> 2010-2019 1.3741734 0.7083279 4530.59577 12.164177 9 19
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 888 0.6659705 1810.073325 6.303499 3.3381401 2000-2012 –> 2010-2019 1.3745041 0.7085336 4531.66138 13.166623 10 21
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1049 0.4121298 1131.230111 28.836862 2.0976829 1982-1999 –> 2000-2012 0.8551397 0.4430099 3047.85347 59.677136 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1049 0.4322621 1231.291781 441.027635 2.2517917 1982-1999 –> 2000-2012 0.8865738 0.4543117 3227.16727 876.505867 3 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1049 0.4323504 1231.720321 33.344515 2.2495346 1982-1999 –> 2000-2012 0.8868475 0.4544972 3228.87982 69.633443 5 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1049 0.4323676 1231.803855 40.158648 2.2492276 1982-1999 –> 2000-2012 0.8869014 0.4545338 3229.21665 83.651903 6 10
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate 1049 0.4322647 1229.304316 432.047781 2.2459057 1982-1999 –> 2000-2012 0.8881260 0.4558613 3233.89241 854.406418 4 9
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1049 0.4298102 1217.357447 21.661545 2.3964769 1982-1999 –> 2000-2012 0.9017295 0.4719194 3330.85837 45.411878 2 8
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1049 0.4474821 1301.892032 24.710692 2.6384286 1982-1999 –> 2000-2012 0.9312715 0.4837894 3493.54452 51.806245 7 14
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1049 0.4523831 1324.745190 28.027568 2.7162951 1982-1999 –> 2000-2012 0.9428494 0.4904663 3559.51961 58.385843 8 16
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1049 0.4906795 1495.232482 25.005233 2.6056388 1982-1999 –> 2000-2012 1.0034010 0.5127215 3869.61434 52.456438 9 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 1049 0.5200295 1617.114257 440.099266 2.9271745 1982-1999 –> 2000-2012 1.0543684 0.5343389 4121.41797 874.527061 10 20
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 726 0.4298002 848.179282 37.839799 2.2718802 2000-2012 –> 2010-2019 0.8419299 0.4121298 1979.40939 66.676662 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 726 0.4393115 879.961145 447.233863 2.5536380 2000-2012 –> 2010-2019 0.8715736 0.4322621 2111.25292 888.261497 2 5
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate 726 0.4393766 878.176193 429.571594 2.5695169 2000-2012 –> 2010-2019 0.8716412 0.4322647 2107.48051 861.619374 3 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 726 0.4396504 881.080855 42.150857 2.5485872 2000-2012 –> 2010-2019 0.8720008 0.4323504 2112.80118 75.495372 4 9
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 726 0.4397097 881.276532 51.006256 2.5475879 2000-2012 –> 2010-2019 0.8720773 0.4323676 2113.08039 91.164904 5 11
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 726 0.4487501 908.827043 26.764053 2.1575941 2000-2012 –> 2010-2019 0.8785603 0.4298102 2126.18449 48.425598 6 8
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 726 0.4570380 935.398942 29.535931 2.3871124 2000-2012 –> 2010-2019 0.9045201 0.4474821 2237.29097 54.246623 7 14
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 726 0.4621371 951.509243 33.219997 2.3717041 2000-2012 –> 2010-2019 0.9145203 0.4523831 2276.25443 61.247565 8 16
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 726 0.5194273 1121.197453 31.046462 3.0709325 2000-2012 –> 2010-2019 1.0101068 0.4906795 2616.42993 56.051696 9 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 726 0.5431103 1185.935672 447.233362 3.5468144 2000-2012 –> 2010-2019 1.0631398 0.5200295 2803.04993 887.332627 10 20
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2869 0.5780103 5010.506631 25.812914 3.3546619 1982-1999 –> 2000-2012 1.1604102 0.5823999 12246.22241 50.733961 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2869 0.5947515 5174.338332 37.279563 3.6738999 1982-1999 –> 2000-2012 1.1977494 0.6029979 12695.82113 74.269869 2 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2869 0.5947698 5174.514622 30.055352 3.6740976 1982-1999 –> 2000-2012 1.1977905 0.6030206 12696.30801 59.741259 3 7
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2869 0.5949037 5175.806529 330.203336 3.6733777 1982-1999 –> 2000-2012 1.1980687 0.6031650 12699.56768 644.773174 4 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2869 0.6053721 5275.898824 488.837217 3.4498773 1982-1999 –> 2000-2012 1.2071025 0.6017304 12780.08135 931.710593 6 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2869 0.6098556 5318.238882 414.804339 3.4570502 1982-1999 –> 2000-2012 1.2157746 0.6059189 12879.45500 833.356208 7 13
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2869 0.6014954 5239.035039 475.554389 2.9565355 1982-1999 –> 2000-2012 1.2161228 0.6146274 12917.57925 913.910201 5 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2869 0.6105560 5324.824506 335.873806 3.4816640 1982-1999 –> 2000-2012 1.2170901 0.6065341 12894.38404 673.580150 8 15
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2869 0.6172282 5385.189439 10.932837 3.8840116 1982-1999 –> 2000-2012 1.2302370 0.6130089 13040.05365 21.484506 9 17
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2869 0.6466161 5652.087224 432.135154 2.4988488 1982-1999 –> 2000-2012 1.2950413 0.6484252 13768.75795 817.432151 10 21
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1945 0.6206377 3678.110853 24.033806 3.3525068 2000-2012 –> 2010-2019 1.1986480 0.5780103 8688.61748 49.846720 2 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1945 0.6203862 3676.533743 502.525832 3.1198114 2000-2012 –> 2010-2019 1.2218816 0.6014954 8915.56878 978.080221 1 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1945 0.6329575 3754.571470 508.447334 3.1295675 2000-2012 –> 2010-2019 1.2383296 0.6053721 9030.47029 997.284551 3 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1945 0.6458349 3832.918486 36.025370 3.8505021 2000-2012 –> 2010-2019 1.2405864 0.5947515 9007.25682 73.304933 6 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1945 0.6458681 3833.118763 29.214786 3.8512014 2000-2012 –> 2010-2019 1.2406379 0.5947698 9007.63339 59.270138 7 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1945 0.6460900 3834.454998 349.788383 3.8517647 2000-2012 –> 2010-2019 1.2409938 0.5949037 9010.26153 679.991720 8 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1945 0.6368731 3778.561776 418.274180 3.1365177 2000-2012 –> 2010-2019 1.2467287 0.6098556 9096.80066 833.078519 4 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1945 0.6378691 3784.640489 340.083250 3.1631517 2000-2012 –> 2010-2019 1.2484251 0.6105560 9109.46500 675.957056 5 13
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1945 0.6533486 3875.913995 11.269704 3.8050850 2000-2012 –> 2010-2019 1.2705768 0.6172282 9261.10343 22.202542 9 18
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 1945 0.6563497 3893.741435 456.121596 2.4210975 2000-2012 –> 2010-2019 1.3029658 0.6466161 9545.82866 888.256751 10 20
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6420 0.5156367 9728.560066 203.610455 2.5528152 1982-1999 –> 2000-2012 1.0236261 0.5079894 22988.31982 399.888177 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6420 0.5229153 9908.539043 83.707047 2.6548401 1982-1999 –> 2000-2012 1.0415617 0.5186464 23539.10441 168.955249 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6420 0.5519001 10601.226930 264.647766 2.5733565 1982-1999 –> 2000-2012 1.1048489 0.5529487 25375.59749 525.995255 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6420 0.5533756 10635.507608 184.274881 2.6067102 1982-1999 –> 2000-2012 1.1080261 0.5546505 25464.76101 366.273050 4 8
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 6420 0.5540278 10648.632409 202.263288 2.7372912 1982-1999 –> 2000-2012 1.1111830 0.5571552 25556.35528 395.998786 5 11
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6420 0.5556209 10687.499270 152.475971 2.6243939 1982-1999 –> 2000-2012 1.1126328 0.5570120 25592.63085 304.561376 6 11
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6420 0.5574011 10728.573931 106.019652 3.0920921 1982-1999 –> 2000-2012 1.1153359 0.5579348 25663.26980 213.502070 7 14
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 6420 0.5631354 10857.991784 51.327740 3.0882933 1982-1999 –> 2000-2012 1.1317846 0.5686491 26130.41306 101.603537 8 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6420 0.5908629 11477.131466 114.270602 3.9728042 1982-1999 –> 2000-2012 1.1908494 0.5999865 27709.62584 224.990104 9 18
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 6420 0.6062355 11804.921673 113.156191 4.0929568 1982-1999 –> 2000-2012 1.2226725 0.6164369 28518.50934 222.972585 10 20
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4525 0.5240413 7007.420933 217.138774 3.0918941 2000-2012 –> 2010-2019 1.0396780 0.5156367 16735.98100 420.749229 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4525 0.5320159 7144.103033 79.943279 3.1803428 2000-2012 –> 2010-2019 1.0549312 0.5229153 17052.64208 163.650326 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4525 0.5529133 7492.779892 263.556247 3.0764029 2000-2012 –> 2010-2019 1.1048135 0.5519001 18094.00682 528.204013 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4525 0.5543044 7515.519422 177.318510 3.0820809 2000-2012 –> 2010-2019 1.1076800 0.5533756 18151.02703 361.593391 4 8
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 4525 0.5554489 7532.186341 215.983711 3.1410584 2000-2012 –> 2010-2019 1.1094767 0.5540278 18180.81875 418.246999 5 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4525 0.5563069 7548.156140 146.942933 3.0780787 2000-2012 –> 2010-2019 1.1119278 0.5556209 18235.65541 299.418903 6 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4525 0.5674163 7727.101981 100.570771 3.1488338 2000-2012 –> 2010-2019 1.1248174 0.5574011 18455.67591 206.590423 8 15
