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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 + nitrate + phosphate + phosphate_star 141 1.3033565 488.85456 122.857115 5.3566803 1982-1999 –> 2000-2012 2.5151035 1.2117469 1173.03123 220.51000 2 4
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 141 1.3425621 497.21217 14.899234 6.3936837 1982-1999 –> 2000-2012 2.5264485 1.1838864 1171.71247 25.28496 11 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 141 1.2951895 487.08194 94.179661 5.2745240 1982-1999 –> 2000-2012 2.5318232 1.2366337 1179.71583 168.34299 1 7
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 141 1.3258598 493.68191 31.086886 5.9900343 1982-1999 –> 2000-2012 2.5389924 1.2131326 1178.33401 53.70464 5 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 141 1.3342743 495.46594 14.830096 6.2082439 1982-1999 –> 2000-2012 2.5478573 1.2135831 1180.27249 25.35101 8 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 141 1.3392096 496.50710 15.435910 6.3234329 1982-1999 –> 2000-2012 2.5536609 1.2144514 1181.61118 27.21254 10 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 141 1.3187975 492.17579 29.336097 5.9292557 1982-1999 –> 2000-2012 2.5559895 1.2371921 1184.99747 46.35963 4 11
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 141 1.3154743 489.46430 53.822011 6.0433404 1982-1999 –> 2000-2012 2.5570331 1.2415588 1181.75168 104.14696 3 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 141 1.3287552 494.29708 15.274688 6.1957627 1982-1999 –> 2000-2012 2.5663719 1.2376167 1187.26151 24.61109 6 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 141 1.3324318 495.07628 10.354781 6.2519736 1982-1999 –> 2000-2012 2.5709372 1.2385054 1188.33932 17.62171 7 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 76 1.2167380 259.49703 133.970210 4.3525265 2000-2012 –> 2010-2019 2.5119274 1.2951895 746.57896 228.14987 1 2
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 76 1.2483605 263.39698 41.952927 4.8865016 2000-2012 –> 2010-2019 2.5671579 1.3187975 755.57277 71.28902 2 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 76 1.2588727 264.67159 21.858050 5.0554060 2000-2012 –> 2010-2019 2.5876279 1.3287552 758.96866 37.13274 3 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 76 1.2619151 265.03849 15.960469 5.0770944 2000-2012 –> 2010-2019 2.5943469 1.3324318 760.11477 26.31525 5 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 76 1.2918115 268.59758 145.179981 4.6587587 2000-2012 –> 2010-2019 2.5951681 1.3033565 757.45214 268.03710 6 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 76 1.3096896 270.68676 42.183675 4.6653113 2000-2012 –> 2010-2019 2.6355493 1.3258598 764.36866 73.27056 8 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 76 1.3026017 269.86192 21.721582 4.8803307 2000-2012 –> 2010-2019 2.6451637 1.3425621 767.07408 36.62082 7 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 76 1.3157442 271.38783 38.668470 4.6701165 2000-2012 –> 2010-2019 2.6500185 1.3342743 766.85378 53.49857 9 17
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 76 1.3233572 272.26478 40.169213 4.6760184 2000-2012 –> 2010-2019 2.6625668 1.3392096 768.77188 55.60512 10 20
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 76 1.4135548 280.28702 117.587105 4.8857987 2000-2012 –> 2010-2019 2.7290291 1.3154743 769.75132 171.40912 14 17
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1035 3.6292576 5619.49095 340.327557 10.7837095 1982-1999 –> 2000-2012 6.9312147 3.3019571 13034.79237 643.31989 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1035 3.7098573 5664.95914 12.054021 10.8096427 1982-1999 –> 2000-2012 7.0868141 3.3769567 13143.86606 25.20100 3 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1035 3.7180444 5669.52228 12.508955 10.8238044 1982-1999 –> 2000-2012 7.1011999 3.3831555 13153.62288 23.07652 4 11
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1035 3.8035214 5716.57231 340.574133 11.1912082 1982-1999 –> 2000-2012 7.1035387 3.3000174 13130.20957 638.90041 6 7
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1035 3.7327279 5677.68114 12.413460 10.8428067 1982-1999 –> 2000-2012 7.1298468 3.3971189 13173.44628 23.96744 5 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1035 3.6867912 5652.04867 34.427232 15.0919127 1982-1999 –> 2000-2012 7.2444944 3.5577032 13278.61676 82.29129 2 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1035 3.8883638 5762.23884 12.117838 11.5370844 1982-1999 –> 2000-2012 7.2542376 3.3658738 13231.83606 22.95627 7 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1035 3.9033010 5770.17557 12.512727 11.9507857 1982-1999 –> 2000-2012 7.2791067 3.3758057 13248.11700 22.92801 8 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1035 3.9056430 5771.41722 12.259898 11.9890142 1982-1999 –> 2000-2012 7.2847780 3.3791350 13252.15030 22.62734 9 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1035 3.9431074 5791.17878 12.467017 12.0565814 1982-1999 –> 2000-2012 7.3488471 3.4057397 13294.12157 22.93279 10 19
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 689 3.4781516 3686.97566 297.444112 11.2947995 2000-2012 –> 2010-2019 7.1074092 3.6292576 9306.46662 637.77167 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 689 3.6101354 3738.29828 30.781456 11.8066473 2000-2012 –> 2010-2019 7.2969265 3.6867912 9390.34694 65.20869 5 7
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 689 3.5925396 3731.56550 10.452978 12.5913602 2000-2012 –> 2010-2019 7.3023969 3.7098573 9396.52464 22.50700 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 689 3.6000042 3734.42575 10.999318 12.8470528 2000-2012 –> 2010-2019 7.3180486 3.7180444 9403.94803 23.50827 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 689 3.6197745 3741.97266 10.951842 13.3134869 2000-2012 –> 2010-2019 7.3525024 3.7327279 9419.65380 23.36530 6 11
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 689 3.5804797 3726.93187 297.590380 11.8087517 2000-2012 –> 2010-2019 7.3840011 3.8035214 9443.50418 638.16451 2 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 689 3.7082994 3775.26741 10.371238 15.3457322 2000-2012 –> 2010-2019 7.5966631 3.8883638 9537.50625 22.48908 7 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 689 3.7276941 3782.45571 11.000551 16.1006285 2000-2012 –> 2010-2019 7.6309952 3.9033010 9552.63128 23.51328 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 689 3.7289997 3782.93826 10.724248 16.1122859 2000-2012 –> 2010-2019 7.6346428 3.9056430 9554.35548 22.98415 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 689 3.7374851 3786.07034 10.974851 15.9148389 2000-2012 –> 2010-2019 7.6805925 3.9431074 9577.24911 23.44187 10 20
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1352 3.1664960 6967.50949 311.058204 11.5197944 1982-1999 –> 2000-2012 6.5890293 3.4225333 16900.56185 577.83926 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1352 3.2075298 7002.32482 129.631784 12.1987349 1982-1999 –> 2000-2012 6.6702491 3.4627192 16979.08155 195.39466 2 4
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1352 3.2294322 7020.72614 128.823522 12.4497289 1982-1999 –> 2000-2012 6.7133510 3.4839188 17020.33463 194.28091 4 7
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1352 3.2472187 7035.57790 130.463916 12.7393281 1982-1999 –> 2000-2012 6.7476253 3.5004066 17052.86323 196.54560 8 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1352 3.2141380 7007.88991 24.586323 14.9368661 1982-1999 –> 2000-2012 6.8025594 3.5884213 17118.15088 51.38076 3 14
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1352 3.2559062 7040.80240 253.160839 12.9889065 1982-1999 –> 2000-2012 6.8146011 3.5586949 17117.91892 500.17793 9 15
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1352 3.2296948 7020.94601 24.729065 15.4278581 1982-1999 –> 2000-2012 6.8405303 3.6108355 17154.52017 51.74012 5 20
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1352 3.2346508 7025.09213 24.814913 15.5592088 1982-1999 –> 2000-2012 6.8525592 3.6179084 17165.99284 51.90300 6 22
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1352 3.3423609 7111.66548 267.720923 18.1164238 1982-1999 –> 2000-2012 6.8819667 3.5396058 17168.64492 528.70424 14 19
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1352 3.2380862 7027.96240 136.701389 14.3451537 1982-1999 –> 2000-2012 6.9086079 3.6705217 17222.91800 203.85398 7 26
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 928 3.7875174 5119.20508 305.150963 11.7195367 2000-2012 –> 2010-2019 6.9540134 3.1664960 12086.71457 616.20917 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 928 3.8264438 5138.18285 119.270276 12.2429596 2000-2012 –> 2010-2019 7.0339736 3.2075298 12140.50767 248.90206 2 4
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 928 3.8453601 5147.33552 118.464054 12.6073775 2000-2012 –> 2010-2019 7.0747923 3.2294322 12168.06166 247.28758 3 7
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 928 3.8651844 5156.87933 120.163272 12.4873740 2000-2012 –> 2010-2019 7.1124031 3.2472187 12192.45724 250.62719 4 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 928 3.9463334 5195.44240 123.841478 13.2161630 2000-2012 –> 2010-2019 7.1844196 3.2380862 12223.40480 260.54287 8 15
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 928 3.9986519 5219.88665 25.785912 15.0950652 2000-2012 –> 2010-2019 7.2127900 3.2141380 12227.77656 50.37223 14 17
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 928 3.9724124 5205.66728 245.153763 13.7847658 2000-2012 –> 2010-2019 7.2283186 3.2559062 12246.46968 498.31460 11 20
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 928 4.0207832 5230.13068 25.957928 15.5520801 2000-2012 –> 2010-2019 7.2504780 3.2296948 12251.07669 50.68699 15 20
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 928 3.9131176 5177.75456 260.366934 20.7421637 2000-2012 –> 2010-2019 7.2554785 3.3423609 12289.42004 528.08786 5 19
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 928 4.0262632 5232.65853 26.050206 15.6507478 2000-2012 –> 2010-2019 7.2609140 3.2346508 12257.75066 50.86512 17 23
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2201 2.0930548 9511.59306 332.894228 13.2828681 1982-1999 –> 2000-2012 3.8630229 1.7699681 21023.23560 633.27868 1 2
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2201 2.1210937 9570.17151 34.302308 15.3493091 1982-1999 –> 2000-2012 3.9127903 1.7916966 21152.31403 80.24475 2 4
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2201 2.1431912 9613.79420 317.363616 15.7428409 1982-1999 –> 2000-2012 3.9698615 1.8266702 21305.63575 612.96525 3 7
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2201 2.1563646 9642.76871 24.630824 15.4858282 1982-1999 –> 2000-2012 4.0193751 1.8630106 21450.43110 51.53891 4 9
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2201 2.2072240 9745.38762 72.267702 13.7015311 1982-1999 –> 2000-2012 4.0259476 1.8187236 21414.03819 119.51934 8 11
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2201 2.1705270 9671.58539 24.618943 15.5266340 1982-1999 –> 2000-2012 4.0648708 1.8943438 21575.61743 51.52941 7 15
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2201 2.1615689 9653.38004 74.346164 13.7923334 1982-1999 –> 2000-2012 4.1189794 1.9574104 21746.64108 124.21220 5 15
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2201 2.2473337 9824.66268 72.090505 13.7902204 1982-1999 –> 2000-2012 4.1288113 1.8814776 21689.31723 112.15162 9 15
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 2201 2.1671689 9662.76950 33.379847 14.9190420 1982-1999 –> 2000-2012 4.1308437 1.9636748 21772.49253 74.49370 6 18
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 2201 2.2652153 9857.54998 31.024445 16.4285028 1982-1999 –> 2000-2012 4.1542228 1.8890075 21743.28272 66.70889 10 17
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1590 2.6004238 7565.26923 279.871555 23.1502902 2000-2012 –> 2010-2019 4.6934786 2.0930548 17076.86230 612.76578 3 4
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1590 2.5967999 7560.83459 35.031469 26.9056495 2000-2012 –> 2010-2019 4.7178937 2.1210937 17131.00610 69.33378 2 4
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1590 2.5681522 7525.55808 85.257564 23.4019482 2000-2012 –> 2010-2019 4.7297211 2.1615689 17178.93811 159.60373 1 6
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 1590 2.6143309 7580.23065 33.696643 26.3286966 2000-2012 –> 2010-2019 4.7814998 2.1671689 17243.00015 67.07649 4 10
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1590 2.6616290 7639.24847 25.097337 27.2572448 2000-2012 –> 2010-2019 4.8179936 2.1563646 17282.01717 49.72816 6 10
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1590 2.6457320 7620.19848 81.836672 23.5413182 2000-2012 –> 2010-2019 4.8529560 2.2072240 17365.58609 154.10437 5 13
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1590 2.6897528 7672.67334 25.097176 27.2889120 2000-2012 –> 2010-2019 4.8602799 2.1705270 17344.25873 49.71612 8 15
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1590 2.7264007 7713.70831 255.037717 28.0561100 2000-2012 –> 2010-2019 4.8695920 2.1431912 17327.50251 572.40133 9 12
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1590 2.6883779 7671.04737 81.338678 23.5641559 2000-2012 –> 2010-2019 4.9357116 2.2473337 17495.71005 153.42918 7 16
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1590 2.7356318 7726.45707 82.864337 24.0212798 2000-2012 –> 2010-2019 5.0099502 2.2743183 17603.66152 155.68191 10 21
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1983 1.8833660 8152.22849 163.958537 10.0842556 1982-1999 –> 2000-2012 3.4030078 1.5196418 18231.57798 362.63662 1 4
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1983 1.9798450 8350.36177 166.146613 14.4035068 1982-1999 –> 2000-2012 3.4598406 1.4799956 18284.89748 397.56313 2 3
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1983 2.0060646 8402.53993 26.785698 14.5666387 1982-1999 –> 2000-2012 3.5207253 1.5146606 18463.90374 64.20752 4 6
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1983 1.9810341 8350.74317 145.662457 14.2069588 1982-1999 –> 2000-2012 3.5349613 1.5539272 18550.31095 342.71396 3 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1983 2.0130725 8416.37036 26.168084 14.5513997 1982-1999 –> 2000-2012 3.5382425 1.5251700 18515.61154 58.13000 5 9
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1983 2.0645271 8516.46844 479.472176 13.1820052 1982-1999 –> 2000-2012 3.6531508 1.5886236 18839.00462 1048.71424 7 13
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1983 2.1659129 8706.60137 127.351367 14.0804086 1982-1999 –> 2000-2012 3.8750736 1.7091607 19429.76782 280.42024 11 20
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1983 2.1789541 8730.40938 121.523943 14.3959989 1982-1999 –> 2000-2012 3.9233637 1.7444097 19565.40262 190.48731 12 24
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1983 2.2666633 8886.92310 148.579430 12.2372765 1982-1999 –> 2000-2012 3.9296707 1.6630074 19460.13055 222.05824 18 25
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1983 2.2666767 8884.94650 113.287982 12.2663408 1982-1999 –> 2000-2012 3.9687218 1.7020451 19583.25934 175.68139 19 27
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1358 2.0893222 5869.09375 217.876854 8.7171439 2000-2012 –> 2010-2019 3.9726882 1.8833660 14021.32224 381.83539 1 2
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1358 2.1335400 5925.97455 251.104491 8.7505452 2000-2012 –> 2010-2019 4.1772832 2.0437432 14402.31421 394.02537 2 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1358 2.2496679 6069.92256 183.589806 13.6488176 2000-2012 –> 2010-2019 4.2295128 1.9798450 14420.28433 349.73642 5 7
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1358 2.2830525 6107.93131 156.737104 14.9264783 2000-2012 –> 2010-2019 4.2640866 1.9810341 14458.67449 302.39956 10 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1358 2.2657488 6089.26782 29.583984 13.7549054 2000-2012 –> 2010-2019 4.2718134 2.0060646 14491.80775 56.36968 6 10
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1358 2.2692097 6093.41330 29.685387 13.7351358 2000-2012 –> 2010-2019 4.2822822 2.0130725 14509.78366 55.85347 8 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1358 2.2172372 6030.48444 184.263557 10.1843104 2000-2012 –> 2010-2019 4.3644527 2.1472155 14702.70036 301.17591 3 12
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1358 2.2689395 6091.08998 28.929051 13.4972590 2000-2012 –> 2010-2019 4.3748685 2.1059289 14684.30517 55.66937 7 15
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1358 2.3598761 6199.81947 523.328212 14.4517737 2000-2012 –> 2010-2019 4.4244033 2.0645271 14716.28792 1002.80039 12 19
Atlantic (27,27.25] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1358 2.2797738 6104.02814 28.353224 13.2064154 2000-2012 –> 2010-2019 4.4347482 2.1549744 14788.54922 53.83464 9 19
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1902 2.0848877 8206.49799 602.145896 13.2753434 1982-1999 –> 2000-2012 3.7877474 1.7028597 18425.52277 1118.98878 2 3
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1902 2.0843398 8205.49815 658.996909 15.1280399 1982-1999 –> 2000-2012 3.8009170 1.7165772 18466.48473 1228.56293 1 3
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1902 2.1127324 8256.96609 769.161352 13.3212164 1982-1999 –> 2000-2012 3.8305558 1.7178234 18521.74801 1442.31017 3 6
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1902 2.1611181 8343.10243 218.136047 15.9317518 1982-1999 –> 2000-2012 4.0267433 1.8656252 19039.55932 405.49965 4 11
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1902 2.3308010 8630.63251 392.861040 16.5237758 1982-1999 –> 2000-2012 4.1513136 1.8205126 19199.06882 740.02001 8 12
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1902 2.3321884 8632.89621 559.129007 16.1287789 1982-1999 –> 2000-2012 4.1536436 1.8214552 19204.03972 1126.40081 9 14
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1902 2.3382602 8640.78692 215.023911 15.9372617 1982-1999 –> 2000-2012 4.2125585 1.8742983 19359.50105 399.84833 10 18
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1902 2.3822568 8713.69778 519.591272 13.9038878 1982-1999 –> 2000-2012 4.2349985 1.8527417 19373.91243 992.76433 11 17
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1902 2.3987775 8737.98709 432.969416 16.8533414 1982-1999 –> 2000-2012 4.2804403 1.8816628 19477.21077 821.21121 12 22
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1902 2.4008194 8741.22374 388.109029 16.5377261 1982-1999 –> 2000-2012 4.2810481 1.8802288 19476.46003 734.98120 13 22
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1345 2.5059920 6302.20635 638.429430 13.2921911 2000-2012 –> 2010-2019 4.5908796 2.0848877 14508.70434 1240.57533 1 3
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1345 2.5074108 6303.72898 713.227773 13.1962355 2000-2012 –> 2010-2019 4.5917506 2.0843398 14509.22713 1372.22468 2 3
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1345 2.5286347 6326.40260 839.596309 13.5916092 2000-2012 –> 2010-2019 4.6413672 2.1127324 14583.36868 1608.75766 3 6
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1345 2.5415671 6340.12515 235.954884 11.7857934 2000-2012 –> 2010-2019 4.7026852 2.1611181 14683.22758 454.09093 4 8
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1345 2.5559970 6355.35463 900.508335 13.6835124 2000-2012 –> 2010-2019 4.7908383 2.2348412 14826.06024 1744.61037 5 10
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1345 2.5560469 6353.40709 618.510961 13.7180358 2000-2012 –> 2010-2019 4.7909176 2.2348707 14822.16286 1161.75098 6 12
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1345 2.5832258 6381.85938 19.782524 13.4815348 2000-2012 –> 2010-2019 4.8684210 2.2851952 14935.32291 37.00000 7 14
