Last updated: 2021-06-24

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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 ~ temp + aou + nitrate + silicate + phosphate_star 312 4.5706625 1847.684 416.941486 15.029800 1982-1999 –> 2000-2009 8.497871 3.9272082 4297.406 663.558595 1 3
Atlantic (-Inf,26] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 312 4.7137642 1866.921 425.239793 13.814871 1982-1999 –> 2000-2009 8.629890 3.9161254 4314.173 686.339726 4 5
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 312 4.6564326 1859.285 334.329289 14.355395 1982-1999 –> 2000-2009 8.706877 4.0504440 4336.012 471.934424 2 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 312 4.7775152 1875.304 433.816473 12.719290 1982-1999 –> 2000-2009 8.887335 4.1098197 4364.750 572.334703 5 10
Atlantic (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 312 4.6837639 1860.937 334.321328 14.988833 1982-1999 –> 2000-2009 8.984781 4.3010169 4388.126 461.453212 3 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 312 4.9496723 1897.394 168.549030 14.883828 1982-1999 –> 2000-2009 9.093882 4.1442102 4394.123 413.748437 7 13
Atlantic (-Inf,26] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 312 4.8394065 1881.336 352.912212 13.075010 1982-1999 –> 2000-2009 9.103759 4.2643521 4401.042 484.580955 6 14
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 312 5.1257878 1919.211 424.203845 14.674527 1982-1999 –> 2000-2009 9.144064 4.0182759 4388.969 692.273643 12 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 312 4.9995280 1903.648 368.148481 14.420583 1982-1999 –> 2000-2009 9.328344 4.3288162 4438.467 508.427982 9 19
Atlantic (-Inf,26] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 312 4.9497015 1895.398 145.038206 14.865253 1982-1999 –> 2000-2009 9.459386 4.5096844 4463.993 299.394315 8 20
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 485 4.7875178 2909.402 222.738955 23.755534 2000-2009 –> 2010-2019 9.358180 4.5706625 4757.086 639.680441 1 2
Atlantic (-Inf,26] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 485 4.8180345 2915.565 230.733966 23.373837 2000-2009 –> 2010-2019 9.531799 4.7137642 4782.487 655.973759 2 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 485 4.9431507 2940.433 280.800043 27.376029 2000-2009 –> 2010-2019 9.892823 4.9496723 4837.827 449.349073 3 10
Atlantic (-Inf,26] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 485 4.9454537 2938.885 156.925090 26.991377 2000-2009 –> 2010-2019 9.895155 4.9497015 4834.283 301.963296 4 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 485 5.5166479 3046.908 252.397077 39.119346 2000-2009 –> 2010-2019 10.173081 4.6564326 4906.193 586.726366 7 9
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 485 5.0739715 2965.771 233.387387 18.278177 2000-2009 –> 2010-2019 10.199759 5.1257878 4884.982 657.591232 5 17
Atlantic (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 485 5.5166658 3044.911 182.800849 39.160167 2000-2009 –> 2010-2019 10.200430 4.6837639 4905.848 517.122177 8 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 485 5.5300934 3049.269 242.219274 38.878222 2000-2009 –> 2010-2019 10.307609 4.7775152 4924.573 676.035747 9 14
Atlantic (-Inf,26] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 485 5.5317398 3047.558 188.992929 38.556815 2000-2009 –> 2010-2019 10.371146 4.8394065 4928.894 541.905141 10 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 485 5.6273333 3066.177 221.407747 37.004848 2000-2009 –> 2010-2019 10.626861 4.9995280 4969.825 589.556228 11 20
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 269 5.7512315 1718.574 279.165223 17.035149 1982-1999 –> 2000-2009 12.574203 6.8229711 3949.825 330.109805 2 8
Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 269 5.9332894 1735.340 622.226902 17.309170 1982-1999 –> 2000-2009 12.783946 6.8506564 3969.280 907.392180 5 12
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 269 6.0420544 1745.113 285.307926 17.119747 1982-1999 –> 2000-2009 12.805664 6.7636094 3970.562 386.429165 9 12
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 269 6.0013355 1741.475 285.898136 16.996689 1982-1999 –> 2000-2009 12.806154 6.8048185 3970.957 334.238326 7 12
Atlantic (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 269 6.0883115 1749.216 314.458297 16.900443 1982-1999 –> 2000-2009 12.847066 6.7587542 3974.188 388.527674 10 11
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 269 5.6218027 1706.328 118.088509 14.567048 1982-1999 –> 2000-2009 13.033494 7.4116908 3992.534 143.267947 1 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 269 6.1223433 1752.215 292.770828 16.019428 1982-1999 –> 2000-2009 13.063525 6.9411817 3994.872 395.144534 14 23
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 269 6.5293041 1786.839 272.353638 19.781454 1982-1999 –> 2000-2009 13.290672 6.7613674 4012.067 344.044955 25 27
Atlantic (26,26.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 269 6.5059279 1784.909 270.985097 16.513451 1982-1999 –> 2000-2009 13.441964 6.9360359 4027.073 340.108941 24 32
Atlantic (26,26.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 269 6.6825480 1797.320 255.809133 19.630864 1982-1999 –> 2000-2009 13.464269 6.7817213 4022.544 326.005944 35 39
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 400 4.9980989 2436.397 29.261469 12.606887 2000-2009 –> 2010-2019 10.749330 5.7512315 4154.971 308.426692 6 8
Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 400 4.9698175 2431.857 223.484531 11.827932 2000-2009 –> 2010-2019 10.903107 5.9332894 4167.198 845.711432 4 10
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 400 4.9630197 2430.762 27.377278 12.167085 2000-2009 –> 2010-2019 10.964355 6.0013355 4172.238 313.275413 1 9
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 400 4.9639464 2430.912 70.556686 12.648091 2000-2009 –> 2010-2019 11.006001 6.0420544 4176.025 355.864612 2 12
Atlantic (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 400 4.9646858 2431.031 51.759347 12.738221 2000-2009 –> 2010-2019 11.052997 6.0883115 4180.247 366.217644 3 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 400 5.7246305 2544.973 20.530209 15.336120 2000-2009 –> 2010-2019 11.346433 5.6218027 4251.301 138.618718 12 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 400 5.2387826 2474.022 72.129797 13.701314 2000-2009 –> 2010-2019 11.361126 6.1223433 4226.237 364.900625 9 24
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 400 4.9708591 2432.025 50.481836 11.949756 2000-2009 –> 2010-2019 11.500163 6.5293041 4218.864 322.835474 5 31
Atlantic (26,26.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 400 5.0140389 2436.944 48.204460 13.011530 2000-2009 –> 2010-2019 11.696587 6.6825480 4234.264 304.013593 7 44
Atlantic (26,26.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 400 5.2296363 2472.624 46.082090 13.518905 2000-2009 –> 2010-2019 11.735564 6.5059279 4257.533 317.067187 8 33
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 200 5.4546682 1260.164 202.277957 14.557714 1982-1999 –> 2000-2009 9.965218 4.5105499 3509.137 240.596018 1 7
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 200 5.4869407 1262.524 144.389950 18.926246 1982-1999 –> 2000-2009 10.014725 4.5277839 3514.411 172.624306 2 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 200 5.5018892 1263.612 347.713362 15.506930 1982-1999 –> 2000-2009 10.024794 4.5229047 3514.675 743.984928 3 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 200 5.6234483 1272.353 235.828085 15.981369 1982-1999 –> 2000-2009 10.142105 4.5186572 3522.699 278.916042 5 13
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 200 5.6037578 1268.950 144.129054 18.741902 1982-1999 –> 2000-2009 10.171432 4.5676744 3525.539 171.011469 4 20
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 200 5.7361101 1280.288 213.097949 11.756899 1982-1999 –> 2000-2009 10.335434 4.5993234 3544.152 260.216939 6 26
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 200 5.7392963 1280.510 375.706279 11.699869 1982-1999 –> 2000-2009 10.336072 4.5967756 3543.950 760.791955 7 25
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 200 5.7461498 1280.987 221.751342 11.665901 1982-1999 –> 2000-2009 10.343746 4.5975958 3544.564 276.161484 8 27
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 200 5.9139085 1292.498 226.417385 12.520423 1982-1999 –> 2000-2009 10.411930 4.4980217 3539.346 267.571197 10 11
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 200 5.9314345 1293.682 27.668342 20.378048 1982-1999 –> 2000-2009 10.431215 4.4997801 3540.829 79.584010 12 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 297 5.4444410 1863.439 21.205470 15.509633 2000-2009 –> 2010-2019 10.899109 5.4546682 3123.603 223.483428 7 8
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 297 5.4228907 1861.083 31.224928 15.692268 2000-2009 –> 2010-2019 10.909831 5.4869407 3123.607 175.614878 5 7
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 297 5.4583762 1864.957 90.150052 15.634292 2000-2009 –> 2010-2019 10.960265 5.5018892 3128.569 437.863414 9 12
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 297 5.4770226 1864.983 19.337478 15.788241 2000-2009 –> 2010-2019 11.080780 5.6037578 3133.933 163.466532 12 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 297 5.4679293 1865.996 29.353888 15.778289 2000-2009 –> 2010-2019 11.091378 5.6234483 3138.350 265.181973 10 15
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 297 5.4134845 1860.052 22.759461 15.904998 2000-2009 –> 2010-2019 11.149595 5.7361101 3140.340 235.857410 3 9
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 297 5.4114928 1859.833 84.348315 15.928158 2000-2009 –> 2010-2019 11.150789 5.7392963 3140.343 460.054594 2 9
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 297 5.4101228 1859.683 34.357843 15.941690 2000-2009 –> 2010-2019 11.156273 5.7461498 3140.670 256.109185 1 9
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 297 5.4484522 1861.876 21.431277 16.255454 2000-2009 –> 2010-2019 11.243166 5.7947138 3144.230 151.869563 8 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 297 5.4208896 1860.864 30.985434 15.962909 2000-2009 –> 2010-2019 11.334798 5.9139085 3153.362 257.402819 4 14
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 491 5.5930324 3097.932 119.669233 14.853906 1982-1999 –> 2000-2009 10.313643 4.7206109 7306.810 255.304162 2 3
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 491 5.6335012 3105.012 153.503644 14.733369 1982-1999 –> 2000-2009 10.364812 4.7313113 7317.087 325.502300 4 6
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 491 5.5316042 3087.087 118.142097 13.251884 1982-1999 –> 2000-2009 10.392886 4.8612822 7337.427 150.326495 1 6
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + silicate 491 5.6105860 3099.009 106.306287 13.507275 1982-1999 –> 2000-2009 10.474457 4.8638710 7348.101 136.487606 3 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 491 5.6783017 3112.790 128.446524 12.928508 1982-1999 –> 2000-2009 10.730002 5.0517000 7417.383 183.804124 5 28
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 491 5.7175456 3119.554 590.342650 13.305462 1982-1999 –> 2000-2009 10.786720 5.0691741 7429.022 1379.015658 6 30
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + silicate 491 5.7214435 3118.223 116.449792 13.448609 1982-1999 –> 2000-2009 10.792851 5.0714080 7426.313 148.365720 7 32
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 491 6.0642209 3177.360 435.700451 20.438921 1982-1999 –> 2000-2009 10.899794 4.8355735 7420.213 1000.202134 19 22
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 491 5.9256976 3154.669 166.849818 15.220951 1982-1999 –> 2000-2009 10.911257 4.9855588 7440.652 209.495184 9 28
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 491 5.9993050 3166.792 691.983804 17.850352 1982-1999 –> 2000-2009 10.922709 4.9234041 7435.061 1490.682215 12 23
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 542 5.1137611 3321.147 433.313474 16.053676 2000-2009 –> 2010-2019 10.692374 5.5786133 6416.544 1209.893871 1 3
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 542 5.1251243 3323.553 57.296429 16.254590 2000-2009 –> 2010-2019 10.718157 5.5930324 6421.485 176.965662 2 5
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 542 5.1298572 3324.554 74.274446 16.340616 2000-2009 –> 2010-2019 10.763358 5.6335012 6429.565 227.778090 3 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 542 5.2646591 3352.671 22.907937 17.477127 2000-2009 –> 2010-2019 10.796263 5.5316042 6439.758 141.050034 14 15