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 4525 0.5654192 7693.193788 51.484543 3.2057246 2000-2012 –> 2010-2019 1.1285547 0.5631354 18551.18557 102.812283 7 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4525 0.5991419 8219.470021 116.882413 3.9844250 2000-2012 –> 2010-2019 1.1900048 0.5908629 19696.60149 231.153015 9 18
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 4525 0.6113490 8400.004092 115.981022 4.0790645 2000-2012 –> 2010-2019 1.2175846 0.6062355 20204.92577 229.137213 10 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 645 0.2920848 256.813201 53.218544 1.4872942 1982-1999 –> 2000-2012 0.5785917 0.2865070 581.67406 103.262633 1 2
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 645 0.2926957 259.508516 313.728401 1.4323426 1982-1999 –> 2000-2012 0.5822057 0.2895100 603.55498 650.107190 2 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 645 0.2936433 263.678260 54.518539 1.4316045 1982-1999 –> 2000-2012 0.5842464 0.2906031 614.65920 103.942304 3 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 645 0.2937263 264.042694 54.248430 1.4319484 1982-1999 –> 2000-2012 0.5844512 0.2907249 615.79459 103.447048 4 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 645 0.2945608 267.702402 75.913616 1.4359187 1982-1999 –> 2000-2012 0.5861973 0.2916366 625.21503 137.100017 5 10
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 645 0.3038861 305.908506 27.546189 1.4199169 1982-1999 –> 2000-2012 0.6141320 0.3102459 775.23769 52.670577 6 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 645 0.3303051 415.447915 128.753687 1.1612749 1982-1999 –> 2000-2012 0.6589983 0.3286932 993.05484 256.846921 11 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 645 0.3279601 406.256920 340.603028 1.7457317 1982-1999 –> 2000-2012 0.6673830 0.3394229 1042.96827 682.072152 7 15
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 645 0.3286452 408.949017 74.349874 1.7450240 1982-1999 –> 2000-2012 0.6688183 0.3401731 1049.72272 156.683142 8 17
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 645 0.3290518 410.543960 64.963740 1.7456600 1982-1999 –> 2000-2012 0.6698309 0.3407791 1054.59275 141.257632 9 19
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 394 0.2904452 157.887270 315.763126 1.4604487 2000-2012 –> 2010-2019 0.5831408 0.2926957 417.39579 629.491527 1 3
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 394 0.2916058 161.029871 45.335237 1.5157988 2000-2012 –> 2010-2019 0.5836906 0.2920848 417.84307 98.553781 4 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 394 0.2913358 160.300031 46.264819 1.4603827 2000-2012 –> 2010-2019 0.5849791 0.2936433 423.97829 100.783358 2 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 394 0.2914064 160.490900 46.055875 1.4607378 2000-2012 –> 2010-2019 0.5851327 0.2937263 424.53359 100.304305 3 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 394 0.2921143 162.402673 67.563409 1.4641918 2000-2012 –> 2010-2019 0.5866750 0.2945608 430.10508 143.477025 5 10
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 394 0.3026411 188.300001 28.386452 1.4582095 2000-2012 –> 2010-2019 0.6065272 0.3038861 494.20851 55.932641 6 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 394 0.3357927 272.209621 350.971876 1.7442965 2000-2012 –> 2010-2019 0.6637527 0.3279601 678.46654 691.574905 7 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 394 0.3364674 273.791366 69.602397 1.7440788 2000-2012 –> 2010-2019 0.6651126 0.3286452 682.74038 143.952271 8 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 394 0.3367642 274.486206 60.784334 1.7445781 2000-2012 –> 2010-2019 0.6658160 0.3290518 685.03017 125.748074 9 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 394 0.3369641 274.953789 47.950349 1.7462091 2000-2012 –> 2010-2019 0.6662481 0.3292840 686.40788 99.296308 10 20
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 109 0.5800920 204.612643 30.174098 1.7048173 1982-1999 –> 2000-2012 1.3190662 0.7389743 522.28605 66.430743 3 4
SO (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 109 0.5691257 200.452030 26.305606 1.7140233 1982-1999 –> 2000-2012 1.3375608 0.7684351 528.75875 57.333859 1 3
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 109 0.5692707 200.507585 20.719518 1.7168995 1982-1999 –> 2000-2012 1.3548677 0.7855970 534.82217 50.886923 2 5
SO (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 109 0.5906638 208.549790 297.099600 1.8168008 1982-1999 –> 2000-2012 1.4643718 0.8737080 571.77860 636.816107 4 8
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 109 0.7656629 265.119708 37.999381 2.4846497 1982-1999 –> 2000-2012 1.6433241 0.8776612 629.57643 84.497936 5 10
SO (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 109 0.8555332 289.313970 29.539108 2.7058263 1982-1999 –> 2000-2012 1.8306668 0.9751336 682.41609 69.489196 6 12
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 109 0.8823413 296.040153 21.158406 2.7806845 1982-1999 –> 2000-2012 1.8927169 1.0103756 698.79907 58.587730 7 14
SO (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 109 0.8987715 298.062230 30.174092 3.4818756 1982-1999 –> 2000-2012 2.0019068 1.1031353 722.71205 66.257454 8 16
SO (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 109 0.9884329 320.792286 156.456705 3.0233093 1982-1999 –> 2000-2012 2.1159041 1.1274712 753.37738 356.793990 9 18
SO (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 109 1.0398660 329.850631 22.462521 4.0579931 1982-1999 –> 2000-2012 2.2808047 1.2409387 786.51803 52.102195 10 20
SO (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 71 0.7589729 176.327198 72.728771 2.4218807 2000-2012 –> 2010-2019 1.3280985 0.5691257 376.77923 99.034377 2 3
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 71 0.7606423 176.639198 50.335839 2.4090124 2000-2012 –> 2010-2019 1.3299130 0.5692707 377.14678 71.055357 4 6
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 71 0.7591341 176.357370 59.887214 2.4970056 2000-2012 –> 2010-2019 1.3392261 0.5800920 380.97001 90.061313 3 6
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 71 0.7572251 175.999816 35.002254 2.7177486 2000-2012 –> 2010-2019 1.5228880 0.7656629 441.11952 73.001634 1 5
SO (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 71 0.8040942 184.527753 22.970987 2.9192146 2000-2012 –> 2010-2019 1.6596274 0.8555332 473.84172 52.510095 6 11
SO (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 71 0.7743131 177.168657 27.194271 2.7621275 2000-2012 –> 2010-2019 1.6730846 0.8987715 475.23089 57.368363 5 12
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 71 0.8158189 186.583334 24.483703 2.9642043 2000-2012 –> 2010-2019 1.6981601 0.8823413 482.62349 45.642110 8 14
SO (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 71 0.8128070 184.058126 19.145762 2.9565689 2000-2012 –> 2010-2019 1.8526730 1.0398660 513.90876 41.608283 7 16
SO (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 71 0.8663420 195.115741 178.144143 3.1162816 2000-2012 –> 2010-2019 1.8547749 0.9884329 515.90803 334.600848 10 18
SO (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 71 0.8235968 185.930737 18.839231 3.0004811 2000-2012 –> 2010-2019 1.9061638 1.0825670 524.55438 39.525144 9 19
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 311 1.3065988 1062.919638 35.408613 6.2515915 1982-1999 –> 2000-2012 2.9910321 1.6844333 2792.20471 78.872383 1 2
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 311 1.4055078 1108.307727 30.733272 6.7096585 1982-1999 –> 2000-2012 3.1968574 1.7913497 2891.99429 63.473405 2 4
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 311 1.4493221 1127.401447 38.229248 6.9624927 1982-1999 –> 2000-2012 3.3039924 1.8546702 2941.79602 84.372761 3 6
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 311 1.4495977 1127.519716 36.677895 6.7941365 1982-1999 –> 2000-2012 3.4602712 2.0106735 3013.30861 81.323243 4 8
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 311 1.4603511 1130.116788 34.949062 7.0263797 1982-1999 –> 2000-2012 3.4799646 2.0196135 3017.82749 78.411044 5 10
SO (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 311 1.5699348 1177.122966 36.778086 7.3294569 1982-1999 –> 2000-2012 3.6962552 2.1263205 3112.34804 77.227142 6 13
SO (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 311 1.6154253 1194.889902 305.000008 7.9232223 1982-1999 –> 2000-2012 3.7114404 2.0960151 3117.42513 666.006611 8 14
SO (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 311 1.5840280 1180.681725 29.272859 7.5920950 1982-1999 –> 2000-2012 3.7226926 2.1386645 3119.02391 61.834532 7 15
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 311 1.6171837 1195.566573 40.189532 7.5815657 1982-1999 –> 2000-2012 3.8053941 2.1882104 3156.15454 88.077904 9 18
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 311 1.6359471 1200.741785 37.925506 7.9039644 1982-1999 –> 2000-2012 3.8432681 2.2073210 3167.01660 84.059650 10 20
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 233 1.4847729 859.417379 40.185192 6.2596663 2000-2012 –> 2010-2019 2.7913718 1.3065988 1922.33702 75.593804 1 2
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 233 1.5703142 885.519851 31.371471 6.7235273 2000-2012 –> 2010-2019 2.9758220 1.4055078 1993.82758 62.104743 2 4
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 233 1.6046176 895.589985 44.786735 6.9371978 2000-2012 –> 2010-2019 3.0539397 1.4493221 2022.99143 83.015983 3 6
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 233 1.6414395 906.162659 42.915690 7.0276208 2000-2012 –> 2010-2019 3.0910372 1.4495977 2033.68237 79.593585 4 8