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1345 2.6349812 6437.22118 594.428599 11.9880985 2000-2012 –> 2010-2019 5.0884532 2.4534720 15262.96924 1178.04797 8 24
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1345 2.6355754 6435.82777 230.666559 11.6456114 2000-2012 –> 2010-2019 5.0896591 2.4540837 15260.52411 441.51457 9 26
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1345 2.8537847 6651.80262 443.106153 12.7162624 2000-2012 –> 2010-2019 5.1845857 2.3308010 15282.43513 835.96719 12 20
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2241 1.9230508 9304.52000 71.918248 18.6675316 1982-1999 –> 2000-2012 3.5834267 1.6603760 21255.76013 143.44879 3 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2241 1.9230349 9304.48288 70.281012 18.6597623 1982-1999 –> 2000-2012 3.5852518 1.6622170 21262.59153 140.51265 1 3
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2241 1.9230413 9304.49793 65.457020 18.6623533 1982-1999 –> 2000-2012 3.5852902 1.6622489 21262.72540 130.79708 2 5
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2241 1.9230714 9302.56796 63.098225 18.6909099 1982-1999 –> 2000-2012 3.6768129 1.7537415 21590.88499 126.20079 4 11
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2241 1.9931004 9462.87951 21.524698 16.0565910 1982-1999 –> 2000-2012 3.6889669 1.6958665 21543.20573 44.81385 7 11
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2241 1.9930860 9462.84705 20.935321 16.0540008 1982-1999 –> 2000-2012 3.6907148 1.6976288 21549.61073 43.58816 6 11
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2241 1.9930304 9462.72191 20.196812 16.0479145 1982-1999 –> 2000-2012 3.6908220 1.6977916 21550.08009 42.10369 5 11
Atlantic (27.5,27.75] 3 cstar_tref ~ sal + temp + phosphate_star 2241 1.9934750 9461.72179 18.392328 16.1473671 1982-1999 –> 2000-2012 3.7758893 1.7824142 21848.55316 38.61081 8 16
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2241 2.0016752 9484.12068 250.374617 18.7991654 1982-1999 –> 2000-2012 3.8130684 1.8113932 21974.91042 499.75659 9 18
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 2241 2.0639423 9619.41985 19.349994 16.2336700 1982-1999 –> 2000-2012 3.8922708 1.8283285 22165.88749 40.61695 11 21
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1613 2.3231504 7310.76917 61.692918 18.1450987 2000-2012 –> 2010-2019 4.2461917 1.9230413 16615.26710 127.14994 1 3
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1613 2.3237749 7311.63631 68.380718 18.0768446 2000-2012 –> 2010-2019 4.2468257 1.9230508 16616.15631 140.29897 2 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1613 2.3251201 7313.50313 66.793330 17.9208304 2000-2012 –> 2010-2019 4.2481549 1.9230349 16617.98600 137.07434 3 4
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1613 2.3754450 7380.58183 59.265702 18.9330769 2000-2012 –> 2010-2019 4.2985164 1.9230714 16683.14980 122.36393 4 8
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1613 2.4026528 7417.32165 20.241777 20.0157191 2000-2012 –> 2010-2019 4.3956831 1.9930304 16880.04357 40.43859 5 10
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1613 2.4035820 7418.56903 21.532991 19.9482527 2000-2012 –> 2010-2019 4.3966824 1.9931004 16881.44854 43.05769 6 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1613 2.4053198 7420.90057 21.007416 19.7885363 2000-2012 –> 2010-2019 4.3984058 1.9930860 16883.74763 41.94274 7 13
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1613 2.4082427 7426.81841 234.531466 17.6826627 2000-2012 –> 2010-2019 4.4099179 2.0016752 16910.93909 484.90608 8 17
Atlantic (27.5,27.75] 3 cstar_tref ~ sal + temp + phosphate_star 1613 2.4612898 7493.10719 18.651710 20.9657798 2000-2012 –> 2010-2019 4.4547648 1.9934750 16954.82899 37.04404 11 19
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 1613 2.4159355 7435.10704 213.942601 18.2826551 2000-2012 –> 2010-2019 4.4699431 2.0540076 17032.90087 440.68483 9 19
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 779 2.0905817 3373.64139 174.411445 11.5946656 1982-1999 –> 2000-2012 3.8725099 1.7819283 7836.14332 384.50392 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 779 2.1047771 3384.18477 108.312437 11.5867587 1982-1999 –> 2000-2012 3.8948100 1.7900329 7856.79717 229.29007 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 779 2.1091961 3387.45234 81.103553 11.6388040 1982-1999 –> 2000-2012 3.9055578 1.7963617 7867.92810 167.30083 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 779 2.1102637 3388.24076 113.933064 11.6421005 1982-1999 –> 2000-2012 3.9077351 1.7974714 7870.09247 242.29982 4 8
Atlantic (27.75,27.85] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 779 2.2634154 3495.39737 312.024141 11.9580894 1982-1999 –> 2000-2012 4.0950960 1.8316806 8017.25352 667.28754 13 18
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 779 2.1393868 3407.59525 143.068116 11.3720639 1982-1999 –> 2000-2012 4.0978076 1.9584207 8078.51467 300.92145 5 21
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 779 2.2429924 3481.27556 16.241698 12.8423312 1982-1999 –> 2000-2012 4.1337009 1.8907085 8073.79884 31.37437 7 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 779 2.2075557 3456.46443 55.964892 11.9765622 1982-1999 –> 2000-2012 4.1487906 1.9412349 8107.74605 104.08840 6 20
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 779 2.2602134 3493.19174 18.125764 12.8671420 1982-1999 –> 2000-2012 4.1668687 1.9066553 8104.42783 35.01082 10 20
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate_star 779 2.2606925 3493.52192 17.160039 12.8822521 1982-1999 –> 2000-2012 4.1685665 1.9078740 8106.18166 33.28517 11 22
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 556 2.1741560 2455.48395 178.116238 10.7770739 2000-2012 –> 2010-2019 4.2647377 2.0905817 5829.12534 352.52768 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 556 2.1890658 2463.08373 103.987362 10.7768806 2000-2012 –> 2010-2019 4.2938430 2.1047771 5847.26850 212.29980 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 556 2.1932831 2465.22394 78.749771 10.8240054 2000-2012 –> 2010-2019 4.3024792 2.1091961 5852.67628 159.85332 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 556 2.1942473 2465.71269 109.501897 10.8280916 2000-2012 –> 2010-2019 4.3045110 2.1102637 5853.95344 223.43496 4 8
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 556 2.2163631 2474.86443 147.292166 10.6060728 2000-2012 –> 2010-2019 4.3557499 2.1393868 5882.45968 290.36028 5 10
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 556 2.2718895 2502.38004 55.418965 11.2842494 2000-2012 –> 2010-2019 4.4794452 2.2075557 5958.84447 111.38386 6 12
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 556 2.3426057 2538.46505 193.713067 11.8889193 2000-2012 –> 2010-2019 4.5898458 2.2472401 6024.68833 380.55509 7 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 556 2.3522571 2541.03702 14.800668 12.3215734 2000-2012 –> 2010-2019 4.5952495 2.2429924 6022.31258 31.04237 8 15
Atlantic (27.75,27.85] 3 cstar_tref ~ sal + aou + phosphate 556 2.3553732 2540.50913 8.594779 12.1914766 2000-2012 –> 2010-2019 4.6054416 2.2500684 6024.69199 16.76891 9 18
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 556 2.3686140 2548.74280 16.420916 12.3487512 2000-2012 –> 2010-2019 4.6288275 2.2602134 6041.93454 34.54668 11 21
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 647 3.0039546 3273.41539 114.105023 21.6868246 1982-1999 –> 2000-2012 6.2507837 3.2468291 8444.29756 239.80065 1 2
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 647 3.0040257 3271.44603 73.075965 21.6984698 1982-1999 –> 2000-2012 6.2508565 3.2468307 8440.32918 154.69836 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 647 3.0221748 3281.24032 137.070765 21.7812357 1982-1999 –> 2000-2012 6.2749684 3.2527936 8455.76745 292.90501 7 10
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 647 3.0209476 3280.71477 67.942341 21.8314125 1982-1999 –> 2000-2012 6.2749845 3.2540369 8456.00086 142.81336 4 9
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 647 3.0208607 3280.67754 123.527183 21.8384262 1982-1999 –> 2000-2012 6.2751576 3.2542969 8456.12227 258.18061 3 10
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 647 3.0211644 3278.80761 39.403889 21.8528399 1982-1999 –> 2000-2012 6.2752078 3.2540434 8452.09766 83.46510 5 11
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 647 3.0212021 3278.82378 81.212194 21.8658099 1982-1999 –> 2000-2012 6.2755444 3.2543423 8452.29624 170.39006 6 14
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 647 3.0223054 3279.29623 77.810751 21.7654114 1982-1999 –> 2000-2012 6.2757664 3.2534610 8452.23078 167.44385 8 12
Atlantic (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 647 3.0267587 3281.20152 531.658554 21.6675723 1982-1999 –> 2000-2012 6.2824842 3.2557255 8455.51791 1050.77489 9 18
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 647 3.1900380 3351.18895 139.614577 22.7724746 1982-1999 –> 2000-2012 6.5493450 3.3593070 8589.70599 293.55001 10 20
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 499 2.5240893 2354.12924 111.147932 18.4632435 2000-2012 –> 2010-2019 5.5280440 3.0039546 5627.54463 225.25295 4 5
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 499 2.5263048 2353.00483 69.712489 18.4288772 2000-2012 –> 2010-2019 5.5303306 3.0040257 5624.45086 142.78845 7 9
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 499 2.5223968 2353.45978 134.355855 18.5700999 2000-2012 –> 2010-2019 5.5445716 3.0221748 5634.70010 271.42662 2 9
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 499 2.5226228 2351.54920 73.071666 18.5593726 2000-2012 –> 2010-2019 5.5449282 3.0223054 5630.84543 150.88242 3 11
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 499 2.5247107 2354.37490 67.323912 18.6057792 2000-2012 –> 2010-2019 5.5456584 3.0209476 5635.08968 135.26625 5 9
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 499 2.5251604 2354.55263 119.508981 18.6116389 2000-2012 –> 2010-2019 5.5460211 3.0208607 5635.23017 243.03616 6 9
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 499 2.5271378 2353.33384 37.523174 18.5735817 2000-2012 –> 2010-2019 5.5483022 3.0211644 5632.14145 76.92706 8 13
Atlantic (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 499 2.5217617 2351.20849 495.640060 18.5493918 2000-2012 –> 2010-2019 5.5485204 3.0267587 5632.41001 1027.29861 1 10
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 499 2.5281306 2353.72581 77.304398 18.5769929 2000-2012 –> 2010-2019 5.5493327 3.0212021 5632.54959 158.51659 9 15
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 499 2.5852945 2378.04039 134.350451 19.7854530 2000-2012 –> 2010-2019 5.7753325 3.1900380 5729.22934 273.96503 10 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 824 2.9745029 4148.85751 963.120504 21.3136951 1982-1999 –> 2000-2012 5.7415051 2.7670022 9611.32547 1805.38545 1 2
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 824 2.9875166 4154.05192 958.894024 20.8845224 1982-1999 –> 2000-2012 5.7797117 2.7921951 9634.78600 1795.91810 2 5
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 824 3.0154008 4171.36229 964.971703 22.2062068 1982-1999 –> 2000-2012 5.8053679 2.7899671 9652.31147 1810.94758 3 5
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate 824 3.0157678 4169.56285 964.915816 22.1348336 1982-1999 –> 2000-2012 5.8087542 2.7929864 9650.93051 1810.27376 4 8
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 824 3.6427265 4480.83377 602.625519 27.7612599 1982-1999 –> 2000-2012 6.9804895 3.3377630 10360.63294 1176.58566 8 13
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 824 3.5611130 4443.49121 50.865245 24.8985438 1982-1999 –> 2000-2012 7.2370522 3.6759393 10539.08198 93.84168 6 14
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 824 3.7457541 4526.79734 912.326519 29.2229632 1982-1999 –> 2000-2012 7.2687223 3.5229682 10527.34739 1805.41494 9 15
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 824 3.5602370 4443.08579 47.350887 24.5025973 1982-1999 –> 2000-2012 7.3214691 3.7612321 10589.96574 94.53608 5 14
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 824 3.5614799 4441.66101 35.228172 24.6798443 1982-1999 –> 2000-2012 7.3276184 3.7661385 10589.45582 67.40120 7 17
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate 824 3.7902886 4544.27540 531.627774 28.1875530 1982-1999 –> 2000-2012 7.3538217 3.5635331 10568.42455 1034.07984 10 17
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 508 3.0102731 2575.30484 94.220198 25.3921818 2000-2012 –> 2010-2019 6.5705101 3.5602370 7020.39063 189.78952 1 2
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 508 3.0110394 2573.56344 52.253576 24.7602424 2000-2012 –> 2010-2019 6.5712764 3.5602370 7016.64923 99.60446 2 4
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 508 3.0146698 2574.78771 51.157696 23.9706172 2000-2012 –> 2010-2019 6.5757828 3.5611130 7018.27892 102.02294 3 6
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 508 3.0149599 2572.88546 41.697677 24.1780808 2000-2012 –> 2010-2019 6.5764398 3.5614799 7014.54648 76.92585 4 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 508 3.2823884 2663.23001 108.616477 26.9482595 2000-2012 –> 2010-2019 7.1571185 3.8747301 7247.81719 220.01774 5 13
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 508 3.2857224 2664.26146 53.397011 27.1188157 2000-2012 –> 2010-2019 7.1660669 3.8803445 7251.23483 100.09305 6 15
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 508 3.2923360 2666.30445 105.503664 27.4988702 2000-2012 –> 2010-2019 7.1839688 3.8916328 7258.06505 217.45278 7 21
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 508 3.2999520 2666.65201 75.280856 23.7138006 2000-2012 –> 2010-2019 7.1868151 3.8868631 7254.39150 145.54212 8 19
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 508 3.3036083 2667.77709 13.282195 23.8520626 2000-2012 –> 2010-2019 7.1963626 3.8927543 7258.01253 25.57523 9 24
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 508 3.3144157 2671.09541 63.526486 22.9718552 2000-2012 –> 2010-2019 7.1995085 3.8850927 7258.08413 125.14242 13 23
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 429 0.1310366 -512.24556 109.651959 0.4926142 1982-1999 –> 2000-2012 0.2611704 0.1301337 -1266.12031 199.49466 1 2
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 429 0.1361977 -479.10028 154.352668 0.5274929 1982-1999 –> 2000-2012 0.2694986 0.1333009 -1203.20558 271.14920 2 6
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 429 0.1363128 -478.37556 42.984454 0.5456827 1982-1999 –> 2000-2012 0.2696051 0.1332923 -1202.56105 76.03033 3 6
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 429 0.1363870 -477.90909 175.032026 0.5520131 1982-1999 –> 2000-2012 0.2696482 0.1332612 -1202.38274 307.92720 4 6
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 429 0.1379856 -469.91074 39.490467 0.7988092 1982-1999 –> 2000-2012 0.2722641 0.1342785 -1186.96990 70.00729 5 10
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 429 0.1850879 -217.93201 83.775326 0.8918934 1982-1999 –> 2000-2012 0.3532080 0.1681201 -656.73485 155.02732 6 12
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 429 0.2046258 -131.82990 79.660267 1.0000292 1982-1999 –> 2000-2012 0.3891305 0.1845047 -455.50346 138.42887 7 14
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 429 0.2080782 -117.47456 42.982795 0.9947961 1982-1999 –> 2000-2012 0.3946420 0.1865638 -427.40846 74.71656 8 16
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 429 0.2100539 -109.36619 90.642219 1.0011078 1982-1999 –> 2000-2012 0.3974818 0.1874279 -413.57943 156.51629 9 18
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 429 0.2146472 -90.80630 83.933827 1.3476612 1982-1999 –> 2000-2012 0.4512126 0.2365654 -106.77520 147.39376 10 24
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 291 0.1112136 -438.42576 225.849346 0.5317919 2000-2012 –> 2010-2019 0.2422503 0.1310366 -950.67132 335.50130 2 3
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 291 0.1104712 -442.32405 598.553766 0.5576389 2000-2012 –> 2010-2019 0.2466689 0.1361977 -921.42432 752.90643 1 3
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 291 0.1138696 -424.69006 649.417297 0.5437110 2000-2012 –> 2010-2019 0.2502565 0.1363870 -902.59915 824.44932 3 7
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 291 0.1140388 -423.82582 125.426598 0.5432227 2000-2012 –> 2010-2019 0.2503516 0.1363128 -902.20138 168.41105 4 7
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 291 0.1229417 -382.07582 47.941942 0.5566103 2000-2012 –> 2010-2019 0.2609273 0.1379856 -851.98657 87.43241 5 10
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 291 0.1860717 -140.88238 141.042802 0.8094681 2000-2012 –> 2010-2019 0.3711596 0.1850879 -358.81439 224.81813 10 16
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 291 0.2071930 -78.30670 351.124543 0.9255914 2000-2012 –> 2010-2019 0.4118187 0.2046258 -210.13660 430.78481 16 23
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 291 0.1985108 -103.22035 136.737940 0.8386790 2000-2012 –> 2010-2019 0.4131581 0.2146472 -194.02665 220.67177 12 22
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 291 0.2088665 -73.62471 118.722555 0.9104345 2000-2012 –> 2010-2019 0.4169447 0.2080782 -191.09927 161.70535 17 25
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 291 0.2027190 -91.01158 53.946997 0.8740975 2000-2012 –> 2010-2019 0.4197260 0.2170070 -172.43688 84.52946 13 24
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 570 0.1607098 -452.50671 204.096149 0.8106970 1982-1999 –> 2000-2012 0.3031450 0.1424352 -1396.61914 424.80359 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 570 0.1630724 -435.86986 124.196885 0.8209809 1982-1999 –> 2000-2012 0.3072897 0.1442173 -1357.50134 272.54022 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 570 0.1632247 -434.80551 594.761561 0.8198754 1982-1999 –> 2000-2012 0.3075817 0.1443570 -1354.68635 1289.58201 3 6
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 570 0.1646002 -427.23877 165.118842 0.7330219 1982-1999 –> 2000-2012 0.3164705 0.1518703 -1257.38734 357.90703 5 9
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 570 0.1645906 -427.30568 37.630949 0.7301957 1982-1999 –> 2000-2012 0.3165048 0.1519142 -1256.93101 87.70232 4 9
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 570 0.1652331 -422.86375 96.482250 0.7017556 1982-1999 –> 2000-2012 0.3208242 0.1555911 -1209.24994 184.57639 6 19
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 570 0.1690631 -394.74130 675.831039 0.7462269 1982-1999 –> 2000-2012 0.3212483 0.1521852 -1219.14405 1531.45993 7 14
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 570 0.1691575 -396.10476 25.524664 0.7307928 1982-1999 –> 2000-2012 0.3220285 0.1528711 -1214.37806 46.52937 8 16
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 570 0.1700243 -390.27778 141.677934 0.7517569 1982-1999 –> 2000-2012 0.3231100 0.1530856 -1206.01505 269.65627 9 18
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + silicate + phosphate_star 570 0.1720342 -378.88051 22.783102 0.7617591 1982-1999 –> 2000-2012 0.3251350 0.1531008 -1196.43903 43.75321 10 20
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 393 0.1448102 -389.52678 243.781099 0.5269956 2000-2012 –> 2010-2019 0.3055200 0.1607098 -842.03349 447.87725 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 393 0.1471749 -376.79549 145.034569 0.5302759 2000-2012 –> 2010-2019 0.3102472 0.1630724 -812.66535 269.23145 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 393 0.1473817 -375.69145 693.056150 0.5320472 2000-2012 –> 2010-2019 0.3106064 0.1632247 -810.49696 1287.81771 3 6
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 393 0.1489983 -369.11716 41.323117 0.5902306 2000-2012 –> 2010-2019 0.3135888 0.1645906 -796.42284 78.95407 4 8