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + silicate 542 5.2658504 3350.916 21.427168 17.548856 2000-2009 –> 2010-2019 10.876436 5.6105860 6449.925 127.733456 16 20
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 542 5.2388939 3347.353 348.187499 18.276879 2000-2009 –> 2010-2019 10.956440 5.7175456 6466.907 938.530149 8 15
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 542 5.2815658 3356.147 31.652459 18.641488 2000-2009 –> 2010-2019 10.959867 5.6783017 6468.937 160.098983 19 25
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + silicate 542 5.3010290 3358.134 21.526221 18.468739 2000-2009 –> 2010-2019 11.022472 5.7214435 6476.357 137.976013 20 28
Atlantic (26.75,27] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 542 5.3064129 3361.234 37.438161 18.949305 2000-2009 –> 2010-2019 11.150415 5.8440024 6502.270 209.084488 21 30
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 542 5.2571303 3351.120 372.149422 17.404480 2000-2009 –> 2010-2019 11.256435 5.9993050 6517.912 1064.133227 11 24
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 813 4.8977554 4904.545 833.807433 20.628928 1982-1999 –> 2000-2009 8.301153 3.4033972 12209.905 1621.292952 1 2
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 813 4.9142523 4910.013 576.616267 17.348681 1982-1999 –> 2000-2009 8.416362 3.5021092 12294.227 1307.986861 2 4
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 813 5.0272490 4944.977 342.394980 17.919124 1982-1999 –> 2000-2009 8.547068 3.5198193 12341.104 767.142779 3 6
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 813 5.0620594 4958.198 133.107537 16.154467 1982-1999 –> 2000-2009 8.661570 3.5995101 12418.070 262.852833 4 10
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 813 5.1910360 4999.108 213.642202 19.241373 1982-1999 –> 2000-2009 8.738529 3.5474928 12418.833 360.748296 6 10
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 813 5.1587161 4988.952 163.468109 15.852121 1982-1999 –> 2000-2009 8.790570 3.6318542 12473.497 322.660506 5 12
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 813 5.2979254 5032.249 305.741120 18.813699 1982-1999 –> 2000-2009 8.884746 3.5868206 12482.381 522.494070 8 13
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 813 5.2560318 5017.340 90.094119 16.723722 1982-1999 –> 2000-2009 8.894184 3.6381524 12504.663 168.494955 7 15
Atlantic (27,27.25] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 813 5.3541842 5047.424 129.708018 16.380572 1982-1999 –> 2000-2009 9.026057 3.6718726 12560.192 248.869689 10 19
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 813 5.3436068 5046.209 63.096497 13.436295 1982-1999 –> 2000-2009 9.513467 4.1698605 12911.741 105.516682 9 21
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1113 4.6607159 6598.748 795.888272 14.383792 2000-2009 –> 2010-2019 9.574968 4.9142523 11508.761 1372.504539 1 2
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1113 4.7085196 6619.463 593.841397 14.686830 2000-2009 –> 2010-2019 9.735769 5.0272490 11564.440 936.236377 2 4
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1113 4.7228769 6628.240 128.176223 14.730146 2000-2009 –> 2010-2019 9.784936 5.0620594 11586.438 261.283760 3 6
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1113 4.7388584 6635.760 172.143681 14.836754 2000-2009 –> 2010-2019 9.897574 5.1587161 11624.712 335.611790 4 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1113 4.7859383 6657.766 209.068699 15.137954 2000-2009 –> 2010-2019 9.976974 5.1910360 11656.873 422.710900 6 11
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1113 4.7981373 6661.432 99.817733 15.225264 2000-2009 –> 2010-2019 10.054169 5.2560318 11678.772 189.911852 8 14
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1113 4.8063330 6667.231 305.532623 15.275172 2000-2009 –> 2010-2019 10.104258 5.2979254 11699.480 611.273743 9 16
Atlantic (27,27.25] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1113 4.8151536 6669.313 147.347845 15.335524 2000-2009 –> 2010-2019 10.169338 5.3541842 11716.737 277.055862 10 19
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1113 4.8412691 6683.353 29.466957 15.365712 2000-2009 –> 2010-2019 10.184876 5.3436068 11729.562 92.563454 13 21
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate 1113 4.8697236 6694.398 12.810226 15.354013 2000-2009 –> 2010-2019 10.256256 5.3865327 11751.616 75.570697 20 30
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1634 4.2422601 9373.665 107.382624 12.156606 1982-1999 –> 2000-2009 7.247382 3.0051216 23505.579 197.000114 1 4
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1634 4.2867323 9407.746 186.206932 12.053814 1982-1999 –> 2000-2009 7.264628 2.9778958 23488.657 439.600799 3 5
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1634 4.3420176 9449.623 102.677167 17.230693 1982-1999 –> 2000-2009 7.393313 3.0512951 23666.987 151.464145 5 10
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1634 4.2699380 9394.918 63.502460 12.108251 1982-1999 –> 2000-2009 7.434902 3.1649644 23817.252 100.364220 2 13
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1634 4.4300463 9515.215 123.735876 12.891639 1982-1999 –> 2000-2009 7.458210 3.0281635 23689.934 237.901635 7 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1634 4.5238758 9583.709 217.107376 16.316091 1982-1999 –> 2000-2009 7.466000 2.9421244 23596.896 481.217546 8 9
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1634 4.3195151 9430.643 58.098402 11.997899 1982-1999 –> 2000-2009 7.485241 3.1657263 23852.326 76.035643 4 17
Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1634 4.4042177 9494.106 102.528878 23.457718 1982-1999 –> 2000-2009 7.553397 3.1491792 23886.420 119.773264 6 15
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1634 4.5426372 9595.234 53.757677 15.809905 1982-1999 –> 2000-2009 7.708177 3.1655393 24016.587 66.981256 9 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1634 4.7747363 9760.082 168.234531 14.257225 1982-1999 –> 2000-2009 7.923429 3.1486925 24153.531 524.725615 10 18
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2410 4.3831746 13976.151 83.178228 15.476522 2000-2009 –> 2010-2019 8.625435 4.2422601 23349.816 190.560852 3 4
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2410 4.4162129 14012.345 23.927778 13.358552 2000-2009 –> 2010-2019 8.686151 4.2699380 23407.263 87.430239 16 18
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2410 4.4085071 14003.928 246.596135 14.161172 2000-2009 –> 2010-2019 8.695239 4.2867323 23411.674 432.803067 10 13
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2410 4.4162155 14010.348 10.049320 13.353739 2000-2009 –> 2010-2019 8.735731 4.3195151 23440.991 68.147722 17 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2410 4.3937446 13987.760 47.255785 14.385754 2000-2009 –> 2010-2019 8.735762 4.3420176 23437.384 149.932952 4 9
Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2410 4.4124342 14006.219 8.422782 13.442863 2000-2009 –> 2010-2019 8.816652 4.4042177 23500.325 110.951660 14 20
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2410 4.4087749 14004.221 99.206293 16.125596 2000-2009 –> 2010-2019 8.838821 4.4300463 23519.436 222.942169 11 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2410 4.4012583 13995.996 414.544846 14.460899 2000-2009 –> 2010-2019 8.925134 4.5238758 23579.705 631.652222 7 15
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 2410 4.4162955 14010.436 9.409679 13.331814 2000-2009 –> 2010-2019 8.958933 4.5426372 23605.670 63.167356 18 27
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2410 4.3986667 13993.157 49.533521 14.719495 2000-2009 –> 2010-2019 9.227224 4.8285576 23789.870 159.384477 6 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3091 5.4248899 19239.625 20.347496 31.484499 1982-1999 –> 2000-2009 8.906333 3.4814430 38030.311 44.063923 1 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3091 5.5086457 19334.341 41.811413 34.639066 1982-1999 –> 2000-2009 8.921120 3.4124744 37984.122 92.595898 5 6
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3091 5.4314477 19247.094 48.048860 32.311854 1982-1999 –> 2000-2009 9.056340 3.6248920 38322.119 95.317913 2 12
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3091 5.4477012 19265.566 74.579089 32.019426 1982-1999 –> 2000-2009 9.062874 3.6151724 38321.683 202.655937 3 11
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3091 5.6076883 19444.503 81.022476 34.242359 1982-1999 –> 2000-2009 9.109564 3.5018761 38276.398 354.308952 7 12
Atlantic (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 3091 5.4728786 19292.071 15.772002 31.136764 1982-1999 –> 2000-2009 9.117848 3.6449693 38403.992 30.753108 4 18
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3091 5.5421807 19371.861 49.960942 32.112325 1982-1999 –> 2000-2009 9.191927 3.6497465 38495.006 107.397102 6 24
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 3091 5.6163190 19452.010 17.238801 33.732898 1982-1999 –> 2000-2009 9.212238 3.5959187 38468.523 28.902533 8 15
Atlantic (27.5,27.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 3091 5.7184628 19563.432 37.031346 37.032362 1982-1999 –> 2000-2009 9.360618 3.6421555 38669.915 50.508777 19 32
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3091 5.6257844 19464.420 48.092944 38.240903 1982-1999 –> 2000-2009 9.395221 3.7694363 38814.794 148.673173 9 31
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3609 5.0581495 21956.281 34.683520 43.035913 2000-2009 –> 2010-2019 10.566795 5.5086457 41290.622 76.494933 1 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3609 5.2949444 22286.518 242.787758 44.952891 2000-2009 –> 2010-2019 10.902633 5.6076883 41731.020 323.810235 9 18
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3609 5.5192415 22585.978 17.087774 28.028948 2000-2009 –> 2010-2019 10.944131 5.4248899 41825.603 37.435270 14 16
Atlantic (27.5,27.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3609 5.6224838 22719.750 786.307288 30.628486 2000-2009 –> 2010-2019 10.987244 5.3647598 41890.470 1045.601085 16 17
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3609 5.6248349 22722.767 34.066797 33.150022 2000-2009 –> 2010-2019 11.056283 5.4314477 41969.861 82.115657 17 20
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3609 5.6464917 22750.505 126.127395 31.886137 2000-2009 –> 2010-2019 11.094193 5.4477012 42016.070 200.706483 19 23
Atlantic (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 3609 5.6663807 22773.885 9.051959 29.464934 2000-2009 –> 2010-2019 11.139259 5.4728786 42065.955 24.823962 25 30
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3609 5.0654129 21966.639 37.111145 44.233407 2000-2009 –> 2010-2019 11.140702 6.0752886 41906.264 86.236862 2 27
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3609 5.6550386 22761.422 44.552514 33.156363 2000-2009 –> 2010-2019 11.197219 5.5421807 42133.283 94.513455 21 28
Atlantic (27.5,27.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 3609 5.6298136 22727.153 9.622190 31.896141 2000-2009 –> 2010-2019 11.348276 5.7184628 42290.585 46.653535 18 40
Atlantic (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1443 3.6720424 7863.015 128.928120 34.169747 1982-1999 –> 2000-2009 7.028463 3.3564207 14209.607 900.800255 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1443 3.7348574 7911.967 66.516278 34.814391 1982-1999 –> 2000-2009 7.134022 3.3991649 14289.030 117.764302 2 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1443 3.7710458 7939.796 72.372279 35.523348 1982-1999 –> 2000-2009 7.250446 3.4794007 14373.039 142.861653 3 11
Atlantic (27.75,27.85] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1443 3.7710587 7937.805 53.342188 35.516936 1982-1999 –> 2000-2009 7.253440 3.4823816 14371.111 65.010268 4 13
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1443 3.8679677 8013.033 65.527259 34.920931 1982-1999 –> 2000-2009 7.259919 3.3919517 14384.982 210.569336 6 9
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1443 3.9436515 8068.958 61.535299 35.714160 1982-1999 –> 2000-2009 7.372759 3.4291079 14467.140 125.816709 12 18
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1443 3.8631280 8009.420 147.337344 39.448212 1982-1999 –> 2000-2009 7.440194 3.5770659 14509.323 921.851018 5 17