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 233 1.6529257 907.412210 40.119723 7.2625091 2000-2012 –> 2010-2019 3.1132768 1.4603511 2037.52900 75.068785 5 10
SO (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 233 1.7521296 936.573062 39.353311 7.6141335 2000-2012 –> 2010-2019 3.3220644 1.5699348 2113.69603 76.131397 7 13
SO (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 233 1.7653430 938.074118 31.049691 7.8597293 2000-2012 –> 2010-2019 3.3493710 1.5840280 2118.75584 60.322549 8 15
SO (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 233 1.7484932 935.604909 337.357508 7.8466778 2000-2012 –> 2010-2019 3.3639186 1.6154253 2130.49481 642.357516 6 14
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 233 1.7890832 946.299110 48.362759 7.8267847 2000-2012 –> 2010-2019 3.4062669 1.6171837 2141.86568 88.552292 9 18
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 233 1.8053484 948.516538 44.778433 8.1123185 2000-2012 –> 2010-2019 3.4412955 1.6359471 2149.25832 82.703940 10 20
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1222 2.4340833 5655.995387 99.742642 15.8522148 1982-1999 –> 2000-2012 5.0358719 2.6017886 13887.97170 199.493208 1 2
SO (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1222 2.5308431 5751.268050 95.799592 15.0541347 1982-1999 –> 2000-2012 5.2040436 2.6732005 14076.93186 190.674218 4 6
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1222 2.5195283 5740.317033 96.536328 16.8275041 1982-1999 –> 2000-2012 5.2277899 2.7082616 14111.06642 194.036655 2 5
SO (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1222 2.5213647 5740.097706 96.533543 16.5121854 1982-1999 –> 2000-2012 5.2308527 2.7094880 14110.41351 192.631091 3 7
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1222 2.5995686 5816.750218 149.705359 14.8638749 1982-1999 –> 2000-2012 5.3432595 2.7436909 14232.46955 293.016225 5 10
SO (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1222 2.6374147 5852.074947 98.392998 16.1158582 1982-1999 –> 2000-2012 5.4357132 2.7982985 14335.98223 195.540316 6 12
SO (26.75,27] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1222 2.6406119 5853.035880 93.961344 15.6725538 1982-1999 –> 2000-2012 5.4415569 2.8009450 14338.21390 187.046938 7 14
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1222 2.7155448 5923.423658 147.154450 16.2034897 1982-1999 –> 2000-2012 5.5962403 2.8806955 14507.74089 288.369945 8 16
SO (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1222 2.7228408 5927.981256 147.001585 15.5234199 1982-1999 –> 2000-2012 5.6100143 2.8871735 14518.07048 287.217667 9 18
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1222 2.8763836 6064.054367 25.565535 9.4319100 1982-1999 –> 2000-2012 5.7831201 2.9067365 14679.50887 50.873547 11 21
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 788 2.6436026 3782.343874 88.831725 24.9757076 2000-2012 –> 2010-2019 5.0776859 2.4340833 9438.33926 188.574367 1 2
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 788 2.6839666 3806.225245 87.309511 24.1779328 2000-2012 –> 2010-2019 5.2034949 2.5195283 9546.54228 183.845839 2 4
SO (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 788 2.6922561 3809.085282 87.136657 25.1697660 2000-2012 –> 2010-2019 5.2136208 2.5213647 9549.18299 183.670200 3 6
SO (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 788 2.7194069 3826.899312 88.004898 24.1203225 2000-2012 –> 2010-2019 5.2502500 2.5308431 9578.16736 183.804490 4 8
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 788 2.7794318 3861.307639 137.031314 24.0302203 2000-2012 –> 2010-2019 5.3790004 2.5995686 9678.05786 286.736673 6 11
SO (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 788 2.7765988 3859.700441 88.932876 23.3264090 2000-2012 –> 2010-2019 5.4140135 2.6374147 9711.77539 187.325874 5 11
SO (26.75,27] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 788 2.7824289 3861.006166 86.662446 24.2079602 2000-2012 –> 2010-2019 5.4230409 2.6406119 9714.04205 180.623790 7 14
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 788 2.8488358 3900.177951 135.794209 23.5627229 2000-2012 –> 2010-2019 5.5643806 2.7155448 9823.60161 282.948659 8 16
SO (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 788 2.8511674 3899.467263 135.784805 24.1255908 2000-2012 –> 2010-2019 5.5740081 2.7228408 9827.44852 282.786390 9 18
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 788 2.8815737 3918.185579 26.232216 15.0962054 2000-2012 –> 2010-2019 5.7579573 2.8763836 9982.23995 51.797751 10 21
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2672 1.7367833 10546.881105 59.519728 8.7581295 1982-1999 –> 2000-2012 3.4098808 1.6730975 25128.73833 117.207405 1 4
SO (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2672 1.7570320 10608.824899 213.348897 12.3302598 1982-1999 –> 2000-2012 3.4239601 1.6669282 25162.85005 426.101343 3 4
SO (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2672 1.7478782 10580.910927 31.937198 8.6493995 1982-1999 –> 2000-2012 3.4289333 1.6810551 25198.51648 63.712285 2 7
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2672 1.7792895 10676.095936 30.574526 7.8913622 1982-1999 –> 2000-2012 3.4840779 1.7047884 25399.32320 61.162337 4 11
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2672 1.8134969 10777.860723 257.570678 12.0087435 1982-1999 –> 2000-2012 3.4843160 1.6708191 25349.45135 514.045648 7 9
SO (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2672 1.8135418 10775.993056 211.947245 12.0759829 1982-1999 –> 2000-2012 3.4899733 1.6764315 25370.84818 422.493172 8 12
SO (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2672 1.7987993 10734.373424 247.623935 12.6436219 1982-1999 –> 2000-2012 3.5021874 1.7033882 25451.41020 488.644728 5 11
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2672 1.8064984 10757.197702 82.192962 8.5123479 1982-1999 –> 2000-2012 3.5452987 1.7388003 25629.25489 159.218232 6 17
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2672 1.8570170 10904.590891 285.868495 12.1324674 1982-1999 –> 2000-2012 3.5622181 1.7052011 25629.64184 568.480835 9 17
SO (27,27.25] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2672 1.8576729 10904.477950 243.823713 12.3970629 1982-1999 –> 2000-2012 3.5715089 1.7138360 25665.58402 482.860947 10 19
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1795 1.8442100 7305.252432 54.144423 7.1512983 2000-2012 –> 2010-2019 3.5809933 1.7367833 17852.13354 113.664151 1 2
SO (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1795 1.8551395 7326.465385 29.113206 7.0897040 2000-2012 –> 2010-2019 3.6030177 1.7478782 17907.37631 61.050403 2 4
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1795 1.8800018 7374.258465 28.030369 6.4925793 2000-2012 –> 2010-2019 3.6592913 1.7792895 18050.35440 58.604895 3 7
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1795 1.9015703 7415.210595 74.725821 7.0251938 2000-2012 –> 2010-2019 3.7080687 1.8064984 18172.40830 156.918782 4 10
SO (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1795 1.9558202 7516.195915 195.015145 11.1994635 2000-2012 –> 2010-2019 3.7128521 1.7570320 18125.02081 408.364042 5 8
SO (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1795 1.9947323 7586.919724 221.487176 11.4914369 2000-2012 –> 2010-2019 3.7935316 1.7987993 18321.29315 469.111111 7 12
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1795 1.9931563 7584.082222 243.952414 9.8067803 2000-2012 –> 2010-2019 3.8066532 1.8134969 18361.94294 501.523092 6 13
SO (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1795 2.0056891 7604.585209 191.727301 10.8534866 2000-2012 –> 2010-2019 3.8192309 1.8135418 18380.57827 403.674546 8 16
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1795 2.0276769 7645.727220 263.444972 9.8625564 2000-2012 –> 2010-2019 3.8846939 1.8570170 18550.31811 549.313467 11 20
SO (27,27.25] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1795 2.0295577 7647.055535 29.315236 11.7602220 2000-2012 –> 2010-2019 3.8884309 1.8588733 18554.98556 60.293395 12 23
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2916 1.4803501 10577.018398 83.250468 7.0901129 1982-1999 –> 2000-2012 2.7979454 1.3175953 23908.33899 167.870497 1 14
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2916 1.5038400 10668.832864 90.172704 7.3638748 1982-1999 –> 2000-2012 2.8074222 1.3035822 23916.13373 175.065449 2 5
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2916 1.5254576 10752.070804 651.303329 7.8427390 1982-1999 –> 2000-2012 2.8243764 1.2989188 23971.20993 1347.747613 7 8
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2916 1.5144176 10709.709796 528.396961 8.1805450 1982-1999 –> 2000-2012 2.8257094 1.3112918 24003.34706 1080.832097 4 10
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2916 1.5254741 10752.133887 813.542621 7.8432154 1982-1999 –> 2000-2012 2.8267134 1.3012392 23985.29843 1599.932445 8 10
SO (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2916 1.5144065 10709.667401 471.496469 8.1846738 1982-1999 –> 2000-2012 2.8270761 1.3126696 24011.55673 999.114664 3 10
SO (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2916 1.5144507 10707.837624 87.694239 8.1556217 1982-1999 –> 2000-2012 2.8297883 1.3153376 24023.68219 166.197270 5 15
SO (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2916 1.5254763 10750.142099 89.689127 7.8433424 1982-1999 –> 2000-2012 2.8315625 1.3060862 24010.52255 173.849220 9 13
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2916 1.5260687 10754.406532 799.604177 7.8187295 1982-1999 –> 2000-2012 2.8354898 1.3094211 24036.82524 1595.966772 10 15
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2916 1.5171789 10720.334168 534.387713 8.1725138 1982-1999 –> 2000-2012 2.8413924 1.3242135 24091.02625 1076.699671 6 24
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2057 1.6768233 7978.044204 76.171698 6.1821845 2000-2012 –> 2010-2019 3.1571734 1.4803501 18555.06260 159.422166 1 2