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 393 0.1490062 -369.07558 181.574612 0.5882985 2000-2012 –> 2010-2019 0.3136064 0.1646002 -796.31435 346.69345 5 10
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 393 0.1497625 -365.09613 114.509886 0.6250229 2000-2012 –> 2010-2019 0.3149956 0.1652331 -787.95988 210.99214 6 12
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 393 0.1575289 -323.35733 850.723462 0.6603560 2000-2012 –> 2010-2019 0.3265920 0.1690631 -718.09862 1526.55450 7 14
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 393 0.1577998 -324.00687 29.222437 0.6868411 2000-2012 –> 2010-2019 0.3269573 0.1691575 -720.11163 54.74710 8 16
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 393 0.1579748 -323.13573 169.557302 0.6272351 2000-2012 –> 2010-2019 0.3279991 0.1700243 -713.41352 311.23524 9 18
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + silicate + phosphate_star 393 0.1661590 -285.43494 24.003530 0.6661786 2000-2012 –> 2010-2019 0.3381933 0.1720342 -664.31545 46.78663 13 23
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1256 0.1572942 -1067.91604 279.365685 1.9652333 1982-1999 –> 2000-2012 0.3039178 0.1466237 -2800.21937 792.55559 2 3
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1256 0.1555233 -1096.35755 763.256184 1.5297042 1982-1999 –> 2000-2012 0.3105269 0.1550036 -2634.91108 1605.14886 1 3
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1256 0.1842591 -670.45386 79.209673 2.2484508 1982-1999 –> 2000-2012 0.3476364 0.1633773 -2025.59618 233.62239 3 6
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1256 0.1971470 -500.62630 521.792757 1.6630206 1982-1999 –> 2000-2012 0.3775833 0.1804363 -1509.55375 1053.33358 4 8
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1256 0.2002042 -461.97154 260.661115 1.6714483 1982-1999 –> 2000-2012 0.3829998 0.1827957 -1425.61248 473.50025 5 11
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1256 0.2029571 -427.66503 582.972070 1.6766817 1982-1999 –> 2000-2012 0.3882173 0.1852602 -1344.62025 1118.36900 6 13
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1256 0.2081105 -364.67829 991.418447 1.8957367 1982-1999 –> 2000-2012 0.4043630 0.1962525 -1080.69746 1908.23620 7 16
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1256 0.2081145 -364.62916 920.272094 1.8945457 1982-1999 –> 2000-2012 0.4043650 0.1962505 -1080.68438 1815.35045 8 16
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1256 0.2081739 -363.91300 923.204073 1.8812755 1982-1999 –> 2000-2012 0.4050264 0.1968525 -1069.29046 1820.43868 9 20
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1256 0.2111721 -329.99143 50.775303 2.0979570 1982-1999 –> 2000-2012 0.4074281 0.1962559 -1047.95017 187.82886 13 23
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 791 0.1243661 -1038.95900 472.271894 0.6664827 2000-2012 –> 2010-2019 0.2816602 0.1572942 -2106.87504 751.63758 1 3
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 791 0.1332867 -929.36913 847.994200 0.6701983 2000-2012 –> 2010-2019 0.2888100 0.1555233 -2025.72668 1611.25038 2 3
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 791 0.1454325 -791.40335 166.074416 0.7464135 2000-2012 –> 2010-2019 0.3296917 0.1842591 -1461.85722 245.28409 3 6
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 791 0.1789444 -463.35535 726.110725 0.6663594 2000-2012 –> 2010-2019 0.3760914 0.1971470 -963.98165 1247.90348 9 13
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 791 0.1825851 -431.49197 315.120621 0.6821115 2000-2012 –> 2010-2019 0.3827892 0.2002042 -893.46351 575.78174 11 16
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 791 0.1766905 -483.40817 987.596768 0.8916443 2000-2012 –> 2010-2019 0.3848009 0.2081105 -848.08646 1979.01521 4 11
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 791 0.1766940 -483.37615 881.777608 0.8919809 2000-2012 –> 2010-2019 0.3848086 0.2081145 -848.00531 1802.04970 5 13
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 791 0.1770301 -480.37028 884.867101 0.8958812 2000-2012 –> 2010-2019 0.3852040 0.2081739 -844.28328 1808.07117 7 16
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 791 0.1767349 -485.01034 141.722244 0.8986622 2000-2012 –> 2010-2019 0.3879071 0.2111721 -815.00177 192.49755 6 19
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 791 0.1789154 -465.61192 380.299613 0.8589089 2000-2012 –> 2010-2019 0.3883914 0.2094760 -815.86117 559.98672 8 19
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1162 0.2253484 -153.39695 507.847564 2.8249976 1982-1999 –> 2000-2012 0.4372260 0.2118776 -522.28977 980.27723 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1162 0.2525818 113.74260 409.077233 4.0501642 1982-1999 –> 2000-2012 0.4932789 0.2406971 112.60661 796.53067 2 4
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1162 0.2532392 117.78339 136.283677 3.9159712 1982-1999 –> 2000-2012 0.4939693 0.2407301 115.04040 279.12460 3 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1162 0.2563710 148.34755 158.289254 2.9262552 1982-1999 –> 2000-2012 0.4973633 0.2409923 150.72713 328.95278 4 8
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1162 0.2633897 209.11717 410.153966 2.0640069 1982-1999 –> 2000-2012 0.5078201 0.2444303 250.12308 899.63036 6 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 1162 0.2612967 190.57595 39.528087 3.6633028 1982-1999 –> 2000-2012 0.5086285 0.2473318 265.42541 90.34883 5 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 1162 0.2748757 308.31546 39.869104 4.3752337 1982-1999 –> 2000-2012 0.5402436 0.2653679 585.03321 83.93058 7 14
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 1162 0.2788146 339.38153 26.155128 4.1459935 1982-1999 –> 2000-2012 0.5499125 0.2710979 675.36757 59.70955 8 16
Atlantic (28.2, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1162 0.3583749 926.78090 467.540566 7.5463310 1982-1999 –> 2000-2012 0.6998113 0.3414364 1928.36119 1049.96245 9 18
Atlantic (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1162 0.3599650 937.06953 534.189477 7.5889178 1982-1999 –> 2000-2012 0.7027450 0.3427800 1949.91373 1100.01654 10 20
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 837 0.1697055 -581.85525 721.679563 1.5090603 2000-2012 –> 2010-2019 0.3950539 0.2253484 -735.25220 1229.52713 2 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 837 0.1657458 -619.37709 429.640091 1.7448127 2000-2012 –> 2010-2019 0.4183276 0.2525818 -505.63448 838.71732 1 3
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 837 0.1743461 -536.69384 180.146805 1.6222183 2000-2012 –> 2010-2019 0.4275854 0.2532392 -418.91045 316.43048 3 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 837 0.1817055 -465.48315 288.545990 1.8168176 2000-2012 –> 2010-2019 0.4380765 0.2563710 -317.13560 446.83524 4 8
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 837 0.1864947 -423.93306 69.641596 1.7610814 2000-2012 –> 2010-2019 0.4477914 0.2612967 -233.35711 109.16968 6 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 837 0.1818164 -466.46168 54.169946 1.7902781 2000-2012 –> 2010-2019 0.4566921 0.2748757 -158.14622 94.03905 5 12
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 837 0.1946102 -354.62758 42.674495 2.0829247 2000-2012 –> 2010-2019 0.4734248 0.2788146 -15.24606 68.82962 7 15
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 837 0.2636934 155.91427 667.298902 2.0575694 2000-2012 –> 2010-2019 0.5270831 0.2633897 365.03144 1077.45287 17 23
Atlantic (28.2, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 837 0.1998581 -306.08432 504.403465 2.3185763 2000-2012 –> 2010-2019 0.5582330 0.3583749 620.69658 971.94403 8 17
Atlantic (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 837 0.2014995 -292.39230 549.853263 2.3168827 2000-2012 –> 2010-2019 0.5614644 0.3599650 644.67723 1084.04274 9 19
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5422 5.5410348 33967.86317 156.572099 34.2727330 1982-1999 –> 2000-2012 11.2959246 5.7548898 78905.44317 344.37986 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5422 5.6238526 34128.74129 26.887475 33.8710812 1982-1999 –> 2000-2012 11.4496216 5.8257689 79239.85106 56.95622 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5422 5.6679245 34213.39007 14.992110 34.2782974 1982-1999 –> 2000-2012 11.5281728 5.8602483 79408.15225 30.19767 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5422 5.6843476 34244.76560 18.042653 33.6707098 1982-1999 –> 2000-2012 11.5669222 5.8825746 79493.43271 36.32462 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5422 5.7610563 34390.12384 157.216298 29.0847194 1982-1999 –> 2000-2012 11.7990969 6.0380406 80008.57225 345.16883 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5422 5.8296942 34518.55692 21.789963 29.8898574 1982-1999 –> 2000-2012 11.9712869 6.1415927 80378.06193 46.62611 6 13
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 5422 5.8679950 34587.56857 156.544378 29.7332984 1982-1999 –> 2000-2012 12.0071193 6.1391243 80439.37472 344.15460 8 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5422 5.8776935 34607.47649 6.621671 30.0906430 1982-1999 –> 2000-2012 12.0689570 6.1912635 80581.17019 13.36074 10 18
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5422 5.8818583 34615.15748 8.813380 30.1584232 1982-1999 –> 2000-2012 12.0835259 6.2016677 80612.65339 17.61697 11 20
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 5422 5.9586629 34753.84070 20.455601 30.5992665 1982-1999 –> 2000-2012 12.2089976 6.2503347 80860.14720 43.97217 13 23
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3780 5.7697921 23991.10388 161.141977 31.2678179 2000-2012 –> 2010-2019 11.3108269 5.5410348 57958.96705 317.71408 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3780 5.8657211 24115.76349 22.673845 31.6651751 2000-2012 –> 2010-2019 11.4895737 5.6238526 58244.50478 49.56132 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3780 5.9133923 24176.95599 13.805350 32.1121330 2000-2012 –> 2010-2019 11.5813168 5.6679245 58390.34606 28.79746 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3780 5.9245526 24191.21041 16.677374 31.9255142 2000-2012 –> 2010-2019 11.6089001 5.6843476 58435.97601 34.72003 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3780 5.9893335 24273.42518 161.574505 27.6218286 2000-2012 –> 2010-2019 11.7503898 5.7610563 58663.54903 318.79080 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3780 6.0072866 24296.05244 5.453763 30.9555760 2000-2012 –> 2010-2019 11.8710358 5.8637492 58877.77193 11.32899 6 13
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3780 6.0114972 24299.34952 5.277041 31.1578990 2000-2012 –> 2010-2019 11.8867344 5.8752372 58900.29333 11.11307 7 16
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3780 6.0438267 24339.89788 161.130759 28.1026647 2000-2012 –> 2010-2019 11.9118218 5.8679950 58927.46645 317.67514 8 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3780 6.0821475 24389.68055 18.896132 28.4779425 2000-2012 –> 2010-2019 11.9118416 5.8296942 58908.23747 40.68610 9 15
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3780 6.1358235 24456.10624 6.705265 28.6939436 2000-2012 –> 2010-2019 12.0135170 5.8776935 59063.58272 13.32694 11 21
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5391 3.8222972 29770.05724 753.440609 15.9319757 1982-1999 –> 2000-2012 7.7037911 3.8814939 75368.81304 1540.48262 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5391 3.9339053 30080.37433 49.313663 16.1964778 1982-1999 –> 2000-2012 7.8876589 3.9537536 75982.11271 102.19575 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5391 4.0277797 30334.64233 18.402078 17.8707513 1982-1999 –> 2000-2012 8.0572245 4.0294449 76547.87038 36.78417 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5391 4.0398138 30366.80852 18.647739 18.4933266 1982-1999 –> 2000-2012 8.0852764 4.0454626 76645.20323 37.35877 4 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5391 4.0408984 30369.70291 52.756910 26.9527072 1982-1999 –> 2000-2012 8.1594533 4.1185549 76942.22884 108.01547 5 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5391 4.0785255 30469.63569 11.720293 27.5834020 1982-1999 –> 2000-2012 8.2137095 4.1351840 77108.34986 23.57946 7 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5391 4.0637699 30430.55716 381.118089 25.9271890 1982-1999 –> 2000-2012 8.2361836 4.1724137 77216.49524 783.25750 6 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5391 4.0908935 30502.28227 17.033736 27.6802049 1982-1999 –> 2000-2012 8.2363758 4.1454823 77181.85316 34.13562 8 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5391 4.2265406 30853.99583 48.148126 56.6108588 1982-1999 –> 2000-2012 8.4625313 4.2359906 77888.33663 98.21112 10 19
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5391 4.2005798 30787.56499 810.083516 56.8992966 1982-1999 –> 2000-2012 8.4676585 4.2670787 77942.01650 1657.71940 9 19
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3907 3.9911741 21916.82937 749.389417 15.5822085 2000-2012 –> 2010-2019 7.8134713 3.8222972 51686.88661 1502.83003 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3907 4.1369897 22197.21876 44.656759 16.2099544 2000-2012 –> 2010-2019 8.0708950 3.9339053 52277.59310 93.97042 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3907 4.2193294 22351.21566 47.975504 25.8801772 2000-2012 –> 2010-2019 8.2602278 4.0408984 52720.91857 100.73241 3 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3907 4.2356485 22381.37956 17.714004 17.7037091 2000-2012 –> 2010-2019 8.2634282 4.0277797 52716.02189 36.11608 5 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3907 4.2447380 22398.13007 17.863306 18.1449084 2000-2012 –> 2010-2019 8.2845518 4.0398138 52764.93859 36.51105 6 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3907 4.2247737 22361.29157 348.506420 24.9798855 2000-2012 –> 2010-2019 8.2885436 4.0637699 52791.84873 729.62451 4 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3907 4.2611688 22428.31854 10.464235 26.4157422 2000-2012 –> 2010-2019 8.3396943 4.0785255 52897.95423 22.18453 7 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3907 4.2721120 22448.36016 15.211491 26.4783310 2000-2012 –> 2010-2019 8.3630055 4.0908935 52950.64242 32.24523 8 16
Indo-Pacific (26,26.5] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 3907 4.4065172 22688.40896 273.977432 18.0173622 2000-2012 –> 2010-2019 8.6636065 4.2570893 53618.05481 580.14751 9 20
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 3907 4.4256906 22722.33508 44.582678 18.2403754 2000-2012 –> 2010-2019 8.6870131 4.2613225 53662.69711 93.82359 10 22
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4618 2.9956935 23252.83167 110.432889 20.6584453 1982-1999 –> 2000-2012 5.7535735 2.7578800 53801.14497 223.31844 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4618 3.0118415 23302.48373 815.677780 18.7347303 1982-1999 –> 2000-2012 5.8983631 2.8865216 54422.85906 1633.17746 2 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4618 3.0976623 23561.97876 49.460626 20.9911058 1982-1999 –> 2000-2012 5.9434846 2.8458223 54504.17091 97.29814 4 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4618 3.1079149 23592.49737 53.626618 20.9483750 1982-1999 –> 2000-2012 5.9690041 2.8610893 54601.82597 105.79747 5 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4618 3.0958160 23556.47213 114.315990 19.6541044 1982-1999 –> 2000-2012 6.0424135 2.9465975 54935.32291 227.22813 3 8
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4618 3.1754980 23789.18618 809.495218 20.0191706 1982-1999 –> 2000-2012 6.1954869 3.0199889 55474.74355 1609.51288 6 12
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4618 3.2031782 23871.34564 22.245544 19.9722303 1982-1999 –> 2000-2012 6.2405522 3.0373741 55630.93085 44.04754 7 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4618 3.2164758 23909.60859 33.677570 19.9504312 1982-1999 –> 2000-2012 6.2720032 3.0555273 55743.96543 67.00131 8 16
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4618 3.2291710 23943.99047 110.405754 20.8463940 1982-1999 –> 2000-2012 6.2942052 3.0650342 55815.32812 223.28176 9 18
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4618 3.3210726 24203.17446 21.243192 22.5304810 1982-1999 –> 2000-2012 6.4686150 3.1475424 56407.82732 42.65139 10 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3097 3.0400480 15689.84850 764.560653 20.5046915 2000-2012 –> 2010-2019 6.0518895 3.0118415 38992.33223 1580.23843 1 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3097 3.2450658 16094.08341 104.460341 20.8879604 2000-2012 –> 2010-2019 6.2407594 2.9956935 39346.91508 214.89323 3 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3097 3.1636174 15936.63499 105.068458 19.8295574 2000-2012 –> 2010-2019 6.2594334 3.0958160 39493.10712 219.38445 2 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3097 3.3687376 16325.75404 46.455495 21.3394488 2000-2012 –> 2010-2019 6.4663999 3.0976623 39887.73280 95.91612 7 11
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3097 3.3087696 16212.49940 754.994292 20.1825275 2000-2012 –> 2010-2019 6.4842676 3.1754980 40001.68558 1564.48951 4 10
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3097 3.3772857 16341.45141 50.519703 21.2671555 2000-2012 –> 2010-2019 6.4852006 3.1079149 39933.94878 104.14632 8 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3097 3.3165346 16229.01842 21.314152 26.7433374 2000-2012 –> 2010-2019 6.5197127 3.2031782 40100.36406 43.55970 5 12
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3097 3.3324539 16258.67847 32.506445 27.9345942 2000-2012 –> 2010-2019 6.5489298 3.2164758 40168.28706 66.18402 6 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3097 3.3902652 16363.21037 104.342398 21.2718470 2000-2012 –> 2010-2019 6.6194362 3.2291710 40307.20084 214.74815 9 18
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3097 3.4438113 16462.27440 34.903214 15.9105790 2000-2012 –> 2010-2019 6.8283039 3.3844925 40842.15862 70.88126 10 22
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5142 2.8839532 25498.78594 110.223212 17.3274009 1982-1999 –> 2000-2012 5.3177117 2.4337585 57931.60863 216.39656 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5142 2.9397926 25696.00266 754.004535 21.3753211 1982-1999 –> 2000-2012 5.5075318 2.5677391 58881.42966 1395.18556 2 4
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5142 2.9559956 25750.52846 658.877633 19.5589034 1982-1999 –> 2000-2012 5.5490888 2.5930931 59071.94663 1237.03220 3 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5142 3.0692706 26139.25242 50.658049 17.9489469 1982-1999 –> 2000-2012 5.6791944 2.6099238 59553.52940 103.48264 5 9
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5142 3.0419124 26047.17386 115.011725 20.0470331 1982-1999 –> 2000-2012 5.6900991 2.6481867 59665.84911 224.34557 4 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5142 3.0814439 26179.95984 57.863058 17.8600446 1982-1999 –> 2000-2012 5.7172225 2.6357786 59732.67732 118.81368 7 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5142 3.0795624 26171.67854 109.466132 19.0036186 1982-1999 –> 2000-2012 5.7902803 2.7107179 60116.11805 215.16141 6 13
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5142 3.2567384 26748.95211 28.431646 21.0301297 1982-1999 –> 2000-2012 6.1356564 2.8789180 61540.85456 58.67981 10 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5142 3.1802174 26504.43320 29.394923 15.6091520 1982-1999 –> 2000-2012 6.1887008 3.0084834 61914.57436 60.73138 8 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5142 3.2740690 26803.53299 44.071425 20.8424771 1982-1999 –> 2000-2012 6.1904396 2.9163706 61776.95944 90.66765 11 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3443 2.9469714 17227.04814 781.164830 25.2671193 2000-2012 –> 2010-2019 5.8867641 2.9397926 42923.05080 1535.16936 1 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3443 3.0170994 17388.99240 112.216625 15.8943464 2000-2012 –> 2010-2019 5.9010527 2.8839532 42887.77834 222.43984 3 4
