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 1847.68434 416.941486 15.0297998 1982-1999 –> 2000-2009 8.4978707 3.9272082 4297.40638 663.558595 1 3
Atlantic (-Inf,26] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 312 4.7137642 1866.92140 425.239793 13.8148710 1982-1999 –> 2000-2009 8.6298896 3.9161254 4314.17347 686.339726 4 5
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 312 4.6564326 1859.28541 334.329289 14.3553950 1982-1999 –> 2000-2009 8.7068766 4.0504440 4336.01206 471.934424 2 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 312 4.7775152 1875.30409 433.816473 12.7192903 1982-1999 –> 2000-2009 8.8873349 4.1098197 4364.74975 572.334703 5 10
Atlantic (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 312 4.6837639 1860.93732 334.321328 14.9888331 1982-1999 –> 2000-2009 8.9847808 4.3010169 4388.12580 461.453212 3 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 312 4.9496723 1897.39419 168.549030 14.8838275 1982-1999 –> 2000-2009 9.0938825 4.1442102 4394.12294 413.748437 7 13
Atlantic (-Inf,26] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 312 4.8394065 1881.33591 352.912212 13.0750105 1982-1999 –> 2000-2009 9.1037586 4.2643521 4401.04187 484.580955 6 14
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 312 5.1257878 1919.21101 424.203845 14.6745272 1982-1999 –> 2000-2009 9.1440637 4.0182759 4388.96874 692.273643 12 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 312 4.9995280 1903.64799 368.148481 14.4205825 1982-1999 –> 2000-2009 9.3283441 4.3288162 4438.46731 508.427982 9 19
Atlantic (-Inf,26] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 312 4.9497015 1895.39786 145.038206 14.8652535 1982-1999 –> 2000-2009 9.4593859 4.5096844 4463.99268 299.394315 8 20
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 485 4.7875178 2909.40209 222.738955 23.7555336 2000-2009 –> 2010-2019 9.3581803 4.5706625 4757.08643 639.680441 1 2
Atlantic (-Inf,26] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 485 4.8180345 2915.56547 230.733966 23.3738368 2000-2009 –> 2010-2019 9.5317987 4.7137642 4782.48686 655.973759 2 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 485 4.9431507 2940.43322 280.800043 27.3760293 2000-2009 –> 2010-2019 9.8928231 4.9496723 4837.82740 449.349073 3 10
Atlantic (-Inf,26] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 485 4.9454537 2938.88503 156.925090 26.9913774 2000-2009 –> 2010-2019 9.8951552 4.9497015 4834.28289 301.963296 4 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 485 5.5166479 3046.90768 252.397077 39.1193463 2000-2009 –> 2010-2019 10.1730806 4.6564326 4906.19310 586.726366 7 9
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 485 5.0739715 2965.77051 233.387387 18.2781773 2000-2009 –> 2010-2019 10.1997593 5.1257878 4884.98151 657.591232 5 17
Atlantic (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 485 5.5166658 3044.91082 182.800849 39.1601665 2000-2009 –> 2010-2019 10.2004297 4.6837639 4905.84814 517.122177 8 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 485 5.5300934 3049.26894 242.219274 38.8782225 2000-2009 –> 2010-2019 10.3076087 4.7775152 4924.57304 676.035747 9 14
Atlantic (-Inf,26] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 485 5.5317398 3047.55769 188.992929 38.5568146 2000-2009 –> 2010-2019 10.3711463 4.8394065 4928.89359 541.905141 10 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 485 5.6273333 3066.17698 221.407747 37.0048481 2000-2009 –> 2010-2019 10.6268613 4.9995280 4969.82497 589.556228 11 20
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 258 5.7624046 1649.87139 301.074814 18.2650504 1982-1999 –> 2000-2009 12.5322755 6.7698709 3729.35213 351.399571 2 7
Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 258 6.0075057 1671.36526 630.791536 17.0385299 1982-1999 –> 2000-2009 12.8151515 6.8076458 3754.29590 913.749241 7 14
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 258 6.0863594 1678.09414 312.211412 16.7131130 1982-1999 –> 2000-2009 12.8651329 6.7787734 3758.38966 360.060382 8 14
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 258 6.1358641 1682.27416 311.509847 16.8895317 1982-1999 –> 2000-2009 12.8847765 6.7489123 3759.83249 415.148637 10 12
Atlantic (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 258 6.1859844 1686.47193 336.797522 16.6740572 1982-1999 –> 2000-2009 12.9358495 6.7498652 3764.11779 412.642403 11 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 258 6.1322810 1681.97275 305.443754 16.5731163 1982-1999 –> 2000-2009 13.0295414 6.8972604 3773.01169 410.048685 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 258 5.6901378 1643.35927 126.865463 14.5545667 1982-1999 –> 2000-2009 13.2508966 7.5607588 3791.34352 152.767601 1 20
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 258 6.5845396 1718.69008 286.079283 19.1421488 1982-1999 –> 2000-2009 13.3025760 6.7180364 3793.40544 357.701687 25 26
Atlantic (26,26.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 258 6.5442001 1715.51914 289.079699 16.9325197 1982-1999 –> 2000-2009 13.4102253 6.8660253 3803.74396 359.593434 23 31
Atlantic (26,26.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 258 6.7453005 1729.13684 271.095906 18.9547316 1982-1999 –> 2000-2009 13.4965419 6.7512414 3804.90910 341.547949 33 37
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 377 5.0200693 2300.41623 28.800521 12.3589339 2000-2009 –> 2010-2019 10.7824739 5.7624046 3950.28762 329.875335 7 9
Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 377 4.9676050 2292.49477 219.515708 11.9281074 2000-2009 –> 2010-2019 10.9751107 6.0075057 3963.86003 850.307243 1 9
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 377 4.9753882 2293.67522 27.028740 12.5255605 2000-2009 –> 2010-2019 11.0617477 6.0863594 3971.76936 339.240152 2 11
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 377 4.9875791 2295.52044 69.951376 13.0137195 2000-2009 –> 2010-2019 11.1234432 6.1358641 3977.79460 381.461223 4 15
Atlantic (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 377 4.9893089 2295.78190 53.880274 13.0819216 2000-2009 –> 2010-2019 11.1752933 6.1859844 3982.25383 390.677796 5 17
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 377 5.2831847 2338.93457 71.582338 13.4154264 2000-2009 –> 2010-2019 11.4154657 6.1322810 4020.90732 377.026092 9 19
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 377 5.8397739 2414.45748 20.442405 15.1773046 2000-2009 –> 2010-2019 11.5299117 5.6901378 4057.81675 147.307868 12 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 377 4.9763168 2293.81592 50.491031 11.7595037 2000-2009 –> 2010-2019 11.5608564 6.5845396 4012.50601 336.570313 3 30
Atlantic (26,26.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 377 5.0089225 2296.74015 48.809354 13.3406897 2000-2009 –> 2010-2019 11.7542230 6.7453005 4025.87699 319.905259 6 42
Atlantic (26,26.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 377 5.2642181 2336.22286 48.294482 13.2435848 2000-2009 –> 2010-2019 11.8084182 6.5442001 4051.74199 337.374181 8 33
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 180 5.3240632 1126.82311 261.789518 11.8606699 1982-1999 –> 2000-2009 9.5518067 4.2277434 3143.24796 313.131261 1 3
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 180 5.4054598 1132.28530 284.321757 12.6893705 1982-1999 –> 2000-2009 9.6315735 4.2261137 3148.44024 337.786932 4 5
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 180 5.3876364 1131.09631 419.385061 13.1490008 1982-1999 –> 2000-2009 9.6374416 4.2498052 3151.16449 961.585977 3 11
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 180 5.3559486 1128.97269 226.422513 11.6159607 1982-1999 –> 2000-2009 9.6820388 4.3260902 3161.49459 267.934208 2 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 180 5.5175076 1139.67132 43.193621 12.5350764 1982-1999 –> 2000-2009 9.7511826 4.2336749 3157.07757 115.638338 6 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 180 5.5268933 1140.28318 38.732793 12.5778728 1982-1999 –> 2000-2009 9.7618471 4.2349537 3157.90084 112.003386 7 11
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 180 5.5292346 1140.43566 403.787634 12.6107063 1982-1999 –> 2000-2009 9.7666016 4.2373669 3158.45208 969.329633 8 15
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 180 5.5358476 1138.86596 31.964923 12.9232664 1982-1999 –> 2000-2009 9.7712441 4.2353966 3154.55680 83.298988 10 15
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 180 5.4060899 1130.32726 214.172532 12.5276497 1982-1999 –> 2000-2009 9.7840768 4.3779869 3169.19654 255.034156 5 26
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 180 5.5854331 1142.07619 29.313126 13.4319367 1982-1999 –> 2000-2009 9.8209706 4.2355375 3157.79032 80.119965 16 22
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 269 5.0171649 1645.11031 28.692402 15.5675726 2000-2009 –> 2010-2019 10.3412282 5.3240632 2771.93342 290.481920 4 5
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 269 5.1073702 1654.69727 32.387237 15.2902698 2000-2009 –> 2010-2019 10.4633188 5.3559486 2783.66996 258.809750 13 15
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 269 5.0697611 1650.72093 29.958065 15.7934928 2000-2009 –> 2010-2019 10.4752209 5.4054598 2783.00623 314.279822 8 12
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 269 4.9462969 1637.45682 26.925696 15.7654350 2000-2009 –> 2010-2019 10.4827879 5.5364910 2778.36462 275.761384 1 12
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 269 4.9558148 1638.49107 33.458145 15.8691653 2000-2009 –> 2010-2019 10.5202704 5.5644556 2781.21263 283.173784 2 15
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 269 4.9675416 1639.76262 139.863004 15.9270359 2000-2009 –> 2010-2019 10.5335047 5.5659630 2782.58170 576.758414 3 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 269 5.1700000 1661.25444 144.404626 15.5753770 2000-2009 –> 2010-2019 10.5576364 5.3876364 2792.35074 563.789687 18 21
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 269 5.0617432 1649.86941 28.189201 17.1583519 2000-2009 –> 2010-2019 10.5792508 5.5175076 2789.54073 71.382822 5 11
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 269 5.0683968 1650.57615 26.636337 17.2124740 2000-2009 –> 2010-2019 10.5952902 5.5268933 2790.85933 65.369130 7 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 269 5.0875936 1652.61000 144.283081 17.2663060 2000-2009 –> 2010-2019 10.6168282 5.5292346 2793.04565 548.070715 10 18
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 469 5.5087843 2945.51499 124.935924 14.5778497 1982-1999 –> 2000-2009 10.3421243 4.8333400 7061.94747 157.620901 1 4
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 469 5.6145309 2963.35019 126.493670 14.4653749 1982-1999 –> 2000-2009 10.3868202 4.7722892 7062.36776 322.088667 2 3
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 469 5.6548053 2970.05467 156.020919 14.4466375 1982-1999 –> 2000-2009 10.4391783 4.7843730 7072.53678 397.972393 5 7
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + silicate 469 5.6167806 2961.72596 112.105484 13.6653121 1982-1999 –> 2000-2009 10.4501515 4.8333709 7076.16722 142.409289 4 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 469 5.6163774 2963.65863 130.209169 15.7415636 1982-1999 –> 2000-2009 10.6379601 5.0215827 7132.43530 201.659416 3 24
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 469 5.7897825 2992.18119 175.228971 16.9268074 1982-1999 –> 2000-2009 10.7114114 4.9216289 7133.41318 220.814615 8 17
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + silicate 469 5.6810261 2972.39403 124.777173 15.2413526 1982-1999 –> 2000-2009 10.7759250 5.0948990 7159.02840 156.829238 6 35
Atlantic (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 469 5.8621313 3001.82976 154.275878 15.8196763 1982-1999 –> 2000-2009 10.7874170 4.9252857 7142.07927 197.655690 10 21
Atlantic (26.75,27] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 469 5.7695932 2988.90463 179.013272 17.1323072 1982-1999 –> 2000-2009 10.8428528 5.0732596 7171.70786 259.073169 7 32
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 469 6.0188217 3028.57257 440.834287 20.5902058 1982-1999 –> 2000-2009 10.8988770 4.8800553 7158.18285 1013.625210 12 17
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 520 5.2572812 3215.69465 21.771131 17.8348301 2000-2009 –> 2010-2019 10.7660655 5.5087843 6161.20964 146.707056 3 4
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 520 5.2026178 3204.82446 89.783198 16.5480431 2000-2009 –> 2010-2019 10.8171487 5.6145309 6168.17466 216.276868 1 3
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 520 5.2087308 3206.04573 113.767426 16.6138334 2000-2009 –> 2010-2019 10.8635360 5.6548053 6176.10040 269.788345 2 7
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + silicate 520 5.2579346 3213.82389 20.580933 17.7330424 2000-2009 –> 2010-2019 10.8747152 5.6167806 6175.54986 132.686417 4 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 520 5.3353706 3231.02876 51.079018 18.6898106 2000-2009 –> 2010-2019 10.9517480 5.6163774 6194.68739 181.288187 24 27
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 520 5.3183258 3227.70098 606.689702 18.4203222 2000-2009 –> 2010-2019 10.9866979 5.6683721 6200.00336 1417.344969 21 27
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + silicate 520 5.3355947 3229.07243 20.763368 18.6976415 2000-2009 –> 2010-2019 11.0166207 5.6810261 6201.46646 145.540541 25 32
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 520 5.3003778 3224.18530 29.416238 18.5287511 2000-2009 –> 2010-2019 11.0901603 5.7897825 6216.36649 204.645209 12 21