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2057 1.6841604 7996.006309 98.064013 7.0119980 2000-2012 –> 2010-2019 3.1880004 1.5038400 18664.83917 188.236718 2 4
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2057 1.7007647 8036.367974 527.809710 7.7786057 2000-2012 –> 2010-2019 3.2151823 1.5144176 18746.07777 1056.206672 3 7
SO (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2057 1.7008777 8036.641134 413.263008 7.7810690 2000-2012 –> 2010-2019 3.2152842 1.5144065 18746.30854 884.759477 4 7
SO (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2057 1.7026954 8039.035517 93.902256 7.9736368 2000-2012 –> 2010-2019 3.2171462 1.5144507 18746.87314 181.596495 5 10
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2057 1.7040355 8044.272206 500.877572 7.7583655 2000-2012 –> 2010-2019 3.2212145 1.5171789 18764.60637 1035.265285 6 12
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2057 1.7093375 8057.052606 97.792796 8.7825130 2000-2012 –> 2010-2019 3.2406323 1.5312948 18831.39705 188.814527 7 22
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2057 1.7096763 8057.868085 129.932589 8.8173264 2000-2012 –> 2010-2019 3.2413885 1.5317122 18833.80195 256.541765 8 25
SO (27.25,27.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 2057 1.7102026 8057.134200 94.249134 8.7318053 2000-2012 –> 2010-2019 3.2415415 1.5313389 18829.64642 181.981742 9 25
SO (27.25,27.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2057 1.7104729 8057.784519 115.152429 8.7693587 2000-2012 –> 2010-2019 3.2422272 1.5317543 18831.87846 224.368486 10 28
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3608 1.3486594 12411.446144 144.921879 6.8702453 1982-1999 –> 2000-2012 2.5199967 1.1713372 28142.67075 277.373623 2 3
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3608 1.3373269 12350.555373 778.182396 6.5086486 1982-1999 –> 2000-2012 2.5261622 1.1888352 28229.55604 1435.432852 1 13
SO (27.5,27.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 3608 1.3523134 12428.970016 683.100974 6.7037959 1982-1999 –> 2000-2012 2.5412011 1.1888877 28306.41073 1300.618414 3 16
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3608 1.3746543 12549.207990 963.854953 6.4405048 1982-1999 –> 2000-2012 2.5498520 1.1751977 28313.22431 1875.287113 4 7
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3608 1.3772291 12562.711469 978.404317 6.3682499 1982-1999 –> 2000-2012 2.5502401 1.1730110 28308.16644 1904.342707 6 8
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3608 1.3755675 12554.000462 922.205067 6.5001563 1982-1999 –> 2000-2012 2.5555227 1.1799551 28358.27986 1797.974451 5 11
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3608 1.3818870 12587.075311 66.348282 7.3531197 1982-1999 –> 2000-2012 2.5612168 1.1793298 28386.07153 129.117360 7 12
SO (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3608 1.3837902 12595.006716 38.094076 7.0631161 1982-1999 –> 2000-2012 2.5645626 1.1807724 28404.18602 75.873021 8 15
SO (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 3608 1.3979615 12668.529377 134.619437 7.4852078 1982-1999 –> 2000-2012 2.5756596 1.1776981 28451.72758 252.010676 14 18
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3608 1.3949308 12654.868587 186.964657 7.6955256 1982-1999 –> 2000-2012 2.5810060 1.1860752 28510.70490 358.987632 12 21
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2514 1.4774615 9110.979096 776.024477 9.5125285 2000-2012 –> 2010-2019 2.8147884 1.3373269 21461.53447 1554.206874 1 2
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2514 1.4889737 9150.004811 139.747167 9.6607433 2000-2012 –> 2010-2019 2.8376331 1.3486594 21561.45095 284.669046 2 4
SO (27.5,27.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2514 1.5219585 9258.172733 654.774419 9.8188292 2000-2012 –> 2010-2019 2.8742718 1.3523134 21687.14275 1337.875393 5 8
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2514 1.5178091 9246.445862 65.594279 9.9365416 2000-2012 –> 2010-2019 2.8996960 1.3818870 21833.52117 131.942560 4 11
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 2514 1.5036035 9197.165858 61.616653 9.7298585 2000-2012 –> 2010-2019 2.9025781 1.3989746 21870.92284 127.972099 3 18
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2514 1.5295987 9285.350059 915.902819 8.7844888 2000-2012 –> 2010-2019 2.9042529 1.3746543 21834.55805 1879.757773 6 10
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2514 1.5300547 9286.848912 886.016924 8.8116371 2000-2012 –> 2010-2019 2.9056223 1.3755675 21840.84937 1808.221991 7 12
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2514 1.5309568 9289.812300 924.440344 8.7400656 2000-2012 –> 2010-2019 2.9081859 1.3772291 21852.52377 1902.844661 8 14
SO (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2514 1.5311517 9288.452533 38.595671 8.8767389 2000-2012 –> 2010-2019 2.9149419 1.3837902 21883.45925 76.689747 9 17
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2514 1.5331357 9296.963409 689.959366 10.2561060 2000-2012 –> 2010-2019 2.9273663 1.3942306 21948.20903 1334.584862 10 20
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1514 1.2349582 4949.566381 283.464797 6.6061871 1982-1999 –> 2000-2012 2.3028849 1.0679266 10911.10467 581.425468 1 2
SO (27.75,27.85] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1514 1.2519662 4988.983809 208.280785 6.7349603 1982-1999 –> 2000-2012 2.3210311 1.0690649 10952.78960 445.907379 2 4
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1514 1.2747930 5045.695289 56.565898 6.7878656 1982-1999 –> 2000-2012 2.3620039 1.0872109 11078.92722 122.571897 3 6
SO (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + silicate 1514 1.3360816 5185.882033 41.223577 7.2150715 1982-1999 –> 2000-2012 2.4252175 1.0891359 11224.20080 84.557822 11 15
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1514 1.3170687 5144.483048 264.060844 7.1773474 1982-1999 –> 2000-2012 2.4314259 1.1143572 11276.51153 537.133226 4 9
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1514 1.3202222 5151.724364 70.721698 7.1797738 1982-1999 –> 2000-2012 2.4368770 1.1166549 11292.00411 146.234844 5 11
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1514 1.3250480 5162.772445 50.241055 7.2406312 1982-1999 –> 2000-2012 2.4453413 1.1202934 11316.08408 103.985171 7 15
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1514 1.3259573 5164.849798 33.409351 7.3056995 1982-1999 –> 2000-2012 2.4466550 1.1206976 11319.60674 69.711895 8 17
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1514 1.3321497 5178.957939 33.515366 7.4704907 1982-1999 –> 2000-2012 2.4555532 1.1234035 11343.37550 70.082235 9 20
SO (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1514 1.3350287 5183.494954 33.408729 7.4997677 1982-1999 –> 2000-2012 2.4600756 1.1250469 11351.76868 69.693727 10 22
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1061 1.3182655 3611.331954 340.548488 6.3934381 2000-2012 –> 2010-2019 2.5532237 1.2349582 8560.89834 624.013285 1 2
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1061 1.3347173 3637.650325 60.137830 6.4105622 2000-2012 –> 2010-2019 2.6095103 1.2747930 8683.34561 116.703728 2 5
SO (27.75,27.85] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1061 1.3872302 3717.537479 243.596586 6.9559139 2000-2012 –> 2010-2019 2.6391964 1.2519662 8706.52129 451.877370 11 13
SO (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1061 1.3391384 3642.667613 59.939501 6.3006718 2000-2012 –> 2010-2019 2.6613246 1.3221862 8796.89334 116.446711 3 9
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1061 1.3724787 3696.851808 303.940583 6.7869532 2000-2012 –> 2010-2019 2.6895474 1.3170687 8841.33486 568.001427 4 8
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1061 1.3725717 3696.995588 73.858839 6.7892189 2000-2012 –> 2010-2019 2.6927939 1.3202222 8848.71995 144.580537 5 10
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1061 1.3733190 3698.150568 49.871258 6.8196065 2000-2012 –> 2010-2019 2.6983670 1.3250480 8860.92301 100.112313 6 13
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1061 1.3734367 3698.332375 34.077285 6.8195431 2000-2012 –> 2010-2019 2.6993940 1.3259573 8863.18217 67.486637 7 15
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1061 1.3764630 3703.003065 33.987758 6.9082785 2000-2012 –> 2010-2019 2.7086127 1.3321497 8881.96100 67.503124 9 18
SO (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1061 1.3768351 3701.576523 33.985707 6.9829135 2000-2012 –> 2010-2019 2.7118638 1.3350287 8885.07148 67.394436 10 20
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1397 1.1548184 4380.691362 103.126659 5.5612513 1982-1999 –> 2000-2012 2.1398594 0.9850410 9883.80927 200.244100 1 2
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1397 1.1941288 4474.217006 34.711190 6.0711972 1982-1999 –> 2000-2012 2.1835147 0.9893860 9994.54393 71.309683 7 9
SO (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1397 1.1689300 4414.626311 951.708906 5.3967250 1982-1999 –> 2000-2012 2.1851174 1.0161874 10039.46207 1802.863443 2 9
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1397 1.2026635 4494.115392 116.940916 6.9081047 1982-1999 –> 2000-2012 2.1923867 0.9897231 10015.77461 222.571015 9 12
SO (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1397 1.1699401 4417.039603 913.875215 5.3554109 1982-1999 –> 2000-2012 2.1937019 1.0237619 10070.91147 1690.976886 3 15
SO (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1397 1.1755895 4430.498791 762.695085 5.3920787 1982-1999 –> 2000-2012 2.1963067 1.0207172 10072.72520 1463.521104 5 15
SO (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1397 1.1807659 4442.774564 768.397282 5.3836108 1982-1999 –> 2000-2012 2.2070873 1.0263214 10106.40978 1488.001176 6 20