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3443 2.9928164 17331.34641 689.453287 22.4660630 2000-2012 –> 2010-2019 5.9488120 2.9559956 43081.87487 1348.33092 2 5
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3443 3.1241459 17629.07283 115.459016 17.0954626 2000-2012 –> 2010-2019 6.1660582 3.0419124 43676.24669 230.47074 4 8
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3443 3.1981940 17788.37994 111.912162 17.1976151 2000-2012 –> 2010-2019 6.2777564 3.0795624 43960.05848 221.37829 5 11
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3443 3.2731162 17949.83360 51.759703 15.2170234 2000-2012 –> 2010-2019 6.3423869 3.0692706 44089.08602 102.41775 6 11
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3443 3.2820755 17968.65643 59.372252 15.1141756 2000-2012 –> 2010-2019 6.3635194 3.0814439 44148.61628 117.23531 7 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3443 3.2969753 17999.84644 29.623288 14.7793780 2000-2012 –> 2010-2019 6.4771927 3.1802174 44504.27964 59.01821 8 16
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3443 3.3126150 18030.43395 28.507868 14.8934373 2000-2012 –> 2010-2019 6.4932565 3.1806416 44534.23861 56.55064 9 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3443 3.4217409 18255.61984 31.374569 20.1554708 2000-2012 –> 2010-2019 6.6784793 3.2567384 45004.57195 59.80622 10 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4778 2.0160812 20273.62003 82.346413 12.2671451 1982-1999 –> 2000-2012 3.5007673 1.4846860 43980.31266 160.09561 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4778 2.1025123 20674.75506 46.215078 12.9540953 1982-1999 –> 2000-2012 3.7010944 1.5985821 45346.76104 90.18205 2 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4778 2.1190519 20749.63428 53.100306 12.9985889 1982-1999 –> 2000-2012 3.7416304 1.6225785 45616.22764 103.28530 3 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4778 2.1653240 20956.05571 945.348159 19.3610984 1982-1999 –> 2000-2012 3.7498795 1.5845554 45512.96180 1899.49637 4 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4778 2.1838116 21037.29881 89.897389 11.2529783 1982-1999 –> 2000-2012 3.9469912 1.7631795 46989.20658 179.04835 5 10
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4778 2.1860598 21045.13135 79.296639 11.4171960 1982-1999 –> 2000-2012 3.9551925 1.7691327 47039.06050 154.09771 6 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4778 2.2063649 21135.48200 507.019093 14.8556149 1982-1999 –> 2000-2012 3.9829113 1.7765464 47186.02604 1041.58975 7 14
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4778 2.2456368 21302.07695 414.804527 16.4366650 1982-1999 –> 2000-2012 4.0264140 1.7807771 47381.68530 820.46536 8 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4778 2.2917621 21498.36818 24.245991 12.1898725 1982-1999 –> 2000-2012 4.1488629 1.8571007 48128.06133 49.30083 9 18
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4778 2.2942894 21506.90048 18.479566 12.0077716 1982-1999 –> 2000-2012 4.1781135 1.8838241 48321.18545 35.86409 10 21
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3339 2.1925192 14732.24352 92.143347 11.5374209 2000-2012 –> 2010-2019 4.2086005 2.0160812 35005.86355 174.48976 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3339 2.3520993 15201.42011 51.288951 12.0190746 2000-2012 –> 2010-2019 4.4546116 2.1025123 35876.17517 97.50403 6 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3339 2.3715770 15256.49285 58.625906 12.0566525 2000-2012 –> 2010-2019 4.4906290 2.1190519 36006.12713 111.72621 7 10
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3339 2.2858941 15010.75629 630.715376 14.5295715 2000-2012 –> 2010-2019 4.4922590 2.2063649 36146.23829 1137.73447 2 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3339 2.3271707 15130.26593 102.025946 10.9308278 2000-2012 –> 2010-2019 4.5109824 2.1838116 36167.56475 191.92333 4 8
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3339 2.3271718 15128.26898 87.442273 10.9338882 2000-2012 –> 2010-2019 4.5132316 2.1860598 36173.40033 166.73891 5 10
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3339 2.3060551 15067.39628 502.786827 15.6278738 2000-2012 –> 2010-2019 4.5516919 2.2456368 36369.47323 917.59135 3 10
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3339 2.4796249 15554.01215 27.553563 11.6410760 2000-2012 –> 2010-2019 4.7713871 2.2917621 37052.38033 51.79955 8 16
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3339 2.4865178 15570.55000 20.267789 11.3805973 2000-2012 –> 2010-2019 4.7808073 2.2942894 37077.45048 38.74736 9 18
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3339 2.4976839 15602.47133 41.129779 11.6395439 2000-2012 –> 2010-2019 4.8057186 2.3080347 37168.45184 78.82601 10 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3840 1.7433038 15179.85407 116.609140 16.6562161 1982-1999 –> 2000-2012 3.2047108 1.4614070 34565.55311 230.61883 1 2
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3840 1.7725509 15305.63099 802.069668 17.1114535 1982-1999 –> 2000-2012 3.2913798 1.5188289 35104.48235 1587.76506 2 5
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3840 1.8020666 15434.46178 31.249211 16.4261525 1982-1999 –> 2000-2012 3.3163795 1.5143130 35203.23664 61.82103 3 5
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3840 1.8106982 15471.16009 34.724005 16.4047708 1982-1999 –> 2000-2012 3.3341092 1.5234110 35304.45989 68.67142 6 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3840 1.8042169 15443.62048 173.430275 16.1670145 1982-1999 –> 2000-2012 3.3437262 1.5395093 35390.15393 340.82911 4 9
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3840 1.8064990 15451.32868 96.837451 16.6952195 1982-1999 –> 2000-2012 3.3484185 1.5419195 35412.71292 191.00581 5 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3840 1.8442550 15612.18700 33.603652 15.7919679 1982-1999 –> 2000-2012 3.4145591 1.5703041 35772.06563 66.45802 7 14
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3840 1.8477406 15624.68817 13.536718 16.4581614 1982-1999 –> 2000-2012 3.4215952 1.5738547 35806.89577 26.72118 8 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3840 1.8508337 15639.53399 42.012276 15.7973868 1982-1999 –> 2000-2012 3.4272369 1.5764031 35841.16999 81.30587 9 18
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3840 1.8539731 15650.54963 18.916991 16.4356357 1982-1999 –> 2000-2012 3.4337004 1.5797273 35872.87682 36.25857 10 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2657 1.9483726 11098.64795 114.327385 13.3586084 2000-2012 –> 2010-2019 3.6916764 1.7433038 26278.50201 230.93653 2 3
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2657 1.9440572 11084.86494 778.313717 13.9744867 2000-2012 –> 2010-2019 3.7166080 1.7725509 26390.49593 1580.38338 1 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2657 1.9940003 11221.65845 169.448162 13.2333783 2000-2012 –> 2010-2019 3.7982172 1.8042169 26665.27894 342.87844 3 7
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2657 1.9946610 11221.41885 93.950304 13.5248440 2000-2012 –> 2010-2019 3.8011600 1.8064990 26672.74753 190.78776 4 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2657 2.0154615 11278.54681 30.878163 13.1384898 2000-2012 –> 2010-2019 3.8175281 1.8020666 26713.00859 62.12737 5 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2657 2.0241918 11301.51552 34.390922 13.1240466 2000-2012 –> 2010-2019 3.8348900 1.8106982 26772.67561 69.11493 6 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2657 2.0449352 11355.69487 33.749877 12.8682455 2000-2012 –> 2010-2019 3.8891902 1.8442550 26967.88187 67.35353 7 14
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2657 2.0461601 11356.87703 13.430679 13.2738292 2000-2012 –> 2010-2019 3.8939007 1.8477406 26981.56520 26.96740 8 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2657 2.0520016 11374.02611 41.963147 12.8959712 2000-2012 –> 2010-2019 3.9028354 1.8508337 27013.56010 83.97542 9 18
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2657 2.0529424 11374.46178 18.818976 13.2547626 2000-2012 –> 2010-2019 3.9069155 1.8539731 27025.01140 37.73597 10 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3492 1.4348836 12445.67539 434.945323 9.5974011 1982-1999 –> 2000-2012 2.5040213 1.0691377 26628.17801 839.76792 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3492 1.4370507 12456.21538 183.741895 9.7742549 1982-1999 –> 2000-2012 2.5397728 1.1027222 26933.66062 362.77466 2 6
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3492 1.4455522 12495.41083 170.370528 9.8569549 1982-1999 –> 2000-2012 2.5485475 1.1029952 26973.21735 338.06711 3 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3492 1.4670287 12600.40856 56.715697 9.7254411 1982-1999 –> 2000-2012 2.5638343 1.0968055 27026.55084 109.13758 5 7
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3492 1.4727554 12627.61817 73.660020 9.7356115 1982-1999 –> 2000-2012 2.5745811 1.1018257 27097.30801 140.72353 7 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3492 1.4626650 12579.60345 19.969729 9.8861681 1982-1999 –> 2000-2012 2.5919451 1.1292801 27283.99156 40.84962 4 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3492 1.4678084 12604.11941 22.783178 9.9076335 1982-1999 –> 2000-2012 2.6030047 1.1351963 27358.33501 46.54959 6 14
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3492 1.4791306 12655.78483 14.637839 10.0116560 1982-1999 –> 2000-2012 2.6113811 1.1322505 27383.22336 30.21261 8 15
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3492 1.4862088 12689.12632 18.548547 10.0429020 1982-1999 –> 2000-2012 2.6253343 1.1391254 27474.29118 37.70297 9 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3492 1.5244062 12868.35553 11.752510 8.7295310 1982-1999 –> 2000-2012 2.7204272 1.1960211 28120.30013 23.16621 10 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2316 1.7142137 9082.96058 198.018478 13.1744024 2000-2012 –> 2010-2019 3.1512644 1.4370507 21539.17596 381.76037 1 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2316 1.7262187 9115.28627 463.260803 12.9554341 2000-2012 –> 2010-2019 3.1611023 1.4348836 21560.96167 898.20613 2 3
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2316 1.7366024 9141.06558 185.703102 13.3432122 2000-2012 –> 2010-2019 3.1821546 1.4455522 21636.47641 356.07363 3 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2316 1.7420795 9157.65157 20.933965 13.2789448 2000-2012 –> 2010-2019 3.2047445 1.4626650 21737.25502 40.90369 4 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2316 1.7471536 9171.12341 23.831822 13.2968196 2000-2012 –> 2010-2019 3.2149620 1.4678084 21775.24282 46.61500 5 11
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2316 1.7633416 9213.84288 56.708341 13.0631126 2000-2012 –> 2010-2019 3.2303703 1.4670287 21814.25144 113.42404 7 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2316 1.7691924 9229.18662 74.145203 13.0574895 2000-2012 –> 2010-2019 3.2419478 1.4727554 21856.80479 147.80522 8 15
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2316 1.7757636 9244.35905 15.898930 13.4991520 2000-2012 –> 2010-2019 3.2548942 1.4791306 21900.14388 30.53677 9 17
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2316 1.7832940 9263.96037 20.592672 13.5279937 2000-2012 –> 2010-2019 3.2695029 1.4862088 21953.08669 39.14122 10 19
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2316 1.7599181 9204.84119 10.606082 11.6014374 2000-2012 –> 2010-2019 3.2843242 1.5244062 22073.19672 22.35859 6 16
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1237 0.6683316 2527.50400 276.386257 3.6783256 1982-1999 –> 2000-2012 1.2356443 0.5673128 5469.29905 534.86520 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1237 0.6697486 2532.74389 40.377917 3.7046040 1982-1999 –> 2000-2012 1.2386191 0.5688705 5483.96043 76.61300 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1237 0.6702031 2534.42239 46.286955 3.7116173 1982-1999 –> 2000-2012 1.2395842 0.5693811 5488.72181 88.04073 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1237 0.7381182 2773.22071 538.615511 3.7669006 1982-1999 –> 2000-2012 1.3410001 0.6028818 5923.96049 1058.51307 4 8
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1237 0.7418573 2783.72147 274.522325 3.8440788 1982-1999 –> 2000-2012 1.3447443 0.6028870 5932.49086 530.88660 5 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1237 0.7462445 2800.30926 76.752933 3.8189213 1982-1999 –> 2000-2012 1.3552530 0.6090085 5985.79022 150.14441 6 12
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1237 0.7500040 2810.74173 40.355288 3.8954141 1982-1999 –> 2000-2012 1.3590259 0.6090219 5994.29833 76.53828 8 15
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1237 0.7487874 2808.72515 88.272235 3.8356783 1982-1999 –> 2000-2012 1.3597107 0.6109234 6004.99302 173.05798 7 15
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1237 0.7524727 2818.87181 46.275497 3.9107492 1982-1999 –> 2000-2012 1.3634086 0.6109359 6013.21007 87.98981 9 18
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1237 0.8568410 3142.21367 497.210296 3.5798094 1982-1999 –> 2000-2012 1.5546721 0.6978311 6795.48861 959.31374 11 21
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 825 0.7656812 1914.71620 297.672361 3.8684535 2000-2012 –> 2010-2019 1.4340128 0.6683316 4442.22019 574.05862 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 825 0.7678791 1919.44573 32.413762 3.8910287 2000-2012 –> 2010-2019 1.4376277 0.6697486 4452.18961 72.79168 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 825 0.7685303 1920.84425 37.717069 3.8964831 2000-2012 –> 2010-2019 1.4387334 0.6702031 4455.26664 84.00402 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 825 0.8472603 2081.76545 589.243442 4.0845302 2000-2012 –> 2010-2019 1.5853785 0.7381182 4854.98616 1127.85895 4 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 825 0.8563380 2099.34996 76.423332 4.1309886 2000-2012 –> 2010-2019 1.6025826 0.7462445 4899.65922 153.17627 5 11
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 825 0.8592539 2104.95881 89.092785 4.1469139 2000-2012 –> 2010-2019 1.6080413 0.7487874 4913.68396 177.36502 6 13
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 825 0.8674477 2118.61856 295.892210 4.2922892 2000-2012 –> 2010-2019 1.6093050 0.7418573 4902.34003 570.41453 7 12
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 825 0.8764094 2135.57737 32.410904 4.3365376 2000-2012 –> 2010-2019 1.6264134 0.7500040 4946.31910 72.76619 8 16
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 825 0.8790398 2140.52225 37.715727 4.3495447 2000-2012 –> 2010-2019 1.6315126 0.7524727 4959.39406 83.99122 9 18
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 825 0.9198218 2217.34930 308.506722 4.4803315 2000-2012 –> 2010-2019 1.7657067 0.8458849 5327.72483 609.20914 10 20
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1932 0.6400435 3772.58788 325.566700 3.6422706 1982-1999 –> 2000-2012 1.2026823 0.5626388 8079.94970 645.49404 1 7
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1932 0.6505567 3835.54148 501.653806 4.4727758 1982-1999 –> 2000-2012 1.2043873 0.5538306 8062.61962 1023.61039 4 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1932 0.6433686 3792.60959 68.644615 3.6415741 1982-1999 –> 2000-2012 1.2088220 0.5654535 8125.36128 147.70848 2 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1932 0.6445545 3799.72579 72.225154 3.6414711 1982-1999 –> 2000-2012 1.2110502 0.5664956 8141.84622 154.22332 3 12
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1932 0.6538963 3855.32627 33.861991 4.5533923 1982-1999 –> 2000-2012 1.2111587 0.5572623 8113.83441 69.51415 5 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1932 0.6546010 3859.48807 39.973572 4.5698446 1982-1999 –> 2000-2012 1.2126344 0.5580334 8125.03153 81.58943 6 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1932 0.6800494 4006.85918 504.341727 4.3942149 1982-1999 –> 2000-2012 1.2291035 0.5490541 8189.86600 1014.60490 10 11
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1932 0.6946326 4088.84444 82.443103 4.4550211 1982-1999 –> 2000-2012 1.2547850 0.5601523 8373.67111 172.87953 12 17
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1932 0.6695890 3944.96226 310.758707 4.6824837 1982-1999 –> 2000-2012 1.2552659 0.5856769 8454.50727 604.35606 7 20
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1932 0.6727779 3963.32064 11.654527 4.7708014 1982-1999 –> 2000-2012 1.2614847 0.5887068 8499.12016 21.59135 8 24
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1376 0.6992687 2934.47275 378.048645 4.2621773 2000-2012 –> 2010-2019 1.3393122 0.6400435 6707.06063 703.61535 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1376 0.7026410 2947.71293 77.219240 4.2580432 2000-2012 –> 2010-2019 1.3460096 0.6433686 6740.32252 145.86385 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1376 0.7038370 2952.39294 82.021039 4.2565676 2000-2012 –> 2010-2019 1.3483915 0.6445545 6752.11873 154.24619 3 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1376 0.7365984 3077.59807 575.649273 4.5261851 2000-2012 –> 2010-2019 1.3871551 0.6505567 6913.13955 1077.30308 4 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1376 0.7400352 3090.40836 37.774222 4.5227288 2000-2012 –> 2010-2019 1.3939315 0.6538963 6945.73463 71.63621 5 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1376 0.7407441 3093.04357 44.387513 4.5217808 2000-2012 –> 2010-2019 1.3953451 0.6546010 6952.53164 84.36108 6 12
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1376 0.7411431 3092.52550 355.690400 4.4578607 2000-2012 –> 2010-2019 1.4107321 0.6695890 7037.48776 666.44911 7 14
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1376 0.7445633 3105.19614 11.911179 4.4539595 2000-2012 –> 2010-2019 1.4173412 0.6727779 7068.51678 23.56571 8 16
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1376 0.7453343 3108.04418 13.751775 4.4523221 2000-2012 –> 2010-2019 1.4189106 0.6735763 7075.94786 27.09321 9 18
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1376 0.7953098 3288.64593 573.973588 5.1114607 2000-2012 –> 2010-2019 1.4753591 0.6800494 7295.50511 1078.31531 10 20
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1412 0.6314820 2722.92960 591.470660 4.3636825 1982-1999 –> 2000-2012 1.2031405 0.5716585 6547.23125 1143.53074 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1412 0.6328166 2728.89145 39.916264 4.4385526 1982-1999 –> 2000-2012 1.2059908 0.5731743 6564.92888 77.33798 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1412 0.6330839 2730.08438 46.126303 4.4536308 1982-1999 –> 2000-2012 1.2065996 0.5735157 6568.76087 89.87659 3 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1412 0.6722960 2899.79484 38.171111 6.5036512 1982-1999 –> 2000-2012 1.2525585 0.5802625 6790.30470 75.57307 4 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1412 0.7378723 3162.63027 280.907029 5.3174913 1982-1999 –> 2000-2012 1.3691796 0.6313072 7426.81139 625.17013 10 16
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1412 0.7393539 3168.29503 319.834608 5.4795870 1982-1999 –> 2000-2012 1.3706208 0.6312669 7432.19313 713.09604 11 16
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 1412 0.7299428 3130.11784 573.359622 4.1942241 1982-1999 –> 2000-2012 1.3772135 0.6472707 7502.97472 1117.06759 9 17
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1412 0.7466386 3193.98289 33.259760 6.8986250 1982-1999 –> 2000-2012 1.3779464 0.6313078 7456.16828 65.84675 17 24
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1412 0.7424792 3178.20708 38.222788 4.2580248 1982-1999 –> 2000-2012 1.4013461 0.6588669 7629.76289 73.69973 13 22
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate 1412 0.7113807 3057.37626 260.651454 4.3360211 1982-1999 –> 2000-2012 1.4022073 0.6908266 7718.86357 514.32179 5 21