Atlantic (27.75,27.85] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1443 3.8702038 8012.701 117.089010 39.281611 1982-1999 –> 2000-2009 7.453434 3.5832298 14514.750 888.663473 7 23
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1443 3.8864432 8026.785 71.132765 39.410928 1982-1999 –> 2000-2009 7.471875 3.5854318 14532.314 153.996458 8 25
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1443 3.8922244 8029.075 66.222268 39.287410 1982-1999 –> 2000-2009 7.477948 3.5857234 14532.799 114.449606 9 27
Atlantic (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1517 5.4088256 9440.549 457.480793 23.313746 2000-2009 –> 2010-2019 9.080868 3.6720424 17303.564 586.408912 3 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1517 5.3237496 9392.447 53.329711 20.565764 2000-2009 –> 2010-2019 9.094795 3.7710458 17332.243 125.701989 1 4
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1517 5.4569154 9467.405 44.750705 23.227611 2000-2009 –> 2010-2019 9.191773 3.7348574 17379.371 111.266983 5 7
Atlantic (27.75,27.85] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1517 5.4809368 9478.731 18.498673 23.077617 2000-2009 –> 2010-2019 9.251995 3.7710587 17416.536 71.840860 7 11
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1517 5.4821741 9481.416 119.464333 23.115065 2000-2009 –> 2010-2019 9.350142 3.8679677 17494.449 184.991591 8 14
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1517 5.3299353 9395.970 33.564796 21.458992 2000-2009 –> 2010-2019 9.413354 4.0834188 17565.440 109.273049 2 19
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1517 5.4970999 9489.665 53.623498 22.960537 2000-2009 –> 2010-2019 9.440751 3.9436515 17558.623 115.158798 9 21
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1517 5.4710481 9475.252 34.276953 21.571082 2000-2009 –> 2010-2019 9.642478 4.1714297 17706.264 61.768741 6 25
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + silicate 1517 5.5115171 9495.612 15.236693 22.796461 2000-2009 –> 2010-2019 9.703974 4.1924564 17739.134 30.379883 11 31
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1517 5.5019325 9490.331 17.114782 22.812556 2000-2009 –> 2010-2019 9.709835 4.2079029 17744.467 77.186946 10 31
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2938 3.4653574 15654.468 146.150996 17.296877 1982-1999 –> 2000-2009 7.411650 3.9462923 29828.047 507.788592 1 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2938 3.5454874 15788.793 111.461154 17.824746 1982-1999 –> 2000-2009 7.477778 3.9322908 29944.344 241.741257 2 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2938 3.5885815 15859.783 143.113204 17.455978 1982-1999 –> 2000-2009 7.530904 3.9423230 30028.257 187.549845 3 9
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2938 3.6996562 16038.900 73.102885 17.722726 1982-1999 –> 2000-2009 7.658166 3.9585102 30228.158 106.301921 6 14
Atlantic (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2938 3.8235776 16232.495 137.611808 15.242928 1982-1999 –> 2000-2009 7.733468 3.9098902 30359.070 460.870933 9 13
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2938 3.8846210 16325.564 92.236128 14.921619 1982-1999 –> 2000-2009 7.759290 3.8746689 30406.243 217.647982 13 14
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2938 3.8841673 16324.878 123.654933 15.112212 1982-1999 –> 2000-2009 7.761335 3.8771679 30408.827 168.473244 12 14
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2938 3.6205997 15911.978 55.480441 16.231219 1982-1999 –> 2000-2009 7.829621 4.2090216 30412.466 93.731907 4 21
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2938 3.9533760 16428.656 94.875619 14.988944 1982-1999 –> 2000-2009 7.841071 3.8876946 30526.356 138.309499 21 24
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2938 3.7615679 16136.418 103.380974 21.821475 1982-1999 –> 2000-2009 7.930098 4.1685304 30587.877 246.861486 7 20
Atlantic (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3510 5.9418699 22484.756 325.330156 32.981621 2000-2009 –> 2010-2019 9.765448 3.8235776 38717.251 462.941964 4 13
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3510 5.8937883 22427.719 62.057881 35.693842 2000-2009 –> 2010-2019 9.777956 3.8841673 38752.597 185.712814 2 14
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3510 5.8937152 22427.632 134.558910 35.374980 2000-2009 –> 2010-2019 9.778336 3.8846210 38753.196 226.795038 1 14
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3510 6.1666700 22745.445 37.649165 30.208927 2000-2009 –> 2010-2019 9.787270 3.6205997 38657.422 93.129606 10 14
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3510 6.3300519 22929.014 337.752326 76.555295 2000-2009 –> 2010-2019 9.795409 3.4653574 38583.482 483.903322 16 17
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3510 5.9023167 22437.870 56.522058 35.681871 2000-2009 –> 2010-2019 9.855693 3.9533760 38866.526 151.397676 3 24
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3510 6.1167121 22688.342 144.246084 57.718359 2000-2009 –> 2010-2019 9.878280 3.7615679 38824.760 247.627057 9 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3510 6.3495772 22950.634 124.960102 75.729651 2000-2009 –> 2010-2019 9.895065 3.5454874 38739.427 236.421256 18 20
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3510 6.3993572 23005.455 56.595905 73.445217 2000-2009 –> 2010-2019 9.987939 3.5885815 38865.238 199.709110 19 22
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + silicate 3510 6.2173655 22800.919 37.522219 29.607531 2000-2009 –> 2010-2019 10.102311 3.8849451 39124.974 81.791808 13 27
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3866 3.5635260 20810.676 110.442531 36.142477 1982-1999 –> 2000-2009 7.148784 3.5852580 45156.686 179.055841 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3866 3.5645265 20812.846 101.883693 35.864293 1982-1999 –> 2000-2009 7.160810 3.5962838 45186.572 168.031046 2 5
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3866 3.5682383 20820.893 117.343699 36.144293 1982-1999 –> 2000-2009 7.160902 3.5926637 45185.529 187.047807 4 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3866 3.5708517 20826.554 940.921903 34.420014 1982-1999 –> 2000-2009 7.191788 3.6209367 45261.943 1464.914892 6 10
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3866 3.5651177 20812.129 46.034646 35.472148 1982-1999 –> 2000-2009 7.193073 3.6279556 45262.997 87.158276 3 8
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3866 3.5748954 20833.305 66.831551 34.785845 1982-1999 –> 2000-2009 7.209084 3.6341885 45299.667 107.964179 7 13
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3866 3.5777203 20839.413 70.918811 34.008754 1982-1999 –> 2000-2009 7.216976 3.6392559 45318.351 111.273389 8 15
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3866 3.5693092 20823.214 522.177952 36.674121 1982-1999 –> 2000-2009 7.325525 3.7562159 45589.670 888.598595 5 17
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3866 3.5935229 20875.489 234.829904 36.395454 1982-1999 –> 2000-2009 7.347989 3.7544667 45637.741 409.574447 9 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3866 3.6004734 20890.430 121.748221 35.847308 1982-1999 –> 2000-2009 7.353538 3.7530646 45649.311 195.102107 10 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4563 4.0141062 25646.682 643.186271 19.142375 2000-2009 –> 2010-2019 7.584958 3.5708517 46473.236 1584.108173 1 7
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4563 4.0366678 25697.832 401.481511 17.533722 2000-2009 –> 2010-2019 7.605977 3.5693092 46521.045 923.659463 2 7
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4563 4.0939311 25826.382 182.878814 18.904680 2000-2009 –> 2010-2019 7.687454 3.5935229 46701.871 417.708718 5 14
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4563 4.0762080 25786.788 683.478685 16.242687 2000-2009 –> 2010-2019 7.689446 3.6132376 46704.581 1599.778447 3 15
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4563 4.0944598 25827.560 80.026226 19.011508 2000-2009 –> 2010-2019 7.694933 3.6004734 46717.990 201.774447 6 16
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate 4563 4.1033158 25845.278 44.762475 20.029497 2000-2009 –> 2010-2019 7.712560 3.6092437 46752.519 70.447119 7 18
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4563 4.0853097 25805.143 247.790319 15.761278 2000-2009 –> 2010-2019 7.717262 3.6319524 46760.880 486.590000 4 18
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4563 4.1616831 25976.175 74.993498 20.291419 2000-2009 –> 2010-2019 7.725209 3.5635260 46786.851 185.436029 9 10
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4563 4.1578891 25967.852 75.949079 20.267730 2000-2009 –> 2010-2019 7.726127 3.5682383 46788.745 193.292778 8 12
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4563 4.1788220 26013.681 72.609008 20.234843 2000-2009 –> 2010-2019 7.743348 3.5645265 46826.527 174.492701 10 12
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 855 4.1977696 4893.471 341.113831 14.572643 1982-1999 –> 2000-2009 7.196027 2.9982573 10419.635 696.646995 1 11
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 855 4.2265833 4905.169 201.556121 15.064100 1982-1999 –> 2000-2009 7.212818 2.9862347 10422.533 411.117609 3 10
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 855 4.2582421 4917.929 181.063555 15.502977 1982-1999 –> 2000-2009 7.227664 2.9694222 10422.929 374.365788 6 8
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 855 4.2559830 4917.022 153.138962 15.623510 1982-1999 –> 2000-2009 7.231822 2.9758394 10426.750 310.338703 5 10
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 855 4.2718850 4923.399 198.275806 15.408584 1982-1999 –> 2000-2009 7.240716 2.9688306 10427.963 406.464955 12 13
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 855 4.2659031 4921.003 159.082655 15.300636 1982-1999 –> 2000-2009 7.244443 2.9785401 10432.717 343.207078 9 15
Atlantic (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 855 4.2654792 4918.833 131.301547 16.515014 1982-1999 –> 2000-2009 7.298591 3.0331119 10468.309 250.538913 8 20
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 855 4.3155818 4938.802 32.027929 17.237047 1982-1999 –> 2000-2009 7.316751 3.0011692 10465.092 66.482089 14 25
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 855 4.4098477 4975.752 39.764811 18.099898 1982-1999 –> 2000-2009 7.382665 2.9728176 10481.254 77.823023 26 30
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 855 4.3410637 4950.869 998.504742 16.429079 1982-1999 –> 2000-2009 7.383540 3.0424765 10509.096 1902.935593 19 33
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1299 4.1216250 7379.813 462.600868 14.484720 2000-2009 –> 2010-2019 8.319395 4.1977696 12273.284 803.714699 4 5
Atlantic (28.05,28.1] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1299 4.0989577 7363.486 602.405314 15.311411 2000-2009 –> 2010-2019 8.352146 4.2531885 12277.385 1315.303849 2 6
Atlantic (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1299 4.1216288 7377.816 153.477003 14.469832 2000-2009 –> 2010-2019 8.387108 4.2654792 12296.649 284.778550 5 13
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1299 4.0996840 7363.946 602.888868 15.731992 2000-2009 –> 2010-2019 8.389164 4.2894800 12292.374 1300.132306 3 16
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1299 4.1714791 7411.050 286.751452 15.178989 2000-2009 –> 2010-2019 8.398062 4.2265833 12316.218 488.307574 7 10
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1299 4.0516672 7333.338 612.572143 14.917647 2000-2009 –> 2010-2019 8.457690 4.4060229 12307.606 1202.976221 1 25
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1299 4.2705573 7470.034 349.654901 16.457319 2000-2009 –> 2010-2019 8.487479 4.2169213 12369.289 633.714170 14 16
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 1299 4.1724572 7409.659 40.129235 14.871389 2000-2009 –> 2010-2019 8.488039 4.3155818 12348.460 72.157163 8 22
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1299 4.2290365 7446.651 221.935116 16.942747 2000-2009 –> 2010-2019 8.494940 4.2659031 12367.654 381.017771 9 18
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1299 4.1319235 7384.297 592.118870 16.357104 2000-2009 –> 2010-2019 8.499230 4.3673069 12343.472 1291.269113 6 27
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 820 5.0911007 5010.149 644.544081 21.921347 1982-1999 –> 2000-2009 8.566106 3.4750053 9926.893 1167.451705 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 820 5.2532520 5061.569 318.076932 22.169746 1982-1999 –> 2000-2009 8.774257 3.5210051 10002.509 535.150462 2 6