SO (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1397 1.2027517 4492.320166 116.724956 6.9333098 1982-1999 –> 2000-2012 2.2190802 1.0163285 10115.69861 220.724555 10 18
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1397 1.2184757 4530.610480 63.808818 6.9868767 1982-1999 –> 2000-2012 2.2203518 1.0018761 10099.98875 131.771861 11 15
SO (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + silicate 1397 1.1942703 4472.548130 24.699340 6.1217346 1982-1999 –> 2000-2012 2.2260082 1.0317378 10154.76418 47.644540 8 27
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1022 1.2479717 3367.096493 107.037481 7.9594634 2000-2012 –> 2010-2019 2.4027902 1.1548184 7747.78785 210.164140 5 6
SO (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1022 1.2414105 3356.321694 974.985667 7.4219553 2000-2012 –> 2010-2019 2.4113505 1.1699401 7773.36130 1888.860882 1 4
SO (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1022 1.2424345 3358.007155 976.542226 7.3330393 2000-2012 –> 2010-2019 2.4113645 1.1689300 7772.63347 1928.251131 2 4
SO (27.85,27.95] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1022 1.2489247 3366.656704 93.960089 7.9022678 2000-2012 –> 2010-2019 2.4191305 1.1702058 7782.33075 181.075126 6 10
SO (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1022 1.2456039 3363.214679 808.728701 7.2234883 2000-2012 –> 2010-2019 2.4211934 1.1755895 7793.71347 1571.423786 3 8
SO (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1022 1.2479225 3367.015778 823.169826 7.1885109 2000-2012 –> 2010-2019 2.4286884 1.1807659 7809.79034 1591.567109 4 10
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1022 1.3006236 3451.563124 37.742190 8.8057423 2000-2012 –> 2010-2019 2.4947524 1.1941288 7925.78013 72.453380 7 14
SO (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + silicate 1022 1.3146279 3471.454111 25.004902 9.2210000 2000-2012 –> 2010-2019 2.5088983 1.1942703 7944.00224 49.704242 9 17
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1022 1.3133993 3471.542850 115.302713 9.5184213 2000-2012 –> 2010-2019 2.5160628 1.2026635 7965.65824 232.243628 8 17
SO (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1022 1.3204043 3480.415623 114.422999 9.7533567 2000-2012 –> 2010-2019 2.5231560 1.2027517 7972.73579 231.147954 10 20
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1598 1.1293970 4937.829250 161.159552 5.5210763 1982-1999 –> 2000-2012 2.1563586 1.0269616 11106.95162 320.388939 1 2
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1598 1.1406666 4969.562196 40.841231 5.6886987 1982-1999 –> 2000-2012 2.1717412 1.0310746 11155.70385 75.588899 2 4
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1598 1.1493456 4993.787606 76.819178 5.6288201 1982-1999 –> 2000-2012 2.1946894 1.0453437 11238.45213 143.017458 3 7
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1598 1.1517295 5000.409589 131.308793 6.2068134 1982-1999 –> 2000-2012 2.1972683 1.0455389 11245.86883 259.704709 4 9
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1598 1.1615499 5027.545157 306.463981 5.6168433 1982-1999 –> 2000-2012 2.2063071 1.0447573 11269.82024 654.824803 7 10
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1598 1.1572151 5015.595916 69.424999 5.7067100 1982-1999 –> 2000-2012 2.2134131 1.0561980 11304.24508 125.090541 5 12
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1598 1.1592233 5021.137214 42.617103 5.6966701 1982-1999 –> 2000-2012 2.2172695 1.0580462 11317.23077 83.011395 6 14
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1598 1.1623961 5029.872733 27.843227 5.6843342 1982-1999 –> 2000-2012 2.2240668 1.0616707 11340.52773 53.283812 8 19
SO (27.95,28.05] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1598 1.1777867 5069.911447 150.457733 5.3739631 1982-1999 –> 2000-2012 2.2270396 1.0492528 11328.46926 307.314960 13 19
SO (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1598 1.1675938 5042.131916 25.105138 5.5936210 1982-1999 –> 2000-2012 2.2337845 1.0661907 11368.87678 47.717285 9 21
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1090 1.2605179 3612.005394 150.427433 7.2764065 2000-2012 –> 2010-2019 2.3899149 1.1293970 8549.83464 311.586985 1 2
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1090 1.2736719 3634.636762 42.692720 6.9766930 2000-2012 –> 2010-2019 2.4143386 1.1406666 8604.19896 83.533951 2 4
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1090 1.2794844 3644.562622 78.338975 7.3634352 2000-2012 –> 2010-2019 2.4288300 1.1493456 8638.35023 155.158153 5 8
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1090 1.2854868 3654.765752 122.912128 6.8725132 2000-2012 –> 2010-2019 2.4372163 1.1517295 8655.17534 254.220921 8 12
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1090 1.2874353 3658.067657 63.725497 7.6092864 2000-2012 –> 2010-2019 2.4446505 1.1572151 8673.66357 133.150497 9 14
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1090 1.2842123 3652.603242 314.570707 6.7333531 2000-2012 –> 2010-2019 2.4457621 1.1615499 8680.14840 621.034688 6 13
SO (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1090 1.2752408 3637.320386 881.169368 5.9752492 2000-2012 –> 2010-2019 2.4462403 1.1709995 8690.76102 1676.676421 3 13
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1090 1.2882488 3659.444672 42.970051 7.5377197 2000-2012 –> 2010-2019 2.4474721 1.1592233 8680.58189 85.587154 10 16
SO (27.95,28.05] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1090 1.2756397 3636.002138 133.157440 5.7590465 2000-2012 –> 2010-2019 2.4480311 1.1723914 8691.23935 287.077135 4 16
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1090 1.2890581 3660.813795 28.423729 7.4522592 2000-2012 –> 2010-2019 2.4514542 1.1623961 8690.68653 56.266956 11 19
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 956 0.9925584 2712.728887 377.365557 4.2238146 1982-1999 –> 2000-2012 1.8063390 0.8137806 6212.52898 792.296032 1 2
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 956 1.0098794 2745.807177 204.966339 4.3129333 1982-1999 –> 2000-2012 1.8376862 0.8278068 6294.72104 435.122439 2 4
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 956 1.0155515 2756.516077 209.995770 4.3362735 1982-1999 –> 2000-2012 1.8497635 0.8342120 6327.58215 448.020753 3 6
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 956 1.0213306 2767.365765 259.358845 4.3296204 1982-1999 –> 2000-2012 1.8600681 0.8387375 6353.98057 554.632733 4 8
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 956 1.0248874 2774.012633 357.014569 4.3315479 1982-1999 –> 2000-2012 1.8649717 0.8400843 6365.23878 738.460638 5 10
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 956 1.0293513 2782.322269 41.320482 4.3847994 1982-1999 –> 2000-2012 1.8742941 0.8449428 6390.12192 88.252036 6 12
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 956 1.0311848 2785.724930 42.165045 4.3852757 1982-1999 –> 2000-2012 1.8778240 0.8466392 6399.28888 89.787743 7 14
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 956 1.0323129 2787.815522 80.256289 4.3985744 1982-1999 –> 2000-2012 1.8805462 0.8482333 6406.78587 169.978901 8 16
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 956 1.0325644 2788.281362 41.478136 4.4025753 1982-1999 –> 2000-2012 1.8811634 0.8485990 6408.49044 88.456894 9 18
SO (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 956 1.0336212 2788.237220 41.007441 4.4289209 1982-1999 –> 2000-2012 1.8854391 0.8518179 6417.32718 87.375534 10 20
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 670 1.0666539 2001.843202 397.425127 5.5359776 2000-2012 –> 2010-2019 2.0592123 0.9925584 4714.57209 774.790684 1 2
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 670 1.0821456 2021.164894 209.472200 5.5111796 2000-2012 –> 2010-2019 2.0920250 1.0098794 4766.97207 414.438539 2 4
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 670 1.0865326 2026.586241 217.861151 5.5066213 2000-2012 –> 2010-2019 2.1020841 1.0155515 4783.10232 427.856921 4 7
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 670 1.0835173 2022.862396 264.481846 5.2010008 2000-2012 –> 2010-2019 2.1048479 1.0213306 4790.22816 523.840691 3 7
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 670 1.0950711 2037.075530 347.409791 5.4109449 2000-2012 –> 2010-2019 2.1199585 1.0248874 4811.08816 704.424360 9 14
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 670 1.0921771 2033.529522 42.816742 5.2416721 2000-2012 –> 2010-2019 2.1215284 1.0293513 4815.85179 84.137224 5 11
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 670 1.0944496 2036.314722 40.709128 5.2839176 2000-2012 –> 2010-2019 2.1256343 1.0311848 4822.03965 82.874173 6 13
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 670 1.0948473 2036.801577 71.338922 5.2602375 2000-2012 –> 2010-2019 2.1271602 1.0323129 4824.61710 151.595211 7 15
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 670 1.0949887 2036.974658 40.082720 5.2540514 2000-2012 –> 2010-2019 2.1275531 1.0325644 4825.25602 81.560856 8 17
SO (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 670 1.0952533 2035.298471 39.476268 5.2260847 2000-2012 –> 2010-2019 2.1288746 1.0336212 4823.53569 80.483709 10 20
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 469 0.5581037 797.912971 203.590167 2.1811131 1982-1999 –> 2000-2012 1.1026078 0.5445041 1850.06814 390.017757 1 4
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 469 0.5622803 804.906264 465.026224 2.2365376 1982-1999 –> 2000-2012 1.1155561 0.5532758 1877.51730 992.584796 3 9
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 469 0.5625810 805.407836 317.681631 2.2301904 1982-1999 –> 2000-2012 1.1157210 0.5531400 1877.70475 677.598846 4 9