Atlantic (26.75,27] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 520 5.3573131 3235.29715 58.946101 18.9802746 2000-2009 –> 2010-2019 11.1269064 5.7695932 6224.20177 237.959373 26 34
Atlantic (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 520 5.3029776 3222.69530 28.424275 18.3440005 2000-2009 –> 2010-2019 11.1651089 5.8621313 6224.52506 182.700154 13 24
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 762 4.6908353 4531.97298 863.617169 19.8128631 1982-1999 –> 2000-2009 8.1088164 3.4179811 11451.92724 1680.797204 1 2
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 762 4.8582637 4585.42032 781.989830 17.4753668 1982-1999 –> 2000-2009 8.3845515 3.5262878 11586.73285 1687.294783 2 4
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 762 4.8586408 4583.53863 346.650193 17.4974405 1982-1999 –> 2000-2009 8.3851219 3.5264810 11582.99403 780.331406 3 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 762 4.9038172 4599.64354 175.921857 18.8792467 1982-1999 –> 2000-2009 8.4338370 3.5300198 11603.71473 314.294895 4 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 762 4.9861475 4625.01761 255.821484 18.7143548 1982-1999 –> 2000-2009 8.5482284 3.5620809 11652.66878 461.316584 5 10
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 762 5.0270967 4637.48248 147.306405 16.5115031 1982-1999 –> 2000-2009 8.6494426 3.6223459 11708.88800 297.007177 6 12
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 762 5.0367726 4638.41299 64.921264 16.6282326 1982-1999 –> 2000-2009 8.6598869 3.6231142 11708.37159 137.001188 7 14
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 762 5.1098211 4662.35687 168.194915 16.2671812 1982-1999 –> 2000-2009 8.7610405 3.6512194 11754.46815 346.396032 8 16
Atlantic (27,27.25] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 762 5.1176920 4662.70253 101.953635 16.3737123 1982-1999 –> 2000-2009 8.7696039 3.6519120 11753.30845 212.980169 9 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 762 5.4407131 4757.98136 63.902728 12.9892104 1982-1999 –> 2000-2009 9.6890871 4.2483740 12245.13979 105.471803 10 21
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1041 4.6464994 6164.41962 621.363373 13.1336958 2000-2009 –> 2010-2019 9.5051402 4.8586408 10747.95826 968.013566 1 2
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1041 4.6882186 6185.02973 198.936331 13.4036984 2000-2009 –> 2010-2019 9.5920359 4.9038172 10784.67327 374.858188 2 4
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1041 4.7059304 6192.88056 299.051205 13.5318043 2000-2009 –> 2010-2019 9.6920779 4.9861475 10817.89817 554.872689 3 6
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1041 4.7112715 6195.24223 165.693318 13.5354289 2000-2009 –> 2010-2019 9.7383682 5.0270967 10832.72471 312.999723 4 8
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1041 4.7137320 6194.32927 90.966418 13.5586521 2000-2009 –> 2010-2019 9.7505046 5.0367726 10832.74226 155.887681 5 10
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1041 4.7269138 6202.14340 220.034747 13.6455715 2000-2009 –> 2010-2019 9.8367349 5.1098211 10864.50027 388.229662 6 12
Atlantic (27,27.25] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1041 4.7292788 6201.18484 138.050500 13.6677218 2000-2009 –> 2010-2019 9.8469708 5.1176920 10863.88738 240.004135 7 14
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1041 4.9485598 6297.54910 28.415230 14.8849977 2000-2009 –> 2010-2019 10.3892728 5.4407131 11055.53046 92.317958 18 26
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1041 4.8133007 6239.84955 829.258266 14.7647804 2000-2009 –> 2010-2019 10.4362151 5.6229145 11048.03145 1794.293942 8 18
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate 1041 4.9991794 6316.73802 17.561177 15.1198615 2000-2009 –> 2010-2019 10.4907291 5.4915498 11086.89315 81.112267 24 33
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1417 4.4093845 8240.17711 197.080504 11.3834845 1982-1999 –> 2000-2009 7.5418837 3.1324992 20433.19767 471.452810 3 5
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1417 4.3805358 8221.57452 104.337138 11.8147169 1982-1999 –> 2000-2009 7.5428825 3.1623468 20459.69750 176.097491 1 4
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1417 4.5665596 8339.43791 220.035818 15.1485359 1982-1999 –> 2000-2009 7.6828543 3.1162947 20507.79173 513.276763 8 9
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1417 4.4661013 8276.39768 103.897255 15.9381897 1982-1999 –> 2000-2009 7.6930494 3.2269481 20610.69846 153.129971 5 13
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1417 4.5334604 8318.82178 125.999375 12.7653208 1982-1999 –> 2000-2009 7.7168195 3.1833592 20588.44174 224.048583 7 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1417 4.4035071 8236.39705 66.745210 11.5187521 1982-1999 –> 2000-2009 7.7894048 3.3858977 20799.37703 102.431307 2 22
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1417 4.6095264 8365.97837 178.569286 13.3553538 1982-1999 –> 2000-2009 7.8024684 3.1929420 20649.89376 546.142438 10 15
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1417 4.4313457 8252.25698 62.158791 11.3335074 1982-1999 –> 2000-2009 7.8182609 3.3869152 20814.66600 89.416272 4 25
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1417 4.6183573 8371.40255 97.843855 13.5011981 1982-1999 –> 2000-2009 7.8439906 3.2256333 20703.76520 194.560415 11 18
Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1417 4.5319081 8315.85126 103.716578 22.4496097 1982-1999 –> 2000-2009 7.8444405 3.3125324 20772.64582 129.946059 6 21
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1902 4.5113704 11142.75226 66.792179 14.6552137 2000-2009 –> 2010-2019 8.8919062 4.3805358 19364.32677 171.129317 6 7
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1902 4.5242571 11153.60289 22.534385 14.5401051 2000-2009 –> 2010-2019 8.9277642 4.4035071 19389.99994 89.279595 12 14
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1902 4.5213231 11151.13512 333.359445 14.5258416 2000-2009 –> 2010-2019 8.9307076 4.4093845 19391.31223 530.439950 10 13
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1902 4.5288263 11155.44273 15.280074 14.2517351 2000-2009 –> 2010-2019 8.9601720 4.4313457 19407.69971 77.438864 13 17
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1902 4.5771450 11197.81315 49.585177 14.9818162 2000-2009 –> 2010-2019 9.0432463 4.4661013 19474.21083 153.482431 26 31
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1902 4.5207591 11150.66061 87.998185 14.6972035 2000-2009 –> 2010-2019 9.0542195 4.5334604 19469.48239 213.997560 9 16
Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1902 4.5997418 11214.54687 16.554233 13.7270834 2000-2009 –> 2010-2019 9.1316500 4.5319081 19530.39813 120.270811 30 36
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1902 4.5151537 11145.94099 130.010928 16.5597332 2000-2009 –> 2010-2019 9.1335110 4.6183573 19517.34354 227.854783 7 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1902 4.5766822 11197.42853 490.613228 15.5721922 2000-2009 –> 2010-2019 9.1432418 4.5665596 19536.86645 710.649046 25 33
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1902 4.5349057 11162.54567 650.852228 16.0626460 2000-2009 –> 2010-2019 9.1444320 4.6095264 19528.52404 829.421514 14 24
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2887 5.4072368 17951.95145 41.297239 33.3659310 1982-1999 –> 2000-2009 8.9019731 3.4947363 35055.20874 86.298748 1 2
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2887 5.4400836 17986.92016 86.241718 33.8369395 1982-1999 –> 2000-2009 8.9573809 3.5172973 35131.36118 366.920537 2 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2887 5.4428578 17989.86385 17.709490 31.3122320 1982-1999 –> 2000-2009 9.0277325 3.5848747 35256.10109 41.602464 3 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2887 5.6445570 18199.96510 58.305310 36.2152004 1982-1999 –> 2000-2009 9.1465524 3.5019953 35316.50230 108.398560 19 21
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 2887 5.5086182 18057.20709 17.434979 32.6657866 1982-1999 –> 2000-2009 9.1499703 3.6413521 35421.48608 30.178887 7 14
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2887 5.4571553 18005.01136 84.587871 32.3345885 1982-1999 –> 2000-2009 9.1810578 3.7239024 35514.75980 234.623828 5 18
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2887 5.4524197 17999.99856 58.424015 32.3336271 1982-1999 –> 2000-2009 9.1820022 3.7295825 35519.50148 110.840553 4 22
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2887 5.4597030 18007.70627 50.001640 32.3061443 1982-1999 –> 2000-2009 9.1847246 3.7250217 35519.37795 94.062002 6 21
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2887 5.5141105 18064.96108 52.616534 37.4681867 1982-1999 –> 2000-2009 9.2656644 3.7515539 35622.05648 162.607087 8 31
Atlantic (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 2887 5.5384080 18088.34782 15.763780 30.8183113 1982-1999 –> 2000-2009 9.2712692 3.7328613 35611.47464 33.179614 9 28
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3174 5.2528150 19551.25641 28.862693 42.4405969 2000-2009 –> 2010-2019 10.6600517 5.4072368 37503.20786 70.159932 5 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3174 5.2385792 19534.02927 251.541455 46.3035740 2000-2009 –> 2010-2019 10.6786629 5.4400836 37520.94942 337.783172 4 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3174 5.2376391 19532.88989 31.875425 43.2491337 2000-2009 –> 2010-2019 10.8821961 5.6445570 37732.85499 90.180734 3 22
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3174 5.7081579 20078.97989 14.961041 29.1515269 2000-2009 –> 2010-2019 11.1510157 5.4428578 38068.84374 32.670532 14 17
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3174 5.7636676 20140.41358 34.100785 35.9638927 2000-2009 –> 2010-2019 11.2160872 5.4524197 38140.41213 92.524800 16 20
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3174 5.7603064 20136.71057 25.688692 35.9420364 2000-2009 –> 2010-2019 11.2200094 5.4597030 38144.41684 75.690332 15 21
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3174 5.7649005 20141.77133 153.777419 35.7736509 2000-2009 –> 2010-2019 11.2220558 5.4571553 38146.78269 238.365290 17 22
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 3174 5.7771255 20153.21860 8.770500 30.7627588 2000-2009 –> 2010-2019 11.2857437 5.5086182 38210.42569 26.205479 19 26
Atlantic (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 3174 5.8368914 20218.55305 12.175248 30.7536462 2000-2009 –> 2010-2019 11.3752994 5.5384080 38306.90088 27.939028 23 32
Atlantic (27.5,27.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 3174 5.8302213 20211.29470 11.918553 31.0361553 2000-2009 –> 2010-2019 11.4482602 5.6180388 38382.06957 48.345343 22 39
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1335 3.4201355 7085.81196 81.172419 31.2045348 1982-1999 –> 2000-2009 6.9655347 3.5453991 12764.29533 396.643618 1 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1335 3.4219665 7087.24094 70.788316 31.1613397 1982-1999 –> 2000-2009 6.9839780 3.5620115 12775.58787 129.067362 2 13
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1335 3.5033014 7149.96034 76.788880 32.5073332 1982-1999 –> 2000-2009 7.0453154 3.5420140 12826.42814 304.558402 4 7
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1335 3.5031666 7149.85759 73.016218 32.5752747 1982-1999 –> 2000-2009 7.0481016 3.5449350 12828.06473 122.552224 3 9
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1335 3.5104417 7155.39671 56.038810 32.0283738 1982-1999 –> 2000-2009 7.0521730 3.5417312 12831.69604 95.046576 5 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1335 3.5282963 7168.94227 55.127057 31.6534221 1982-1999 –> 2000-2009 7.0725324 3.5442361 12846.73337 103.506323 6 11
Atlantic (27.75,27.85] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1335 3.5308174 7168.84942 41.801165 31.7627945 1982-1999 –> 2000-2009 7.0794144 3.5485970 12847.23508 54.743239 7 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1335 3.5605178 7193.21488 57.316510 35.7294334 1982-1999 –> 2000-2009 7.2489052 3.6883874 12955.12470 123.184396 8 25
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1335 3.5678438 7196.70290 56.664346 36.0442556 1982-1999 –> 2000-2009 7.2627655 3.6949218 12960.34750 110.204755 10 29
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1335 3.5660526 7197.36215 78.236704 35.9161377 1982-1999 –> 2000-2009 7.2647638 3.6987112 12965.16959 377.662390 9 31
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1279 5.6088056 8054.50082 30.916994 21.3811561 2000-2009 –> 2010-2019 9.0307720 3.4219665 15141.74176 101.705310 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1279 5.6314588 8064.81143 219.611520 22.2378050 2000-2009 –> 2010-2019 9.0515943 3.4201355 15150.62339 300.783939 3 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1279 5.6011829 8051.02198 26.246302 21.0569376 2000-2009 –> 2010-2019 9.1294792 3.5282963 15219.96424 81.373359 1 7
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1279 5.6486674 8072.61628 27.186165 22.9806861 2000-2009 –> 2010-2019 9.1518341 3.5031666 15222.47387 100.202384 5 8
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1279 5.6436959 8070.36394 21.730059 22.9591792 2000-2009 –> 2010-2019 9.1541377 3.5104417 15225.76065 77.768869 4 9
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1279 5.6531496 8074.64523 172.135241 23.0363906 2000-2009 –> 2010-2019 9.1564511 3.5033014 15224.60557 248.924120 6 10