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 937 0.6818216 1955.37269 640.931500 3.6248145 2000-2012 –> 2010-2019 1.3133036 0.6314820 4678.30229 1232.40216 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 937 0.6825145 1957.27619 40.583693 3.6245612 2000-2012 –> 2010-2019 1.3153310 0.6328166 4686.16764 80.49996 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 937 0.6826586 1957.67172 47.200820 3.6244717 2000-2012 –> 2010-2019 1.3157425 0.6330839 4687.75609 93.32712 3 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 937 0.6957551 1993.28304 40.176219 5.3254985 2000-2012 –> 2010-2019 1.3680511 0.6722960 4893.07788 78.34733 4 8
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate 937 0.7525661 2138.37548 293.922434 4.1128226 2000-2012 –> 2010-2019 1.4639468 0.7113807 5195.75174 554.57389 5 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 937 0.7572757 2152.06646 484.931252 3.4852790 2000-2012 –> 2010-2019 1.4802690 0.7229934 5257.16970 787.86378 6 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 937 0.7573408 2152.22758 485.220953 3.4818149 2000-2012 –> 2010-2019 1.4805531 0.7232123 5258.18585 789.27292 7 14
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 937 0.7635353 2165.49316 488.859214 3.4878353 2000-2012 –> 2010-2019 1.5058868 0.7423515 5343.21441 930.47129 8 20
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 937 0.7636950 2165.88515 8.084235 3.5089671 2000-2012 –> 2010-2019 1.5068934 0.7431984 5346.82635 15.36869 9 23
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 937 0.7637515 2166.02377 9.356702 3.5153515 2000-2012 –> 2010-2019 1.5072264 0.7434750 5348.01556 17.77150 10 25
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1106 0.4512371 1392.46580 39.457483 2.2579905 1982-1999 –> 2000-2012 0.9061177 0.4548806 3258.45980 73.90281 1 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1106 0.4577331 1424.08274 658.733906 2.4959885 1982-1999 –> 2000-2012 0.9106839 0.4529508 3277.60311 1238.58092 2 3
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1106 0.4580341 1425.53691 47.246127 2.4956272 1982-1999 –> 2000-2012 0.9111990 0.4531648 3280.44345 88.84639 3 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1106 0.4580957 1425.83391 55.782872 2.4957592 1982-1999 –> 2000-2012 0.9113106 0.4532149 3281.06464 105.26601 4 7
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate 1106 0.4677606 1470.01722 587.313359 2.5801193 1982-1999 –> 2000-2012 0.9571484 0.4893878 3548.54640 1111.73477 5 10
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1106 0.5127488 1675.14391 854.833000 2.3716070 1982-1999 –> 2000-2012 1.0068046 0.4940558 3783.52621 1535.90816 10 16
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1106 0.5156909 1685.79997 35.375641 2.5634575 1982-1999 –> 2000-2012 1.0097567 0.4940658 3792.24165 68.29679 11 18
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1106 0.4912881 1580.56939 825.247634 2.6044758 1982-1999 –> 2000-2012 1.0258107 0.5345226 3919.93242 1487.41063 6 17
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 1106 0.5340037 1762.98844 658.430375 2.9696871 1982-1999 –> 2000-2012 1.0385349 0.5045311 3930.92924 1238.21856 13 21
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1106 0.4995097 1617.28017 865.858639 2.7349811 1982-1999 –> 2000-2012 1.0435184 0.5440087 4008.25592 1568.35209 7 21
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 781 0.4486340 978.36413 39.502567 3.0422921 2000-2012 –> 2010-2019 0.8998711 0.4512371 2370.82993 78.96005 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 781 0.4595502 1015.91583 704.126935 3.3323281 2000-2012 –> 2010-2019 0.9172833 0.4577331 2439.99858 1362.86084 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 781 0.4598471 1016.92465 46.027999 3.3282917 2000-2012 –> 2010-2019 0.9178812 0.4580341 2442.46157 93.27413 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 781 0.4599061 1017.12516 54.460126 3.3273961 2000-2012 –> 2010-2019 0.9180018 0.4580957 2442.95907 110.24300 4 8
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate 781 0.4669663 1038.92197 660.234937 3.2415702 2000-2012 –> 2010-2019 0.9347269 0.4677606 2508.93920 1247.54830 5 10
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 781 0.4827363 1092.80136 838.739098 2.7935798 2000-2012 –> 2010-2019 0.9740245 0.4912881 2673.37075 1663.98673 6 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 781 0.4931701 1126.20242 876.058675 2.9378824 2000-2012 –> 2010-2019 0.9926798 0.4995097 2743.48259 1741.91731 7 14
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 781 0.4968990 1135.96829 28.889896 3.1171635 2000-2012 –> 2010-2019 0.9981315 0.5012325 2758.86472 56.50287 8 16
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 781 0.5076006 1169.25156 32.503066 3.3332853 2000-2012 –> 2010-2019 1.0172793 0.5096788 2829.11182 64.16456 9 18
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 781 0.5132303 1188.48027 860.900652 3.4591109 2000-2012 –> 2010-2019 1.0259791 0.5127488 2863.62417 1715.73365 10 20
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2366 0.6474648 4671.45971 24.830998 3.8733414 1982-1999 –> 2000-2012 1.2576991 0.6102344 10672.23035 52.42803 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2366 0.6648280 4796.68756 516.970313 3.5868236 1982-1999 –> 2000-2012 1.2989870 0.6341590 11046.34886 960.16892 3 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2366 0.6710476 4840.75033 39.448011 4.0834224 1982-1999 –> 2000-2012 1.2997952 0.6287476 11034.94806 82.51571 6 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2366 0.6710701 4840.90878 32.190053 4.0831218 1982-1999 –> 2000-2012 1.2998168 0.6287467 11035.09767 67.13709 7 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2366 0.6712075 4841.87815 442.195712 4.0822238 1982-1999 –> 2000-2012 1.2999526 0.6287450 11036.04946 816.15711 8 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2366 0.6689692 4826.07157 457.992939 3.5797860 1982-1999 –> 2000-2012 1.3077124 0.6387432 11122.34964 904.10747 4 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2366 0.6700751 4833.88774 376.530023 3.6135608 1982-1999 –> 2000-2012 1.3094894 0.6394143 11136.96182 741.48415 5 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2366 0.6593341 4757.42144 558.361414 3.3653825 1982-1999 –> 2000-2012 1.3127586 0.6534245 11200.77275 1045.67041 2 11
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2366 0.6856965 4940.93786 13.060628 4.4182641 1982-1999 –> 2000-2012 1.3316255 0.6459290 11307.61940 26.00773 9 17
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2366 0.6944172 5000.74055 488.208593 3.0915598 1982-1999 –> 2000-2012 1.3828521 0.6884349 11779.88951 888.56057 11 22
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1615 0.6363121 3136.99769 25.870052 4.0319882 2000-2012 –> 2010-2019 1.2837768 0.6474648 7808.45739 50.70105 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1615 0.6538486 3224.81099 543.011326 3.8754924 2000-2012 –> 2010-2019 1.3186767 0.6648280 8021.49855 1059.98164 2 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1615 0.6612923 3261.37496 594.792343 2.7285522 2000-2012 –> 2010-2019 1.3206264 0.6593341 8018.79640 1153.15376 8 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1615 0.6580969 3245.72927 505.247542 3.8737461 2000-2012 –> 2010-2019 1.3270661 0.6689692 8071.80084 963.24048 6 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1615 0.6575680 3243.13257 42.322455 4.3358582 2000-2012 –> 2010-2019 1.3286156 0.6710476 8083.88290 81.77047 3 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1615 0.6575928 3243.25443 34.602647 4.3354178 2000-2012 –> 2010-2019 1.3286629 0.6710701 8084.16321 66.79270 4 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1615 0.6577333 3243.94439 464.310690 4.3337450 2000-2012 –> 2010-2019 1.3289408 0.6712075 8085.82254 906.50640 5 13
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1615 0.6589159 3249.74651 416.054344 3.9067477 2000-2012 –> 2010-2019 1.3289910 0.6700751 8083.63426 792.58437 7 12
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1615 0.6678721 3291.35428 14.086859 4.5322675 2000-2012 –> 2010-2019 1.3535686 0.6856965 8232.29213 27.14749 9 18
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 1615 0.6921159 3406.52558 506.843118 2.3763135 2000-2012 –> 2010-2019 1.3865332 0.6944172 8407.26613 995.05171 10 21
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6315 0.5221391 9727.95215 265.655557 2.5112784 1982-1999 –> 2000-2012 1.0210445 0.4989054 22627.81670 517.73291 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6315 0.5307177 9933.77317 98.438414 2.6344111 1982-1999 –> 2000-2012 1.0394712 0.5087535 23181.73297 206.25793 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6315 0.5342502 10017.56061 331.065974 2.4530240 1982-1999 –> 2000-2012 1.0590988 0.5248486 23820.17156 664.56523 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6315 0.5351440 10038.67176 192.566813 2.4557880 1982-1999 –> 2000-2012 1.0613120 0.5261681 23885.99650 402.65795 4 8
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 6315 0.5356613 10048.87659 261.742870 2.5182472 1982-1999 –> 2000-2012 1.0621093 0.5264480 23903.67162 510.56622 5 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6315 0.5364224 10068.80777 161.757094 2.4512689 1982-1999 –> 2000-2012 1.0644424 0.5280200 23978.69949 338.65752 6 12
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 6315 0.5454194 10276.88491 63.292073 2.6122997 1982-1999 –> 2000-2012 1.0826437 0.5372243 24492.52805 129.63146 7 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6315 0.5708666 10854.81937 123.562659 2.7950502 1982-1999 –> 2000-2012 1.1225533 0.5516867 25545.52297 260.64148 8 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6315 0.5880121 11228.56656 128.389611 3.1870338 1982-1999 –> 2000-2012 1.1685298 0.5805177 26826.41048 261.69521 9 18
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 6315 0.5903220 11276.08331 127.028763 3.4301200 1982-1999 –> 2000-2012 1.1775640 0.5872420 27077.01784 258.20098 10 20
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4457 0.5229621 6883.95147 291.476232 2.3546060 2000-2012 –> 2010-2019 1.0451013 0.5221391 16611.90362 557.13179 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4457 0.5316735 7031.21571 98.224485 2.5872634 2000-2012 –> 2010-2019 1.0623913 0.5307177 16964.98888 196.66290 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4457 0.5337330 7065.67764 362.155096 2.1953834 2000-2012 –> 2010-2019 1.0679832 0.5342502 17083.23825 693.22107 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4457 0.5345680 7079.61334 197.838705 2.1925114 2000-2012 –> 2010-2019 1.0697120 0.5351440 17118.28509 390.40552 4 8
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 4457 0.5352934 7089.70100 281.855914 2.3313886 2000-2012 –> 2010-2019 1.0709548 0.5356613 17138.57760 543.59878 5 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4457 0.5357514 7099.32332 166.654892 2.1773356 2000-2012 –> 2010-2019 1.0721737 0.5364224 17168.13108 328.41199 6 12
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 4457 0.5446504 7244.17162 64.705020 2.5036246 2000-2012 –> 2010-2019 1.0900698 0.5454194 17521.05653 127.99709 7 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4457 0.5706064 7661.16891 123.756658 2.7980627 2000-2012 –> 2010-2019 1.1414730 0.5708666 18515.98827 247.31932 8 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4457 0.5830229 7853.05809 131.031973 3.1801928 2000-2012 –> 2010-2019 1.1710350 0.5880121 19081.62465 259.42158 9 18
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 4457 0.5844210 7872.40902 130.432653 3.2578184 2000-2012 –> 2010-2019 1.1747430 0.5903220 19148.49232 257.46142 10 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1310 0.2085982 -374.82648 224.722158 1.5335464 1982-1999 –> 2000-2012 0.4172622 0.2086641 -851.89625 470.02661 2 3
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1310 0.2057074 -411.38854 198.125800 1.4692682 1982-1999 –> 2000-2012 0.4206576 0.2149502 -790.03691 410.18168 1 3
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1310 0.2278731 -143.27324 512.594217 0.9711323 1982-1999 –> 2000-2012 0.4479406 0.2200675 -443.90289 1033.95667 4 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1310 0.2278932 -143.04169 49.961283 0.9709017 1982-1999 –> 2000-2012 0.4480286 0.2201354 -442.64907 102.44438 7 11
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1310 0.2278748 -143.25285 49.873087 0.9709872 1982-1999 –> 2000-2012 0.4481107 0.2202358 -441.34797 102.25581 5 10
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1310 0.2282475 -140.97133 42.725098 0.9701215 1982-1999 –> 2000-2012 0.4487038 0.2204562 -437.74920 90.70691 8 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1310 0.2276247 -146.13049 104.593844 0.9747373 1982-1999 –> 2000-2012 0.4491795 0.2215548 -424.42457 211.94192 3 10
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1310 0.2278767 -145.23108 38.794462 0.9706719 1982-1999 –> 2000-2012 0.4500991 0.2222223 -415.55010 82.81353 6 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1310 0.2342393 -71.08026 56.786641 1.0485303 1982-1999 –> 2000-2012 0.4627690 0.2285297 -246.59200 116.45681 9 18
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1310 0.2345822 -69.24826 46.825907 1.0481088 1982-1999 –> 2000-2012 0.4638694 0.2292873 -235.78551 99.86991 10 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 911 0.2010846 -323.23620 200.809588 1.5496303 2000-2012 –> 2010-2019 0.4067919 0.2057074 -734.62474 398.93539 1 2
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 911 0.2098704 -245.31918 208.918147 1.5197218 2000-2012 –> 2010-2019 0.4184685 0.2085982 -620.14566 433.64031 2 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 911 0.2271260 -101.35404 100.519090 0.9463758 2000-2012 –> 2010-2019 0.4547507 0.2276247 -247.48453 205.11293 3 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 911 0.2278516 -95.54262 493.108780 0.9338135 2000-2012 –> 2010-2019 0.4557247 0.2278731 -238.81586 1005.70300 4 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 911 0.2279176 -95.01491 40.313313 0.9343766 2000-2012 –> 2010-2019 0.4557925 0.2278748 -238.26776 90.18640 5 10
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 911 0.2279563 -94.70567 40.374374 0.9340624 2000-2012 –> 2010-2019 0.4558495 0.2278932 -237.74735 90.33566 6 13
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 911 0.2284811 -92.51610 33.766951 0.9610997 2000-2012 –> 2010-2019 0.4563578 0.2278767 -237.74719 72.56141 7 13
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 911 0.2294327 -84.94315 35.920659 0.9842020 2000-2012 –> 2010-2019 0.4576802 0.2282475 -225.91448 78.64576 8 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 911 0.2335059 -50.88001 45.447581 0.9996042 2000-2012 –> 2010-2019 0.4677453 0.2342393 -121.96028 102.23422 9 18
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 911 0.2346799 -43.74283 39.574579 1.0433563 2000-2012 –> 2010-2019 0.4692621 0.2345822 -112.99109 86.40049 10 20
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 97 0.6512780 206.08326 59.103879 1.6122649 1982-1999 –> 2000-2012 1.6307028 0.9794248 564.02784 131.03612 1 2
SO (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 97 0.6686630 211.19390 39.785668 1.6307370 1982-1999 –> 2000-2012 1.6799905 1.0113275 577.02369 86.32908 2 4
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 97 0.6779763 213.87735 43.302020 1.6360367 1982-1999 –> 2000-2012 1.7066979 1.0287216 583.90217 78.62918 3 6
SO (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 97 0.7303589 228.31554 248.827714 1.9230251 1982-1999 –> 2000-2012 1.8457805 1.1154216 618.24561 671.11115 4 9
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 97 0.7857069 242.48681 62.024782 1.8532937 1982-1999 –> 2000-2012 1.8870775 1.1013706 629.29832 137.75871 5 9
SO (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 97 0.9393490 275.13585 58.410985 2.7858938 1982-1999 –> 2000-2012 2.1119103 1.1725613 675.35559 126.89361 7 13
SO (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 97 0.9184333 272.76739 48.101100 2.2874821 1982-1999 –> 2000-2012 2.1124603 1.1940270 679.44985 83.01361 6 13
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 97 0.9563248 280.61049 45.520987 2.4904399 1982-1999 –> 2000-2012 2.1822336 1.2259088 693.77524 82.58734 8 16
SO (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 97 1.0845693 305.02357 160.462437 3.0211043 1982-1999 –> 2000-2012 2.4030085 1.3184392 736.08880 280.65645 9 19
SO (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 97 1.1322734 311.37421 39.757724 3.2045355 1982-1999 –> 2000-2012 2.4246311 1.2923577 735.52427 72.89757 10 19
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 74 0.8583193 201.39159 57.884028 2.2235340 2000-2012 –> 2010-2019 1.5095973 0.6512780 407.47486 116.98791 1 2
SO (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 74 0.8855633 206.01627 45.654013 2.3622795 2000-2012 –> 2010-2019 1.5542263 0.6686630 417.21017 85.43968 2 4
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 74 0.9025156 208.82264 29.886153 2.4231457 2000-2012 –> 2010-2019 1.5804919 0.6779763 422.69999 73.18817 3 6
SO (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 74 0.9904019 222.57552 468.461779 2.6285533 2000-2012 –> 2010-2019 1.7207608 0.7303589 450.89106 717.28949 4 8
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 74 1.0371445 229.40065 58.778449 2.4710606 2000-2012 –> 2010-2019 1.8228514 0.7857069 471.88746 120.80323 5 10
SO (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 74 1.1076023 237.12814 57.859311 2.6118458 2000-2012 –> 2010-2019 2.0469513 0.9393490 512.26400 116.27030 6 13
SO (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 74 1.1499095 244.67603 27.214228 2.6627573 2000-2012 –> 2010-2019 2.0683428 0.9184333 517.44342 75.31533 7 13
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 74 1.1914154 249.92392 28.409392 2.7348243 2000-2012 –> 2010-2019 2.1477402 0.9563248 530.53441 73.93038 8 16
SO (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 74 1.2462605 254.58472 26.130421 3.0763726 2000-2012 –> 2010-2019 2.3785339 1.1322734 565.95894 65.88814 9 19
SO (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 74 1.3122912 264.22555 224.155101 2.8435139 2000-2012 –> 2010-2019 2.3968605 1.0845693 569.24912 384.61754 11 20
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 291 1.5469078 1093.72435 58.833295 5.9998074 1982-1999 –> 2000-2012 3.3370251 1.7901173 2832.77572 104.19703 1 2
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 291 1.6450613 1129.52882 34.918061 6.0749668 1982-1999 –> 2000-2012 3.5218556 1.8767943 2909.33902 68.57085 2 4
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 291 1.7121176 1152.78165 44.122810 6.3571140 1982-1999 –> 2000-2012 3.6525809 1.9404633 2961.34952 90.00678 3 6
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 291 1.8608937 1201.27732 58.947938 6.9164548 1982-1999 –> 2000-2012 3.9502497 2.0893560 3073.57211 104.48512 4 8
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 291 1.8782022 1204.66558 58.794957 7.2548471 1982-1999 –> 2000-2012 3.9951680 2.1169658 3086.27665 103.85577 5 10
SO (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 291 1.9532720 1229.47467 348.958600 7.4656339 1982-1999 –> 2000-2012 4.1192863 2.1660143 3132.82978 681.89739 6 12
SO (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 291 1.9729167 1235.29881 40.138382 7.0039186 1982-1999 –> 2000-2012 4.1708584 2.1979417 3151.26719 82.89607 7 14
SO (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 291 1.9917593 1238.83089 34.154326 7.3476558 1982-1999 –> 2000-2012 4.2206483 2.2288890 3164.85171 67.74167 8 16