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 469 0.5627365 805.667013 318.189426 2.2169119 1982-1999 –> 2000-2012 1.1161339 0.5533974 1878.55933 682.247450 5 12
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 469 0.5648748 807.224617 272.602569 2.0947512 1982-1999 –> 2000-2012 1.1184343 0.5535595 1878.49182 571.609410 6 14
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 469 0.5921910 853.521696 361.459898 2.6155732 1982-1999 –> 2000-2012 1.1239770 0.5317860 1875.42497 843.117210 7 8
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 469 0.5600237 801.134353 195.045954 2.3385296 1982-1999 –> 2000-2012 1.1333094 0.5732857 1919.22067 387.465056 2 14
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 469 0.5985144 863.484572 400.385634 2.6448315 1982-1999 –> 2000-2012 1.1405652 0.5420507 1909.85945 951.769679 9 11
SO (28.1,28.15] 4 cstar_tref ~ temp + aou + nitrate + phosphate 469 0.5979378 860.580513 354.524625 2.5735530 1982-1999 –> 2000-2012 1.1564538 0.5585160 1943.25759 814.976359 8 17
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 469 0.6122307 884.738322 876.635864 2.5822730 1982-1999 –> 2000-2012 1.1648157 0.5525850 1955.75011 1844.258787 15 19
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 352 0.6943649 756.143345 179.897099 3.8347074 2000-2012 –> 2010-2019 1.2524687 0.5581037 1554.05632 383.487266 1 2
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 352 0.6971757 758.987407 169.222154 4.0343895 2000-2012 –> 2010-2019 1.2571995 0.5600237 1560.12176 364.268108 2 4
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 352 0.6972032 759.015200 402.464596 3.8874669 2000-2012 –> 2010-2019 1.2594835 0.5622803 1563.92146 867.490820 3 6
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 352 0.6974533 759.267604 288.315533 3.8776410 2000-2012 –> 2010-2019 1.2600343 0.5625810 1564.67544 605.997164 5 9
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 352 0.6973730 759.186585 287.918342 3.8676639 2000-2012 –> 2010-2019 1.2601095 0.5627365 1564.85360 606.107768 4 9
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 352 0.6991512 758.979386 262.717163 3.7135391 2000-2012 –> 2010-2019 1.2640260 0.5648748 1566.20400 535.319732 6 12
SO (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 352 0.7080275 769.861016 850.477729 4.5032151 2000-2012 –> 2010-2019 1.2831379 0.5751104 1595.93004 1841.321351 7 14
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 352 0.7238867 785.455946 290.864093 2.7888264 2000-2012 –> 2010-2019 1.3160777 0.5921910 1638.97764 652.323991 9 17
SO (28.1,28.15] 4 cstar_tref ~ temp + aou + nitrate + phosphate 352 0.7242752 783.833705 290.186492 2.7840024 2000-2012 –> 2010-2019 1.3222130 0.5979378 1644.41422 644.711116 10 19
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 352 0.7280830 789.525178 322.290664 2.8061254 2000-2012 –> 2010-2019 1.3265974 0.5985144 1653.00975 722.676298 12 22
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1680 0.7943451 4008.036358 280.758018 4.4691904 1982-1999 –> 2000-2012 1.4402183 0.6458732 8514.69117 533.580011 1 2
SO (28.1,28.2] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1680 0.7947133 4007.593475 250.266982 4.5211646 1982-1999 –> 2000-2012 1.4646194 0.6699061 8679.42943 470.715935 2 8
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1680 0.8102270 4074.552495 763.825189 4.0361838 1982-1999 –> 2000-2012 1.4648362 0.6546092 8642.68674 1432.586977 3 5
SO (28.1,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1680 0.8153800 4093.853891 269.145449 3.9852532 1982-1999 –> 2000-2012 1.4704918 0.6551119 8663.50079 508.756563 7 10
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1680 0.8149440 4094.057076 105.856813 4.8919991 1982-1999 –> 2000-2012 1.4779438 0.6629997 8720.47226 194.086787 4 8
SO (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1680 0.8152116 4095.159998 902.172428 4.8600539 1982-1999 –> 2000-2012 1.4842134 0.6690018 8762.81462 1731.516889 5 10
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1680 0.8207680 4117.983950 103.272279 5.0353952 1982-1999 –> 2000-2012 1.4917912 0.6710231 8799.44382 192.928318 8 15
SO (28.1,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 1680 0.8152186 4093.188742 38.276601 4.8564154 1982-1999 –> 2000-2012 1.4930993 0.6778807 8819.17627 72.644826 6 18
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1680 0.8236199 4129.638331 65.132267 4.8499245 1982-1999 –> 2000-2012 1.4979059 0.6742860 8833.29539 121.035478 11 19
SO (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1680 0.8210664 4119.205209 864.910216 4.9884862 1982-1999 –> 2000-2012 1.4985963 0.6775299 8844.82369 1670.769748 9 20
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1116 0.8668478 2862.136089 258.098505 5.6256717 2000-2012 –> 2010-2019 1.6611929 0.7943451 6870.17245 538.856523 1 2
SO (28.1,28.2] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1116 0.8674035 2861.566496 233.440919 5.5546061 2000-2012 –> 2010-2019 1.6621168 0.7947133 6869.15997 483.707901 2 4
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1116 0.8870806 2913.633944 640.801253 5.0509193 2000-2012 –> 2010-2019 1.6973077 0.8102270 6988.18644 1404.626442 3 6
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1116 0.8889617 2918.361774 94.704824 6.0963664 2000-2012 –> 2010-2019 1.7039057 0.8149440 7012.41885 200.561637 4 8
SO (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1116 0.8925393 2927.326558 802.476944 5.9238563 2000-2012 –> 2010-2019 1.7077509 0.8152116 7022.48656 1704.649373 5 10
SO (28.1,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 1116 0.8927445 2925.839567 36.116001 5.9469838 2000-2012 –> 2010-2019 1.7079631 0.8152186 7019.02831 74.392603 6 12
SO (28.1,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1116 0.8949091 2931.244968 250.245204 4.9782929 2000-2012 –> 2010-2019 1.7102891 0.8153800 7025.09886 519.390652 8 15
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1116 0.8931767 2928.919951 93.060356 6.2242445 2000-2012 –> 2010-2019 1.7139448 0.8207680 7046.90390 196.332636 7 15
SO (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1116 0.8964276 2937.028907 770.208474 6.0437480 2000-2012 –> 2010-2019 1.7174940 0.8210664 7056.23412 1635.118690 9 18
SO (28.1,28.2] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1116 0.8968122 2935.986365 23.496211 6.0798937 2000-2012 –> 2010-2019 1.7179086 0.8210964 7053.31423 46.869024 10 20
SO (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 476 0.4306359 560.776890 595.495724 2.4464077 1982-1999 –> 2000-2012 0.7909925 0.3603566 1149.48237 1387.348426 1 5
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 476 0.4372568 577.302079 341.914286 2.6143596 1982-1999 –> 2000-2012 0.7962317 0.3589749 1162.44511 805.345637 3 6
SO (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 476 0.4341171 568.441659 672.041818 2.4991644 1982-1999 –> 2000-2012 0.7996689 0.3655518 1177.87387 1563.244762 2 12
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 476 0.4395504 582.282804 666.399043 2.6704373 1982-1999 –> 2000-2012 0.8029353 0.3633849 1185.10587 1520.033774 4 12
SO (28.15,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 476 0.4413947 584.268940 86.518801 2.4974185 1982-1999 –> 2000-2012 0.8032243 0.3618295 1178.88104 183.813042 5 11
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 476 0.4421218 587.835807 675.675523 2.7120997 1982-1999 –> 2000-2012 0.8064059 0.3642841 1194.23753 1543.250182 6 15
SO (28.15,28.2] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 476 0.4439320 589.725659 161.053743 2.5622754 1982-1999 –> 2000-2012 0.8106165 0.3666845 1203.63744 339.878955 7 19
SO (28.15,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 476 0.4447130 591.398924 171.330075 2.5822476 1982-1999 –> 2000-2012 0.8123674 0.3676545 1209.13617 362.100370 8 23
SO (28.15,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 476 0.4483426 599.137411 164.174301 2.5938362 1982-1999 –> 2000-2012 0.8170429 0.3687003 1220.98759 346.859835 9 26
SO (28.15,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 476 0.4635181 630.827378 756.098403 2.1820797 1982-1999 –> 2000-2012 0.8209143 0.3573962 1207.58807 1465.076564 11 12
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 329 0.5126942 508.067706 510.770737 2.8725088 2000-2012 –> 2010-2019 0.9431447 0.4304505 1070.43458 1244.426883 1 2
SO (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 329 0.5146233 508.538949 441.278049 2.9136774 2000-2012 –> 2010-2019 0.9452593 0.4306359 1069.31584 1036.773773 2 4
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 329 0.5151194 511.172901 678.323238 2.9251330 2000-2012 –> 2010-2019 0.9489145 0.4337952 1080.90830 1530.046744 3 6
SO (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 329 0.5167207 511.215261 501.995562 2.9555468 2000-2012 –> 2010-2019 0.9508378 0.4341171 1079.65692 1174.037381 6 10
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 329 0.5164942 512.926688 384.866233 3.2191855 2000-2012 –> 2010-2019 0.9537509 0.4372568 1090.22877 726.780519 5 10
SO (28.15,28.2] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 329 0.5163103 510.692403 942.563640 3.0245238 2000-2012 –> 2010-2019 0.9551720 0.4388617 1089.48239 1877.667447 4 10
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 329 0.5177867 514.571263 771.164801 3.2666947 2000-2012 –> 2010-2019 0.9573371 0.4395504 1096.85407 1437.563844 8 15
SO (28.15,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 329 0.5176773 512.432249 89.278942 3.1117185 2000-2012 –> 2010-2019 0.9590720 0.4413947 1096.70119 175.797743 7 16
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 329 0.5207299 518.300888 771.416238 3.3502864 2000-2012 –> 2010-2019 0.9628517 0.4421218 1106.13670 1447.091762 11 21