Atlantic (27.75,27.85] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1279 5.6881354 8088.42720 17.963482 22.9561088 2000-2009 –> 2010-2019 9.2189528 3.5308174 15257.27661 59.764646 11 18
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1279 5.6771783 8085.49493 31.470724 22.4885659 2000-2009 –> 2010-2019 9.3858634 3.7086852 15387.56951 104.181905 9 24
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 1279 5.6945500 8091.31025 16.352802 23.4439491 2000-2009 –> 2010-2019 9.4161361 3.7215861 15400.65652 85.877264 12 28
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1279 5.6857721 8087.36418 17.011094 23.1829000 2000-2009 –> 2010-2019 9.4297829 3.7440108 15412.75044 85.886964 10 29
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2714 3.2630204 14135.44037 100.967513 17.9900415 1982-1999 –> 2000-2009 7.1027686 3.8397482 26920.71571 238.566695 7 12
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2714 3.2618291 14133.45828 48.380313 18.0960570 1982-1999 –> 2000-2009 7.1698948 3.9080656 27000.21078 74.633783 1 15
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2714 3.2744876 14154.48245 47.734100 17.9008831 1982-1999 –> 2000-2009 7.1766858 3.9021982 27014.29348 73.918077 11 24
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2714 3.2620779 14133.87216 117.416646 18.1466294 1982-1999 –> 2000-2009 7.1814108 3.9193329 27013.92534 257.386689 3 18
Atlantic (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2714 3.6475816 14740.17978 368.555211 16.3088627 1982-1999 –> 2000-2009 7.2198807 3.5722991 27191.90318 994.750393 14 15
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2714 3.6933077 14807.80224 119.134408 16.5561904 1982-1999 –> 2000-2009 7.2720305 3.5787228 27267.82588 267.087285 15 17
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2714 3.6937248 14808.41524 63.230207 17.1904735 1982-1999 –> 2000-2009 7.2776121 3.5838873 27275.10125 99.385367 16 19
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2714 3.2629504 14135.32384 39.810867 18.0531533 1982-1999 –> 2000-2009 7.3005708 4.0376204 27152.74831 74.722261 5 25
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2714 3.7222610 14850.18860 62.351648 16.7043064 1982-1999 –> 2000-2009 7.3099801 3.5877190 27321.81147 98.507737 18 22
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2714 3.2620401 14133.80931 29.394398 18.2982336 1982-1999 –> 2000-2009 7.3648326 4.1027925 27225.21076 60.777669 2 23
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3132 5.8432687 19960.00977 129.775845 48.6583888 2000-2009 –> 2010-2019 9.1062892 3.2630204 34095.45014 230.743358 1 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3132 6.0033325 20129.29041 29.824739 39.3213151 2000-2009 –> 2010-2019 9.2662829 3.2629504 34264.61425 69.635606 6 11
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3132 6.1643652 20295.10118 30.873654 34.7480024 2000-2009 –> 2010-2019 9.4881935 3.3238283 34530.76384 84.155746 10 22
Atlantic (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3132 5.9174203 20039.00031 478.446727 44.2888101 2000-2009 –> 2010-2019 9.5650019 3.6475816 34779.18009 847.001938 5 19
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3132 5.8999406 20020.46943 30.778879 36.5443030 2000-2009 –> 2010-2019 9.5936654 3.6937248 34828.88467 94.009086 3 19
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3132 5.9033865 20024.12688 129.205425 39.1308127 2000-2009 –> 2010-2019 9.5966942 3.6933077 34831.92912 248.339833 4 19
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3132 6.3493024 20480.26374 28.833846 33.4723754 2000-2009 –> 2010-2019 9.6113425 3.2620401 34614.07306 58.228244 16 18
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3132 5.8988413 20019.30216 30.806352 34.8396130 2000-2009 –> 2010-2019 9.6211023 3.7222610 34869.49076 93.157999 2 20
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate 3132 6.3801803 20508.65299 28.526029 33.7156036 2000-2009 –> 2010-2019 9.6432225 3.2630421 34642.12945 55.744586 18 27
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3132 6.3707223 20501.36030 18.766456 65.2991215 2000-2009 –> 2010-2019 9.6452099 3.2744876 34655.84275 66.500555 17 28
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3458 3.2397178 17957.04161 431.259109 42.2165052 1982-1999 –> 2000-2009 6.6308531 3.3911353 39165.79098 770.395359 1 3
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3458 3.2401029 17957.86366 469.789080 42.2811371 1982-1999 –> 2000-2009 6.6331833 3.3930805 39171.21644 852.448620 2 5
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3458 3.2528659 17985.05279 277.555820 41.5783401 1982-1999 –> 2000-2009 6.6399985 3.3871326 39184.32064 655.381208 5 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3458 3.2505684 17980.16634 415.791490 42.2716696 1982-1999 –> 2000-2009 6.6482489 3.3976805 39204.39539 745.730404 4 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3458 3.2539797 17987.42047 27.975700 41.7188622 1982-1999 –> 2000-2009 6.6546557 3.4006760 39218.72409 67.883735 6 12
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3458 3.2595829 17999.31918 447.828458 42.1534783 1982-1999 –> 2000-2009 6.6591400 3.3995571 39227.98103 791.035616 9 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3458 3.2571589 17992.17426 91.685544 40.8164908 1982-1999 –> 2000-2009 6.6787380 3.4215791 39270.67302 284.102023 8 19
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3458 3.2667258 18014.45817 28.256269 41.6487679 1982-1999 –> 2000-2009 6.6806554 3.4139296 39276.98891 45.969516 11 18
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3458 3.2722586 18026.16160 28.751734 41.6310350 1982-1999 –> 2000-2009 6.6864538 3.4141952 39289.31696 46.575058 12 20
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 3458 3.2606937 17999.67564 9.009831 40.7657413 1982-1999 –> 2000-2009 6.6884170 3.4277234 39292.57768 22.446384 10 23
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3926 3.1347288 20126.75046 484.172573 14.6585140 2000-2009 –> 2010-2019 6.3748317 3.2401029 38084.61412 953.961653 1 3
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3926 3.1354786 20128.62814 436.473513 14.7347291 2000-2009 –> 2010-2019 6.3751963 3.2397178 38085.66975 867.732623 2 3
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + phosphate 3926 3.1362480 20128.55490 266.641018 14.9212117 2000-2009 –> 2010-2019 6.3765213 3.2402733 38084.78220 462.218388 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3926 3.1603681 20190.71153 423.116918 14.6457994 2000-2009 –> 2010-2019 6.4109365 3.2505684 38170.87787 838.908408 4 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3926 3.1743980 20225.49207 442.456085 14.6963428 2000-2009 –> 2010-2019 6.4339809 3.2595829 38224.81124 890.284542 5 14
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3926 3.2962914 20521.35552 547.926303 15.0408182 2000-2009 –> 2010-2019 6.5491573 3.2528659 38506.40831 825.482123 6 11
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3926 3.2973159 20523.79546 50.397721 14.8874595 2000-2009 –> 2010-2019 6.5512956 3.2539797 38511.21593 78.373421 7 13
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate 3926 3.2975971 20522.46496 33.824187 14.7554451 2000-2009 –> 2010-2019 6.5522007 3.2546037 38509.21151 46.876057 8 15
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3926 3.3328477 20607.95588 17.950936 14.9444774 2000-2009 –> 2010-2019 6.5995736 3.2667258 38622.41405 46.207205 9 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3926 3.3343033 20611.38428 18.052334 14.9579963 2000-2009 –> 2010-2019 6.6065618 3.2722586 38637.54588 46.804068 10 22
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 678 4.1094577 3854.50335 80.611702 20.0642662 1982-1999 –> 2000-2009 6.8762366 2.7667789 8181.32487 180.315331 1 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 678 4.1580401 3870.44010 795.484514 19.9738256 1982-1999 –> 2000-2009 6.8775844 2.7195442 8166.78313 1703.290209 4 5
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 678 4.1276871 3858.50522 26.480432 19.4140312 1982-1999 –> 2000-2009 6.9270551 2.7993679 8204.05318 63.459246 2 10
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 678 4.2320025 3892.34835 455.225460 20.4312987 1982-1999 –> 2000-2009 6.9562940 2.7242915 8189.77842 1009.666061 13 15
Atlantic (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 678 4.2122819 3886.01477 144.907047 20.0077815 1982-1999 –> 2000-2009 6.9586857 2.7464038 8197.75345 378.232933 10 13
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 678 4.1884736 3880.32878 95.418562 20.0366119 1982-1999 –> 2000-2009 6.9711459 2.7826723 8217.28873 212.142947 7 12
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + silicate 678 4.1694318 3872.15002 19.799556 19.3168472 1982-1999 –> 2000-2009 7.0098214 2.8403896 8243.44717 55.449414 5 16
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 678 4.2241860 3889.84148 15.687439 19.7574127 1982-1999 –> 2000-2009 7.0165419 2.7923559 8230.95029 44.324509 12 18
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 678 4.2078725 3886.59457 96.060603 20.2168017 1982-1999 –> 2000-2009 7.0373450 2.8294725 8253.07562 213.686551 8 17
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 678 4.2494433 3897.92515 30.224933 20.3343167 1982-1999 –> 2000-2009 7.0427529 2.7933096 8239.63837 71.741716 16 23
Atlantic (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 974 3.5706906 5255.42687 252.028317 23.6645894 2000-2009 –> 2010-2019 7.7829725 4.2122819 9141.44163 396.935364 2 11
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 974 3.5705611 5255.35619 665.849220 24.2607259 2000-2009 –> 2010-2019 7.8025636 4.2320025 9147.70454 1121.074681 1 13
Atlantic (28.05,28.1] 3 cstar_tref ~ aou + phosphate + phosphate_star 974 3.5784163 5257.63707 230.878382 23.9913098 2000-2009 –> 2010-2019 7.8108558 4.2324395 9148.12540 333.267896 3 16
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 974 3.7141762 5334.17389 123.480190 24.5343286 2000-2009 –> 2010-2019 7.8236339 4.1094577 9188.67723 204.091892 12 13
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 974 3.6368193 5293.17355 150.082680 23.3667715 2000-2009 –> 2010-2019 7.8252930 4.1884736 9173.50233 245.501242 4 10
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 974 3.6401947 5292.98069 28.304790 23.7986127 2000-2009 –> 2010-2019 7.8643807 4.2241860 9182.82217 43.992230 5 16
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 974 3.7371179 5344.16929 40.686781 26.4938654 2000-2009 –> 2010-2019 7.8648050 4.1276871 9202.67451 67.167213 16 18
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 974 3.6432465 5294.61310 48.442462 24.0321508 2000-2009 –> 2010-2019 7.8926897 4.2494433 9192.53825 78.667394 6 21
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate 974 3.6434391 5292.71608 24.266495 24.0173797 2000-2009 –> 2010-2019 7.8936262 4.2501871 9188.87857 34.016258 7 23
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + silicate 974 3.7334053 5342.23313 34.920066 22.4257522 2000-2009 –> 2010-2019 7.9028371 4.1694318 9214.38315 54.719622 15 19
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 578 4.7726822 3461.01511 100.630454 24.3038038 1982-1999 –> 2000-2009 8.5316076 3.7589254 7326.28772 182.786501 1 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 578 4.8410333 3477.45313 912.192195 24.7110242 1982-1999 –> 2000-2009 8.5951995 3.7541662 7340.94700 1850.805282 7 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 578 4.8159747 3471.45379 119.530376 24.7255130 1982-1999 –> 2000-2009 8.6244302 3.8084555 7355.10562 210.549697 5 10
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + nitrate + silicate 578 4.7727353 3459.02797 36.642880 24.3051143 1982-1999 –> 2000-2009 8.6441792 3.8714439 7363.71074 75.527639 2 14
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + silicate 578 4.7869934 3462.47627 56.633260 24.4510670 1982-1999 –> 2000-2009 8.6685710 3.8815776 7370.82927 106.254478 3 21
Atlantic (28.1,28.15] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 578 4.8151735 3469.26147 254.345487 24.9083731 1982-1999 –> 2000-2009 8.6837757 3.8686021 7372.91328 478.518295 4 14
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 578 4.8198905 3470.39335 32.378964 24.6202393 1982-1999 –> 2000-2009 8.6892228 3.8693323 7374.31010 69.609786 6 17
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 578 4.9317223 3496.90859 76.758629 24.9068822 1982-1999 –> 2000-2009 8.6992680 3.7675457 7363.39729 142.571955 16 20
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 578 4.8521465 3480.10383 118.758390 24.5434220 1982-1999 –> 2000-2009 8.7058626 3.8537161 7380.34275 210.368536 9 16
Atlantic (28.1,28.15] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 578 4.8414280 3475.54737 207.628930 24.7474054 1982-1999 –> 2000-2009 8.7067290 3.8653010 7378.00061 413.018557 8 17
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 961 4.0737392 5440.76667 124.332666 13.0527851 2000-2009 –> 2010-2019 8.8464214 4.7726822 8901.78178 224.963121 8 9
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + nitrate + silicate 961 4.0747263 5439.23232 32.715905 13.0081498 2000-2009 –> 2010-2019 8.8474615 4.7727353 8898.26029 69.358785 9 11
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + silicate 961 4.0777479 5440.65709 40.747409 12.9966686 2000-2009 –> 2010-2019 8.8647414 4.7869934 8903.13336 97.380669 11 14