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 820 5.3019413 5074.699 620.022458 20.933247 1982-1999 –> 2000-2009 8.780263 3.4783216 9991.198 1116.506760 5 7
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 820 5.2782324 5069.349 246.979034 22.722601 1982-1999 –> 2000-2009 8.792808 3.5145756 10006.926 426.237505 3 6
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 820 5.2986383 5075.677 282.954464 22.793558 1982-1999 –> 2000-2009 8.865662 3.5670241 10040.510 488.646130 4 11
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 820 5.4748327 5127.324 227.413877 20.059882 1982-1999 –> 2000-2009 8.996899 3.5220668 10066.820 394.498056 11 16
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 820 5.4730619 5126.794 188.500985 21.275910 1982-1999 –> 2000-2009 8.999005 3.5259428 10068.313 326.259477 10 16
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 820 5.3585481 5094.116 263.543221 22.148173 1982-1999 –> 2000-2009 9.009706 3.6511576 10101.844 620.286482 6 19
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 820 5.4031599 5107.713 302.852335 22.621892 1982-1999 –> 2000-2009 9.035869 3.6327089 10106.120 627.650973 8 18
Atlantic (28.1,28.15] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 820 5.4702696 5125.957 214.778483 17.788204 1982-1999 –> 2000-2009 9.099173 3.6289033 10120.436 338.951431 9 18
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1282 4.9735703 7765.168 637.401587 17.328815 2000-2009 –> 2010-2019 10.064671 5.0911007 12775.318 1281.945668 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1282 4.9761528 7764.499 570.291583 17.391271 2000-2009 –> 2010-2019 10.278094 5.3019413 12839.198 1190.314041 2 7
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1282 5.1773443 7868.124 302.209570 18.542809 2000-2009 –> 2010-2019 10.430596 5.2532520 12929.692 620.286502 4 6
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1282 5.3309661 7943.096 257.546387 18.606993 2000-2009 –> 2010-2019 10.609198 5.2782324 13012.445 504.525421 10 13
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1282 5.3271710 7941.270 283.516146 18.661716 2000-2009 –> 2010-2019 10.625809 5.2986383 13016.947 566.470611 8 12
Atlantic (28.1,28.15] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1282 5.1581952 7856.623 140.077893 18.273499 2000-2009 –> 2010-2019 10.628465 5.4702696 12982.580 354.856376 3 12
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 1282 5.1805339 7867.703 200.334310 18.624441 2000-2009 –> 2010-2019 10.655366 5.4748327 12995.027 427.748188 5 16
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1282 5.3431337 7948.941 288.013015 18.544050 2000-2009 –> 2010-2019 10.701682 5.3585481 13043.057 551.556236 12 18
Atlantic (28.1,28.15] 3 cstar_tref ~ aou + phosphate + phosphate_star 1282 5.2672556 7908.269 72.964226 19.238565 2000-2009 –> 2010-2019 10.766894 5.4996382 13041.007 135.172895 7 19
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 1282 5.2659128 7909.615 39.953687 18.878612 2000-2009 –> 2010-2019 10.768428 5.5025149 13045.211 89.307230 6 19
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 602 5.0518815 3672.594 499.741406 17.836133 1982-1999 –> 2000-2009 8.377289 3.3254078 7040.873 797.576066 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 602 5.1048237 3685.146 572.060064 17.927811 1982-1999 –> 2000-2009 8.472243 3.3674189 7069.495 936.493469 2 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 602 5.1104175 3686.464 571.606783 18.003258 1982-1999 –> 2000-2009 8.510225 3.3998079 7083.066 881.266733 3 6
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 602 5.1264432 3690.234 572.264020 18.228575 1982-1999 –> 2000-2009 8.560174 3.4337305 7099.544 879.582803 5 9
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 602 5.1344391 3692.111 538.613829 18.041252 1982-1999 –> 2000-2009 8.603522 3.4690824 7114.531 913.417284 7 12
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 602 5.1185008 3686.367 342.688966 17.384171 1982-1999 –> 2000-2009 8.612129 3.4936286 7115.813 584.761218 4 10
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 602 5.1272636 3688.427 52.586834 17.486998 1982-1999 –> 2000-2009 8.635671 3.5084076 7123.276 116.042371 6 13
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 602 5.1573118 3695.462 189.198228 17.608736 1982-1999 –> 2000-2009 8.702272 3.5449602 7143.578 538.472834 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 602 5.1611151 3696.350 47.739920 17.669055 1982-1999 –> 2000-2009 8.735940 3.5748249 7155.204 95.447305 9 20
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 602 5.1715515 3698.782 200.721502 17.733405 1982-1999 –> 2000-2009 8.789817 3.6182660 7173.097 555.604801 10 22
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1005 4.0763381 5690.517 404.298117 22.077768 2000-2009 –> 2010-2019 9.128220 5.0518815 9363.110 904.039523 5 6
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1005 4.0740899 5689.408 457.106627 21.878229 2000-2009 –> 2010-2019 9.178914 5.1048237 9374.554 1029.166691 2 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1005 4.0738383 5689.284 456.744552 21.828986 2000-2009 –> 2010-2019 9.184256 5.1104175 9375.748 1028.351335 1 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1005 4.0742391 5689.481 457.354170 21.677157 2000-2009 –> 2010-2019 9.200682 5.1264432 9379.715 1029.618190 3 8
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1005 4.0743748 5689.548 433.294421 21.767470 2000-2009 –> 2010-2019 9.208814 5.1344391 9381.659 971.908250 4 11
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1005 4.1260148 5712.864 215.416632 20.599654 2000-2009 –> 2010-2019 9.283326 5.1573118 9408.326 404.614860 9 17
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1005 4.1257578 5712.738 47.287042 20.565496 2000-2009 –> 2010-2019 9.286873 5.1611151 9409.088 95.026962 7 16
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1005 4.1197052 5709.787 225.901690 20.485189 2000-2009 –> 2010-2019 9.291257 5.1715515 9408.569 426.623192 6 16
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 1005 4.1733300 5735.782 56.132699 20.732836 2000-2009 –> 2010-2019 9.300594 5.1272636 9424.209 108.719533 13 19
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 1005 4.1258428 5712.780 52.715177 20.399551 2000-2009 –> 2010-2019 9.306616 5.1807732 9413.707 103.341214 8 19
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1131 2.6918777 5463.560 107.924294 17.028301 1982-1999 –> 2000-2009 4.755230 2.0633524 10132.743 192.445512 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1131 2.7045716 5474.201 122.297669 17.043785 1982-1999 –> 2000-2009 4.804646 2.1000744 10181.701 178.656061 2 5
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1131 2.7071024 5476.317 46.787737 17.049259 1982-1999 –> 2000-2009 4.812086 2.1049837 10188.888 70.174069 3 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1131 2.7116266 5480.094 38.319643 17.085954 1982-1999 –> 2000-2009 4.817695 2.1060681 10193.784 55.419846 4 12
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1131 2.7128660 5481.128 45.463409 17.099647 1982-1999 –> 2000-2009 4.818899 2.1060328 10194.781 69.848433 5 12
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1131 2.7137220 5481.841 130.179012 17.104257 1982-1999 –> 2000-2009 4.819521 2.1057995 10195.254 182.102278 7 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + silicate 1131 2.7135977 5479.738 31.348978 17.046888 1982-1999 –> 2000-2009 4.820960 2.1073619 10192.761 38.540404 6 16
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1131 2.7189437 5486.190 92.526600 17.109017 1982-1999 –> 2000-2009 4.821244 2.1023002 10195.990 162.062909 8 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate 1131 2.7216164 5486.412 31.226931 17.106504 1982-1999 –> 2000-2009 4.831422 2.1098059 10201.953 38.091347 9 20
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1131 2.7460922 5506.664 97.960799 17.560938 1982-1999 –> 2000-2009 4.844197 2.0981052 10210.125 179.591087 15 17
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1656 1.9830986 6981.120 150.994469 26.264991 2000-2009 –> 2010-2019 4.674976 2.6918777 12444.680 258.918764 8 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1656 1.9774778 6971.720 31.003951 25.793493 2000-2009 –> 2010-2019 4.684580 2.7071024 12448.036 77.791688 1 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1656 1.9807983 6977.276 59.714095 25.845031 2000-2009 –> 2010-2019 4.685370 2.7045716 12451.477 182.011763 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1656 1.9809780 6977.577 25.092349 25.818274 2000-2009 –> 2010-2019 4.692604 2.7116266 12457.671 63.411992 5 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1656 1.9809276 6977.492 29.762072 25.820481 2000-2009 –> 2010-2019 4.693794 2.7128660 12458.620 75.225481 3 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1656 1.9809775 6977.576 58.309178 25.818681 2000-2009 –> 2010-2019 4.694699 2.7137220 12459.417 188.488190 4 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1656 1.9814797 6978.415 117.432635 25.860253 2000-2009 –> 2010-2019 4.700423 2.7189437 12464.605 209.959235 7 15
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + silicate 1656 1.9878268 6987.007 13.937722 26.221549 2000-2009 –> 2010-2019 4.701424 2.7135977 12466.745 45.286699 10 16
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate 1656 1.9898622 6990.397 13.713017 26.234376 2000-2009 –> 2010-2019 4.711479 2.7216164 12476.809 44.939948 16 25
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1656 1.9887219 6988.498 38.005555 26.132142 2000-2009 –> 2010-2019 4.730233 2.7415108 12491.385 137.652213 11 21
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4045 8.5776847 28879.950 22.273459 28.679243 1982-1999 –> 2000-2009 17.159925 8.5822399 45102.683 46.043465 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4045 8.8181553 29103.628 56.979814 29.745349 1982-1999 –> 2000-2009 17.798285 8.9801300 45532.202 94.596843 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4045 8.8205104 29105.788 59.714542 29.812907 1982-1999 –> 2000-2009 17.807138 8.9866273 45537.647 95.125061 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4045 8.8304091 29114.862 56.639120 30.070821 1982-1999 –> 2000-2009 17.846557 9.0161478 45561.616 97.444182 6 10
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 4045 8.8366983 29118.621 14.805627 29.802734 1982-1999 –> 2000-2009 17.897708 9.0610094 45585.920 33.769475 8 13
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4045 8.8715034 29152.423 137.415047 30.295874 1982-1999 –> 2000-2009 17.945127 9.0736232 45628.040 397.112762 10 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4045 8.8213376 29106.546 25.395251 32.007517 1982-1999 –> 2000-2009 18.166209 9.3448714 45715.953 52.998634 4 13
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4045 8.8279727 29112.629 13.182767 31.509204 1982-1999 –> 2000-2009 18.168710 9.3407372 45720.025 22.009302 5 13
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4045 8.8313036 29115.681 15.077057 31.342313 1982-1999 –> 2000-2009 18.171486 9.3401822 45722.807 28.655928 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4045 8.8477652 29130.747 142.815966 36.762653 1982-1999 –> 2000-2009 18.425979 9.5782136 45852.174 398.813023 9 19
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 5087 8.9339584 36729.912 32.641208 34.740366 2000-2009 –> 2010-2019 17.511643 8.5776847 65609.862 54.914667 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5087 9.2340653 37066.059 59.711053 33.213253 2000-2009 –> 2010-2019 18.052221 8.8181553 66169.687 116.690867 4 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5087 9.2341203 37066.120 60.204508 33.238103 2000-2009 –> 2010-2019 18.054631 8.8205104 66171.907 119.919050 5 8
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 5087 9.2342968 37064.314 27.102688 33.226400 2000-2009 –> 2010-2019 18.070995 8.8366983 66182.936 41.908315 6 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5087 9.2056496 37034.703 152.066411 46.337564 2000-2009 –> 2010-2019 18.077153 8.8715034 66187.126 289.481458 3 13
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5087 9.2704540 37106.073 65.280624 33.239499 2000-2009 –> 2010-2019 18.100863 8.8304091 66220.935 121.919744 7 13