SO (28.15,28.2] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 329 0.5189975 514.108203 169.162144 3.1644518 2000-2012 –> 2010-2019 0.9629295 0.4439320 1103.83386 330.215886 9 20
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1936 0.3994894 1955.306174 641.643387 2.0582781 1982-1999 –> 2000-2012 0.7293931 0.3299038 3701.49790 1340.201151 1 2
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1936 0.4002999 1963.154475 56.245627 2.1175074 1982-1999 –> 2000-2012 0.7304337 0.3301338 3713.24180 117.061388 4 6
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1936 0.4002933 1963.090674 55.271853 2.1154098 1982-1999 –> 2000-2012 0.7304930 0.3301997 3714.29336 115.026450 3 6
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1936 0.4002796 1962.957999 38.558931 2.1142411 1982-1999 –> 2000-2012 0.7314797 0.3312001 3731.06389 78.902881 2 7
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1936 0.4024900 1984.280490 113.835399 2.2451698 1982-1999 –> 2000-2012 0.7336301 0.3311401 3751.37442 238.763744 6 10
SO (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 1936 0.4003081 1961.233150 35.272132 2.1221669 1982-1999 –> 2000-2012 0.7427040 0.3423959 3913.11306 72.356687 5 13
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1936 0.4101452 2057.233093 70.052548 2.3968144 1982-1999 –> 2000-2012 0.7460796 0.3359344 3904.65072 146.627209 8 14
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1936 0.4046871 2005.359252 804.405343 2.0382432 1982-1999 –> 2000-2012 0.7467063 0.3420192 3953.08752 1702.573744 7 14
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1936 0.4123191 2075.701451 43.448940 2.2349272 1982-1999 –> 2000-2012 0.7606412 0.3483221 4123.47138 89.197785 11 25
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 1936 0.4116582 2069.490016 13.239970 2.2179893 1982-1999 –> 2000-2012 0.7621200 0.3504618 4151.48113 26.195167 10 25
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1309 0.4623330 1709.073134 556.300686 2.5052828 2000-2012 –> 2010-2019 0.8618224 0.3994894 3664.37931 1197.944073 1 2
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1309 0.4631931 1713.938805 34.967272 2.5985493 2000-2012 –> 2010-2019 0.8634727 0.4002796 3676.89680 73.526203 2 4
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1309 0.4633031 1714.560711 54.529529 2.5685000 2000-2012 –> 2010-2019 0.8635965 0.4002933 3677.65139 109.801381 3 6
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1309 0.4635083 1715.719556 55.386587 2.5836720 2000-2012 –> 2010-2019 0.8638082 0.4002999 3678.87403 111.632214 4 8
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1309 0.4661793 1730.762680 112.828898 2.7327153 2000-2012 –> 2010-2019 0.8686692 0.4024900 3715.04317 226.664298 6 12
SO (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 1309 0.4686297 1742.488088 33.226403 2.7409207 2000-2012 –> 2010-2019 0.8689378 0.4003081 3703.72124 68.498535 7 12
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1309 0.4661680 1730.699268 717.645988 2.4563413 2000-2012 –> 2010-2019 0.8708550 0.4046871 3736.05852 1522.051331 5 12
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1309 0.4709523 1755.431169 51.031263 2.6308055 2000-2012 –> 2010-2019 0.8812041 0.4102518 3811.67033 102.226028 8 17
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1309 0.4727820 1767.582738 64.704061 2.9978015 2000-2012 –> 2010-2019 0.8829272 0.4101452 3824.81583 134.756609 9 17
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 1309 0.4747038 1776.202867 14.232737 2.7415261 2000-2012 –> 2010-2019 0.8863620 0.4116582 3845.69288 27.472706 10 20
SO (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2578 0.6781821 5327.768671 728.219948 9.0468732 1982-1999 –> 2000-2012 1.2871980 0.6090159 11904.49507 1476.572739 5 6
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2578 0.6717409 5278.564411 543.141431 9.0920064 1982-1999 –> 2000-2012 1.2895314 0.6177905 11957.00008 1086.722369 3 14
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2578 0.6796412 5338.849725 682.665636 8.9006474 1982-1999 –> 2000-2012 1.2910047 0.6113635 11942.93066 1391.283367 9 11
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2578 0.6795332 5338.030306 603.772837 8.2155665 1982-1999 –> 2000-2012 1.2915566 0.6120234 11949.78219 1141.557689 8 11
SO (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2578 0.6799777 5341.402322 433.061916 9.4669543 1982-1999 –> 2000-2012 1.2933807 0.6134030 11969.16297 858.556963 14 20
SO (28.2,28.3] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2578 0.6818991 5353.950960 568.089068 8.3390280 1982-1999 –> 2000-2012 1.2944537 0.6125546 11969.87110 1047.067216 30 34
SO (28.2,28.3] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2578 0.6831026 5363.043105 500.043572 8.2052507 1982-1999 –> 2000-2012 1.2958728 0.6127702 11981.46431 909.344347 36 41
SO (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2578 0.6792176 5335.635280 502.934462 9.6187415 1982-1999 –> 2000-2012 1.2965335 0.6173159 12008.60648 962.659764 6 15
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2578 0.6799060 5340.858755 111.979855 8.4651882 1982-1999 –> 2000-2012 1.2966947 0.6167887 12007.75465 210.200234 12 19
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2578 0.6809732 5348.945154 242.908710 9.2510448 1982-1999 –> 2000-2012 1.2985009 0.6175277 12024.35556 469.242727 24 34
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1753 0.8210600 4297.558931 486.789161 7.9856404 2000-2012 –> 2010-2019 1.4914977 0.6704377 9566.11064 1088.686990 5 6
SO (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1753 0.8234928 4307.931722 412.974652 8.4748725 2000-2012 –> 2010-2019 1.4951246 0.6716318 9585.65880 887.356482 11 13
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1753 0.8156117 4274.216631 485.033959 7.4171176 2000-2012 –> 2010-2019 1.4951449 0.6795332 9612.24694 1088.806795 1 9
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1753 0.8240049 4310.111174 475.978101 8.3250849 2000-2012 –> 2010-2019 1.4957458 0.6717409 9588.67559 1019.119533 13 16
SO (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 1753 0.8240466 4308.288757 389.346063 8.3794756 2000-2012 –> 2010-2019 1.4959814 0.6719347 9586.34074 833.367403 14 18
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1753 0.8206383 4295.757471 88.695846 7.8501399 2000-2012 –> 2010-2019 1.5005443 0.6799060 9636.61623 200.675702 2 14
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1753 0.8216085 4299.900240 603.690531 6.8083971 2000-2012 –> 2010-2019 1.5012497 0.6796412 9638.74996 1286.356166 9 18
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1753 0.8213126 4298.637112 80.869339 8.0283945 2000-2012 –> 2010-2019 1.5013677 0.6800551 9640.62647 165.811540 6 21
SO (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate 1753 0.8215778 4297.769140 71.605074 8.2100471 2000-2012 –> 2010-2019 1.5016554 0.6800776 9637.92903 143.035845 8 25
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1753 0.8229176 4305.481738 324.486335 7.5087190 2000-2012 –> 2010-2019 1.5026986 0.6797811 9645.39287 769.106930 10 21
SO (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1762 0.6189762 3323.917121 25.867204 7.2034284 1982-1999 –> 2000-2012 1.0980954 0.4791192 6488.52533 52.242282 3 6
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1762 0.6264784 3366.372344 45.439988 6.8504421 1982-1999 –> 2000-2012 1.1079399 0.4814615 6553.47236 96.824307 8 15
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1762 0.6342067 3409.579080 25.449705 8.1626592 1982-1999 –> 2000-2012 1.1091541 0.4749473 6533.85282 49.367338 11 12
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1762 0.6128026 3288.592928 13.053580 6.8672236 1982-1999 –> 2000-2012 1.1153587 0.5025561 6673.45990 27.281444 1 13
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1762 0.6397078 3440.014171 42.628218 8.3435718 1982-1999 –> 2000-2012 1.1183517 0.4786440 6600.04516 90.194623 13 15
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1762 0.6144611 3298.117587 22.789541 6.8782615 1982-1999 –> 2000-2012 1.1188331 0.5043720 6699.61900 54.534190 2 16
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1762 0.6430998 3458.650740 191.989081 8.3479027 1982-1999 –> 2000-2012 1.1230066 0.4799068 6630.83342 435.335235 14 19
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1762 0.6435023 3460.855779 44.439023 8.4838512 1982-1999 –> 2000-2012 1.1231626 0.4796603 6630.66890 102.049442 15 19
SO (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1762 0.6435786 3459.273412 24.997633 8.4564338 1982-1999 –> 2000-2012 1.1234869 0.4799083 6629.47098 48.241724 17 23
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1762 0.6204080 3332.059415 29.599678 7.1412113 1982-1999 –> 2000-2012 1.1263641 0.5059561 6748.02387 71.218405 5 21
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1194 0.6880653 2509.620136 12.668671 6.8815366 2000-2012 –> 2010-2019 1.3008680 0.6128026 5798.21306 25.722251 1 2
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1194 0.6892322 2513.666347 21.714992 6.8613388 2000-2012 –> 2010-2019 1.3036933 0.6144611 5811.78393 44.504534 3 5
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1194 0.6884087 2510.811572 12.988174 6.7841975 2000-2012 –> 2010-2019 1.3124632 0.6240545 5863.52306 26.095054 2 9
SO (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1194 0.6967194 2539.467619 24.796932 6.9288241 2000-2012 –> 2010-2019 1.3156956 0.6189762 5863.38474 50.664136 6 9
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1194 0.6961368 2537.469819 28.610283 7.1761436 2000-2012 –> 2010-2019 1.3165448 0.6204080 5869.52923 58.209961 5 10
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1194 0.6974553 2541.988497 178.545512 6.9966379 2000-2012 –> 2010-2019 1.3170735 0.6196182 5869.55882 367.796929 7 11