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 961 4.0575556 5433.11603 137.235944 13.1234825 2000-2009 –> 2010-2019 8.8735303 4.8159747 8904.56982 256.766319 1 6
Atlantic (28.1,28.15] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 961 4.0719994 5437.94566 181.162338 12.9398319 2000-2009 –> 2010-2019 8.8871729 4.8151735 8907.20713 435.507825 6 10
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 961 4.0685887 5436.33514 31.282627 13.2539910 2000-2009 –> 2010-2019 8.8884792 4.8198905 8906.72848 63.661591 5 11
Atlantic (28.1,28.15] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 961 4.0617150 5433.08525 174.575570 13.1781018 2000-2009 –> 2010-2019 8.9031430 4.8414280 8908.63262 382.204500 3 10
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + silicate + phosphate 961 4.0628430 5433.61893 39.616832 13.1776845 2000-2009 –> 2010-2019 8.9156656 4.8528226 8911.88384 90.899501 4 13
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 961 4.1344683 5469.20734 138.373306 13.3578589 2000-2009 –> 2010-2019 8.9866148 4.8521465 8949.31117 257.131696 21 29
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 961 4.1444680 5471.85034 21.879445 13.4720708 2000-2009 –> 2010-2019 8.9983305 4.8538625 8950.36292 46.352664 23 33
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 333 3.7121634 1832.54854 219.937163 22.6372838 1982-1999 –> 2000-2009 6.4461567 2.7339932 4038.47897 389.351942 1 3
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 333 3.7532839 1837.88541 209.403993 22.4496490 1982-1999 –> 2000-2009 6.5648397 2.8115558 4067.10501 378.817777 2 6
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 333 4.1559269 1905.75369 469.703769 17.2148878 1982-1999 –> 2000-2009 6.7963016 2.6403747 4078.18656 1268.094956 19 20
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 333 3.9793018 1878.82991 250.454881 25.4101017 1982-1999 –> 2000-2009 6.8216968 2.8423951 4119.91125 564.225020 5 10
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 333 3.9805093 1877.03197 242.937880 25.3757385 1982-1999 –> 2000-2009 6.8419816 2.8614723 4122.16042 533.854517 6 13
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 333 3.9888411 1880.42455 250.617497 25.2928796 1982-1999 –> 2000-2009 6.8485660 2.8597250 4127.00079 424.010708 7 13
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 333 3.9897300 1878.57295 243.094423 25.2659689 1982-1999 –> 2000-2009 6.8671729 2.8774429 4128.73282 415.787135 8 17
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 333 4.0392201 1888.78345 246.576936 25.0331773 1982-1999 –> 2000-2009 6.9225976 2.8833775 4142.80584 417.684123 11 21
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 333 4.0392322 1886.78544 240.102953 25.0304913 1982-1999 –> 2000-2009 6.9379160 2.8986838 4143.59400 410.431811 12 25
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 333 4.0457848 1889.86498 249.795291 25.2698085 1982-1999 –> 2000-2009 7.0053878 2.9596030 4167.47525 578.225980 13 32
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 581 3.2542934 3033.93774 268.281660 12.7199491 2000-2009 –> 2010-2019 6.9664568 3.7121634 4866.48628 488.218823 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 581 3.2627345 3034.94787 134.254608 12.7145308 2000-2009 –> 2010-2019 7.0873001 3.8245656 4885.36322 193.112879 2 5
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 581 3.4901437 3113.24023 261.096772 14.3742054 2000-2009 –> 2010-2019 7.2434276 3.7532839 4951.12565 470.500765 13 15
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 581 3.3465498 3066.42111 292.969064 13.3002401 2000-2009 –> 2010-2019 7.3258515 3.9793018 4945.25102 543.423945 3 8
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 581 3.3579495 3070.37263 292.788426 13.3620568 2000-2009 –> 2010-2019 7.3467905 3.9888411 4950.79718 543.405923 4 11
Atlantic (28.15,28.2] 3 cstar_tref ~ sal + aou + nitrate 581 3.5363024 3126.50747 132.410529 13.2018371 2000-2009 –> 2010-2019 7.3704923 3.8341899 4976.59667 186.950116 14 18
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 581 3.4368883 3095.37283 291.095783 14.5362784 2000-2009 –> 2010-2019 7.4173976 3.9805093 4972.40481 534.033664 8 14
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 581 3.3898045 3081.34391 288.314974 13.5790859 2000-2009 –> 2010-2019 7.4290246 4.0392201 4970.12736 534.891910 5 16
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 581 3.4452121 3098.18370 290.860728 14.3848917 2000-2009 –> 2010-2019 7.4349421 3.9897300 4976.75665 533.955152 9 17
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 581 3.4020490 3085.53369 294.134792 13.5398455 2000-2009 –> 2010-2019 7.4478338 4.0457848 4975.39867 543.930083 7 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 272 3.3770429 1447.95080 246.954232 13.2427375 1982-1999 –> 2000-2009 5.6482413 2.2711985 3387.70252 469.909526 2 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 272 3.3754041 1447.68675 171.888332 13.1425554 1982-1999 –> 2000-2009 5.6860025 2.3105984 3402.22950 335.620461 1 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 272 3.3896816 1449.98294 226.052237 13.3263096 1982-1999 –> 2000-2009 5.7223828 2.3327012 3412.71321 431.066292 5 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 272 3.3865269 1449.47642 167.526324 13.2627616 1982-1999 –> 2000-2009 5.7263294 2.3398025 3414.82077 320.741162 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 272 3.4061228 1452.61516 125.065707 13.3415538 1982-1999 –> 2000-2009 5.7518457 2.3457229 3420.13281 216.460178 16 21
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 272 3.4054716 1452.51115 221.850452 13.3179776 1982-1999 –> 2000-2009 5.7550297 2.3495582 3421.43376 443.208478 15 21
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 272 3.3946084 1448.77306 242.037941 13.2920190 1982-1999 –> 2000-2009 5.7550532 2.3604448 3419.67127 421.586955 8 15
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 272 3.4051065 1452.45282 213.846138 13.3034878 1982-1999 –> 2000-2009 5.7751049 2.3699984 3428.82473 436.155428 13 21
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 272 3.3942481 1448.71531 160.832469 13.2374721 1982-1999 –> 2000-2009 5.8322098 2.4379618 3447.40207 274.057333 7 16
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 272 3.3964608 1449.06983 219.148649 13.3700054 1982-1999 –> 2000-2009 5.8446909 2.4482301 3451.37116 386.253157 10 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 373 2.5632576 1774.72225 260.625463 21.2359552 2000-2009 –> 2010-2019 5.9386617 3.3754041 3222.40900 432.513795 7 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 373 2.5532563 1771.80580 271.723201 20.8909211 2000-2009 –> 2010-2019 5.9397832 3.3865269 3221.28222 439.249525 2 5
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 373 2.5517179 1771.35618 892.772882 20.9842283 2000-2009 –> 2010-2019 5.9413995 3.3896816 3221.33913 1118.825119 1 5
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate 373 2.5593388 1771.58085 46.597432 20.1315779 2000-2009 –> 2010-2019 5.9616883 3.4023496 3221.59304 81.008167 4 15
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 373 2.5575587 1773.06181 186.908077 20.9298433 2000-2009 –> 2010-2019 5.9636815 3.4061228 3225.67698 311.973783 3 18
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 373 2.5605555 1773.93541 570.773313 20.8395080 2000-2009 –> 2010-2019 5.9656620 3.4051065 3226.38823 784.619451 5 17
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 373 2.5607249 1773.98478 522.196684 20.9568217 2000-2009 –> 2010-2019 5.9661965 3.4054716 3226.49593 744.047136 6 20
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 373 2.5938681 1781.57823 58.027913 19.6569678 2000-2009 –> 2010-2019 5.9716573 3.3777892 3227.64924 97.124097 8 10
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 373 2.6582209 1799.86033 828.355110 22.6545762 2000-2009 –> 2010-2019 6.0528293 3.3946084 3248.63338 1070.393051 9 16
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 373 2.6620131 1800.92380 629.076645 22.6817660 2000-2009 –> 2010-2019 6.0584739 3.3964608 3249.99362 848.225295 10 19
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4030 8.5703180 28765.98157 22.336600 28.7749822 1982-1999 –> 2000-2009 17.1678632 8.5975452 44896.83603 46.150436 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4030 8.8037032 28982.53454 57.147678 29.8325985 1982-1999 –> 2000-2009 17.8009215 8.9972183 45318.49941 94.763982 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4030 8.8059451 28984.58678 59.917853 29.8995998 1982-1999 –> 2000-2009 17.8095158 9.0035707 45323.73760 95.397325 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4030 8.8155478 28993.37125 56.802327 30.1574778 1982-1999 –> 2000-2009 17.8480389 9.0324911 45346.99829 97.678570 5 9
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 4030 8.8218993 28997.17633 14.825283 29.8884894 1982-1999 –> 2000-2009 17.8999951 9.0780958 45371.53701 33.816539 7 12
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4030 8.8595996 29033.54720 137.818853 30.3423330 1982-1999 –> 2000-2009 17.9535617 9.0939622 45417.79043 398.188910 10 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4030 8.8134195 28991.42517 25.411136 31.8521141 1982-1999 –> 2000-2009 18.1700657 9.3566462 45504.21003 52.998508 4 13
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4030 8.8197033 28997.16968 13.195547 31.3530742 1982-1999 –> 2000-2009 18.1717778 9.3520746 45507.74848 22.022146 6 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4030 8.8228409 29000.03651 15.076144 31.1857340 1982-1999 –> 2000-2009 18.1741156 9.3512748 45510.22926 28.656240 8 15
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4030 8.8440815 29019.41728 143.110852 36.6006103 1982-1999 –> 2000-2009 18.4390167 9.5949352 45645.72231 399.840354 9 19
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 5084 8.9251013 36698.17353 32.639109 34.7358408 2000-2009 –> 2010-2019 17.4954193 8.5703180 65464.15510 54.975709 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5084 9.2234502 37032.51258 59.699555 33.2142884 2000-2009 –> 2010-2019 18.0271534 8.8037032 66015.04713 116.847233 4 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5084 9.2235024 37032.57019 60.200822 33.2390649 2000-2009 –> 2010-2019 18.0294475 8.8059451 66017.15697 120.118675 5 8
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 5084 9.2236794 37030.76526 27.102453 33.2273590 2000-2009 –> 2010-2019 18.0455787 8.8218993 66027.94159 41.927736 6 13
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5084 9.1954067 37001.55020 152.231024 46.2072039 2000-2009 –> 2010-2019 18.0550063 8.8595996 66035.09741 290.049877 3 13
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5084 9.2598197 37072.52777 65.269377 33.2404449 2000-2009 –> 2010-2019 18.0753675 8.8155478 66065.89903 122.071704 7 12
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5084 9.0934063 36888.13100 58.645547 36.1306586 2000-2009 –> 2010-2019 18.1140182 9.0206119 66066.84366 114.810213 2 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5084 9.3094317 37126.86023 159.498375 42.1465729 2000-2009 –> 2010-2019 18.1535132 8.8440815 66146.27751 302.609227 8 17
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5084 9.3858892 37210.02797 41.789877 37.3093828 2000-2009 –> 2010-2019 18.1993087 8.8134195 66201.45314 67.201013 10 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5084 9.4013063 37226.71603 15.319623 36.6527041 2000-2009 –> 2010-2019 18.2210095 8.8197033 66223.88571 28.515170 11 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2630 6.0158999 16916.19197 19.937128 29.9265900 1982-1999 –> 2000-2009 10.7028462 4.6869463 30403.26218 36.273410 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2630 6.5512793 17364.63011 84.930538 27.7116586 1982-1999 –> 2000-2009 11.7943878 5.2431085 31361.45818 141.122796 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2630 6.5517078 17364.97411 27.804950 27.7204711 1982-1999 –> 2000-2009 11.7960271 5.2443194 31362.85196 43.003566 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2630 6.5726598 17381.76851 49.108632 27.2656831 1982-1999 –> 2000-2009 11.8273085 5.2546486 31388.59142 77.324886 5 9
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2630 6.5522722 17363.42724 10.071483 27.7786510 1982-1999 –> 2000-2009 11.8849646 5.3326924 31435.27233 15.356255 4 9
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2630 6.7694061 17536.91097 17.846131 23.5015599 1982-1999 –> 2000-2009 12.1566393 5.3872332 31657.01471 28.045585 6 12
Indo-Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2630 6.7956150 17555.23661 16.954954 24.0410183 1982-1999 –> 2000-2009 12.2158598 5.4202448 31701.11209 22.100936 7 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2630 6.8938732 17632.74664 66.372674 21.7782813 1982-1999 –> 2000-2009 12.3312864 5.4374132 31794.99864 110.965795 9 17
Indo-Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2630 6.8946164 17631.31371 55.787867 21.9340952 1982-1999 –> 2000-2009 12.3351211 5.4405047 31794.14964 71.706075 10 19
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 2630 7.0219681 17727.58569 9.107973 19.3329595 1982-1999 –> 2000-2009 12.4767144 5.4547463 31902.30611 14.077555 12 22
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2557 7.0894444 17286.76772 14.571950 24.2941193 2000-2009 –> 2010-2019 13.1053443 6.0158999 34202.95969 34.509078 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2557 7.5632266 17617.59714 22.725671 21.7436382 2000-2009 –> 2010-2019 14.1149344 6.5517078 34982.57125 50.530621 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2557 7.5680084 17620.82936 74.125035 21.6342483 2000-2009 –> 2010-2019 14.1192877 6.5512793 34985.45947 159.055573 4 6