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 291 2.0382914 1254.27134 44.272466 7.2736767 1982-1999 –> 2000-2012 4.3023407 2.2640494 3195.78395 90.83401 9 18
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 291 2.0666406 1260.31023 43.987125 7.7290291 1982-1999 –> 2000-2012 4.3743856 2.3077450 3216.30072 89.74208 10 20
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 209 1.7806010 848.28179 77.553785 7.4155148 2000-2012 –> 2010-2019 3.3275087 1.5469078 1942.00614 136.38708 1 2
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 209 1.8563169 865.68876 44.706041 6.8318363 2000-2012 –> 2010-2019 3.5013782 1.6450613 1995.21757 79.62410 2 4
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 209 1.9156782 878.84629 69.782005 6.5697220 2000-2012 –> 2010-2019 3.6277958 1.7121176 2031.62794 113.90482 3 6
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 209 2.0822052 913.68900 77.477368 8.3506860 2000-2012 –> 2010-2019 3.9430989 1.8608937 2114.96632 136.42531 4 8
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 209 2.0825625 911.76074 77.160709 8.4217715 2000-2012 –> 2010-2019 3.9607647 1.8782022 2116.42632 135.95567 5 10
SO (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 209 2.1138153 919.98701 439.969014 7.4171587 2000-2012 –> 2010-2019 4.0670873 1.9532720 2149.46168 788.92761 6 12
SO (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 209 2.1677855 930.52548 50.816617 7.7502333 2000-2012 –> 2010-2019 4.1407023 1.9729167 2165.82429 90.95500 7 14
SO (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 209 2.1680944 928.58503 44.569052 7.8169562 2000-2012 –> 2010-2019 4.1598537 1.9917593 2167.41591 78.72338 8 16
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 209 2.2325376 942.82836 70.042644 7.6718698 2000-2012 –> 2010-2019 4.2708290 2.0382914 2197.09970 114.31511 9 18
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 209 2.2325500 940.83067 69.591321 7.6662232 2000-2012 –> 2010-2019 4.2991906 2.0666406 2201.14090 113.57845 10 20
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1108 2.5190852 5205.72088 79.867841 17.3105627 1982-1999 –> 2000-2012 5.1821404 2.6630552 12875.45380 136.94422 1 2
SO (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1108 2.5754336 5254.74346 77.486486 16.3804549 1982-1999 –> 2000-2012 5.2808508 2.7054172 12974.85280 133.73635 3 5
SO (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1108 2.5722224 5251.97872 25.807740 7.6115356 1982-1999 –> 2000-2012 5.3732604 2.8010380 13082.95882 53.20864 2 8
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1108 2.6481080 5316.40924 109.709621 16.1536400 1982-1999 –> 2000-2012 5.4128584 2.7647504 13105.76661 192.39367 7 10
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1108 2.5788140 5257.65019 23.140144 9.0235768 1982-1999 –> 2000-2012 5.4143835 2.8355695 13127.74104 46.36680 4 11
SO (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1108 2.5841543 5262.23443 24.464698 8.9354421 1982-1999 –> 2000-2012 5.4230936 2.8389393 13136.11634 50.28473 5 13
SO (26.75,27] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1108 2.5916317 5266.63731 19.848731 8.5538381 1982-1999 –> 2000-2012 5.4343890 2.8427573 13142.80915 41.71923 6 16
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1108 2.6750468 5338.83837 77.508844 19.0160638 1982-1999 –> 2000-2012 5.4584928 2.7834461 13149.70784 137.88701 9 13
SO (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1108 2.6891568 5348.49637 76.018808 19.4980728 1982-1999 –> 2000-2012 5.4792644 2.7901075 13164.99598 131.81544 11 16
SO (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1108 2.6829013 5343.33549 19.983814 11.4699738 1982-1999 –> 2000-2012 5.5461135 2.8632122 13242.39299 41.78998 10 22
SO (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 750 2.4331725 3476.20174 32.174714 6.8326718 2000-2012 –> 2010-2019 5.0053949 2.5722224 8728.18046 57.98245 1 3
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 750 2.4694546 3498.40379 27.271729 8.1947375 2000-2012 –> 2010-2019 5.0482686 2.5788140 8756.05398 50.41187 2 6
SO (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 750 2.4700352 3498.75643 30.524304 8.0833623 2000-2012 –> 2010-2019 5.0541896 2.5841543 8760.99086 54.98900 3 8
SO (26.75,27] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 750 2.4700381 3496.75817 25.665161 8.0910716 2000-2012 –> 2010-2019 5.0616698 2.5916317 8763.39548 45.51389 4 10
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 750 2.5789977 3563.50907 91.609330 16.7589620 2000-2012 –> 2010-2019 5.0980829 2.5190852 8769.22995 171.47717 6 7
SO (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 750 2.6308713 3593.38042 80.545975 15.9006915 2000-2012 –> 2010-2019 5.2063049 2.5754336 8848.12388 158.03246 7 10
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 750 2.5530953 3548.36750 25.954645 8.4910612 2000-2012 –> 2010-2019 5.2181953 2.6650999 8878.95059 48.88387 5 13
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 750 2.7010680 3632.87870 119.886767 15.7085942 2000-2012 –> 2010-2019 5.3491760 2.6481080 8949.28794 229.59639 9 16
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 750 2.6997108 3632.12480 89.058288 17.6205390 2000-2012 –> 2010-2019 5.3747576 2.6750468 8970.96317 166.56713 8 17
SO (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate_star 750 2.7044991 3632.78288 25.677217 11.8020544 2000-2012 –> 2010-2019 5.3874004 2.6829013 8976.11837 45.66103 10 20
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2698 1.7579293 10714.67331 50.360726 6.2309114 1982-1999 –> 2000-2012 3.4846143 1.7266850 25113.51233 96.04637 1 2
SO (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2698 1.7617966 10726.53091 31.734391 6.1956462 1982-1999 –> 2000-2012 3.4913116 1.7295151 25137.35763 60.17698 3 5
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2698 1.7596376 10719.91455 27.562660 6.2438883 1982-1999 –> 2000-2012 3.4937040 1.7340663 25149.97864 55.83370 2 5
SO (27,27.25] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2698 1.7792341 10777.67563 25.814154 5.5253836 1982-1999 –> 2000-2012 3.5251423 1.7459082 25255.55784 53.77077 4 8
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2698 1.8123924 10879.31145 58.985507 6.5307436 1982-1999 –> 2000-2012 3.5855735 1.7731812 25472.65604 113.57795 5 10
SO (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2698 2.0039021 11421.33200 193.063371 9.7514389 1982-1999 –> 2000-2012 3.8788699 1.8749679 26423.25204 358.68522 7 15
SO (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2698 2.0060735 11427.17588 526.023986 7.7666037 1982-1999 –> 2000-2012 3.9125844 1.9065109 26551.21773 1036.85399 8 22
SO (27,27.25] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2698 2.0191531 11460.24368 24.628136 9.9009569 1982-1999 –> 2000-2012 3.9186056 1.8994525 26555.13477 51.72394 9 21
SO (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2698 2.0295041 11489.83520 215.107409 9.9317815 1982-1999 –> 2000-2012 3.9229688 1.8934647 26563.61409 393.90086 10 21
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2698 2.0545592 11556.04318 217.046012 8.4293825 1982-1999 –> 2000-2012 3.9239463 1.8693871 26536.14315 400.88736 12 18
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1841 1.6979049 7187.76433 29.546112 7.5292043 2000-2012 –> 2010-2019 3.4575425 1.7596376 17907.67888 57.10877 1 3
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1841 1.7008997 7194.25301 48.676023 7.4910244 2000-2012 –> 2010-2019 3.4588290 1.7579293 17908.92632 99.03675 2 3
SO (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1841 1.7049677 7203.04872 30.645254 7.4478414 2000-2012 –> 2010-2019 3.4667643 1.7617966 17929.57963 62.37965 3 6
SO (27,27.25] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1841 1.7333822 7261.90607 26.768950 6.2979296 2000-2012 –> 2010-2019 3.5126163 1.7792341 18039.58170 52.58310 4 8
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1841 1.7489580 7296.84406 55.883172 7.7267926 2000-2012 –> 2010-2019 3.5613504 1.8123924 18176.15551 114.86868 5 10
SO (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1841 1.9084915 7618.25662 166.790236 10.5529674 2000-2012 –> 2010-2019 3.9123935 2.0039021 19039.58862 359.85361 6 13
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1841 1.9362718 7671.46602 37.838038 7.7516585 2000-2012 –> 2010-2019 3.9254776 1.9892058 19053.07901 78.42831 11 17
SO (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1841 1.9227828 7645.72582 572.817820 8.9245534 2000-2012 –> 2010-2019 3.9288563 2.0060735 19072.90170 1098.84181 8 16
SO (27,27.25] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1841 1.9175136 7633.62166 26.694973 10.8536633 2000-2012 –> 2010-2019 3.9366667 2.0191531 19093.86535 51.32311 7 16
SO (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1841 1.9292907 7658.16693 182.424860 10.8162305 2000-2012 –> 2010-2019 3.9587948 2.0295041 19148.00213 397.53227 9 19
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2883 1.3835712 10067.63528 543.613964 7.2131679 1982-1999 –> 2000-2012 2.5288930 1.1453218 22282.32576 1221.82793 1 4
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2883 1.3848108 10072.79894 626.668197 7.1898990 1982-1999 –> 2000-2012 2.5294177 1.1446069 22282.58909 1424.01424 2 4
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2883 1.3875076 10084.01687 97.541424 6.9562740 1982-1999 –> 2000-2012 2.5315764 1.1440688 22290.11665 194.44747 3 4
SO (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2883 1.3885562 10086.37253 97.472735 7.0343791 1982-1999 –> 2000-2012 2.5344301 1.1458739 22302.84524 193.75228 4 8
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2883 1.3965671 10121.54253 481.685225 7.5542537 1982-1999 –> 2000-2012 2.5426902 1.1461231 22341.72168 1031.25912 8 15
SO (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2883 1.3965826 10119.60668 442.672334 7.5507520 1982-1999 –> 2000-2012 2.5427545 1.1461719 22338.11987 955.09878 9 17
SO (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2883 1.3963653 10120.70942 428.212406 7.5990106 1982-1999 –> 2000-2012 2.5438374 1.1474721 22350.12028 878.80113 6 17
SO (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2883 1.3964098 10118.89300 390.515196 7.5926811 1982-1999 –> 2000-2012 2.5439598 1.1475500 22346.83680 807.44582 7 20
SO (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2883 1.3966139 10119.73580 77.610636 7.5198254 1982-1999 –> 2000-2012 2.5475595 1.1509456 22370.86773 170.37379 10 27
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2883 1.3907328 10097.40409 683.983052 7.1930813 1982-1999 –> 2000-2012 2.5475726 1.1568398 22390.62446 1401.91668 5 24
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1981 1.5326058 7327.48745 96.475704 6.8246238 2000-2012 –> 2010-2019 2.9304680 1.3978621 17454.37419 196.17021 1 13
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1981 1.5438046 7356.33261 102.261717 8.9762565 2000-2012 –> 2010-2019 2.9313123 1.3875076 17440.34948 199.80314 2 5
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1981 1.5524571 7378.47630 499.600829 7.5883669 2000-2012 –> 2010-2019 2.9360284 1.3835712 17446.11158 1043.21479 3 4
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1981 1.5531725 7380.30155 614.532229 7.5032591 2000-2012 –> 2010-2019 2.9379833 1.3848108 17453.10049 1241.20043 4 6
SO (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1981 1.5556660 7384.65713 102.193666 8.2043263 2000-2012 –> 2010-2019 2.9442222 1.3885562 17471.02967 199.66640 6 10
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1981 1.5575061 7391.34071 634.594761 7.3348333 2000-2012 –> 2010-2019 2.9482389 1.3907328 17488.74480 1318.57781 9 14
SO (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1981 1.5554206 7386.03211 398.853059 7.6920713 2000-2012 –> 2010-2019 2.9517859 1.3963653 17506.74153 827.06547 5 11
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1981 1.5558668 7387.16852 430.877930 7.6690681 2000-2012 –> 2010-2019 2.9524339 1.3965671 17508.71105 912.56316 7 15
SO (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1981 1.5564079 7386.54623 86.971801 8.1121984 2000-2012 –> 2010-2019 2.9530219 1.3966139 17506.28204 164.58244 8 18
SO (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1981 1.5624118 7401.80034 361.430489 7.5392628 2000-2012 –> 2010-2019 2.9588216 1.3964098 17520.69334 751.94569 10 17
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3223 1.3991696 11325.55336 181.377444 7.5616818 1982-1999 –> 2000-2012 2.5351620 1.1359924 25446.22581 368.03497 1 2
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3223 1.4135625 11391.52270 84.356524 7.6419801 1982-1999 –> 2000-2012 2.5632367 1.1496742 25621.40384 163.41160 3 6
SO (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 3223 1.4316317 11471.39830 177.547214 7.7829760 1982-1999 –> 2000-2012 2.5681974 1.1365656 25594.67309 363.49588 9 11
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3223 1.4181915 11412.59727 207.048592 7.7712026 1982-1999 –> 2000-2012 2.5723996 1.1542081 25678.38128 408.25275 5 11
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3223 1.4179432 11411.46862 963.137217 7.7817424 1982-1999 –> 2000-2012 2.5733221 1.1553789 25686.50135 1942.61140 4 11
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3223 1.4203038 11422.19094 81.620215 7.7568434 1982-1999 –> 2000-2012 2.5742517 1.1539479 25685.91835 157.20893 7 11
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3223 1.4215472 11427.83175 146.436317 7.7646747 1982-1999 –> 2000-2012 2.5756858 1.1541386 25693.06630 279.30665 8 13
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 3223 1.4083985 11365.93127 45.052892 7.4272856 1982-1999 –> 2000-2012 2.5875918 1.1791933 25825.07285 84.64189 2 31
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 3223 1.4189074 11413.85013 59.178020 7.7110577 1982-1999 –> 2000-2012 2.5942497 1.1753423 25843.15244 111.24524 6 33
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3223 1.4359037 11492.60463 932.933635 7.0473062 1982-1999 –> 2000-2012 2.5963972 1.1604935 25807.92907 1864.31559 13 24
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2244 1.4172757 7947.32557 177.338529 8.3193070 2000-2012 –> 2010-2019 2.8164453 1.3991696 19272.87892 358.71597 1 2
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 2244 1.4252353 7970.46017 47.436195 8.1316099 2000-2012 –> 2010-2019 2.8336337 1.4083985 19336.39144 92.48909 2 4
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2244 1.4344306 8001.32289 92.284987 8.4572118 2000-2012 –> 2010-2019 2.8479931 1.4135625 19392.84558 176.64151 3 6
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2244 1.4378341 8011.95903 917.745537 8.6573074 2000-2012 –> 2010-2019 2.8557773 1.4179432 19423.42765 1880.88275 4 8
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2244 1.4384151 8013.77207 199.688622 8.6179117 2000-2012 –> 2010-2019 2.8566066 1.4181915 19426.36934 406.73721 5 10
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2244 1.4387477 8012.80977 67.234712 8.5550830 2000-2012 –> 2010-2019 2.8576551 1.4189074 19426.65990 126.41273 6 12
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2244 1.4422862 8025.83424 88.799038 8.6039528 2000-2012 –> 2010-2019 2.8625900 1.4203038 19448.02518 170.41925 7 14
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2244 1.4445998 8033.02754 165.009095 8.6241123 2000-2012 –> 2010-2019 2.8661470 1.4215472 19460.85929 311.44541 8 16
SO (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 2244 1.4481614 8042.07897 15.517997 8.1688269 2000-2012 –> 2010-2019 2.8813920 1.4332306 19520.67243 30.01907 9 19
SO (27.5,27.75] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 2244 1.4515512 8052.57191 20.478842 8.3127883 2000-2012 –> 2010-2019 2.8867630 1.4352119 19540.06998 39.49767 10 21
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1301 1.2673130 4322.48913 789.198181 6.6259647 1982-1999 –> 2000-2012 2.3537269 1.0864138 9917.25493 1332.33376 1 2
SO (27.75,27.85] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1301 1.2673149 4320.49286 777.982040 6.6259813 1982-1999 –> 2000-2012 2.3605683 1.0932535 9936.57993 1308.30134 2 4
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1301 1.2934408 4375.58814 160.955148 7.4514172 1982-1999 –> 2000-2012 2.3939173 1.1004765 10018.14570 279.86761 3 6
SO (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + silicate 1301 1.2972717 4381.28333 123.243035 7.5707924 1982-1999 –> 2000-2012 2.3990159 1.1017442 10026.11917 214.35470 4 8
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1301 1.3061000 4400.93068 620.749673 7.9373604 1982-1999 –> 2000-2012 2.4251970 1.1190970 10105.83854 1054.91605 5 10
SO (27.75,27.85] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1301 1.3065497 4399.82642 620.005322 7.9417707 1982-1999 –> 2000-2012 2.4274556 1.1209059 10108.73595 1052.91704 6 12
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1301 1.3069168 4402.55734 220.406408 7.9413389 1982-1999 –> 2000-2012 2.4278287 1.1209119 10113.48671 380.86129 7 14
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1301 1.3072891 4403.29854 43.167809 7.8302473 1982-1999 –> 2000-2012 2.4292256 1.1219365 10117.62310 76.57360 8 16
SO (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate 1301 1.3076823 4402.08111 149.905759 7.9470256 1982-1999 –> 2000-2012 2.4296326 1.1219502 10114.45109 262.34956 11 20
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1301 1.3074155 4403.55004 54.250499 7.9421390 1982-1999 –> 2000-2012 2.4306990 1.1232836 10122.33344 97.33689 10 21
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 894 1.3700234 3113.97422 831.725345 6.5881939 2000-2012 –> 2010-2019 2.6373364 1.2673130 7436.46335 1620.92353 1 2
SO (27.75,27.85] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 894 1.3784225 3122.90230 828.334441 6.5675943 2000-2012 –> 2010-2019 2.6457373 1.2673149 7443.39516 1606.31648 2 4
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 894 1.3917662 3142.12762 182.414583 7.0597614 2000-2012 –> 2010-2019 2.6852069 1.2934408 7517.71576 343.36973 3 6
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 894 1.4022109 3155.49581 696.088969 7.3707001 2000-2012 –> 2010-2019 2.7083108 1.3061000 7556.42649 1316.83864 5 10
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 894 1.4025158 3155.88458 234.196061 7.3715679 2000-2012 –> 2010-2019 2.7094325 1.3069168 7558.44193 454.60247 7 14
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 894 1.4022907 3155.59763 55.314012 7.2428000 2000-2012 –> 2010-2019 2.7095798 1.3072891 7558.89617 98.48182 6 14
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 894 1.4025937 3155.98393 135.916390 7.3747318 2000-2012 –> 2010-2019 2.7099224 1.3073287 7559.36125 249.59848 8 17
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 894 1.4026889 3156.10523 55.398264 7.3701983 2000-2012 –> 2010-2019 2.7101043 1.3074155 7559.65527 109.64876 10 20
SO (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 894 1.4030204 3154.52774 32.593761 7.3317475 2000-2012 –> 2010-2019 2.7107478 1.3077274 7556.69857 55.07033 11 23
SO (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + silicate 894 1.4137150 3168.10528 131.845353 7.2023933 2000-2012 –> 2010-2019 2.7109867 1.2972717 7549.38861 255.08839 30 34
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1334 1.2457934 4386.08132 308.111845 7.8142191 1982-1999 –> 2000-2012 2.4271904 1.1813970 10676.02922 542.40596 1 2
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1334 1.2679974 4433.21483 258.326206 8.6000594 1982-1999 –> 2000-2012 2.4756963 1.2076989 10810.31470 458.22359 3 6
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1334 1.2754754 4448.90307 102.847060 8.5233319 1982-1999 –> 2000-2012 2.4811341 1.2056587 10819.31086 189.16739 7 9
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1334 1.2734356 4444.63286 137.690578 8.5707021 1982-1999 –> 2000-2012 2.4881325 1.2146969 10844.60098 253.81155 5 9