SO (28.3, Inf] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1194 0.6975194 2540.208068 20.281002 6.9315475 2000-2012 –> 2010-2019 1.3179409 0.6204215 5870.34438 39.482217 8 14
SO (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 1194 0.6949426 2531.370028 10.674685 6.3134604 2000-2012 –> 2010-2019 1.3262385 0.6312959 5922.73760 21.889468 4 13
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1194 0.7194823 2616.239774 40.991467 6.4099196 2000-2012 –> 2010-2019 1.3459606 0.6264784 5982.61212 86.431455 9 17
SO (28.3, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1194 0.7195140 2614.344959 15.366744 6.4072371 2000-2012 –> 2010-2019 1.3512032 0.6316892 6007.90770 29.817272 10 20

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 2.0858103 1196.6005
Atlantic (-Inf,26] 2000-2012 –> 2010-2019 1.8812822 767.5076
Atlantic (26,26.5] 1982-1999 –> 2000-2012 6.6496614 14697.6158
Atlantic (26,26.5] 2000-2012 –> 2010-2019 6.8559786 10217.8922
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 6.2651441 17432.1572
Atlantic (26.5,26.75] 2000-2012 –> 2010-2019 6.6996473 12593.2200
Atlantic (26.75,27] 1982-1999 –> 2000-2012 3.9150238 21970.9478
Atlantic (26.75,27] 2000-2012 –> 2010-2019 4.5124533 16477.9123
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.6197366 17210.1680
Atlantic (27,27.25] 2000-2012 –> 2010-2019 4.3992498 13716.3220
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 3.9276924 17891.2046
Atlantic (27.25,27.5] 2000-2012 –> 2010-2019 4.2638145 13664.0975
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 4.6667396 23087.1073
Atlantic (27.5,27.75] 2000-2012 –> 2010-2019 4.9808030 17540.9672
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 3.6045509 6829.5212
Atlantic (27.75,27.85] 2000-2012 –> 2010-2019 3.6014019 4894.0747
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 6.3310708 9390.9077
Atlantic (27.85,27.95] 2000-2012 –> 2010-2019 5.7276497 6559.2693
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 5.9911743 9258.6301
Atlantic (27.95,28.05] 2000-2012 –> 2010-2019 5.6366598 6182.7895
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 0.3329863 -873.1525
Atlantic (28.05,28.1] 2000-2012 –> 2010-2019 0.4542581 -122.5977
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 0.2953969 -1389.2592
Atlantic (28.1,28.15] 2000-2012 –> 2010-2019 0.2957376 -934.2973
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 0.3519630 -1914.2146
Atlantic (28.15,28.2] 2000-2012 –> 2010-2019 0.3296081 -1634.0155
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 0.4420530 -463.3158
Atlantic (28.2, Inf] 2000-2012 –> 2010-2019 0.4068476 -701.8118
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 12.4834531 88412.8185
Indo-Pacific (-Inf,26] 2000-2012 –> 2010-2019 11.9972287 61380.6237
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 8.6425744 80028.8658
Indo-Pacific (26,26.5] 2000-2012 –> 2010-2019 8.6710728 56492.0463
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 6.4309192 58075.4542
Indo-Pacific (26.5,26.75] 2000-2012 –> 2010-2019 6.8178680 41727.0131
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 6.0469214 58375.9780
Indo-Pacific (26.75,27] 2000-2012 –> 2010-2019 6.5741095 43167.1336
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 4.1197158 45221.1954
Indo-Pacific (27,27.25] 2000-2012 –> 2010-2019 4.7494240 35440.9700
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 3.5690847 34593.9321
Indo-Pacific (27.25,27.5] 2000-2012 –> 2010-2019 4.0333604 26860.7506
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 2.6951060 28834.8379
Indo-Pacific (27.5,27.75] 2000-2012 –> 2010-2019 3.0871179 21477.7048
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 1.1999319 5400.3976
Indo-Pacific (27.75,27.85] 2000-2012 –> 2010-2019 1.3511521 4369.2130
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 1.1944028 8759.3405
Indo-Pacific (27.85,27.95] 2000-2012 –> 2010-2019 1.2944135 6886.2512
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 1.2653876 5958.0388
Indo-Pacific (27.95,28.05] 2000-2012 –> 2010-2019 1.2774385 4208.4547
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 0.9237208 3434.1964
Indo-Pacific (28.05,28.1] 2000-2012 –> 2010-2019 0.9100070 2248.3234
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2012 1.2135387 12861.8230
Indo-Pacific (28.1,28.2] 2000-2012 –> 2010-2019 1.2449774 9067.3006
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2012 1.1162521 25653.8587
Indo-Pacific (28.2,28.3] 2000-2012 –> 2010-2019 1.1189469 18335.8520
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2012 0.6194855 795.6474
Indo-Pacific (28.3, Inf] 2000-2012 –> 2010-2019 0.6191075 534.0709
SO (26,26.5] 1982-1999 –> 2000-2012 1.7241190 643.1045
SO (26,26.5] 2000-2012 –> 2010-2019 1.6164609 456.2083
SO (26.5,26.75] 1982-1999 –> 2000-2012 3.5211168 3032.9099
SO (26.5,26.75] 2000-2012 –> 2010-2019 3.1908364 2066.4438
SO (26.75,27] 1982-1999 –> 2000-2012 5.3908462 14279.8369
SO (26.75,27] 2000-2012 –> 2010-2019 5.3857452 9684.9397
SO (27,27.25] 1982-1999 –> 2000-2012 3.4902355 25398.5619
SO (27,27.25] 2000-2012 –> 2010-2019 3.7456764 18227.6411
SO (27.25,27.5] 1982-1999 –> 2000-2012 2.8247476 23995.7941
SO (27.25,27.5] 2000-2012 –> 2010-2019 3.2179790 18755.0491
SO (27.5,27.75] 1982-1999 –> 2000-2012 2.5525420 28341.0998
SO (27.5,27.75] 2000-2012 –> 2010-2019 2.8889337 21777.4172
SO (27.75,27.85] 1982-1999 –> 2000-2012 2.4087066 11206.6373
SO (27.75,27.85] 2000-2012 –> 2010-2019 2.6663834 8792.8851
SO (27.85,27.95] 1982-1999 –> 2000-2012 2.1963414 10055.4088
SO (27.85,27.95] 2000-2012 –> 2010-2019 2.4537387 7848.7794
SO (27.95,28.05] 1982-1999 –> 2000-2012 2.2041938 11267.6146
SO (27.95,28.05] 2000-2012 –> 2010-2019 2.4353910 8655.4640
SO (28.05,28.1] 1982-1999 –> 2000-2012 1.8618095 6357.6066
SO (28.05,28.1] 2000-2012 –> 2010-2019 2.1108878 4797.7263
SO (28.1,28.15] 1982-1999 –> 2000-2012 1.1287574 1896.5854
SO (28.1,28.15] 2000-2012 –> 2010-2019 1.2801347 1590.6164
SO (28.1,28.2] 1982-1999 –> 2000-2012 1.4783716 8728.0334
SO (28.1,28.2] 2000-2012 –> 2010-2019 1.6999874 6996.3004
SO (28.15,28.2] 1982-1999 –> 2000-2012 0.8060400 1188.9375
SO (28.15,28.2] 2000-2012 –> 2010-2019 0.9539270 1088.3553
SO (28.2, Inf] 1982-1999 –> 2000-2012 0.7413681 3865.7275
SO (28.2, Inf] 2000-2012 –> 2010-2019 0.8711655 3733.4803
SO (28.2,28.3] 1982-1999 –> 2000-2012 1.2934727 11971.5423
SO (28.2,28.3] 2000-2012 –> 2010-2019 1.4981010 9613.8347
SO (28.3, Inf] 1982-1999 –> 2000-2012 1.1163753 6618.7972
SO (28.3, Inf] 2000-2012 –> 2010-2019 1.3207682 5885.9595

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
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 
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
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 4 7 8 10 4 8
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 8 5 8 6 5 10 6
(26.75,27] 9 4 8 5 5 10 6
(27,27.25] 9 6 7 5 7 8 7
(27.25,27.5] 8 10 4 5 5 5 10
(27.5,27.75] 4 2 4 8 10 5 10
(27.75,27.85] 6 4 4 6 10 5 10
(27.85,27.95] 6 3 5 7 5 10 9
(27.95,28.05] 4 9 4 7 6 3 10
(28.05,28.1] 6 2 6 6 5 8 10
(28.1,28.15] 5 2 4 8 8 7 10
(28.15,28.2] 9 10 4 4 10 4 5
(28.2, Inf] 9 10 3 5 8 5 3
total 98.00 77.00 74.00 86.00 104.00 89.00 112.00
Atlantic - 2000-2012 --> 2010-2019
(-Inf,26] 7 4 7 8 10 4 8
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 9 5 6 6 7 10 5
(26.75,27] 9 4 7 6 7 10 4
(27,27.25] 8 5 5 6 9 10 5
(27.25,27.5] 9 10 4 4 10 4 5
(27.5,27.75] 4 2 4 9 10 5 9
(27.75,27.85] 6 4 4 6 10 5 10
(27.85,27.95] 6 2 6 7 5 9 9
(27.95,28.05] 4 6 4 8 5 6 10
(28.05,28.1] 5 4 4 7 7 6 10
(28.1,28.15] 5 2 5 8 7 7 10
(28.15,28.2] 9 10 4 5 8 4 7
(28.2, Inf] 9 10 3 5 8 5 3
total 98.00 74.00 69.00 91.00 113.00 90.00 103.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 8 4 8 7 10 4 7
(26,26.5] 8 8 8 7 6 6 7
(26.5,26.75] 8 10 7 7 3 4 8
(26.75,27] 7 10 7 7 6 3 7
(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 9 7 6 4 4 10
(27.85,27.95] 7 4 7 6 9 4 10
(27.95,28.05] 6 5 5 7 6 9 9
(28.05,28.1] 5 3 5 7 8 10 6
(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 5 6 9 10 7 7
total 93.00 105.00 94.00 95.00 81.00 82.00 111.00
Indo-Pacific - 2000-2012 --> 2010-2019
(-Inf,26] 7 6 6 8 10 4 7
(26,26.5] 9 7 7 7 6 7 7
(26.5,26.75] 8 10 7 7 3 4 8
(26.75,27] 7 10 7 7 6 3 7
(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 9 7 6 4 4 10
(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 3 5 7 8 10 6
(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] 6 5 6 8 10 6 8
total 94.00 104.00 92.00 95.00 85.00 78.00 112.00
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] 7 9 6 7 4 4 10
(27,27.25] 5 7 5 9 6 6 10
(27.25,27.5] 5 10 4 7 6 6 10
(27.5,27.75] 7 9 4 6 8 6 7
(27.75,27.85] 7 5 3 7 8 10 7
(27.85,27.95] 9 7 6 6 4 10 6
(27.95,28.05] 7 4 5 8 10 8 6
(28.05,28.1] 6 5 6 8 10 6 8
(28.1,28.15] 6 6 5 6 9 6 10
(28.1,28.2] 7 4 9 7 6 8 6
(28.15,28.2] 5 4 7 7 4 7 9
(28.2, Inf] 8 10 4 5 10 4 6
(28.2,28.3] 9 6 10 6 6 7 4
(28.3, Inf] 6 5 7 8 10 7 6
total 108.00 111.00 95.00 112.00 109.00 102.00 122.00
SO - 2000-2012 --> 2010-2019
(26,26.5] 7 10 7 7 3 4 9
(26.5,26.75] 7 10 7 7 4 3 9
(26.75,27] 7 9 6 7 4 4 10
(27,27.25] 6 6 4 9 6 7 10
(27.25,27.5] 5 6 4 8 4 10 10
(27.5,27.75] 7 9 4 7 9 6 5
(27.75,27.85] 7 5 3 7 9 10 6
(27.85,27.95] 9 8 5 7 3 10 5
(27.95,28.05] 8 5 6 8 8 9 5
(28.05,28.1] 6 5 6 8 10 6 8
(28.1,28.15] 6 6 5 6 9 7 9
(28.1,28.2] 7 3 10 7 5 8 6
(28.15,28.2] 5 5 9 6 5 6 9
(28.2, Inf] 8 10 3 6 10 4 6
(28.2,28.3] 5 6 9 5 10 9 4
(28.3, Inf] 7 10 5 7 10 3 5
total 107.00 113.00 93.00 112.00 109.00 106.00 116.00

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
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
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
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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