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2557 7.5744182 17623.15893 9.116439 21.3201370 2000-2009 –> 2010-2019 14.1266905 6.5522722 34986.58617 19.187922 5 9
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2557 7.6166339 17653.58244 47.054529 21.4540765 2000-2009 –> 2010-2019 14.1892938 6.5726598 35035.35095 96.163161 7 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2557 7.5834216 17631.23412 13.791603 21.2850750 2000-2009 –> 2010-2019 14.3528278 6.7694061 35168.14509 31.637734 6 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2557 7.5003509 17574.90498 13.279447 22.9714902 2000-2009 –> 2010-2019 14.3686561 6.8683052 35188.10707 30.350224 2 10
Indo-Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2557 7.6651882 17684.07957 11.138959 20.8937620 2000-2009 –> 2010-2019 14.4608033 6.7956150 35239.31618 28.093913 8 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2557 7.7537665 17744.83764 55.690304 19.5177488 2000-2009 –> 2010-2019 14.6476396 6.8938732 35377.58428 122.062977 9 18
Indo-Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2557 7.7666187 17751.30734 33.473371 19.5866030 2000-2009 –> 2010-2019 14.6612352 6.8946164 35382.62105 89.261238 10 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2226 5.2689627 13729.59717 38.968423 19.6677311 1982-1999 –> 2000-2009 9.5005957 4.2316330 24405.64489 78.760764 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2226 5.2761028 13735.62608 47.585349 19.4793446 1982-1999 –> 2000-2009 9.5484590 4.2723562 24447.35964 100.718504 2 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2226 5.2778100 13737.06643 14.071419 19.3959373 1982-1999 –> 2000-2009 9.5491999 4.2713899 24447.95711 27.949983 3 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2226 5.2818893 13740.50609 21.706457 19.8204509 1982-1999 –> 2000-2009 9.5492763 4.2673870 24447.90341 43.099302 4 6
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2226 5.2821589 13738.73334 11.788535 19.7253340 1982-1999 –> 2000-2009 9.5535490 4.2713901 24447.62423 17.347204 5 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2226 5.2853479 13743.42033 63.617023 19.8603540 1982-1999 –> 2000-2009 9.5580765 4.2727285 24455.47859 134.774751 6 12
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2226 5.2867317 13742.58577 30.361060 20.1216548 1982-1999 –> 2000-2009 9.5598416 4.2731099 24452.97657 46.444016 7 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2226 5.2962050 13752.55618 20.363218 18.8931485 1982-1999 –> 2000-2009 9.5728243 4.2766193 24468.00579 42.097809 8 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2226 5.3092932 13763.54459 48.631557 19.7304150 1982-1999 –> 2000-2009 9.5901814 4.2808882 24482.71164 96.509966 10 19
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 2226 5.3092939 13761.54513 8.181043 19.7276268 1982-1999 –> 2000-2009 9.5921382 4.2828443 24480.41435 11.941828 11 21
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2477 5.8777575 15817.82400 33.185198 19.3442260 2000-2009 –> 2010-2019 11.1870507 5.3092932 29581.36859 81.816755 1 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2477 5.9359208 15866.60527 28.353332 18.2910207 2000-2009 –> 2010-2019 11.2048835 5.2689627 29596.20245 67.321755 2 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2477 5.9394691 15869.56575 8.547491 18.0894989 2000-2009 –> 2010-2019 11.2172791 5.2778100 29606.63217 22.618910 3 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2477 5.9443177 15873.60821 33.625973 18.0569249 2000-2009 –> 2010-2019 11.2204205 5.2761028 29609.23429 81.211322 4 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2477 5.9514099 15879.51532 13.203281 18.3386169 2000-2009 –> 2010-2019 11.2332992 5.2818893 29620.02141 34.909738 7 11
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2477 5.9516206 15877.69069 7.615687 18.2894057 2000-2009 –> 2010-2019 11.2337795 5.2821589 29616.42404 19.404223 8 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2477 5.9496552 15878.05453 45.335907 18.3472188 2000-2009 –> 2010-2019 11.2350032 5.2853479 29621.47486 108.952930 5 11
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2477 5.9506450 15876.87856 20.815636 18.2004810 2000-2009 –> 2010-2019 11.2373767 5.2867317 29619.46433 51.176696 6 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2477 5.9663360 15891.92440 14.900037 18.2276654 2000-2009 –> 2010-2019 11.2625410 5.2962050 29644.48058 35.263255 10 18
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 2477 5.9666563 15890.19035 7.483240 18.2077227 2000-2009 –> 2010-2019 11.2666396 5.2999833 29643.92142 19.210033 11 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2735 4.7242259 16268.88307 68.455300 17.5727442 1982-1999 –> 2000-2009 9.4098248 4.6855989 28427.02855 114.295229 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2735 4.7349994 16281.34312 81.511503 17.8143383 1982-1999 –> 2000-2009 9.4497990 4.7147996 28464.94810 136.516621 4 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2735 4.7703347 16322.01191 29.053913 15.7656568 1982-1999 –> 2000-2009 9.4638218 4.6934871 28487.05051 53.861143 8 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2735 4.7311625 16276.90890 41.343184 17.7699278 1982-1999 –> 2000-2009 9.4648768 4.7337143 28476.92122 62.852539 2 7
Indo-Pacific (26.75,27] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 2735 4.7707133 16320.44592 7.449985 15.5953375 1982-1999 –> 2000-2009 9.4724049 4.7016917 28490.64194 12.690347 9 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2735 4.7317718 16277.61325 50.878391 16.5728766 1982-1999 –> 2000-2009 9.4848091 4.7530373 28494.31959 93.547723 3 9
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2735 4.7392798 16286.28578 19.661310 16.2921720 1982-1999 –> 2000-2009 9.5143488 4.7750689 28521.94354 34.122127 6 13
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2735 4.7417387 16287.12296 7.605326 16.7266609 1982-1999 –> 2000-2009 9.5781281 4.8363894 28573.07139 12.124702 7 20
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2735 4.7373755 16282.08734 19.637830 17.2917576 1982-1999 –> 2000-2009 9.5781361 4.8407607 28571.73798 31.314591 5 19
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2735 4.8086791 16365.80448 44.756359 16.7695937 1982-1999 –> 2000-2009 9.6166221 4.8079430 28629.57834 83.430479 10 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3344 4.8098991 20008.54273 52.548364 19.0944925 2000-2009 –> 2010-2019 9.5341250 4.7242259 36277.42580 121.003664 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3344 4.8248036 20029.23489 25.173094 19.3991042 2000-2009 –> 2010-2019 9.5559662 4.7311625 36306.14378 66.516277 8 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3344 4.8246609 20029.03708 38.305838 19.3213801 2000-2009 –> 2010-2019 9.5564327 4.7317718 36306.65032 89.184230 5 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3344 4.8247616 20029.17668 64.482519 19.3013119 2000-2009 –> 2010-2019 9.5597610 4.7349994 36310.51979 145.994022 6 10
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 3344 4.8247951 20027.22314 17.849032 19.2964047 2000-2009 –> 2010-2019 9.5621706 4.7373755 36309.31048 37.486863 7 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3344 4.8249973 20029.50334 10.733528 19.3878388 2000-2009 –> 2010-2019 9.5642771 4.7392798 36315.78911 30.394838 10 16
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 3344 4.8250575 20027.58684 6.017051 19.3737260 2000-2009 –> 2010-2019 9.5667962 4.7417387 36314.70980 13.622378 11 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3344 4.8194487 20021.80793 20.838234 18.8023877 2000-2009 –> 2010-2019 9.5897834 4.7703347 36343.81984 49.892147 2 10
Indo-Pacific (26.75,27] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 3344 4.8238086 20025.85554 5.843664 18.9533470 2000-2009 –> 2010-2019 9.5945219 4.7707133 36346.30147 13.293648 3 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3344 4.8239202 20028.01019 30.280298 19.4597217 2000-2009 –> 2010-2019 9.6325993 4.8086791 36393.81467 75.036658 4 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4315 3.1270217 22098.33867 22.885727 15.3716638 1982-1999 –> 2000-2009 6.6761164 3.5490947 37726.59786 43.325612 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4315 3.1284692 22102.33274 24.788043 15.3623015 1982-1999 –> 2000-2009 6.6856408 3.5571715 37743.80805 52.057527 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4315 3.1296823 22105.67844 28.803940 15.0673164 1982-1999 –> 2000-2009 6.7005677 3.5708854 37769.52522 59.318723 3 6
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 4315 3.1318895 22109.76241 7.833995 15.2062544 1982-1999 –> 2000-2009 6.7028065 3.5709171 37771.66072 14.893854 4 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4315 3.1467383 22152.58200 13.333534 15.5316140 1982-1999 –> 2000-2009 6.7665257 3.6197874 37895.50917 23.936225 5 10
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4315 3.3898633 22794.85380 28.464736 12.7783293 1982-1999 –> 2000-2009 7.0946851 3.7048218 38672.78127 50.733128 6 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4315 3.3904829 22796.43091 46.467562 12.7737529 1982-1999 –> 2000-2009 7.1061900 3.7157072 38691.41577 85.847344 7 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4315 3.3926688 22801.99314 24.765589 12.7685465 1982-1999 –> 2000-2009 7.1400141 3.7473453 38746.27289 36.905761 8 16
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 4315 3.4026352 22825.30763 8.598410 13.8651072 1982-1999 –> 2000-2009 7.1584078 3.7557726 38780.64769 15.455805 11 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4315 3.4041500 22831.14879 29.564857 16.2940709 1982-1999 –> 2000-2009 7.3154025 3.9112524 39024.32575 62.330695 12 23
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5591 3.2659847 29115.15316 20.794109 14.4100550 2000-2009 –> 2010-2019 6.3956670 3.1296823 51220.83160 49.598049 2 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5591 3.2720566 29135.92289 16.279634 14.2403558 2000-2009 –> 2010-2019 6.3990783 3.1270217 51234.26156 39.165362 3 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5591 3.2722495 29131.37320 18.880400 14.2548172 2000-2009 –> 2010-2019 6.4007188 3.1284692 51233.70594 43.668443 5 7
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 5591 3.2720866 29134.02521 5.573496 14.2452369 2000-2009 –> 2010-2019 6.4039760 3.1318895 51243.78762 13.407491 4 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5591 3.2636935 29102.10221 8.386729 14.3837614 2000-2009 –> 2010-2019 6.4104317 3.1467383 51254.68421 21.720263 1 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5591 3.4561136 29747.86883 19.613968 15.3378286 2000-2009 –> 2010-2019 6.8459769 3.3898633 52542.72263 48.078704 7 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5591 3.4558429 29741.67508 34.483086 15.3734319 2000-2009 –> 2010-2019 6.8463258 3.3904829 52538.10599 80.950648 6 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5591 3.4596574 29754.00849 15.598295 15.4020093 2000-2009 –> 2010-2019 6.8523262 3.3926688 52556.00163 40.363884 9 17
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 5591 3.4588849 29754.83155 5.612113 14.7733001 2000-2009 –> 2010-2019 6.8615200 3.4026352 52580.13918 14.210523 8 19
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5591 3.7630708 30693.86378 22.053226 17.3615331 2000-2009 –> 2010-2019 7.2172262 3.4541554 53650.86115 51.296258 13 29
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5647 2.3592817 25733.77807 20.433335 9.8252002 1982-1999 –> 2000-2009 5.2409628 2.8816811 46141.01355 43.095898 4 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5647 2.3876650 25868.83970 30.196749 10.0817079 1982-1999 –> 2000-2009 5.2692612 2.8815962 46275.83258 76.101293 6 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5647 2.4387544 26107.95066 9.717879 10.2948151 1982-1999 –> 2000-2009 5.3372214 2.8984670 46562.99857 23.200956 9 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5647 2.4804880 26299.58613 14.270078 9.9929634 1982-1999 –> 2000-2009 5.3521116 2.8716236 46678.04033 28.327896 11 12
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 5647 2.4920520 26350.11606 8.628485 10.2896529 1982-1999 –> 2000-2009 5.3809378 2.8888858 46775.90730 21.058972 13 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5647 2.3007106 25449.85621 20.399710 9.2663793 1982-1999 –> 2000-2009 5.5143577 3.2136471 46754.64824 39.689292 3 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5647 2.2944878 25419.26764 31.534215 9.1717524 1982-1999 –> 2000-2009 5.5191240 3.2246362 46752.16099 77.566009 2 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5647 2.2879753 25387.16619 13.592065 9.0827523 1982-1999 –> 2000-2009 5.5405111 3.2525358 46790.97664 26.141045 1 14
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 5647 2.3595985 25733.29445 19.495282 9.8854330 1982-1999 –> 2000-2009 5.5934951 3.2338966 47087.79427 38.571751 5 17
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 5647 2.3888958 25872.65978 27.337822 9.9689241 1982-1999 –> 2000-2009 5.6431420 3.2542463 47278.79814 70.916786 7 21