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1334 1.2723050 4442.26305 81.531210 8.5827701 1982-1999 –> 2000-2012 2.4886972 1.2163922 10847.75159 157.84138 4 9
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1334 1.2745912 4447.05282 49.001347 8.5548088 1982-1999 –> 2000-2012 2.4936599 1.2190687 10861.24062 92.91391 6 12
SO (27.85,27.95] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1334 1.2585798 4411.32523 307.357720 7.7669966 1982-1999 –> 2000-2012 2.4971563 1.2385765 10886.34847 541.36577 2 12
SO (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + silicate 1334 1.2755314 4447.02023 22.829615 8.5461687 1982-1999 –> 2000-2012 2.4977788 1.2222474 10869.51506 43.11776 8 15
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1334 1.2846417 4468.00816 34.575990 8.6819372 1982-1999 –> 2000-2012 2.5147793 1.2301376 10917.97183 66.72007 16 24
SO (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + silicate 1334 1.2786642 4453.56483 54.911904 8.4289429 1982-1999 –> 2000-2012 2.5169101 1.2382460 10927.53170 95.27099 10 19
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 965 1.3280181 3300.06860 317.322508 9.3093641 2000-2012 –> 2010-2019 2.5738115 1.2457934 7686.14992 625.43435 1 2
SO (27.85,27.95] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 965 1.3285849 3298.89211 314.838818 9.3353005 2000-2012 –> 2010-2019 2.5871647 1.2585798 7710.21734 622.19654 2 4
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 965 1.3338052 3308.46063 283.975359 9.8768984 2000-2012 –> 2010-2019 2.6018026 1.2679974 7741.67545 542.30156 3 6
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 965 1.3358412 3311.40447 107.507540 9.8680479 2000-2012 –> 2010-2019 2.6081462 1.2723050 7753.66751 189.03875 5 9
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 965 1.3360446 3311.69833 176.674676 9.8633085 2000-2012 –> 2010-2019 2.6094802 1.2734356 7756.33119 314.36525 7 12
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 965 1.3366438 3312.56367 58.033731 9.8538870 2000-2012 –> 2010-2019 2.6112349 1.2745912 7759.61649 107.03508 9 15
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 965 1.3359872 3311.61548 135.523544 9.8139559 2000-2012 –> 2010-2019 2.6114627 1.2754754 7760.51856 238.37060 6 13
SO (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + silicate 965 1.3361544 3309.85699 29.105926 9.8580825 2000-2012 –> 2010-2019 2.6116859 1.2755314 7756.87722 51.93554 8 16
SO (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 965 1.3347691 3307.85496 276.932987 9.8854058 2000-2012 –> 2010-2019 2.6131578 1.2783886 7760.84484 535.23172 4 13
SO (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + silicate 965 1.3396985 3314.96948 57.465541 9.9526724 2000-2012 –> 2010-2019 2.6183627 1.2786642 7768.53431 112.37745 14 24
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1709 1.3684640 5936.12062 231.295543 7.0711872 1982-1999 –> 2000-2012 2.4812125 1.1127485 13154.81424 441.55646 1 2
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1709 1.3748521 5952.03918 103.168816 7.3741532 1982-1999 –> 2000-2012 2.4962947 1.1214426 13207.48304 202.52685 2 4
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1709 1.3790529 5962.46663 129.907630 7.4898927 1982-1999 –> 2000-2012 2.5040867 1.1250338 13233.00787 265.19410 4 7
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1709 1.3822079 5970.27747 92.822252 7.6035466 1982-1999 –> 2000-2012 2.5113634 1.1291555 13258.08644 185.20044 5 9
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1709 1.3837012 5973.96829 55.710182 7.6582428 1982-1999 –> 2000-2012 2.5156160 1.1319148 13273.30237 112.62300 6 11
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1709 1.3756703 5954.07271 246.056687 6.8259960 1982-1999 –> 2000-2012 2.5178887 1.1422184 13296.19574 473.04971 3 10
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1709 1.3860593 5979.78825 47.044664 7.7074319 1982-1999 –> 2000-2012 2.5224806 1.1364213 13297.88485 93.03815 7 13
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1709 1.3971054 6006.91986 543.387085 7.5765308 1982-1999 –> 2000-2012 2.5428985 1.1457930 13363.79760 998.85815 13 21
SO (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + silicate 1709 1.3962550 6002.83861 30.622423 7.7019082 1982-1999 –> 2000-2012 2.5470979 1.1508429 13378.48207 56.40074 11 20
SO (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1709 1.3936635 5996.48886 44.168165 7.7715220 1982-1999 –> 2000-2012 2.5585866 1.1649230 13429.55368 85.53163 9 21
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1178 1.3169138 4005.60465 213.429617 7.8336768 2000-2012 –> 2010-2019 2.6925841 1.3756703 9959.67735 459.48630 1 4
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1178 1.3291541 4027.40177 221.754712 8.3978198 2000-2012 –> 2010-2019 2.6976180 1.3684640 9963.52240 453.05025 2 3
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1178 1.3401977 4046.89639 110.067548 7.9582456 2000-2012 –> 2010-2019 2.7150499 1.3748521 9998.93557 213.23636 4 6
SO (27.95,28.05] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1178 1.3341481 4034.23738 199.896032 7.6790552 2000-2012 –> 2010-2019 2.7235860 1.3894379 10020.34703 416.90510 3 11
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1178 1.3498088 4063.73188 126.397702 8.3664455 2000-2012 –> 2010-2019 2.7288617 1.3790529 10026.19851 256.30533 6 10
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1178 1.3566360 4075.61834 89.197254 8.5794413 2000-2012 –> 2010-2019 2.7388439 1.3822079 10045.89580 182.01951 9 14
SO (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + silicate 1178 1.3438723 4051.34726 36.637508 7.3227504 2000-2012 –> 2010-2019 2.7405742 1.3967020 10055.27982 74.47287 5 17
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1178 1.3578535 4077.73166 53.969650 8.5651902 2000-2012 –> 2010-2019 2.7415547 1.3837012 10051.69995 109.67983 10 16
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1178 1.3592814 4080.20802 53.515505 8.5606619 2000-2012 –> 2010-2019 2.7453408 1.3860593 10059.99627 100.56017 11 18
SO (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 1178 1.3517811 4065.17183 42.184864 7.9052589 2000-2012 –> 2010-2019 2.7466115 1.3948304 10064.52138 82.06032 8 18
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 960 1.1461634 3000.28871 368.794966 5.3289287 1982-1999 –> 2000-2012 2.1582939 1.0121305 7129.83336 774.07528 1 3
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 960 1.1524365 3010.76858 390.712792 5.6806427 1982-1999 –> 2000-2012 2.1625718 1.0101352 7134.63796 853.70335 2 3
SO (28.05,28.1] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 960 1.1675704 3033.81804 300.979010 5.6426676 1982-1999 –> 2000-2012 2.1813925 1.0138220 7166.16519 584.83142 11 14
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 960 1.1571357 3018.58169 171.462397 5.5996864 1982-1999 –> 2000-2012 2.1840225 1.0268868 7189.75396 402.39636 3 8
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 960 1.1639022 3029.77630 398.617031 5.8270753 1982-1999 –> 2000-2012 2.1902804 1.0263783 7199.52411 871.64599 9 13
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 960 1.1593844 3022.30924 158.669638 5.6500075 1982-1999 –> 2000-2012 2.1929517 1.0335673 7212.13100 342.78636 5 16
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 960 1.1595680 3022.61331 83.338983 5.6425775 1982-1999 –> 2000-2012 2.1930219 1.0334538 7212.11933 183.44688 6 14
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 960 1.1595775 3022.62896 83.895178 5.6545903 1982-1999 –> 2000-2012 2.1930903 1.0335128 7212.29913 184.57979 7 16
SO (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 960 1.1597846 3020.97188 72.595776 5.6111053 1982-1999 –> 2000-2012 2.1933781 1.0335935 7208.86656 154.28736 8 20
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 960 1.1588057 3021.35056 121.142669 5.4242647 1982-1999 –> 2000-2012 2.1959223 1.0371166 7221.03186 275.86150 4 20
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 699 1.2593155 2320.01061 331.266324 6.0895915 2000-2012 –> 2010-2019 2.4054789 1.1461634 5320.29932 700.06129 2 3
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 699 1.2589685 2319.62531 380.888352 6.0453483 2000-2012 –> 2010-2019 2.4114050 1.1524365 5330.39388 771.60114 1 3
SO (28.05,28.1] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 699 1.2594415 2318.15039 301.813327 6.1520905 2000-2012 –> 2010-2019 2.4270119 1.1675704 5351.96843 602.79234 3 14
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 699 1.2721308 2334.16529 127.152295 6.0733041 2000-2012 –> 2010-2019 2.4292665 1.1571357 5352.74698 298.61469 6 9
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 699 1.2716308 2333.61571 92.525823 6.0462269 2000-2012 –> 2010-2019 2.4304365 1.1588057 5354.96627 213.66849 5 9
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 699 1.2736280 2335.80961 64.727084 6.0507220 2000-2012 –> 2010-2019 2.4332055 1.1595775 5358.43858 148.62226 9 16
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 699 1.2703959 2332.25746 322.992263 6.0129104 2000-2012 –> 2010-2019 2.4342981 1.1639022 5362.03376 721.60929 4 13
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 699 1.2755348 2337.90114 64.654823 6.0917297 2000-2012 –> 2010-2019 2.4351029 1.1595680 5360.51444 147.99381 12 18
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 699 1.2775860 2340.14738 113.138411 6.1100134 2000-2012 –> 2010-2019 2.4369704 1.1593844 5362.45662 271.80805 14 19
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 699 1.2733843 2335.54217 374.278297 6.0181748 2000-2012 –> 2010-2019 2.4402020 1.1668177 5370.12196 843.76275 8 18
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 427 0.4715946 583.87679 271.549387 1.7768352 1982-1999 –> 2000-2012 0.8949597 0.4233651 1194.21645 729.00537 1 2
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 427 0.4740931 588.38932 270.637164 1.8126202 1982-1999 –> 2000-2012 0.8997646 0.4256715 1204.52057 634.31383 2 4
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 427 0.4747098 589.49945 526.187952 1.8055173 1982-1999 –> 2000-2012 0.9016547 0.4269449 1208.81489 1173.79437 3 6
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 427 0.4752053 590.39036 248.182200 1.8104956 1982-1999 –> 2000-2012 0.9023571 0.4271518 1210.22230 576.18686 4 8
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 427 0.4820882 600.67110 130.108710 1.8398329 1982-1999 –> 2000-2012 0.9110606 0.4289724 1223.03694 297.44694 5 10
SO (28.1,28.15] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 427 0.4925620 619.02628 137.028420 1.9697160 1982-1999 –> 2000-2012 0.9364004 0.4438384 1277.70845 387.85900 7 15
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 427 0.4827048 603.76266 243.037350 1.7642381 1982-1999 –> 2000-2012 0.9414204 0.4587156 1299.59087 676.13069 6 21
SO (28.1,28.15] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 427 0.5117020 651.58259 145.908426 2.0967344 1982-1999 –> 2000-2012 0.9436844 0.4319824 1281.40216 342.41119 9 15
SO (28.1,28.15] 3 cstar_tref ~ aou + phosphate + phosphate_star 427 0.5129323 651.63338 97.846235 2.0744263 1982-1999 –> 2000-2012 0.9580489 0.4451165 1311.38106 248.01185 10 19
SO (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 427 0.5079180 645.24379 21.883086 1.9687518 1982-1999 –> 2000-2012 0.9630050 0.4550870 1330.60597 59.34034 8 21
SO (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 289 0.5269477 463.84847 700.417236 1.9438226 2000-2012 –> 2010-2019 0.9912766 0.4643289 1034.46552 1390.16448 1 2
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 289 0.5296545 466.80988 266.897799 1.9386876 2000-2012 –> 2010-2019 1.0012491 0.4715946 1050.68667 538.44719 2 4
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 289 0.5309745 468.24865 291.683660 1.9547872 2000-2012 –> 2010-2019 1.0050677 0.4740931 1056.63797 562.32082 4 7
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 289 0.5308685 468.13325 515.906072 1.9405719 2000-2012 –> 2010-2019 1.0055783 0.4747098 1057.63271 1042.09402 3 7
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 289 0.5310488 468.32944 265.553473 1.9401710 2000-2012 –> 2010-2019 1.0062540 0.4752053 1058.71979 513.73567 5 10
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 289 0.5335735 471.07090 250.173392 1.8415126 2000-2012 –> 2010-2019 1.0162783 0.4827048 1074.83355 493.21074 6 13
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 289 0.5352413 470.87476 139.115659 1.9220190 2000-2012 –> 2010-2019 1.0173296 0.4820882 1071.54586 269.22437 7 13
SO (28.1,28.15] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 289 0.5386189 474.51072 149.924361 2.1754349 2000-2012 –> 2010-2019 1.0311809 0.4925620 1093.53700 286.95278 8 17
SO (28.1,28.15] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 289 0.5565170 493.40524 578.786688 2.3408160 2000-2012 –> 2010-2019 1.0441160 0.4875989 1103.78293 1307.65841 15 23
SO (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 289 0.5451697 481.49802 24.159944 2.1302068 2000-2012 –> 2010-2019 1.0530877 0.5079180 1126.74182 46.04303 9 20
SO (28.1,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1683 1.0942086 5093.19256 895.717069 8.6137077 1982-1999 –> 2000-2012 2.0726038 0.9783952 11525.45592 1887.37354 1 3
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1683 1.0994713 5109.34290 767.531543 8.1181105 1982-1999 –> 2000-2012 2.0827395 0.9832682 11564.43034 1742.35566 2 6
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1683 1.1082370 5136.07244 690.625372 7.6917460 1982-1999 –> 2000-2012 2.0864037 0.9781667 11567.26288 1533.68145 13 14
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1683 1.1001963 5111.56177 441.620887 8.2171344 1982-1999 –> 2000-2012 2.0884081 0.9882118 11589.68859 1030.67007 3 17
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1683 1.1065642 5130.98794 163.991508 7.8629565 1982-1999 –> 2000-2012 2.0900181 0.9834539 11586.94267 392.27382 10 15
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1683 1.1010920 5114.30089 607.110428 8.2652166 1982-1999 –> 2000-2012 2.0906951 0.9896032 11598.89151 1429.51663 5 21
SO (28.1,28.2] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1683 1.1132048 5149.12739 552.013032 7.8438879 1982-1999 –> 2000-2012 2.0916147 0.9784098 11579.45939 1107.29989 21 24
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1683 1.1004339 5112.28867 545.356233 8.2348336 1982-1999 –> 2000-2012 2.0920094 0.9915755 11606.02628 1309.98801 4 23
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1683 1.1062808 5130.12579 70.409051 7.9157911 1982-1999 –> 2000-2012 2.0936206 0.9873398 11604.19696 151.13195 8 17
SO (28.1,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1683 1.1082949 5134.24845 661.499260 7.6910625 1982-1999 –> 2000-2012 2.0938022 0.9855073 11597.78543 1349.92230 14 21
SO (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1198 1.0943100 3629.71400 957.470505 6.7655690 2000-2012 –> 2010-2019 2.1892143 1.0949043 8725.04604 1849.15012 1 2
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1198 1.1072384 3657.85486 680.107244 7.2218677 2000-2012 –> 2010-2019 2.2067097 1.0994713 8767.19776 1447.63879 7 9
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1198 1.1067776 3656.85753 393.663506 7.2492465 2000-2012 –> 2010-2019 2.2069739 1.1001963 8768.41930 835.28439 5 8
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1198 1.1068602 3657.03631 481.006444 7.2453401 2000-2012 –> 2010-2019 2.2072941 1.1004339 8769.32498 1026.36268 6 10
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1198 1.1066936 3656.67569 513.418885 7.2634045 2000-2012 –> 2010-2019 2.2077856 1.1010920 8770.97658 1120.52931 4 9
SO (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1198 1.1003834 3640.97484 893.878492 7.2193517 2000-2012 –> 2010-2019 2.2136001 1.1132167 8790.13801 1701.42038 2 24
SO (28.1,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1198 1.1127504 3667.75298 363.843582 7.5212702 2000-2012 –> 2010-2019 2.2183710 1.1056206 8793.86939 736.99252 8 14
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1198 1.1180374 3681.11006 69.010992 6.6141525 2000-2012 –> 2010-2019 2.2242474 1.1062100 8811.02024 147.64968 10 17
SO (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1198 1.1181079 3679.26101 39.177436 6.6678596 2000-2012 –> 2010-2019 2.2246346 1.1065267 8808.13497 78.09187 11 20
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1198 1.1183260 3681.72849 153.579818 6.6144530 2000-2012 –> 2010-2019 2.2248902 1.1065642 8812.71643 317.57133 13 23
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 519 0.3678208 448.69281 489.993936 2.5767954 1982-1999 –> 2000-2012 0.6719670 0.3041462 791.09411 1082.03329 1 2
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 519 0.3693416 452.97570 340.487537 2.6255638 1982-1999 –> 2000-2012 0.6765949 0.3072533 809.97243 706.85951 4 7
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 519 0.3693222 452.92120 610.902312 2.6267915 1982-1999 –> 2000-2012 0.6766588 0.3073366 810.30718 1247.14193 2 6
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 519 0.3693290 452.94023 378.169411 2.6335772 1982-1999 –> 2000-2012 0.6770108 0.3076818 811.93851 775.19683 3 8
SO (28.15,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 519 0.3694207 451.19778 160.123719 2.6097469 1982-1999 –> 2000-2012 0.6774952 0.3080745 810.02769 325.38119 5 11
SO (28.15,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 519 0.3922173 513.35322 275.304214 2.6046194 1982-1999 –> 2000-2012 0.6989061 0.3066888 865.70958 585.68190 9 11
SO (28.15,28.2] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 519 0.3831176 488.98730 329.631197 2.8126965 1982-1999 –> 2000-2012 0.7012474 0.3181298 893.93811 777.96822 7 15
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 519 0.3757783 470.90962 502.500787 2.1941794 1982-1999 –> 2000-2012 0.7104806 0.3347023 950.78336 1064.29477 6 24
SO (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 519 0.4014317 537.45712 62.332488 2.6183661 1982-1999 –> 2000-2012 0.7143275 0.3128958 918.58571 123.77123 14 21
SO (28.15,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 519 0.3912356 510.75190 41.173001 2.8690747 1982-1999 –> 2000-2012 0.7164933 0.3252577 947.52219 92.25291 8 20
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 357 0.4026417 377.59044 599.543406 3.2314635 2000-2012 –> 2010-2019 0.7704625 0.3678208 826.28325 1089.53734 4 5
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 357 0.4044080 380.71573 512.662498 3.2337441 2000-2012 –> 2010-2019 0.7737370 0.3693290 833.65596 890.83191 5 8
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 357 0.4048978 381.57996 459.170301 3.2744749 2000-2012 –> 2010-2019 0.7742394 0.3693416 834.55565 799.65784 6 10
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 357 0.4050141 381.78515 777.180307 3.2772873 2000-2012 –> 2010-2019 0.7743364 0.3693222 834.70635 1388.08262 7 9
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 357 0.3997132 372.37837 626.317691 2.3786536 2000-2012 –> 2010-2019 0.7754915 0.3757783 843.28799 1128.81848 1 7
SO (28.15,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 357 0.4062505 381.96139 162.843427 3.2872549 2000-2012 –> 2010-2019 0.7756712 0.3694207 833.15917 322.96715 9 14
SO (28.15,28.2] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 357 0.4000851 371.04243 225.057056 3.1600861 2000-2012 –> 2010-2019 0.7832027 0.3831176 860.02973 554.68825 2 9
SO (28.15,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 357 0.4052555 380.21054 28.966268 3.2792867 2000-2012 –> 2010-2019 0.7964911 0.3912356 890.96244 70.13927 8 17
SO (28.15,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 357 0.4074399 384.04878 30.760641 3.2510607 2000-2012 –> 2010-2019 0.8040292 0.3965893 908.90852 71.38700 10 23