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5087 9.1011073 36918.502 58.653559 36.136346 2000-2009 –> 2010-2019 18.125868 9.0247607 66209.489 114.669715 2 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5087 9.3173457 37157.405 159.394428 42.214493 2000-2009 –> 2010-2019 18.165111 8.8477652 66288.152 302.210394 8 17
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5087 9.3944770 37241.282 41.794609 37.370996 2000-2009 –> 2010-2019 18.215815 8.8213376 66347.828 67.189861 10 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5087 9.4098920 37257.962 15.318368 36.714067 2000-2009 –> 2010-2019 18.237865 8.8279727 66370.591 28.501135 11 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2756 6.0317840 17740.489 19.564440 30.370670 1982-1999 –> 2000-2009 10.895501 4.8637165 32038.018 35.516695 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2756 6.5104212 18161.393 84.626930 28.177969 1982-1999 –> 2000-2009 11.839952 5.3295304 32894.273 143.194357 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2756 6.5110156 18161.896 27.510109 28.177313 1982-1999 –> 2000-2009 11.841608 5.3305921 32895.724 42.747351 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2756 6.5301109 18178.038 48.879596 27.697636 1982-1999 –> 2000-2009 11.870162 5.3400506 32920.305 77.087905 5 9
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2756 6.5127239 18161.342 10.010579 28.276090 1982-1999 –> 2000-2009 11.962465 5.4497410 32998.394 15.682593 4 9
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2756 6.7862480 18390.108 17.485938 23.901740 1982-1999 –> 2000-2009 12.335789 5.5495409 33315.540 27.738941 6 12
Indo-Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2756 6.7976875 18397.392 16.643441 24.243591 1982-1999 –> 2000-2009 12.359568 5.5618804 33331.396 22.091947 7 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2756 6.9080774 18488.184 65.564257 22.190206 1982-1999 –> 2000-2009 12.494357 5.5862798 33445.024 112.106862 8 16
Indo-Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2756 6.9091205 18487.016 54.203482 22.009039 1982-1999 –> 2000-2009 12.495671 5.5865504 33442.087 71.313929 9 18
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 2756 7.0347443 18586.337 9.070428 19.755219 1982-1999 –> 2000-2009 12.627080 5.5923357 33546.334 14.387745 11 21
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2613 7.0837558 17660.858 14.524490 24.406177 2000-2009 –> 2010-2019 13.115540 6.0317840 35401.347 34.088930 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2613 7.5468325 17991.787 23.076753 21.895605 2000-2009 –> 2010-2019 14.057848 6.5110156 36153.683 50.586862 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2613 7.5511590 17994.783 75.971187 21.788005 2000-2009 –> 2010-2019 14.061580 6.5104212 36156.175 160.598117 4 6
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2613 7.5566770 17996.600 9.415301 21.491671 2000-2009 –> 2010-2019 14.069401 6.5127239 36157.942 19.425880 5 9
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2613 7.5988508 18027.685 47.711680 21.606785 2000-2009 –> 2010-2019 14.128962 6.5301109 36205.723 96.591276 7 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2613 7.5825547 18016.466 13.868265 21.364127 2000-2009 –> 2010-2019 14.368803 6.7862480 36406.574 31.354204 6 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2613 7.5125320 17967.981 13.169384 22.958365 2000-2009 –> 2010-2019 14.426088 6.9135558 36460.534 29.911133 2 12
Indo-Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2613 7.6562067 18064.983 11.400080 21.009049 2000-2009 –> 2010-2019 14.453894 6.7976875 36462.375 28.043521 8 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2613 7.7505081 18130.958 56.629894 19.595054 2000-2009 –> 2010-2019 14.658586 6.9080774 36619.142 122.194151 9 17
Indo-Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2613 7.7603273 18135.575 34.416659 19.663263 2000-2009 –> 2010-2019 14.669448 6.9091205 36622.591 88.620140 10 19
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2487 5.1809986 15254.019 39.741915 20.274259 1982-1999 –> 2000-2009 9.486202 4.3052034 27232.158 79.779180 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2487 5.1999059 15272.138 22.287277 20.427225 1982-1999 –> 2000-2009 9.540123 4.3402171 27283.941 43.793409 2 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2487 5.2051933 15277.193 68.394128 20.474535 1982-1999 –> 2000-2009 9.553042 4.3478490 27296.297 146.615269 6 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2487 5.2033589 15275.440 51.235006 20.037046 1982-1999 –> 2000-2009 9.560428 4.3570690 27303.348 110.542850 3 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2487 5.2045530 15276.581 14.450765 19.944864 1982-1999 –> 2000-2009 9.562161 4.3576078 27305.003 28.666088 4 9
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2487 5.2055952 15275.577 32.363718 20.331504 1982-1999 –> 2000-2009 9.564080 4.3584850 27302.835 50.926804 7 13
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2487 5.2047881 15274.806 12.406475 20.020139 1982-1999 –> 2000-2009 9.565555 4.3607668 27304.239 18.715036 5 12
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2487 5.2208876 15292.168 20.632887 19.408534 1982-1999 –> 2000-2009 9.597627 4.3767397 27338.796 42.876297 8 17
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2487 5.2349767 15305.573 48.115900 20.379733 1982-1999 –> 2000-2009 9.605942 4.3709654 27346.714 94.875363 10 18
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 2487 5.2352591 15303.841 8.420424 20.316076 1982-1999 –> 2000-2009 9.612374 4.3771145 27348.825 12.662537 11 21
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2625 5.7958429 16688.417 34.873847 19.602981 2000-2009 –> 2010-2019 11.030820 5.2349767 31993.990 82.989747 1 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2625 5.8552823 16741.984 28.007094 18.348068 2000-2009 –> 2010-2019 11.036281 5.1809986 31996.004 67.749009 3 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2625 5.8548622 16741.608 8.991292 18.168113 2000-2009 –> 2010-2019 11.059415 5.2045530 32018.189 23.442056 2 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2625 5.8597602 16745.998 36.590441 18.208982 2000-2009 –> 2010-2019 11.063119 5.2033589 32021.438 87.825447 4 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2625 5.8712744 16756.304 13.569003 18.385845 2000-2009 –> 2010-2019 11.071180 5.1999059 32028.442 35.856280 7 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2625 5.8691037 16754.362 48.267717 18.396706 2000-2009 –> 2010-2019 11.074297 5.2051933 32031.556 116.661845 5 11
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2625 5.8691973 16752.446 23.240646 18.350158 2000-2009 –> 2010-2019 11.074792 5.2055952 32028.024 55.604364 6 13
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2625 5.8713359 16754.359 8.345423 18.412698 2000-2009 –> 2010-2019 11.076124 5.2047881 32029.165 20.751898 8 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2625 5.8807807 16764.797 15.153429 18.366681 2000-2009 –> 2010-2019 11.101668 5.2208876 32056.965 35.786317 9 17
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 2625 5.8808420 16762.852 8.216610 18.356182 2000-2009 –> 2010-2019 11.113677 5.2328355 32064.390 20.557853 10 19
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3350 4.6016807 19747.913 74.910421 18.533015 1982-1999 –> 2000-2009 9.241787 4.6401060 34636.624 123.633225 1 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3350 4.6523663 19821.307 32.180138 17.143149 1982-1999 –> 2000-2009 9.292401 4.6400343 34709.940 58.927280 8 9
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3350 4.6149041 19767.138 41.943390 18.751897 1982-1999 –> 2000-2009 9.293801 4.6788968 34697.775 64.704299 2 7
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3350 4.6229288 19778.779 105.848185 18.794276 1982-1999 –> 2000-2009 9.294424 4.6714957 34701.443 179.288326 3 7
Indo-Pacific (26.75,27] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 3350 4.6639352 19835.947 9.264951 16.782023 1982-1999 –> 2000-2009 9.304057 4.6401217 34722.675 15.437243 9 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3350 4.6308861 19790.301 65.902722 17.942176 1982-1999 –> 2000-2009 9.315746 4.6848598 34727.352 123.093930 4 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3350 4.6346057 19795.681 19.739653 17.625687 1982-1999 –> 2000-2009 9.326075 4.6914697 34739.832 35.115667 6 13
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 3350 4.6311065 19788.620 25.376737 17.797699 1982-1999 –> 2000-2009 9.345686 4.7145796 34755.517 41.446961 5 17
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 3350 4.6366225 19796.596 9.451090 17.231493 1982-1999 –> 2000-2009 9.345849 4.7092261 34757.771 15.553380 7 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3350 4.7310333 19933.651 45.253854 18.502522 1982-1999 –> 2000-2009 9.425119 4.6940860 34880.609 82.001258 10 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3740 4.7545129 22289.685 57.116827 20.082592 2000-2009 –> 2010-2019 9.356194 4.6016807 42037.598 132.027248 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3740 4.7643193 22305.097 26.740075 20.324414 2000-2009 –> 2010-2019 9.379223 4.6149041 42072.236 68.683465 5 7
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3740 4.7637667 22304.229 82.962915 20.230485 2000-2009 –> 2010-2019 9.386696 4.6229288 42083.008 188.811100 4 7
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3740 4.7646728 22305.652 49.876475 20.411641 2000-2009 –> 2010-2019 9.395559 4.6308861 42095.954 115.779197 7 11
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 3740 4.7674101 22307.948 22.988065 20.310931 2000-2009 –> 2010-2019 9.398517 4.6311065 42096.568 48.364802 12 17
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3740 4.7648049 22305.860 11.700351 20.486566 2000-2009 –> 2010-2019 9.399411 4.6346057 42101.540 31.440004 9 15
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 3740 4.7664156 22306.388 7.429724 20.422881 2000-2009 –> 2010-2019 9.403038 4.6366225 42102.983 16.880814 11 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3740 4.7559044 22291.874 23.164217 19.926821 2000-2009 –> 2010-2019 9.408271 4.6523663 42113.181 55.344355 2 10
Indo-Pacific (26.75,27] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 3740 4.7569471 22291.514 7.240516 19.992185 2000-2009 –> 2010-2019 9.420882 4.6639352 42127.461 16.505467 3 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3740 4.7645692 22305.489 32.525037 20.499513 2000-2009 –> 2010-2019 9.495603 4.7310333 42239.140 77.778891 6 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5484 3.5035619 29328.378 33.593847 12.337211 1982-1999 –> 2000-2009 7.485262 3.9817005 50347.235 62.890744 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5484 3.5051728 29333.420 28.584541 12.606150 1982-1999 –> 2000-2009 7.497903 3.9927300 50373.023 58.607814 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5484 3.5055769 29334.685 24.417697 13.189172 1982-1999 –> 2000-2009 7.507258 4.0016812 50391.083 49.786156 3 6
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 5484 3.5061462 29334.466 11.526472 13.053058 1982-1999 –> 2000-2009 7.512229 4.0060826 50397.109 19.175095 4 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5484 3.5246847 29394.305 12.878384 12.987204 1982-1999 –> 2000-2009 7.571415 4.0467299 50534.663 24.171268 5 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5484 3.5984414 29621.451 47.263782 13.906802 1982-1999 –> 2000-2009 7.628832 4.0303911 50731.465 79.732432 6 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5484 3.6001170 29626.557 51.841893 14.126619 1982-1999 –> 2000-2009 7.641196 4.0410789 50756.433 95.572583 7 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5484 3.6103633 29657.728 20.740452 14.091241 1982-1999 –> 2000-2009 7.672833 4.0624694 50827.200 34.029193 9 17
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 5484 3.6016812 29629.321 12.148012 14.593080 1982-1999 –> 2000-2009 7.682842 4.0811610 50831.221 19.775221 8 17
Indo-Pacific (27,27.25] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 5484 3.7051377 29939.931 9.631433 20.740511 1982-1999 –> 2000-2009 8.207498 4.5023602 51878.483 21.111187 10 21
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6142 3.4143108 32528.694 21.093145 14.018515 2000-2009 –> 2010-2019 6.917873 3.5035619 61857.072 54.686992 3 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6142 3.4132931 32525.032 20.217337 14.516219 2000-2009 –> 2010-2019 6.918870 3.5055769 61859.717 44.635034 1 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6142 3.4140593 32522.495 20.565960 14.029525 2000-2009 –> 2010-2019 6.919232 3.5051728 61855.916 49.150501 2 4