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6611 2.4273844 30500.66394 10.194232 16.1356718 2000-2009 –> 2010-2019 4.7153597 2.2879753 55887.83012 23.786297 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6611 2.4284331 30506.37499 28.273763 15.9747664 2000-2009 –> 2010-2019 4.7229209 2.2944878 55925.64263 59.807978 2 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6611 2.4290292 30509.62004 14.454621 15.8984541 2000-2009 –> 2010-2019 4.7297398 2.3007106 55959.47625 34.854331 3 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6611 2.4394985 30566.48547 15.661599 14.3630070 2000-2009 –> 2010-2019 4.7987802 2.3592817 56300.26354 36.094934 4 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6611 2.4439004 30590.32218 31.702150 14.3133026 2000-2009 –> 2010-2019 4.8315654 2.3876650 56459.16188 61.898899 5 11
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 6611 2.4808273 30786.61010 13.939759 15.5158698 2000-2009 –> 2010-2019 4.8404258 2.3595985 56519.90454 33.435041 9 14
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 6611 2.4982628 30879.21052 25.171788 15.6914687 2000-2009 –> 2010-2019 4.8871586 2.3888958 56751.87030 52.509610 10 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6611 2.4790350 30779.05402 8.972043 13.8949245 2000-2009 –> 2010-2019 4.9177894 2.4387544 56887.00468 18.689923 8 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6611 2.4549306 30649.86372 11.658492 14.9160912 2000-2009 –> 2010-2019 4.9354186 2.4804880 56949.44986 25.928570 6 17
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 6611 2.4581018 30664.93204 9.473232 14.5594801 2000-2009 –> 2010-2019 4.9501537 2.4920520 57015.04810 18.101716 7 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5544 1.7029894 21650.27702 15.544094 7.9081411 1982-1999 –> 2000-2009 3.6976528 1.9946634 35113.89971 27.503132 3 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5544 1.7071592 21677.39347 14.837184 8.3048543 1982-1999 –> 2000-2009 3.7662526 2.0590934 35343.71215 28.549140 5 7
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5544 1.7628535 22033.35238 42.082079 8.6279678 1982-1999 –> 2000-2009 3.8242719 2.0614185 35706.86665 80.263582 9 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5544 1.7626027 22031.77489 44.139570 8.6247347 1982-1999 –> 2000-2009 3.8263790 2.0637763 35712.57780 78.135190 8 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5544 1.7564618 21993.07691 15.106368 8.4843486 1982-1999 –> 2000-2009 3.8343457 2.0778839 35717.31673 28.528373 6 12
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate 5544 1.7634150 22034.88347 5.278470 8.6132915 1982-1999 –> 2000-2009 3.8410309 2.0776159 35756.30101 11.265407 10 15
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5544 1.6923715 21580.92896 44.453342 7.8106360 1982-1999 –> 2000-2009 3.8656378 2.1732663 35591.33145 79.002876 2 10
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 5544 1.7598046 22012.15882 13.575464 8.2693439 1982-1999 –> 2000-2009 3.8678092 2.1080046 35826.16063 26.684268 7 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5544 1.6923601 21580.85419 35.427992 7.8925614 1982-1999 –> 2000-2009 3.8825979 2.1902378 35640.85489 72.742400 1 11
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 5544 1.7050203 21661.49226 10.646774 7.7298597 1982-1999 –> 2000-2009 3.8974895 2.1924692 35725.98536 19.870989 4 15
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6633 1.4684978 23934.96562 13.639123 12.4638117 2000-2009 –> 2010-2019 3.1756570 1.7071592 45612.35909 28.476308 4 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6633 1.4792940 24032.13884 14.262791 12.1633742 2000-2009 –> 2010-2019 3.1822833 1.7029894 45682.41586 29.806885 5 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6633 1.5166075 24362.60818 34.488216 13.5526483 2000-2009 –> 2010-2019 3.2089790 1.6923715 45943.53714 78.941559 7 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6633 1.4525895 23790.47083 13.307196 10.8799120 2000-2009 –> 2010-2019 3.2090513 1.7564618 45783.54774 28.413564 1 7
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6633 1.5204596 24396.26087 30.088277 13.7269466 2000-2009 –> 2010-2019 3.2128198 1.6923601 45977.11507 65.516269 8 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6633 1.4530279 23794.47443 33.128134 10.9243497 2000-2009 –> 2010-2019 3.2156307 1.7626027 45826.24932 77.267704 2 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6633 1.4532529 23796.52825 39.659791 10.9421149 2000-2009 –> 2010-2019 3.2161064 1.7628535 45829.88063 81.741870 3 12
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 6633 1.5206480 24395.90452 9.068686 13.7432995 2000-2009 –> 2010-2019 3.2256683 1.7050203 46057.39678 19.715461 9 13
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate 6633 1.5071441 24277.57132 4.683383 10.8292251 2000-2009 –> 2010-2019 3.2705591 1.7634150 46312.45479 9.961854 6 16
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 6633 1.5224039 24411.21335 11.370515 11.4380039 2000-2009 –> 2010-2019 3.2822085 1.7598046 46423.37217 24.945979 10 17
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2420 1.2015822 7770.47606 28.648064 5.2942887 1982-1999 –> 2000-2009 2.5071657 1.3055835 12746.84898 60.353806 6 7
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2420 1.1692452 7638.43738 15.977538 5.9602012 1982-1999 –> 2000-2009 2.5093832 1.3401379 12691.71475 35.523180 4 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2420 1.1613840 7605.78659 67.424259 5.8772740 1982-1999 –> 2000-2009 2.5273871 1.3660031 12715.34286 137.799043 3 7
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2420 1.1613683 7605.72099 147.932571 5.8676272 1982-1999 –> 2000-2009 2.5305200 1.3691517 12722.05534 290.332248 2 7
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2420 1.1613298 7605.56060 30.282803 5.8281184 1982-1999 –> 2000-2009 2.5353496 1.3740198 12732.34394 62.619918 1 8
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate 2420 1.1702752 7640.69895 14.786471 5.8558341 1982-1999 –> 2000-2009 2.5834733 1.4131980 12848.25187 32.534208 5 16
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2420 1.2496868 7960.46436 147.933683 4.9654609 1982-1999 –> 2000-2009 2.5918326 1.3421458 13018.14931 290.380521 8 11
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2420 1.2017649 7769.21218 28.644706 5.3247600 1982-1999 –> 2000-2009 2.5918548 1.3900899 12928.22786 60.191099 7 15
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2420 1.2515569 7967.70186 63.823394 5.1009402 1982-1999 –> 2000-2009 2.6236270 1.3720701 13090.30490 131.904537 9 15
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2420 1.2529610 7971.12883 147.317655 5.0817194 1982-1999 –> 2000-2009 2.6627920 1.4098310 13171.65898 289.713955 11 20
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2938 1.0291176 8520.33422 64.795610 6.0023147 2000-2009 –> 2010-2019 2.1905016 1.1613840 16126.12082 132.219869 1 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2938 1.0306416 8529.02954 118.229840 5.9957079 2000-2009 –> 2010-2019 2.1920099 1.1613683 16134.75053 266.162412 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2938 1.0325541 8539.92301 28.571490 5.9832110 2000-2009 –> 2010-2019 2.1938839 1.1613298 16145.48361 58.854294 3 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2938 1.0748302 8775.71096 14.201286 6.2100455 2000-2009 –> 2010-2019 2.2440755 1.1692452 16414.14834 30.178825 4 8
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate 2938 1.0826890 8816.51769 12.307441 6.1040842 2000-2009 –> 2010-2019 2.2529642 1.1702752 16457.21664 27.093912 5 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2938 1.1292251 9065.80303 26.593925 5.7533511 2000-2009 –> 2010-2019 2.3308073 1.2015822 16836.27909 55.241989 6 12
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2938 1.1294017 9064.72142 25.846589 5.8373438 2000-2009 –> 2010-2019 2.3311666 1.2017649 16833.93360 54.491295 7 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2938 1.1888118 9367.96235 117.041716 6.0328527 2000-2009 –> 2010-2019 2.4384986 1.2496868 17328.42671 264.975400 9 17
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2938 1.1900782 9372.21862 116.203443 5.7960641 2000-2009 –> 2010-2019 2.4430392 1.2529610 17343.34745 263.521098 10 21
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2938 1.2089079 9466.46238 54.664093 6.5495318 2000-2009 –> 2010-2019 2.4604648 1.2515569 17434.16425 118.487487 12 21
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3174 0.9912092 8965.37105 10.592064 5.4662363 1982-1999 –> 2000-2009 1.9169023 0.9256931 14641.45501 22.688531 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3174 1.0087227 9076.55346 33.586001 5.7353821 1982-1999 –> 2000-2009 1.9524045 0.9436818 14833.85632 67.182138 3 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3174 1.0087153 9076.50684 71.349400 5.7352564 1982-1999 –> 2000-2009 1.9524339 0.9437186 14833.97460 143.216775 2 5
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate 3174 1.0087922 9074.99056 9.826040 5.7376270 1982-1999 –> 2000-2009 1.9526979 0.9439057 14831.29467 20.476379 4 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3174 1.0094058 9080.85065 15.338472 5.7360788 1982-1999 –> 2000-2009 1.9556329 0.9462271 14849.52061 30.119859 5 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3174 1.0095576 9081.80543 73.508118 4.7539501 1982-1999 –> 2000-2009 1.9919202 0.9823626 15008.63204 154.109955 6 12
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3174 1.0106833 9088.87972 302.698430 4.7633468 1982-1999 –> 2000-2009 1.9954582 0.9847749 15026.05639 616.232989 7 14
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3174 1.0120779 9097.63281 40.025436 4.7576382 1982-1999 –> 2000-2009 1.9990621 0.9869843 15044.26644 84.744518 8 16
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate 3174 1.0441146 9293.46005 9.411854 5.2813968 1982-1999 –> 2000-2009 2.0988619 1.0547473 15518.31170 20.260795 9 19
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3174 1.0663156 9429.02248 9.874492 5.7056469 1982-1999 –> 2000-2009 2.1069956 1.0406801 15599.21314 20.727390 10 19
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3375 0.9059058 8924.80040 9.304088 6.9619404 2000-2009 –> 2010-2019 1.8971150 0.9912092 17890.17146 19.896152 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3375 0.9226260 9048.24871 54.107052 7.3405890 2000-2009 –> 2010-2019 1.9313413 1.0087153 18124.75554 125.456452 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3375 0.9227740 9049.33142 27.048492 7.3424635 2000-2009 –> 2010-2019 1.9314967 1.0087227 18125.88487 60.634493 3 6
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate 3375 0.9244035 9059.24044 8.447225 7.3880804 2000-2009 –> 2010-2019 1.9331957 1.0087922 18134.23100 18.273265 4 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3375 0.9253385 9068.06418 11.641337 7.3389399 2000-2009 –> 2010-2019 1.9347443 1.0094058 18148.91482 26.979809 5 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3375 0.9282041 9088.93582 75.341057 6.2820370 2000-2009 –> 2010-2019 1.9377617 1.0095576 18170.74124 148.849176 6 12
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3375 0.9298298 9100.74728 276.739681 6.2980719 2000-2009 –> 2010-2019 1.9405131 1.0106833 18189.62700 579.438111 7 14
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3375 0.9321591 9117.63547 40.807978 6.2814781 2000-2009 –> 2010-2019 1.9442369 1.0120779 18215.26828 80.833413 8 16
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate 3375 0.9512489 9252.47325 8.144129 6.7781460 2000-2009 –> 2010-2019 1.9953635 1.0441146 18545.93330 17.555983 9 18
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3375 0.9827815 9474.59819 8.562484 5.3141737 2000-2009 –> 2010-2019 2.0490971 1.0663156 18903.62067 18.436976 10 20
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4529 0.8876078 11786.80283 24.738555 4.8139941 1982-1999 –> 2000-2009 1.4424538 0.5548460 17173.40578 51.634935 3 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4529 0.8869873 11780.46849 38.409557 4.8044433 1982-1999 –> 2000-2009 1.4428097 0.5558224 17178.45401 78.658249 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4529 0.8867815 11778.36668 326.080283 4.8022529 1982-1999 –> 2000-2009 1.4428912 0.5561097 17179.69810 671.144997 1 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4529 0.8989125 11901.43782 12.207068 4.5144959 1982-1999 –> 2000-2009 1.4685840 0.5696715 17458.75589 27.013792 4 8
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate 4529 0.9016238 11926.71804 11.514412 4.6165220 1982-1999 –> 2000-2009 1.4723056 0.5706818 17493.50687 24.974060 5 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4529 0.9150980 12063.08174 71.715600 4.8336569 1982-1999 –> 2000-2009 1.5442090 0.6291111 18262.93086 186.823254 9 15
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 4529 0.9155013 12065.07377 23.255274 4.9403659 1982-1999 –> 2000-2009 1.5448059 0.6293046 18264.91379 48.566496 10 17
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4529 0.9142798 12054.97945 111.766185 4.8314829 1982-1999 –> 2000-2009 1.5449246 0.6306449 18270.59322 290.400229 7 15
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 4529 0.9146300 12056.44855 33.748401 4.9308484 1982-1999 –> 2000-2009 1.5454372 0.6308072 18271.72910 69.889808 8 17
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 4529 0.9141503 12051.69681 306.151714 4.9270076 1982-1999 –> 2000-2009 1.5457593 0.6316090 18275.20069 631.320747 6 16