SO (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 357 0.4016624 373.85180 30.126537 2.2524426 2000-2012 –> 2010-2019 0.8046286 0.4029662 915.26912 71.97551 3 22
SO (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2179 0.5952340 3936.80082 526.108712 5.2502630 1982-1999 –> 2000-2012 1.0895758 0.4943418 7935.78207 1135.52956 2 3
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2179 0.5946939 3932.84438 192.990235 4.8755237 1982-1999 –> 2000-2012 1.1015608 0.5068669 8071.39448 431.82471 1 4
SO (28.2, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2179 0.6090160 4036.55515 775.627039 5.4080262 1982-1999 –> 2000-2012 1.1100009 0.5009849 8109.99625 1714.66565 3 5
SO (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2179 0.6178535 4099.34019 545.474089 5.4972994 1982-1999 –> 2000-2012 1.1256883 0.5078348 8248.53180 1169.66232 4 8
SO (28.2, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2179 0.6261547 4157.50266 609.730018 5.5827789 1982-1999 –> 2000-2012 1.1417790 0.5156242 8391.60294 1299.51655 7 12
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2179 0.6183275 4102.68206 183.404064 4.6463490 1982-1999 –> 2000-2012 1.1618567 0.5435292 8630.77208 417.03446 5 12
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2179 0.6232070 4136.93814 19.634255 4.7081327 1982-1999 –> 2000-2012 1.1683414 0.5451344 8681.47675 42.63444 6 14
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2179 0.6261891 4157.74168 47.575441 4.7892139 1982-1999 –> 2000-2012 1.1787375 0.5525484 8777.63149 104.25418 8 17
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2179 0.6269864 4163.28702 46.508772 4.8020589 1982-1999 –> 2000-2012 1.1812214 0.5542350 8800.17775 101.83390 9 19
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2179 0.6365533 4229.28168 81.182137 4.9768021 1982-1999 –> 2000-2012 1.2018018 0.5652485 8975.92890 176.94525 11 22
SO (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1478 0.6316792 2850.47408 533.879591 6.1915254 2000-2012 –> 2010-2019 1.2269132 0.5952340 6787.27490 1059.98830 1 3
SO (28.2, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1478 0.6501184 2935.52657 822.238241 6.4272411 2000-2012 –> 2010-2019 1.2591344 0.6090160 6972.08172 1597.86528 2 5
SO (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1478 0.6607916 2983.66212 568.974278 6.5506228 2000-2012 –> 2010-2019 1.2786452 0.6178535 7083.00231 1114.44837 3 7
SO (28.2, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1478 0.6691903 3020.99595 620.032915 6.6460142 2000-2012 –> 2010-2019 1.2953450 0.6261547 7178.49860 1229.76293 4 11
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1478 0.7170774 3225.30101 168.809637 6.5919421 2000-2012 –> 2010-2019 1.3117713 0.5946939 7158.14539 361.79987 5 6
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1478 0.8145809 3602.16147 177.473136 9.1280567 2000-2012 –> 2010-2019 1.4329084 0.6183275 7704.84353 360.87720 6 11
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1478 0.8268860 3646.48091 19.646839 9.1956641 2000-2012 –> 2010-2019 1.4500930 0.6232070 7783.41905 39.28109 8 14
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1478 0.8331948 3668.94825 46.481386 9.4506896 2000-2012 –> 2010-2019 1.4593839 0.6261891 7826.68993 94.05683 9 17
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1478 0.8338968 3671.43776 45.423118 9.4785670 2000-2012 –> 2010-2019 1.4608832 0.6269864 7834.72478 91.93189 10 19
SO (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 1478 0.8349411 3673.13724 14.357920 9.5384994 2000-2012 –> 2010-2019 1.4680959 0.6331549 7877.09010 26.71685 11 21
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2033 0.8010445 4881.40778 679.987200 7.0265803 1982-1999 –> 2000-2012 1.4760266 0.6749820 10597.18939 1341.30853 3 4
SO (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2033 0.8006798 4879.55610 636.073828 6.8407142 1982-1999 –> 2000-2012 1.4867196 0.6860397 10685.65249 1259.97041 1 8
SO (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2033 0.8022630 4887.58787 642.628434 6.4564139 1982-1999 –> 2000-2012 1.4870139 0.6847509 10683.23284 1265.71426 6 11
SO (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2033 0.8007560 4879.94286 966.717612 6.5092001 1982-1999 –> 2000-2012 1.4883978 0.6876418 10699.00322 1932.98431 2 10
SO (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2033 0.8022642 4885.59411 622.667988 6.4674883 1982-1999 –> 2000-2012 1.4910659 0.6888017 10712.02166 1230.53949 7 16
SO (28.2,28.3] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 2033 0.8019698 4884.10185 629.976242 6.1983552 1982-1999 –> 2000-2012 1.4953028 0.6933330 10746.97302 1248.72697 4 16
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2033 0.8208926 4980.92622 275.828762 6.5773278 1982-1999 –> 2000-2012 1.4964322 0.6755396 10701.29741 540.76597 17 19
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2033 0.8020723 4886.62117 696.291585 7.0792782 1982-1999 –> 2000-2012 1.5016243 0.6995520 10801.12393 1368.21792 5 20
SO (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2033 0.8085653 4919.40391 913.617508 6.4819891 1982-1999 –> 2000-2012 1.5018418 0.6932765 10783.82258 1779.98388 10 21
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2033 0.8217018 4984.93228 146.897511 6.5780686 1982-1999 –> 2000-2012 1.5019073 0.6802055 10743.55968 272.39909 18 21
SO (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1411 0.8230413 3468.66330 667.665355 7.6619323 2000-2012 –> 2010-2019 1.6237212 0.8006798 8348.21940 1303.73918 1 2
SO (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1411 0.8259335 3478.56247 986.033543 6.8255331 2000-2012 –> 2010-2019 1.6266895 0.8007560 8358.50532 1952.75115 2 4
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1411 0.8266109 3480.87582 706.319217 8.2568072 2000-2012 –> 2010-2019 1.6276554 0.8010445 8362.28360 1386.30642 4 7
SO (28.2,28.3] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 1411 0.8264520 3478.33337 663.930809 6.6284534 2000-2012 –> 2010-2019 1.6284218 0.8019698 8362.43522 1293.90705 3 7
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1411 0.8275640 3484.12786 725.609309 7.8486781 2000-2012 –> 2010-2019 1.6296363 0.8020723 8370.74904 1421.90089 5 10
SO (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1411 0.8288513 3488.51406 678.639395 6.7658742 2000-2012 –> 2010-2019 1.6311143 0.8022630 8376.10194 1321.26783 6 12
SO (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 1411 0.8311160 3494.21426 662.792717 7.2246564 2000-2012 –> 2010-2019 1.6333802 0.8022642 8379.80837 1285.46071 7 14
SO (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1411 0.8339359 3505.77301 905.404555 6.6923896 2000-2012 –> 2010-2019 1.6425012 0.8085653 8425.17692 1819.02206 8 18
SO (28.2,28.3] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1411 0.8384798 3519.10740 666.172231 6.3930564 2000-2012 –> 2010-2019 1.6451507 0.8066710 8426.97439 1288.53195 15 24
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1411 0.8373843 3517.41796 781.593826 5.7517802 2000-2012 –> 2010-2019 1.6497703 0.8123860 8455.98994 1633.01631 13 24
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2557 1.0362566 7452.58581 325.441897 8.1476813 1982-1999 –> 2000-2012 1.8574297 0.8211731 16125.09113 646.57689 1 2
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2557 1.0496109 7518.06899 48.997383 8.5880187 1982-1999 –> 2000-2012 1.8793312 0.8297203 16263.94798 101.65648 2 4
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2557 1.0520882 7530.12501 45.275554 8.7052415 1982-1999 –> 2000-2012 1.8849560 0.8328678 16302.83328 102.57763 3 6
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2557 1.0567014 7552.50006 39.727142 8.8053054 1982-1999 –> 2000-2012 1.8929654 0.8362639 16354.04354 83.82997 6 10
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2557 1.0558756 7548.50158 37.999209 9.0276597 1982-1999 –> 2000-2012 1.8930401 0.8371645 16357.67223 80.98159 5 10
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2557 1.0554445 7546.41335 69.364202 8.6958562 1982-1999 –> 2000-2012 1.8960318 0.8405873 16384.49614 132.86511 4 10
SO (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + silicate 2557 1.0585853 7559.60904 13.936025 9.0127799 1982-1999 –> 2000-2012 1.9056261 0.8470408 16449.88633 28.69298 7 14
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2557 1.0934883 7727.50443 429.917621 7.7090955 1982-1999 –> 2000-2012 1.9512142 0.8577260 16708.61002 807.98461 8 16
SO (28.3, Inf] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2557 1.1080458 7793.13733 222.443297 7.0868870 1982-1999 –> 2000-2012 1.9706099 0.8625641 16812.10056 439.49849 10 19
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2557 1.1111391 7809.39423 143.675919 10.3514686 1982-1999 –> 2000-2012 1.9759777 0.8648386 16849.01797 262.95334 14 24
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1851 1.1628046 5825.30117 314.959566 8.7267423 2000-2012 –> 2010-2019 2.1990613 1.0362566 13277.88697 640.40146 1 2
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1851 1.1784901 5874.90479 50.146882 9.2249394 2000-2012 –> 2010-2019 2.2281009 1.0496109 13392.97378 99.14427 2 4
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1851 1.1811257 5883.17484 44.399210 9.3449151 2000-2012 –> 2010-2019 2.2332139 1.0520882 13413.29985 89.67476 3 6
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1851 1.1814944 5884.33027 68.955299 9.1782338 2000-2012 –> 2010-2019 2.2369389 1.0554445 13430.74361 138.31950 4 8
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1851 1.1858439 5897.93378 37.403657 9.4481619 2000-2012 –> 2010-2019 2.2425454 1.0567014 13450.43384 77.13080 5 11
SO (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + silicate 1851 1.1877474 5901.87132 13.510251 9.6297101 2000-2012 –> 2010-2019 2.2463327 1.0585853 13461.48036 27.44628 6 13
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1851 1.1906334 5912.85561 35.958504 9.6818895 2000-2012 –> 2010-2019 2.2465090 1.0558756 13461.35719 73.95771 7 12
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1851 1.2298897 6032.94494 424.967810 8.2129546 2000-2012 –> 2010-2019 2.3233780 1.0934883 13760.44937 854.88543 8 16
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1851 1.2412757 6067.05953 147.186932 10.6975873 2000-2012 –> 2010-2019 2.3402432 1.0989675 13820.12495 292.83192 10 19
SO (28.3, Inf] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1851 1.2375642 6053.97360 217.347217 7.7304590 2000-2012 –> 2010-2019 2.3456100 1.1080458 13847.11093 439.79051 9 19

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 2.5464217 1180.70272
Atlantic (-Inf,26] 2000-2012 –> 2010-2019 2.6178556 761.55070
Atlantic (26,26.5] 1982-1999 –> 2000-2012 7.1764078 13194.07788
Atlantic (26,26.5] 2000-2012 –> 2010-2019 7.4304178 9458.21863
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 6.7821079 17090.09870
Atlantic (26.5,26.75] 2000-2012 –> 2010-2019 7.1567581 12208.36396
Atlantic (26.75,27] 1982-1999 –> 2000-2012 4.0388725 21487.30056
Atlantic (26.75,27] 2000-2012 –> 2010-2019 4.8269076 17304.85427
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.6806758 18892.38666
Atlantic (27,27.25] 2000-2012 –> 2010-2019 4.2796139 14519.60294
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 4.0759966 19054.35076
Atlantic (27.25,27.5] 2000-2012 –> 2010-2019 4.8339557 14867.40022
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 3.6982514 21600.42097
Atlantic (27.5,27.75] 2000-2012 –> 2010-2019 4.3565086 16807.64679
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 4.0391443 7991.88836
Atlantic (27.75,27.85] 2000-2012 –> 2010-2019 4.4420130 5933.79552
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 6.2985099 8465.43659
Atlantic (27.85,27.95] 2000-2012 –> 2010-2019 5.5661041 5641.41913
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 6.6624512 10172.42619
Atlantic (27.95,28.05] 2000-2012 –> 2010-2019 6.9383849 7159.74705
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 0.3327861 -812.12410
Atlantic (28.05,28.1] 2000-2012 –> 2010-2019 0.3283262 -565.53965
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 0.3163338 -1266.83513
Atlantic (28.1,28.15] 2000-2012 –> 2010-2019 0.3188306 -766.18321
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 0.3732064 -1601.91356
Atlantic (28.15,28.2] 2000-2012 –> 2010-2019 0.3590154 -1162.31421
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 0.5430998 551.03086
Atlantic (28.2, Inf] 2000-2012 –> 2010-2019 0.4703732 -75.32769
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 11.7979625 79992.68589
Indo-Pacific (-Inf,26] 2000-2012 –> 2010-2019 11.7335958 58637.06948
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 8.1509863 76882.32796
Indo-Pacific (26,26.5] 2000-2012 –> 2010-2019 8.3034437 52808.75561
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 6.1077701 55133.81191
Indo-Pacific (26.5,26.75] 2000-2012 –> 2010-2019 6.4504333 39907.37322
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 5.7765925 60018.55472
Indo-Pacific (26.75,27] 2000-2012 –> 2010-2019 6.2535278 43880.98017
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 3.8931857 46550.14883
Indo-Pacific (27,27.25] 2000-2012 –> 2010-2019 4.5579919 36304.31251
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 3.3535816 35427.36070
Indo-Pacific (27.25,27.5] 2000-2012 –> 2010-2019 3.8252922 26748.07272
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 2.5882850 27227.90561
Indo-Pacific (27.5,27.75] 2000-2012 –> 2010-2019 3.2195267 21784.65954
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 1.3391662 5909.22129
Indo-Pacific (27.75,27.85] 2000-2012 –> 2010-2019 1.5739314 4815.37838
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 1.2251374 8216.58073
Indo-Pacific (27.85,27.95] 2000-2012 –> 2010-2019 1.3932488 6948.83652
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 1.3166803 7163.79997
Indo-Pacific (27.95,28.05] 2000-2012 –> 2010-2019 1.4257204 5069.44675
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 0.9720885 3608.10028
Indo-Pacific (28.05,28.1] 2000-2012 –> 2010-2019 0.9595858 2607.36424
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2012 1.3100689 11137.22675
Indo-Pacific (28.1,28.2] 2000-2012 –> 2010-2019 1.3305458 8089.76144
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2012 1.0858769 24533.95682
Indo-Pacific (28.2,28.3] 2000-2012 –> 2010-2019 1.0965637 17635.22863
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2012 0.4456621 -472.99345
Indo-Pacific (28.3, Inf] 2000-2012 –> 2010-2019 0.4498423 -301.56990
SO (26,26.5] 1982-1999 –> 2000-2012 1.9984493 649.26914
SO (26,26.5] 2000-2012 –> 2010-2019 1.9226357 486.56134
SO (26.5,26.75] 1982-1999 –> 2000-2012 3.9644399 3072.43464
SO (26.5,26.75] 2000-2012 –> 2010-2019 3.9298209 2108.11868
SO (26.75,27] 1982-1999 –> 2000-2012 5.4004847 13100.27954
SO (26.75,27] 2000-2012 –> 2010-2019 5.1803440 8840.12947
SO (27,27.25] 1982-1999 –> 2000-2012 3.7137321 25875.84243
SO (27,27.25] 2000-2012 –> 2010-2019 3.7119291 18536.93589
SO (27.25,27.5] 1982-1999 –> 2000-2012 2.5392691 22329.61676
SO (27.25,27.5] 2000-2012 –> 2010-2019 2.9444316 17479.61382
SO (27.5,27.75] 1982-1999 –> 2000-2012 2.5740494 25688.23244
SO (27.5,27.75] 2000-2012 –> 2010-2019 2.8565003 19424.81997
SO (27.75,27.85] 1982-1999 –> 2000-2012 2.4077267 10058.05686
SO (27.75,27.85] 2000-2012 –> 2010-2019 2.6937365 7529.64426
SO (27.85,27.95] 1982-1999 –> 2000-2012 2.4881135 10846.06150
SO (27.85,27.95] 2000-2012 –> 2010-2019 2.6046309 7745.44328
SO (27.95,28.05] 1982-1999 –> 2000-2012 2.5197526 13289.26079
SO (27.95,28.05] 2000-2012 –> 2010-2019 2.7270625 10024.60741
SO (28.05,28.1] 1982-1999 –> 2000-2012 2.1844925 7188.63625
SO (28.05,28.1] 2000-2012 –> 2010-2019 2.4283378 5352.39402
SO (28.1,28.15] 1982-1999 –> 2000-2012 0.9252356 1254.14997
SO (28.1,28.15] 2000-2012 –> 2010-2019 1.0171418 1072.85838
SO (28.1,28.2] 1982-1999 –> 2000-2012 2.0881915 11582.01400
SO (28.1,28.2] 2000-2012 –> 2010-2019 2.2123721 8781.68437
SO (28.15,28.2] 1982-1999 –> 2000-2012 0.6921182 860.98789
SO (28.15,28.2] 2000-2012 –> 2010-2019 0.7832290 858.08182
SO (28.2, Inf] 1982-1999 –> 2000-2012 1.1460564 8462.32945
SO (28.2, Inf] 2000-2012 –> 2010-2019 1.3643174 7420.57703
SO (28.2,28.3] 1982-1999 –> 2000-2012 1.4926332 10715.38762
SO (28.2,28.3] 2000-2012 –> 2010-2019 1.6338041 8386.62441
SO (28.3, Inf] 1982-1999 –> 2000-2012 1.9107182 16460.76992
SO (28.3, Inf] 2000-2012 –> 2010-2019 2.2641933 13531.58609

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
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
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
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2012
(-Inf,26] 7 5 7 8 10 5 7
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 8 6 8 7 4 9 6
(26.75,27] 9 4 8 5 5 10 6
(27,27.25] 9 6 8 4 7 8 6
(27.25,27.5] 8 10 5 5 4 5 10
(27.5,27.75] 4 2 4 8 10 5 10
(27.75,27.85] 6 2 5 7 9 7 8
(27.85,27.95] 6 3 5 7 5 10 9
(27.95,28.05] 4 10 5 5 4 2 10
(28.05,28.1] 5 2 5 7 6 9 10
(28.1,28.15] 4 2 4 8 5 10 10
(28.15,28.2] 8 10 5 5 7 6 8
(28.2, Inf] 9 10 3 5 8 5 3
total 94.00 78.00 78.00 88.00 94.00 97.00 111.00
Atlantic - 2000-2012 --> 2010-2019
(-Inf,26] 7 5 7 8 10 5 7
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 8 6 8 7 4 9 6
(26.75,27] 8 5 8 6 5 10 6
(27,27.25] 7 4 7 7 9 10 3
(27.25,27.5] 9 10 4 4 9 5 6
(27.5,27.75] 4 2 4 8 10 6 9
(27.75,27.85] 6 3 5 5 10 7 8
(27.85,27.95] 6 3 5 7 5 10 9
(27.95,28.05] 3 4 4 9 7 6 10
(28.05,28.1] 6 2 4 7 7 8 10
(28.1,28.15] 4 2 4 8 5 10 10
(28.15,28.2] 9 10 4 5 8 5 7
(28.2, Inf] 9 10 3 5 8 5 3
total 93.00 72.00 73.00 93.00 107.00 102.00 102.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 8 4 8 7 10 4 7
(26,26.5] 8 6 8 7 6 8 7
(26.5,26.75] 8 10 7 7 3 4 8
(26.75,27] 7 10 7 7 4 5 8
(27,27.25] 9 10 7 7 4 3 7
(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] 8 5 6 6 8 5 10
(27.95,28.05] 6 4 5 7 5 10 9
(28.05,28.1] 6 5 5 7 7 10 7
(28.1,28.2] 6 7 6 6 5 10 8
(28.2,28.3] 5 10 8 5 4 10 5
(28.3, Inf] 5 4 5 9 10 10 4
total 96.00 104.00 92.00 95.00 77.00 90.00 109.00
Indo-Pacific - 2000-2012 --> 2010-2019
(-Inf,26] 7 6 6 8 10 4 7
(26,26.5] 8 4 8 7 4 10 7
(26.5,26.75] 7 10 7 7 4 5 8
(26.75,27] 7 10 6 7 5 4 8
(27,27.25] 8 10 7 7 3 4 8
(27.25,27.5] 7 10 7 7 3 3 9
(27.5,27.75] 6 10 6 7 4 4 10
(27.75,27.85] 7 10 7 6 4 4 9
(27.85,27.95] 7 4 7 6 9 4 10
(27.95,28.05] 6 3 6 7 10 5 9
(28.05,28.1] 6 5 4 8 9 10 5
(28.1,28.2] 6 7 6 6 5 10 8
(28.2,28.3] 5 10 8 5 4 10 5
(28.3, Inf] 5 4 5 9 10 10 4
total 92.00 103.00 90.00 97.00 84.00 87.00 107.00
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] 6 6 3 9 8 5 10
(27,27.25] 6 4 4 9 7 9 9
(27.25,27.5] 4 10 4 9 5 4 10
(27.5,27.75] 8 5 5 4 9 9 7
(27.75,27.85] 8 5 5 6 6 10 6
(27.85,27.95] 8 5 3 6 8 10 7
(27.95,28.05] 7 4 4 7 10 9 7
(28.05,28.1] 7 4 6 7 10 7 7
(28.1,28.15] 7 2 6 7 7 8 7
(28.1,28.2] 8 5 9 8 8 5 5
(28.15,28.2] 7 2 6 6 8 8 8
(28.2, Inf] 8 10 6 7 6 6 7
(28.2,28.3] 5 8 9 5 5 10 6
(28.3, Inf] 8 4 6 6 10 8 6
total 111.00 94.00 90.00 111.00 115.00 115.00 119.00
SO - 2000-2012 --> 2010-2019
(26,26.5] 7 10 7 8 4 4 8
(26.5,26.75] 7 10 7 7 4 3 9
(26.75,27] 6 5 4 8 9 6 10
(27,27.25] 6 4 4 8 7 10 9
(27.25,27.5] 4 10 4 8 6 5 10
(27.5,27.75] 6 4 5 6 10 10 5
(27.75,27.85] 7 5 3 7 8 10 7
(27.85,27.95] 9 4 4 6 7 10 6
(27.95,28.05] 8 4 5 6 7 10 7
(28.05,28.1] 7 5 7 7 10 6 7
(28.1,28.15] 7 3 6 7 7 9 7
(28.1,28.2] 7 7 7 5 8 4 9
(28.15,28.2] 6 4 4 6 6 10 9
(28.2, Inf] 9 10 5 6 6 6 7
(28.2,28.3] 4 10 9 5 4 9 6
(28.3, Inf] 7 4 6 6 10 8 7
total 107.00 99.00 87.00 106.00 113.00 120.00 123.00

6.4 RMSE alternatives

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

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

Version Author Date
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
lm_best %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
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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