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 6142 3.4186173 32542.178 7.106238 14.766721 2000-2009 –> 2010-2019 6.924764 3.5061462 61876.644 18.632710 5 9
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6142 3.4164132 32530.960 8.835953 14.356226 2000-2009 –> 2010-2019 6.941098 3.5246847 61925.266 21.714338 4 9
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6142 3.5516607 33013.171 26.071835 16.049182 2000-2009 –> 2010-2019 7.150102 3.5984414 62634.621 73.335616 6 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6142 3.5519942 33008.951 36.803081 16.126634 2000-2009 –> 2010-2019 7.152111 3.6001170 62635.508 88.644975 8 15
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 6142 3.5519773 33012.265 7.625932 16.252500 2000-2009 –> 2010-2019 7.153658 3.6016812 62641.587 19.773944 7 15
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6142 3.5568010 33025.560 15.657184 16.137605 2000-2009 –> 2010-2019 7.167164 3.6103633 62683.289 36.397636 9 18
Indo-Pacific (27,27.25] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 6142 3.6265870 33262.205 8.233624 19.211119 2000-2009 –> 2010-2019 7.331725 3.7051377 63202.137 17.865057 10 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7249 3.3726837 38211.117 26.623047 18.685351 1982-1999 –> 2000-2009 6.683838 3.3111547 66129.885 55.308572 1 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 7249 3.3808382 38246.128 38.760995 18.652379 1982-1999 –> 2000-2009 6.686570 3.3057319 66147.413 88.409377 2 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 7249 3.4041305 38345.669 12.894928 18.469407 1982-1999 –> 2000-2009 6.707217 3.3030868 66238.417 27.122329 5 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 7249 3.4141039 38388.083 11.965595 19.135999 1982-1999 –> 2000-2009 6.732912 3.3188084 66331.477 27.889134 10 14
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 7249 3.4152110 38390.784 10.976442 19.041726 1982-1999 –> 2000-2009 6.756613 3.3414021 66404.543 25.531555 11 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7249 3.4052521 38350.445 58.974711 20.738686 1982-1999 –> 2000-2009 6.944013 3.5387609 66978.285 122.218712 7 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7249 3.4065203 38355.844 25.084022 20.707205 1982-1999 –> 2000-2009 6.944789 3.5382684 66982.199 50.923737 8 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7249 3.4035636 38343.255 15.356796 20.764200 1982-1999 –> 2000-2009 6.946742 3.5431787 66984.402 28.122508 4 12
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 7249 3.4449628 38516.537 11.521513 20.457604 1982-1999 –> 2000-2009 6.990269 3.5453059 67162.086 25.726771 12 21
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 7249 3.4072939 38359.136 25.848918 19.433645 1982-1999 –> 2000-2009 7.014335 3.6070411 67190.816 50.187288 9 19
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 7464 3.3709931 39336.530 9.611056 17.599090 2000-2009 –> 2010-2019 6.775124 3.4041305 77682.199 22.505984 1 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 7464 3.3779544 39367.326 12.263445 17.104388 2000-2009 –> 2010-2019 6.792058 3.4141039 77755.409 24.229040 2 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 7464 3.4114083 39514.439 35.255953 17.986688 2000-2009 –> 2010-2019 6.792247 3.3808382 77760.567 74.016948 3 5
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7464 3.4294612 39593.229 18.228558 18.218025 2000-2009 –> 2010-2019 6.802145 3.3726837 77804.346 44.851604 4 5
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 7464 3.4449285 39658.405 10.581347 18.281218 2000-2009 –> 2010-2019 6.860139 3.4152110 78049.189 21.557789 5 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 7464 3.5006960 39900.128 9.723241 18.145012 2000-2009 –> 2010-2019 6.903640 3.4029441 78240.744 20.269343 6 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 7464 3.5078956 39930.798 28.411595 18.164712 2000-2009 –> 2010-2019 6.912040 3.4041449 78276.529 62.744736 8 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 7464 3.5159158 39964.889 15.796466 18.167019 2000-2009 –> 2010-2019 6.923210 3.4072939 78324.025 41.645383 10 19
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7464 3.5648322 40171.149 11.163849 20.871711 2000-2009 –> 2010-2019 6.968396 3.4035636 78514.404 26.520644 12 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7464 3.5780508 40226.400 54.149646 20.897346 2000-2009 –> 2010-2019 6.983303 3.4052521 78576.846 113.124357 14 21
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 7026 3.2161375 36368.205 16.609552 13.301342 1982-1999 –> 2000-2009 5.956134 2.7399962 57792.273 30.929678 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 7026 3.3896339 37106.509 15.685299 17.207466 1982-1999 –> 2000-2009 6.174402 2.7847684 58673.566 29.927090 6 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 7026 3.3734568 37039.285 14.940031 15.555702 1982-1999 –> 2000-2009 6.360196 2.9867391 59224.036 28.648139 3 7
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 7026 3.3818432 37074.175 51.609960 15.595079 1982-1999 –> 2000-2009 6.375786 2.9939423 59280.176 95.428889 4 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 7026 3.3890030 37103.893 44.210265 15.680167 1982-1999 –> 2000-2009 6.385708 2.9967047 59318.031 84.119956 5 11
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate 7026 3.4213408 37235.341 4.722188 16.049110 1982-1999 –> 2000-2009 6.438815 3.0174743 59508.411 10.461798 11 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7026 3.5328943 37688.199 55.260068 18.514143 1982-1999 –> 2000-2009 6.470249 2.9373550 59725.863 100.766798 16 19
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 7026 3.3979886 37141.101 781.633930 16.046040 1982-1999 –> 2000-2009 6.481418 3.0834289 59606.922 1437.019157 7 19
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7026 3.4078251 37181.720 16.454254 16.047913 1982-1999 –> 2000-2009 6.490217 3.0823922 59644.574 31.314098 8 19
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7026 3.4100270 37190.797 40.484451 16.040651 1982-1999 –> 2000-2009 6.493615 3.0835883 59657.073 76.027338 9 22
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 8034 3.2383230 41694.298 16.327807 14.954251 2000-2009 –> 2010-2019 6.454460 3.2161375 78062.503 32.937358 2 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 8034 3.1350033 41173.287 12.321521 20.698082 2000-2009 –> 2010-2019 6.494940 3.3599368 78156.141 25.904642 1 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 8034 3.4221253 42581.351 11.956990 16.446268 2000-2009 –> 2010-2019 6.795582 3.3734568 79620.635 26.897021 4 7
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 8034 3.4270902 42604.646 38.701377 16.440353 2000-2009 –> 2010-2019 6.808933 3.3818432 79678.820 90.311337 5 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 8034 3.4154573 42550.012 541.206525 16.848373 2000-2009 –> 2010-2019 6.813446 3.3979886 79691.113 1322.840455 3 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 8034 3.4487116 42705.700 38.635493 16.618183 2000-2009 –> 2010-2019 6.837715 3.3890030 79809.593 82.845758 9 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8034 3.4409726 42669.602 13.747145 17.530351 2000-2009 –> 2010-2019 6.848798 3.4078251 79851.323 30.201399 6 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8034 3.4416274 42672.660 32.675725 17.514222 2000-2009 –> 2010-2019 6.851655 3.4100270 79863.457 73.160176 7 16
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8034 3.4609407 42762.576 51.263549 17.900278 2000-2009 –> 2010-2019 6.880763 3.4198220 79993.678 111.756437 11 21
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 8034 3.4442657 42682.973 12.157173 17.485732 2000-2009 –> 2010-2019 6.918584 3.4743185 80134.234 25.455409 8 20
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3017 1.8021062 12129.636 13.978560 8.809833 1982-1999 –> 2000-2009 3.467037 1.6649310 20163.263 26.575262 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3017 1.9859982 12715.933 27.114782 8.112647 1982-1999 –> 2000-2009 3.729343 1.7433443 20940.918 54.707119 3 5
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3017 1.9624601 12643.991 15.985072 9.064689 1982-1999 –> 2000-2009 3.731262 1.7688014 20929.253 30.985850 2 7
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3017 1.9880188 12722.069 154.895817 8.096315 1982-1999 –> 2000-2009 3.735294 1.7472753 20956.419 304.686534 4 7
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3017 2.0027505 12766.618 64.240772 8.277207 1982-1999 –> 2000-2009 3.762915 1.7601642 21031.527 127.217043 6 10
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 3017 1.9934487 12736.528 10.428204 8.624839 1982-1999 –> 2000-2009 3.770459 1.7770103 21039.043 20.482218 5 11
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate 3017 2.1313892 13140.249 11.081343 9.131147 1982-1999 –> 2000-2009 4.022943 1.8915535 21702.498 21.446412 7 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3017 2.1329937 13146.790 791.681926 9.680236 1982-1999 –> 2000-2009 4.106473 1.9734792 21887.337 1401.930970 8 17
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3017 2.1587903 13219.328 21.316966 9.864113 1982-1999 –> 2000-2009 4.130581 1.9717907 21956.316 39.877456 9 17
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3017 2.1778884 13272.474 56.224289 10.011313 1982-1999 –> 2000-2009 4.166924 1.9890359 22045.669 103.995142 12 22
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3666 1.7125078 14361.972 13.965776 13.693310 2000-2009 –> 2010-2019 3.514614 1.8021062 26491.608 27.944336 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3666 1.9431429 15288.354 120.677645 13.468682 2000-2009 –> 2010-2019 3.931162 1.9880188 28010.423 275.573462 2 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3666 1.9469259 15302.615 21.626459 13.520427 2000-2009 –> 2010-2019 3.932924 1.9859982 28018.548 48.741241 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3666 1.9637401 15365.664 54.051604 13.715155 2000-2009 –> 2010-2019 3.966491 2.0027505 28132.282 118.292376 4 10
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 3666 1.9793869 15421.853 9.669535 13.653508 2000-2009 –> 2010-2019 3.972836 1.9934487 28158.380 20.097739 5 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3666 2.0995482 15855.965 17.672129 14.378691 2000-2009 –> 2010-2019 4.062008 1.9624601 28499.955 33.657201 10 12
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3666 1.9923888 15471.856 743.736475 14.869411 2000-2009 –> 2010-2019 4.125382 2.1329937 28618.646 1535.418401 6 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3666 2.0278424 15601.179 88.298752 15.466668 2000-2009 –> 2010-2019 4.197459 2.1696168 28850.692 198.274305 7 17
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3666 2.0342168 15624.190 18.820673 15.578559 2000-2009 –> 2010-2019 4.207951 2.1737339 28885.143 40.653936 8 19
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3666 2.0541653 15695.741 50.839071 15.840856 2000-2009 –> 2010-2019 4.249644 2.1954785 29016.754 108.578437 9 24
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4057 1.4163608 14351.676 13.119281 5.970158 1982-1999 –> 2000-2009 2.736831 1.3204702 24207.849 24.744940 1 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4057 1.4919090 14773.326 26.956337 5.826162 1982-1999 –> 2000-2009 2.796625 1.3047162 24559.885 57.090327 3 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4057 1.4905786 14766.087 235.191410 5.811417 1982-1999 –> 2000-2009 2.798189 1.3076108 24565.500 476.443779 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4057 1.5051439 14844.988 53.284258 5.936759 1982-1999 –> 2000-2009 2.821157 1.3160137 24681.554 111.847670 5 8
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 4057 1.4955892 14791.316 11.030542 5.904521 1982-1999 –> 2000-2009 2.834396 1.3388071 24725.478 21.256079 4 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4057 1.6101130 15392.001 15.065762 7.241681 1982-1999 –> 2000-2009 2.969102 1.3589889 25414.942 29.633606 6 12
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4057 1.6847541 15759.689 19.595206 7.939996 1982-1999 –> 2000-2009 3.083252 1.3984984 25948.847 38.509247 11 18
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4057 1.7003263 15834.342 100.716218 8.024949 1982-1999 –> 2000-2009 3.114216 1.4138902 26086.986 195.692074 15 23