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4750 0.6430590 9299.48683 247.580566 5.5261910 2000-2009 –> 2010-2019 1.5298405 0.8867815 21077.85351 573.660848 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4750 0.6433753 9304.15917 27.106065 5.5249133 2000-2009 –> 2010-2019 1.5303626 0.8869873 21084.62766 65.515621 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4750 0.6451396 9330.17450 17.134926 5.5284799 2000-2009 –> 2010-2019 1.5327474 0.8876078 21116.97733 41.873481 3 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4750 0.6478660 9370.23845 9.865774 5.4141476 2000-2009 –> 2010-2019 1.5467785 0.8989125 21271.67627 22.072842 4 8
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate 4750 0.6483781 9375.74425 8.475388 5.4638302 2000-2009 –> 2010-2019 1.5500020 0.9016238 21302.46228 19.989800 5 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4750 0.6731996 9734.63842 879.671596 5.4215827 2000-2009 –> 2010-2019 1.5870969 0.9138973 21785.82797 1835.967322 6 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4750 0.6734533 9738.21840 96.180381 5.3988736 2000-2009 –> 2010-2019 1.5877331 0.9142798 21793.19785 207.946566 7 15
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 4750 0.6749284 9757.00384 236.355589 5.6442976 2000-2009 –> 2010-2019 1.5890787 0.9141503 21808.70065 542.507302 9 16
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 4750 0.6755362 9765.55560 24.758485 5.6438219 2000-2009 –> 2010-2019 1.5901662 0.9146300 21822.00415 58.506886 11 20
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4750 0.6753258 9764.59618 60.922798 5.4054730 2000-2009 –> 2010-2019 1.5904238 0.9150980 21827.67793 132.638398 10 20
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2395 0.6527214 4767.27782 42.266137 5.4910313 1982-1999 –> 2000-2009 1.3181851 0.6654638 8688.33756 89.308363 2 3
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2395 0.6531845 4770.67571 42.268909 5.4819067 1982-1999 –> 2000-2009 1.3190036 0.6658190 8693.79670 89.323140 3 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2395 0.6522031 4763.47302 37.281567 5.1743035 1982-1999 –> 2000-2009 1.3198020 0.6675989 8696.90418 73.441615 1 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2395 0.6627233 4840.12085 36.309864 5.7103503 1982-1999 –> 2000-2009 1.3377919 0.6750686 8816.52344 71.708042 4 8
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + silicate 2395 0.6632039 4841.59255 35.322732 5.7027591 1982-1999 –> 2000-2009 1.3389379 0.6757340 8819.80009 70.351322 5 10
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2395 0.6753346 4930.41534 41.878703 5.4919176 1982-1999 –> 2000-2009 1.3646739 0.6893393 8987.60832 88.596617 6 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2395 0.6757712 4933.51080 51.926163 5.4816364 1982-1999 –> 2000-2009 1.3659209 0.6901498 8995.24171 108.932714 7 15
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 2395 0.6805930 4965.56776 33.578788 5.6564506 1982-1999 –> 2000-2009 1.3702341 0.6896411 9022.45117 67.835063 11 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2395 0.6772941 4942.29376 40.538939 5.4534017 1982-1999 –> 2000-2009 1.3788428 0.7015487 9065.29064 85.415325 8 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 2395 0.6773889 4942.96381 645.852324 5.4515857 1982-1999 –> 2000-2009 1.3790955 0.7017067 9066.83029 1620.358396 9 20
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3261 0.4784677 4460.51727 33.356321 2.6022348 2000-2009 –> 2010-2019 1.1311891 0.6527214 9227.79509 75.622457 3 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3261 0.4783375 4458.74183 555.251805 2.6030846 2000-2009 –> 2010-2019 1.1312036 0.6528661 9227.08192 1201.120702 2 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3261 0.4781340 4455.96706 33.371121 2.6011311 2000-2009 –> 2010-2019 1.1313186 0.6531845 9226.64278 75.640030 1 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3261 0.4891471 4604.48754 27.279789 3.0561715 2000-2009 –> 2010-2019 1.1413502 0.6522031 9367.96056 64.561357 5 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3261 0.4877490 4585.81883 26.852563 2.3540884 2000-2009 –> 2010-2019 1.1504723 0.6627233 9425.93967 63.162427 4 9
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + silicate 3261 0.4913368 4631.61825 25.958163 2.3990857 2000-2009 –> 2010-2019 1.1545407 0.6632039 9473.21080 61.280895 9 15
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3261 0.4912568 4632.55550 31.346780 2.3678542 2000-2009 –> 2010-2019 1.1665914 0.6753346 9562.97084 73.225483 8 15
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3261 0.4912170 4632.02780 670.663803 2.3693518 2000-2009 –> 2010-2019 1.1666641 0.6754470 9563.24065 1511.014228 7 15
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3261 0.4909652 4628.68301 41.155984 2.3677892 2000-2009 –> 2010-2019 1.1667363 0.6757712 9562.19382 93.082147 6 15
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 3261 0.4927219 4649.97814 24.978362 2.2583601 2000-2009 –> 2010-2019 1.1733149 0.6805930 9615.54589 58.557151 10 23
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4544 0.8418255 11344.51824 163.725574 6.1692560 1982-1999 –> 2000-2009 1.8563092 1.0144838 20250.82570 279.722064 4 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4544 0.8430494 11357.72208 126.046787 6.0395962 1982-1999 –> 2000-2009 1.8587754 1.0157260 20271.62153 217.481434 5 7
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4544 0.8433074 11360.50205 126.424298 6.0453227 1982-1999 –> 2000-2009 1.8592084 1.0159010 20275.47058 218.033022 7 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4544 0.8432428 11359.80636 450.952312 6.0445699 1982-1999 –> 2000-2009 1.8592649 1.0160221 20275.51395 801.903021 6 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4544 0.8384228 11307.70971 28.149630 6.2706499 1982-1999 –> 2000-2009 1.8795774 1.0411546 20375.01349 59.212096 1 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4544 0.8386327 11309.98473 213.315024 6.2740843 1982-1999 –> 2000-2009 1.8800924 1.0414597 20379.10612 409.656176 2 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4544 0.8387443 11311.19410 28.137694 6.2739145 1982-1999 –> 2000-2009 1.8800953 1.0413510 20379.66814 59.181138 3 9
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 4544 0.8500963 11431.37051 13.744409 5.8041419 1982-1999 –> 2000-2009 1.8928430 1.0427468 20506.15447 29.343627 10 18
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 4544 0.8503770 11434.37154 14.090450 5.8078762 1982-1999 –> 2000-2009 1.8933259 1.0429489 20510.35769 30.306524 12 21
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 4544 0.8502498 11433.01195 193.473117 5.8079766 1982-1999 –> 2000-2009 1.8933292 1.0430794 20509.77433 326.969112 11 21
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5294 0.8508015 13326.95004 20.656415 3.7389432 2000-2009 –> 2010-2019 1.6892243 0.8384228 24634.65974 48.806045 4 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5294 0.8508563 13327.63152 196.789782 3.7400380 2000-2009 –> 2010-2019 1.6894890 0.8386327 24637.61626 410.104805 6 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5294 0.8509071 13328.26398 20.645894 3.7400080 2000-2009 –> 2010-2019 1.6896514 0.8387443 24639.45808 48.783588 8 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5294 0.8493727 13309.15372 122.009326 3.8225457 2000-2009 –> 2010-2019 1.6924221 0.8430494 24666.87580 248.056113 1 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5294 0.8494405 13309.99927 471.261412 3.8245134 2000-2009 –> 2010-2019 1.6926833 0.8432428 24669.80563 922.213724 2 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5294 0.8494727 13310.40038 122.257383 3.8250461 2000-2009 –> 2010-2019 1.6927801 0.8433074 24670.90244 248.681681 3 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5294 0.8518840 13340.41218 145.158225 3.7097699 2000-2009 –> 2010-2019 1.6937094 0.8418255 24684.93042 308.883799 10 14
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate 5294 0.8523647 13344.38556 101.001963 3.7467987 2000-2009 –> 2010-2019 1.6993881 0.8470234 24742.84610 219.005519 11 20
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 5294 0.8508021 13324.95776 10.505133 3.7368850 2000-2009 –> 2010-2019 1.7008984 0.8500963 24756.32827 24.249542 5 15
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate 5294 0.8565976 13396.83644 17.097493 3.5913011 2000-2009 –> 2010-2019 1.7010524 0.8444548 24767.69571 41.761420 12 20
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2170 0.6821236 4511.95071 396.260341 7.2230740 1982-1999 –> 2000-2009 1.3978782 0.7157546 6753.55600 1355.753649 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2170 0.6834719 4520.52077 393.438423 7.2060291 1982-1999 –> 2000-2009 1.4007876 0.7173157 6766.60116 1345.030839 2 5
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2170 0.6854988 4531.37202 393.817760 7.0118288 1982-1999 –> 2000-2009 1.4022339 0.7167351 6773.78924 1351.823410 3 5
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2170 0.6891899 4554.67863 389.420282 6.9339161 1982-1999 –> 2000-2009 1.4091255 0.7199356 6806.24719 1336.288332 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2170 0.7119839 4697.89544 268.993039 7.2237209 1982-1999 –> 2000-2009 1.4715024 0.7595185 7061.40024 976.637283 5 10
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 2170 0.7298310 4803.34377 260.821523 6.7626484 1982-1999 –> 2000-2009 1.5008532 0.7710222 7195.72519 914.728104 6 12
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2170 0.7907721 5151.39806 268.932944 7.7385431 1982-1999 –> 2000-2009 1.5636324 0.7728602 7548.67019 909.456415 7 14
Indo-Pacific (28.2,28.3] 3 cstar_tref ~ nitrate + phosphate + phosphate_star 2170 0.8054499 5229.21562 253.752863 7.2935731 1982-1999 –> 2000-2009 1.5901062 0.7846563 7655.60097 842.868384 8 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2170 0.9270966 5843.66621 54.999372 7.7907586 1982-1999 –> 2000-2009 1.8261568 0.8990602 8553.60949 207.549424 9 18
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2170 0.9527391 5960.07560 41.328933 7.1974004 1982-1999 –> 2000-2009 1.8678696 0.9151305 8704.40894 155.201180 10 20
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2521 0.3964331 2503.18731 623.603909 1.7392973 2000-2009 –> 2010-2019 1.0743146 0.6778815 6988.06340 1164.353861 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2521 0.3978202 2520.79826 499.279018 1.7489398 2000-2009 –> 2010-2019 1.0768064 0.6789862 7012.74131 983.170831 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2521 0.3992628 2539.04924 606.319025 1.6573091 2000-2009 –> 2010-2019 1.0809350 0.6816722 7048.12646 1088.745565 3 7
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2521 0.4006531 2556.57603 473.030787 1.6528760 2000-2009 –> 2010-2019 1.0827767 0.6821236 7068.52673 869.291129 6 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2521 0.4022777 2576.97938 484.216799 1.7347604 2000-2009 –> 2010-2019 1.0836125 0.6813348 7083.90806 896.565566 9 12
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2521 0.3992828 2537.30173 606.168135 1.6583342 2000-2009 –> 2010-2019 1.0836700 0.6843872 7061.63028 1079.701909 4 14
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2521 0.3994286 2539.14215 961.056219 1.6566485 2000-2009 –> 2010-2019 1.0838499 0.6844213 7063.68719 1745.107058 5 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2521 0.4013270 2565.04977 494.522879 1.7741181 2000-2009 –> 2010-2019 1.0840865 0.6827594 7081.04393 973.976909 8 15
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2521 0.4007404 2555.67402 469.868754 1.6549346 2000-2009 –> 2010-2019 1.0862391 0.6854988 7087.04604 863.686514 7 20
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2521 0.4027611 2581.03463 482.824763 1.6845364 2000-2009 –> 2010-2019 1.0863149 0.6835537 7100.07489 894.224020 10 19
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ temp + aou + nitrate + silicate 22 0.0088767 -133.43680 51.398341 0.0181754 1982-1999 –> 2000-2009 0.0116384 0.0027616 -201.95084 332.352164 9 10
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ temp + aou + silicate + phosphate 22 0.0088540 -133.54955 49.486528 0.0180563 1982-1999 –> 2000-2009 0.0135330 0.0046790 -192.57284 416.713204 8 11
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 22 0.0079850 -138.09524 945.990195 0.0159660 1982-1999 –> 2000-2009 0.0135363 0.0055514 -194.04119 1428.966899 1 8
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 22 0.0087845 -133.89638 776.538123 0.0178871 1982-1999 –> 2000-2009 0.0135928 0.0048083 -192.42907 1077.646734 5 9
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 22 0.0087846 -133.89612 677.422957 0.0178867 1982-1999 –> 2000-2009 0.0135941 0.0048095 -192.42415 968.358091 6 11
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ silicate + phosphate + phosphate_star 22 0.0087988 -135.82498 662.229387 0.0182533 1982-1999 –> 2000-2009 0.0138369 0.0050382 -195.51696 914.935152 7 13
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + silicate 22 0.0099941 -128.22006 30.568812 0.0205568 1982-1999 –> 2000-2009 0.0143388 0.0043446 -188.57782 66.229892 10 12
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 22 0.0085576 -135.04789 638.903630 0.0161343 1982-1999 –> 2000-2009 0.0148332 0.0062756 -188.78651 789.516198 3 13
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 22 0.0085565 -135.05353 560.490331 0.0161475 1982-1999 –> 2000-2009 0.0149534 0.0063969 -188.44767 708.408888 2 14
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ nitrate + silicate + phosphate_star 22 0.0085750 -136.95872 549.177416 0.0157506 1982-1999 –> 2000-2009 0.0158191 0.0072441 -190.11404 676.734929 4 22