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4057 1.7014331 15839.622 40.377123 8.027381 1982-1999 –> 2000-2009 3.115676 1.4142425 26093.711 80.516245 16 25
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate 4057 1.7025052 15842.733 9.370595 8.017250 1982-1999 –> 2000-2009 3.116843 1.4143374 26095.211 18.491119 17 27
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4308 1.4243598 15287.247 11.156631 10.930917 2000-2009 –> 2010-2019 2.840721 1.4163608 29638.923 24.275912 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4308 1.4628400 15516.926 192.222152 10.562006 2000-2009 –> 2010-2019 2.953419 1.4905786 30283.013 427.413562 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4308 1.4656817 15533.648 22.317621 10.587510 2000-2009 –> 2010-2019 2.957591 1.4919090 30306.973 49.273958 3 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4308 1.4762939 15595.806 45.901482 10.650634 2000-2009 –> 2010-2019 2.981438 1.5051439 30440.795 99.185740 4 9
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 4308 1.4980413 15719.804 7.916576 10.790662 2000-2009 –> 2010-2019 2.993631 1.4955892 30511.120 18.947118 5 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4308 1.6005348 16292.005 639.842950 10.205567 2000-2009 –> 2010-2019 3.266432 1.6658972 31960.364 1366.978996 6 13
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4308 1.6026582 16301.428 585.567562 10.161879 2000-2009 –> 2010-2019 3.283596 1.6809383 32040.719 1230.473781 7 16
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4308 1.6156670 16373.082 119.541787 10.397810 2000-2009 –> 2010-2019 3.296181 1.6805135 32112.322 265.535560 8 16
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4308 1.6934400 16778.156 12.965911 11.532498 2000-2009 –> 2010-2019 3.303553 1.6101130 32170.156 28.031673 14 20
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4308 1.6198031 16395.111 17.402995 10.443713 2000-2009 –> 2010-2019 3.303594 1.6837912 32150.161 35.969432 10 20
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5953 1.4147229 21038.475 24.302444 8.300536 1982-1999 –> 2000-2009 2.698904 1.2841806 37279.070 52.354009 1 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5953 1.4156390 21046.182 307.778591 8.277175 1982-1999 –> 2000-2009 2.712578 1.2969388 37382.888 592.516929 2 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5953 1.4227354 21105.716 37.504078 8.365692 1982-1999 –> 2000-2009 2.719145 1.2964094 37438.453 72.589877 5 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5953 1.4884947 21643.676 16.535891 9.577963 1982-1999 –> 2000-2009 2.761577 1.2730826 37799.888 38.005825 6 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5953 1.5227549 21914.607 24.889876 10.065760 1982-1999 –> 2000-2009 2.778741 1.2559861 37939.376 48.271369 8 9
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5953 1.5281415 21956.649 317.133862 10.078423 1982-1999 –> 2000-2009 2.800255 1.2721136 38105.458 602.940554 9 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5953 1.5321149 21987.566 36.185094 10.142158 1982-1999 –> 2000-2009 2.800739 1.2686238 38109.669 69.393989 10 12
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 5953 1.5147364 21849.746 15.261368 9.381391 1982-1999 –> 2000-2009 2.811686 1.2969501 38184.536 34.708224 7 16
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate 5953 1.5502892 22125.967 13.291891 10.461381 1982-1999 –> 2000-2009 2.828257 1.2779675 38317.411 30.426085 11 16
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 5953 1.4170486 21058.031 15.686897 8.195233 1982-1999 –> 2000-2009 2.862117 1.4450685 38446.171 36.150967 3 17
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 6823 1.6794547 26451.865 12.780294 12.244106 2000-2009 –> 2010-2019 3.096503 1.4170486 47509.896 28.467190 1 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6823 1.6880893 26521.844 18.256356 12.462022 2000-2009 –> 2010-2019 3.102812 1.4147229 47560.319 42.558800 3 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6823 1.6880534 26521.554 255.603856 12.440459 2000-2009 –> 2010-2019 3.103692 1.4156390 47567.736 563.382447 2 4
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 6823 1.6880949 26519.889 11.695506 12.456378 2000-2009 –> 2010-2019 3.105916 1.4178207 47582.406 26.824393 4 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6823 1.6955577 26582.083 28.756806 12.503415 2000-2009 –> 2010-2019 3.118293 1.4227354 47687.799 66.260885 5 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6823 1.8003812 27400.662 13.802936 13.290247 2000-2009 –> 2010-2019 3.288876 1.4884947 49044.338 30.338827 13 19
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 6823 1.8003826 27398.673 11.841127 13.286927 2000-2009 –> 2010-2019 3.315119 1.5147364 49248.419 27.102494 14 21
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6823 1.8964508 28110.059 19.627942 14.658835 2000-2009 –> 2010-2019 3.419206 1.5227549 50024.666 44.517818 18 26
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 6823 1.7298955 26855.676 663.762336 10.553418 2000-2009 –> 2010-2019 3.423515 1.6936194 50036.447 1522.774890 6 19
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6823 1.8993130 28130.639 275.338767 14.645198 2000-2009 –> 2010-2019 3.427455 1.5281415 50087.287 592.472629 19 28
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3235 1.0926652 9767.902 61.825426 6.972783 1982-1999 –> 2000-2009 2.287853 1.1951881 18828.682 110.861992 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3235 1.0948954 9781.095 61.829230 6.982768 1982-1999 –> 2000-2009 2.293928 1.1990324 18860.063 110.862079 3 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3235 1.0934537 9772.570 285.188344 6.963364 1982-1999 –> 2000-2009 2.294054 1.2006001 18858.939 565.663934 2 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3235 1.1006544 9815.037 60.235299 6.796019 1982-1999 –> 2000-2009 2.333406 1.2327516 19051.090 107.081293 4 10
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3235 1.1043950 9834.988 59.251203 6.871776 1982-1999 –> 2000-2009 2.337702 1.2333074 19071.594 105.899502 7 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3235 1.1012884 9818.763 264.487819 6.787930 1982-1999 –> 2000-2009 2.338741 1.2374528 19076.374 528.404570 5 15
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3235 1.1028001 9827.638 60.267259 6.806821 1982-1999 –> 2000-2009 2.339173 1.2363730 19080.306 107.078743 6 14
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 3235 1.1049545 9838.265 246.922073 6.862390 1982-1999 –> 2000-2009 2.342900 1.2379451 19096.130 494.443026 8 19
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3235 1.1064871 9847.233 59.269835 6.881764 1982-1999 –> 2000-2009 2.343344 1.2368567 19100.115 105.896016 9 18
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3235 1.1459464 10075.946 37.829445 8.118947 1982-1999 –> 2000-2009 2.353678 1.2077315 19195.859 76.567054 14 18
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4651 1.5568093 17330.389 48.568833 13.256086 2000-2009 –> 2010-2019 2.649475 1.0926652 27098.291 110.394259 4 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4651 1.5495616 17286.982 45.271185 13.094011 2000-2009 –> 2010-2019 2.650216 1.1006544 27102.019 105.506484 1 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4651 1.5582307 17338.878 238.152971 13.259740 2000-2009 –> 2010-2019 2.651684 1.0934537 27111.448 523.341315 6 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4651 1.5512134 17296.893 245.375748 13.110284 2000-2009 –> 2010-2019 2.652502 1.1012884 27115.655 509.863567 2 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4651 1.5595351 17346.661 48.589299 13.299054 2000-2009 –> 2010-2019 2.654431 1.0948954 27127.756 110.418529 8 11
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4651 1.5524032 17304.025 45.322515 13.144798 2000-2009 –> 2010-2019 2.655203 1.1028001 27131.663 105.589774 3 9
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 4651 1.5573440 17331.583 44.985297 13.191543 2000-2009 –> 2010-2019 2.661739 1.1043950 27166.571 104.236500 5 12
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 4651 1.5586721 17339.513 209.489149 13.200046 2000-2009 –> 2010-2019 2.663627 1.1049545 27177.778 456.411222 7 15
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 4651 1.5600059 17347.469 45.025724 13.237921 2000-2009 –> 2010-2019 2.666493 1.1064871 27194.702 104.295558 9 18
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4651 1.5732945 17428.371 29.833419 12.475235 2000-2009 –> 2010-2019 2.685562 1.1122671 27311.313 68.654833 13 23
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6079 1.2005897 19488.093 176.993177 5.323196 1982-1999 –> 2000-2009 2.581989 1.3813994 36044.463 283.411121 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6079 1.2011458 19493.724 177.320546 5.314031 1982-1999 –> 2000-2009 2.583280 1.3821343 36055.144 283.937719 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6079 1.2018417 19500.766 359.411895 5.305231 1982-1999 –> 2000-2009 2.585030 1.3831887 36069.427 578.030212 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6079 1.2036587 19519.133 42.311076 5.203228 1982-1999 –> 2000-2009 2.622856 1.4191971 36331.840 66.916210 4 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6079 1.2040908 19523.496 42.274179 5.196723 1982-1999 –> 2000-2009 2.623695 1.4196042 36338.927 66.879274 6 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6079 1.2047445 19530.095 93.763780 5.187725 1982-1999 –> 2000-2009 2.625367 1.4206228 36352.337 158.250702 8 14
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 6079 1.2037454 19518.009 22.404130 5.230465 1982-1999 –> 2000-2009 2.633072 1.4293267 36396.253 39.531030 5 12
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 6079 1.2041827 19522.424 22.405680 5.224706 1982-1999 –> 2000-2009 2.633901 1.4297178 36403.266 39.533052 7 15
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 6079 1.2048458 19529.117 52.745107 5.217009 1982-1999 –> 2000-2009 2.635574 1.4307286 36416.671 100.432933 9 18
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6079 1.2487290 19966.065 41.343558 6.715482 1982-1999 –> 2000-2009 2.754107 1.5053779 37338.587 65.860611 11 21
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7616 1.4918782 27720.618 25.558931 11.582502 2000-2009 –> 2010-2019 2.695537 1.2036587 47239.751 67.870008 9 13
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7616 1.4920269 27722.136 25.538813 11.587658 2000-2009 –> 2010-2019 2.696118 1.2040908 47245.632 67.812992 10 16
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 7616 1.4924181 27726.129 84.373125 11.596694 2000-2009 –> 2010-2019 2.697163 1.2047445 47256.224 178.136904 11 19
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 7616 1.5025387 27829.074 201.079037 12.667748 2000-2009 –> 2010-2019 2.703128 1.2005897 47317.168 378.072214 20 21
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 7616 1.5028004 27831.727 201.330918 12.674007 2000-2009 –> 2010-2019 2.703946 1.2011458 47325.451 378.651464 22 24
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 7616 1.5033494 27837.290 410.022341 12.689979 2000-2009 –> 2010-2019 2.705191 1.2018417 47338.056 769.434236 25 28
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 7616 1.5032960 27834.749 14.021961 12.524609 2000-2009 –> 2010-2019 2.707041 1.2037454 47352.758 36.426091 23 28
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 7616 1.5035060 27836.877 14.026350 12.533543 2000-2009 –> 2010-2019 2.707689 1.2041827 47359.301 36.432031 26 33
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 7616 1.5040392 27842.278 47.546740 12.550040 2000-2009 –> 2010-2019 2.708885 1.2048458 47371.395 100.291847 27 36
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 7616 1.4856405 27656.798 290.562986 12.448378 2000-2009 –> 2010-2019 2.732161 1.2465206 47601.343 541.546951 8 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3155 0.9099218 8371.859 280.110243 6.284666 1982-1999 –> 2000-2009 2.670521 1.7605995 17860.306 521.082103 1 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3155 0.9171826 8422.011 192.759482 6.264069 1982-1999 –> 2000-2009 2.671870 1.7546872 17894.399 391.123700 4 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3155 0.9124683 8389.494 193.094916 6.277608 1982-1999 –> 2000-2009 2.673112 1.7606435 17878.060 392.048370 3 7
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3155 0.9104956 8375.837 198.271854 6.290824 1982-1999 –> 2000-2009 2.675645 1.7651496 17876.606 416.375722 2 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3155 0.9329683 8529.689 201.186309 6.955814 1982-1999 –> 2000-2009 2.989047 2.0560788 18758.804 419.271633 13 42
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + nitrate + phosphate 3155 0.9363262 8550.359 194.047283 7.112102 1982-1999 –> 2000-2009 3.023452 2.0871263 18849.024 411.499363 15 45
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3155 1.3448725 10837.150 185.731502 8.261513 1982-1999 –> 2000-2009 3.065990 1.7211180 20217.321 382.567622 21 22
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3155 1.2798207 10524.306 11.175717 7.814740 1982-1999 –> 2000-2009 3.106026 1.8262052 20187.413 25.678948 17 25
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 3155 1.3803153 10999.291 179.447120 8.692983 1982-1999 –> 2000-2009 3.140978 1.7606629 20485.909 364.042077 32 37
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3155 1.2836015 10540.919 3.725091 7.759561 1982-1999 –> 2000-2009 3.146323 1.8627220 20296.545 7.907514 19 38
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4117 1.0974556 12463.256 351.335929 17.628081 2000-2009 –> 2010-2019 2.007377 0.9099218 20835.115 631.446172 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4117 1.0980840 12467.969 261.194972 17.631601 2000-2009 –> 2010-2019 2.008580 0.9104956 20843.807 459.466826 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4117 1.0997523 12480.470 257.331643 17.628892 2000-2009 –> 2010-2019 2.012221 0.9124683 20869.964 450.426559 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4117 1.1038153 12510.834 256.997645 17.648790 2000-2009 –> 2010-2019 2.020998 0.9171826 20932.845 449.757128 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4117 1.1346320 12737.563 250.739940 18.297955 2000-2009 –> 2010-2019 2.060285 0.9256526 21217.578 440.004493 5 11
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4117 1.1346909 12735.990 250.509661 18.326256 2000-2009 –> 2010-2019 2.061549 0.9268585 21222.221 439.546471 6 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4117 1.1382025 12763.434 247.860073 18.387766 2000-2009 –> 2010-2019 2.063811 0.9256079 21243.144 435.233225 7 12
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 4117 1.1383063 12762.184 247.550473 18.425450 2000-2009 –> 2010-2019 2.065755 0.9274484 21252.429 434.821528 8 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4117 1.1402400 12778.160 264.970105 18.421498 2000-2009 –> 2010-2019 2.066222 0.9259823 21260.423 465.855037 9 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4117 1.1406449 12781.084 316.181596 18.428526 2000-2009 –> 2010-2019 2.066682 0.9260371 21263.719 546.240467 11 19
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 616 0.6253863 1183.849 34.295669 1.761189 1982-1999 –> 2000-2009 1.385367 0.7599804 2683.379 54.196602 1 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 616 0.7033788 1328.641 38.047334 4.449517 1982-1999 –> 2000-2009 1.426452 0.7230728 2763.553 61.721972 11 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 616 0.7029188 1327.835 6.172846 4.442290 1982-1999 –> 2000-2009 1.426588 0.7236696 2763.818 10.146811 10 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 616 0.7028674 1327.745 8.112448 4.441565 1982-1999 –> 2000-2009 1.426607 0.7237393 2763.853 13.398637 9 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 616 0.7027218 1327.490 186.560091 4.438888 1982-1999 –> 2000-2009 1.426624 0.7239020 2763.889 280.377302 8 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 616 0.6861848 1298.151 362.248519 2.749033 1982-1999 –> 2000-2009 1.435344 0.7491593 2779.066 713.748196 7 13
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 616 0.7234099 1363.236 8.130248 4.679927 1982-1999 –> 2000-2009 1.461108 0.7376977 2824.139 13.545469 13 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 616 0.6499902 1231.389 380.478683 1.701162 1982-1999 –> 2000-2009 1.489167 0.8391768 2859.588 784.379417 4 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 616 0.6500217 1231.449 368.354498 1.701609 1982-1999 –> 2000-2009 1.489858 0.8398359 2860.667 709.646859 5 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 616 0.6493517 1230.178 378.833211 1.699295 1982-1999 –> 2000-2009 1.490039 0.8406872 2860.711 718.425810 3 17
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1121 0.5351685 1793.621 7.219349 3.777172 2000-2009 –> 2010-2019 1.160555 0.6253863 2977.470 41.515017 5 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1121 0.5323718 1781.874 859.027041 4.834411 2000-2009 –> 2010-2019 1.181420 0.6490480 3011.476 1631.037684 2 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1121 0.5327580 1783.500 985.546981 4.841931 2000-2009 –> 2010-2019 1.182748 0.6499902 3014.889 1366.025664 3 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1121 0.5331575 1785.180 848.710436 4.838459 2000-2009 –> 2010-2019 1.183179 0.6500217 3016.629 1217.064934 4 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1121 0.5077774 1675.830 944.143876 5.932434 2000-2009 –> 2010-2019 1.193962 0.6861848 2973.980 1306.392395 1 7
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1121 0.5860735 1995.337 7.218307 3.259561 2000-2009 –> 2010-2019 1.236387 0.6503139 3225.339 36.570323 7 12
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1121 0.5502622 1853.978 857.560062 5.979781 2000-2009 –> 2010-2019 1.256243 0.7059804 3185.168 1179.516232 6 17
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1121 0.6154765 2107.086 95.213097 3.996841 2000-2009 –> 2010-2019 1.318198 0.7027218 3434.576 281.773189 11 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1121 0.6154637 2107.040 8.373769 3.998969 2000-2009 –> 2010-2019 1.318331 0.7028674 3434.785 16.486217 10 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1121 0.6154572 2107.016 4.378786 4.000121 2000-2009 –> 2010-2019 1.318376 0.7029188 3434.851 10.551631 9 18

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 –> 2000-2009 8.983619 4378.706
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 10.055684 4873.200
Atlantic (26,26.5] 1982-1999 –> 2000-2009 13.011095 3988.390
Atlantic (26,26.5] 2000-2009 –> 2010-2019 11.231566 4203.888
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 10.217667 3529.930
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 11.097598 3136.701
Atlantic (26.75,27] 1982-1999 –> 2000-2009 10.658913 7387.807
Atlantic (26.75,27] 2000-2009 –> 2010-2019 10.919222 6458.966
Atlantic (27,27.25] 1982-1999 –> 2000-2009 8.777370 12461.461
Atlantic (27,27.25] 2000-2009 –> 2010-2019 9.973912 11651.739
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 7.493468 23767.417
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 8.824508 23504.213
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 9.133408 38378.686
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 11.037674 41911.973
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 7.314250 14418.409
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 9.387996 17524.009
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 7.693338 30272.964
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 9.862371 38788.487
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 7.230847 45354.847
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 7.688727 46703.425
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 7.273504 10447.628
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 8.427325 12319.239
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 8.891975 10043.157
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 10.552920 12968.048
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 8.599928 7111.848
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 9.236955 9393.869
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 4.814590 10188.798
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 4.696958 12461.945
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2009 17.938712 45595.907
Indo-Pacific (-Inf,26] 2000-2009 –> 2010-2019 18.061216 66175.851
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2009 12.072215 33082.709
Indo-Pacific (26,26.5] 2000-2009 –> 2010-2019 14.201015 36264.609
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2009 9.564753 27306.216
Indo-Pacific (26.5,26.75] 2000-2009 –> 2010-2019 11.070137 32026.816
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2009 9.318494 34732.954
Indo-Pacific (26.75,27] 2000-2009 –> 2010-2019 9.404339 42106.967
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2009 7.640727 50706.792
Indo-Pacific (27,27.25] 2000-2009 –> 2010-2019 7.057660 62317.175
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2009 6.840730 66654.952
Indo-Pacific (27.25,27.5] 2000-2009 –> 2010-2019 6.871230 78098.426
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2009 6.362654 59243.093
Indo-Pacific (27.5,27.75] 2000-2009 –> 2010-2019 6.770488 79486.150
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2009 3.862323 21265.224
Indo-Pacific (27.75,27.85] 2000-2009 –> 2010-2019 4.016047 28268.243
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2009 2.938629 25237.996
Indo-Pacific (27.85,27.95] 2000-2009 –> 2010-2019 3.118015 31161.455
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2009 2.777400 37900.292
Indo-Pacific (27.95,28.05] 2000-2009 –> 2010-2019 3.240139 48634.931
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2009 2.326478 19021.915
Indo-Pacific (28.05,28.1] 2000-2009 –> 2010-2019 2.659093 27153.720
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2009 2.627887 36374.692
Indo-Pacific (28.1,28.2] 2000-2009 –> 2010-2019 2.705686 47340.708
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2009 2.916297 19030.439
Indo-Pacific (28.2,28.3] 2000-2009 –> 2010-2019 2.043348 21094.124
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2009 1.445715 2792.266
Indo-Pacific (28.3, Inf] 2000-2009 –> 2010-2019 1.234940 3170.916

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)

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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
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 --> 2000-2009
(-Inf,26] 10 10 5 8 4 5 5
(26,26.5] 6 10 7 5 5 10 6
(26.5,26.75] 6 9 6 5 7 10 6
(26.75,27] 8 9 5 3 7 9 7
(27,27.25] 7 10 6 6 4 4 10
(27.25,27.5] 9 10 4 4 5 9 6
(27.5,27.75] 9 10 3 5 5 9 6
(27.75,27.85] 9 10 5 9 3 6 5
(27.85,27.95] 8 10 7 6 6 6 7
(27.95,28.05] 5 4 6 8 10 6 8
(28.05,28.1] 8 3 6 6 7 10 7
(28.1,28.15] 8 3 6 6 9 7 7
(28.15,28.2] 6 5 3 7 5 10 9
(28.2, Inf] 6 5 4 6 10 9 7
total 105.00 108.00 73.00 84.00 87.00 110.00 96.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 10 10 5 8 4 5 5
(26,26.5] 6 10 7 5 5 10 6
(26.5,26.75] 7 10 5 4 6 10 6
(26.75,27] 8 9 5 4 6 10 6
(27,27.25] 7 10 5 6 3 5 10
(27.25,27.5] 8 10 4 5 5 10 5
(27.5,27.75] 8 10 5 6 4 10 5
(27.75,27.85] 7 10 5 5 3 10 7
(27.85,27.95] 9 10 6 5 5 7 7
(27.95,28.05] 7 5 8 5 10 7 6
(28.05,28.1] 8 5 9 6 5 5 5
(28.1,28.15] 9 2 7 6 7 7 6
(28.15,28.2] 6 4 4 6 5 10 10
(28.2, Inf] 5 5 4 6 10 9 8
total 105.00 110.00 79.00 77.00 78.00 115.00 92.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 8 6 6 6 10 5 8
(26,26.5] 9 10 4 4 4 10 5
(26.5,26.75] 8 10 5 5 5 10 4
(26.75,27] 7 10 6 6 4 10 4
(27,27.25] 4 10 8 5 5 10 5
(27.25,27.5] 5 10 8 4 6 9 6
(27.5,27.75] 7 10 7 5 7 6 7
(27.75,27.85] 6 8 6 5 9 5 9
(27.85,27.95] 6 6 6 4 10 6 10
(27.95,28.05] 5 6 7 4 10 6 10
(28.05,28.1] 6 4 7 6 10 4 10
(28.1,28.2] 6 4 6 7 10 4 10
(28.2,28.3] 5 10 7 7 10 3 5
(28.3, Inf] 7 6 6 6 10 7 8
total 89.00 110.00 89.00 74.00 110.00 95.00 101.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 8 7 6 5 10 5 8
(26,26.5] 8 10 5 4 4 10 6
(26.5,26.75] 7 10 6 6 4 10 4
(26.75,27] 7 10 6 6 4 10 4
(27,27.25] 4 10 8 5 5 10 5
(27.25,27.5] 5 10 7 6 8 7 6
(27.5,27.75] 7 10 6 5 5 7 9
(27.75,27.85] 7 10 6 5 6 6 9
(27.85,27.95] 8 10 6 5 6 5 8
(27.95,28.05] 7 8 6 4 9 5 9
(28.05,28.1] 7 4 6 6 10 4 10
(28.1,28.2] 7 4 6 7 10 4 9
(28.2,28.3] 7 10 7 8 4 4 8
(28.3, Inf] 7 7 6 7 10 5 6
total 96.00 120.00 87.00 79.00 95.00 92.00 101.00

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
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
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
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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 

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