SO (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 15 0.3334334 23.61879 942.308893 0.6665396 1982-1999 –> 2000-2009 0.8076443 0.4742110 56.45819 1609.219053 2 3
SO (-Inf,26] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 15 0.4673235 31.74615 112.357566 1.0403741 1982-1999 –> 2000-2009 0.9558484 0.4885250 63.41822 664.946483 5 8
SO (-Inf,26] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 15 0.4675930 31.76344 332.593782 1.0484245 1982-1999 –> 2000-2009 0.9576296 0.4900366 63.52202 868.514211 6 10
SO (-Inf,26] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 15 0.4794255 32.51315 314.311321 1.1031127 1982-1999 –> 2000-2009 0.9592469 0.4798215 63.68187 798.720653 7 9
SO (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 15 0.5125143 34.51536 532.407342 1.2756487 1982-1999 –> 2000-2009 1.0629120 0.5503977 69.52644 1223.317666 8 15
SO (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 15 0.5288466 35.45645 406.992933 1.3487765 1982-1999 –> 2000-2009 1.0933291 0.5644825 71.17504 794.141997 9 18
SO (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 15 0.5375153 35.94421 196.279532 1.3950561 1982-1999 –> 2000-2009 1.1043662 0.5668510 71.78004 582.936845 10 21
SO (-Inf,26] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 15 0.6118949 39.83231 856.314903 1.8143153 1982-1999 –> 2000-2009 1.1058704 0.4939755 71.81505 1198.965514 13 18
SO (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 15 0.3234671 20.70842 201.622110 0.6311463 1982-1999 –> 2000-2009 1.1091041 0.7856370 65.68340 386.644328 1 28
SO (-Inf,26] 3 cstar_tref ~ temp + aou + phosphate 15 0.5618598 35.27307 225.572610 1.6167896 1982-1999 –> 2000-2009 1.1122586 0.5503988 68.28421 266.221992 12 20
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 137 2.0980085 605.82002 18.179747 5.7088093 1982-1999 –> 2000-2009 4.5658958 2.4678873 1218.97367 93.237668 2 3
SO (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 137 2.0970036 605.68875 36.634445 5.6353783 1982-1999 –> 2000-2009 4.5899063 2.4929027 1221.44442 109.085399 1 4
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 137 2.1070593 606.99952 15.341391 5.9084753 1982-1999 –> 2000-2009 4.6298040 2.5227446 1225.82530 90.556097 3 8
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 137 2.1426903 611.59420 54.832804 5.4128898 1982-1999 –> 2000-2009 4.6329791 2.4902887 1227.07920 125.292126 6 8
SO (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 137 2.1568561 611.39971 9.674963 5.7470493 1982-1999 –> 2000-2009 4.6549989 2.4981429 1225.69713 80.116975 8 12
SO (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 137 2.1538703 613.02014 51.507184 5.4372262 1982-1999 –> 2000-2009 4.6857964 2.5319262 1232.78321 125.492531 7 13
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 137 2.1283632 609.75595 60.219726 5.6823996 1982-1999 –> 2000-2009 4.7092695 2.5809062 1234.46236 166.543874 4 12
SO (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 137 2.1689433 612.93094 36.607587 5.7926133 1982-1999 –> 2000-2009 4.7093140 2.5403707 1231.55307 102.445849 9 16
SO (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 137 2.1367202 608.82969 9.656535 5.5890052 1982-1999 –> 2000-2009 4.7253431 2.5886229 1232.30635 75.589662 5 14
SO (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 137 2.1959626 618.32317 351.318259 6.6157619 1982-1999 –> 2000-2009 4.8171226 2.6211601 1247.02250 644.793065 11 21
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 79 1.7117693 323.12163 103.649744 3.9987893 2000-2009 –> 2010-2019 3.8097778 2.0980085 928.94166 121.829491 1 3
SO (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 79 1.7699135 328.39934 79.143118 4.0027928 2000-2009 –> 2010-2019 3.8669171 2.0970036 934.08809 115.777563 2 3
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 79 1.8115291 332.07135 78.682135 4.1041654 2000-2009 –> 2010-2019 3.9185884 2.1070593 939.07087 94.023526 3 6
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 79 1.9055563 340.06658 173.659438 5.9996555 2000-2009 –> 2010-2019 4.0482466 2.1426903 951.66077 228.492243 4 10
SO (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 79 1.9057340 338.08131 82.303441 5.9552638 2000-2009 –> 2010-2019 4.0625901 2.1568561 949.48102 91.978404 5 13
SO (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 79 1.9732575 345.58263 329.132971 4.6085916 2000-2009 –> 2010-2019 4.1692201 2.1959626 963.90580 680.451229 6 17
SO (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 79 2.0154120 348.92242 65.817531 6.7927014 2000-2009 –> 2010-2019 4.1692823 2.1538703 961.94256 117.324715 7 14
SO (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 79 2.0154519 346.92555 64.432948 6.8130355 2000-2009 –> 2010-2019 4.1843952 2.1689433 959.85649 101.040535 8 17
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 79 2.1010050 355.49398 125.909362 7.4808378 2000-2009 –> 2010-2019 4.2293682 2.1283632 965.24993 186.129088 9 13
SO (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 79 2.1011474 353.50469 63.372596 7.4472165 2000-2009 –> 2010-2019 4.2378675 2.1367202 962.33438 73.029130 10 15
SO (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 281 2.8935713 1408.56366 17.297085 8.8265285 1982-1999 –> 2000-2009 5.6884309 2.7948596 2631.24354 61.910164 2 14
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 281 2.9231983 1414.28867 26.642288 8.9192917 1982-1999 –> 2000-2009 5.6979649 2.7747666 2633.40423 72.593555 3 14
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 281 3.1155769 1450.10831 34.446453 10.7296287 1982-1999 –> 2000-2009 5.7458356 2.6302588 2642.80256 74.113797 7 14
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 281 3.1271162 1452.18598 31.391734 10.8133644 1982-1999 –> 2000-2009 5.7485275 2.6214113 2643.21576 70.328308 8 14
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 281 2.9340712 1416.37516 40.503284 9.0310276 1982-1999 –> 2000-2009 5.7664906 2.8324195 2645.64965 113.170161 4 17
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 281 2.7008427 1369.82633 25.055812 9.8282863 1982-1999 –> 2000-2009 5.7700439 3.0692012 2638.76213 43.728725 1 29
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 281 3.1549728 1457.17014 27.516192 11.0706016 1982-1999 –> 2000-2009 5.8013934 2.6464206 2652.89054 74.822114 9 17
SO (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 281 3.0042231 1429.65413 276.654393 9.4177571 1982-1999 –> 2000-2009 5.9005040 2.8962809 2669.94294 474.147918 6 20
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 281 3.4774854 1511.86936 34.497530 13.7154594 1982-1999 –> 2000-2009 5.9721212 2.4946358 2678.41152 58.375312 24 25
SO (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 281 3.2897247 1480.67525 654.394077 11.5873799 1982-1999 –> 2000-2009 6.0215330 2.7318082 2692.08297 1091.144092 16 26
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 176 2.3640784 816.32304 25.534709 7.2928893 2000-2009 –> 2010-2019 5.0649211 2.7008427 2186.14936 50.590521 19 20
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 176 2.2331261 796.26402 245.633177 6.5473943 2000-2009 –> 2010-2019 5.1563244 2.9231983 2210.55269 272.275465 5 8
SO (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 176 2.2685867 801.80964 222.467823 6.5643817 2000-2009 –> 2010-2019 5.1621580 2.8935713 2210.37330 239.764908 9 11
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 176 2.0355232 763.65137 244.875057 8.5534427 2000-2009 –> 2010-2019 5.1626394 3.1271162 2215.83735 276.266791 1 9
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 176 2.0764919 770.66568 247.097319 8.5098594 2000-2009 –> 2010-2019 5.1920688 3.1155769 2220.77399 281.543772 2 9
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 176 2.2972438 806.22830 296.845168 6.6120357 2000-2009 –> 2010-2019 5.2313149 2.9340712 2222.60346 337.348451 12 16
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 176 2.0939187 773.60749 247.109317 8.5220890 2000-2009 –> 2010-2019 5.2488915 3.1549728 2230.77763 274.625508 3 12
SO (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 176 2.3269265 810.74737 365.529800 6.5632108 2000-2009 –> 2010-2019 5.3311496 3.0042231 2240.40150 642.184193 16 22
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 176 2.4020864 819.93723 25.293006 7.0129005 2000-2009 –> 2010-2019 5.3618795 2.9597931 2239.21778 32.629313 24 29
SO (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 176 2.1576518 784.16157 811.893440 8.6133588 2000-2009 –> 2010-2019 5.4473765 3.2897247 2264.83682 1466.287517 4 20
SO (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 637 2.1005148 2767.26812 36.054454 8.8048749 1982-1999 –> 2000-2009 3.8990955 1.7985807 4747.08580 123.114360 2 10
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 637 2.1082795 2771.96889 36.175651 8.8486100 1982-1999 –> 2000-2009 3.9054507 1.7971712 4751.01824 130.396581 3 10
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 637 2.0179240 2716.16395 45.034103 6.8877622 1982-1999 –> 2000-2009 3.9337267 1.9158027 4757.85768 70.828085 1 18
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 637 2.1110584 2773.64701 60.981298 8.8494521 1982-1999 –> 2000-2009 3.9354680 1.8244096 4767.43809 207.521580 4 16
SO (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 637 2.1294675 2784.70855 567.404031 8.7754758 1982-1999 –> 2000-2009 3.9903225 1.8608550 4797.88363 928.381655 5 20
SO (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + silicate 637 2.1413256 2789.78327 11.540509 8.4864910 1982-1999 –> 2000-2009 4.4083092 2.2669836 4994.42415 31.502530 6 35
SO (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 637 2.2701680 2866.22146 66.290973 7.4403411 1982-1999 –> 2000-2009 4.4913996 2.2212317 5052.88184 222.007289 9 34
SO (26.75,27] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 637 2.2927522 2876.83290 27.449255 6.4876535 1982-1999 –> 2000-2009 4.6248225 2.3320703 5109.21396 157.419975 11 47
SO (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 637 3.0894874 3258.80630 45.116300 13.8463234 1982-1999 –> 2000-2009 4.6685468 1.5790594 5111.05882 75.638151 28 31
SO (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 637 2.2507192 2855.25998 34.317209 6.9455822 1982-1999 –> 2000-2009 4.7325404 2.4818212 5150.63252 112.136299 7 48
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 418 1.5650518 1574.69283 64.137210 5.9036972 2000-2009 –> 2010-2019 3.5829758 2.0179240 4290.85678 109.171313 6 7
SO (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 418 1.5667246 1575.58591 403.396282 5.6141695 2000-2009 –> 2010-2019 3.6672394 2.1005148 4342.85403 439.450737 8 10
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 418 1.5658998 1575.14571 585.840822 5.6401698 2000-2009 –> 2010-2019 3.6741793 2.1082795 4347.11460 622.016472 7 10
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 418 1.5718222 1578.30155 683.319015 5.5473091 2000-2009 –> 2010-2019 3.6828805 2.1110584 4351.94856 744.300312 9 13
SO (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + silicate 418 1.6600508 1621.95769 56.155020 5.7489890 2000-2009 –> 2010-2019 3.8013764 2.1413256 4411.74096 67.695529 16 21
SO (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 418 1.6490860 1618.41756 614.402276 5.7797565 2000-2009 –> 2010-2019 3.9192540 2.2701680 4484.63902 680.693249 15 23
SO (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 418 1.6845073 1636.18415 244.994605 6.1145354 2000-2009 –> 2010-2019 3.9352266 2.2507192 4491.44412 279.311814 21 27
SO (26.75,27] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 418 1.7091330 1646.31708 244.878316 6.0473956 2000-2009 –> 2010-2019 3.9599601 2.2508271 4499.63811 255.616505 26 33
SO (26.75,27] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 418 1.6683207 1626.11208 614.184781 5.7209961 2000-2009 –> 2010-2019 3.9610728 2.2927522 4502.94498 641.634036 17 27
SO (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + silicate 418 1.6923744 1638.07940 44.071497 6.1137334 2000-2009 –> 2010-2019 3.9630160 2.2706416 4502.56664 51.124367 23 32
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1220 1.3763180 4255.57484 30.379644 5.3173674 1982-1999 –> 2000-2009 2.7881573 1.4118394 7507.97020 77.699785 1 2
SO (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1220 1.4035989 4303.46654 36.406920 5.0241235 1982-1999 –> 2000-2009 2.8394468 1.4358479 7586.82092 108.164915 3 7
SO (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1220 1.4049766 4305.86043 32.404729 5.0743766 1982-1999 –> 2000-2009 2.8527252 1.4477486 7604.36936 113.938869 4 10
SO (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1220 1.4051117 4306.09498 78.183359 5.0631301 1982-1999 –> 2000-2009 2.8794673 1.4743557 7638.03997 194.520348 5 13
SO (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1220 1.4087229 4312.35795 665.454734 5.1027075 1982-1999 –> 2000-2009 2.9422350 1.5335121 7716.53033 1079.802762 7 18
SO (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate 1220 1.4056086 4304.95772 29.754237 4.9578990 1982-1999 –> 2000-2009 3.1289196 1.7233110 7921.36722 59.555984 6 24
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1220 1.4856927 4442.15999 22.908252 5.9268363 1982-1999 –> 2000-2009 3.2644502 1.7787575 8118.71124 94.975692 14 34
SO (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1220 1.3956414 4289.59400 30.032438 5.2278993 1982-1999 –> 2000-2009 3.2832259 1.8875845 8075.17224 107.719728 2 25
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1220 1.8736194 5008.21782 42.816143 9.9224276 1982-1999 –> 2000-2009 3.3388549 1.4652355 8328.77032 97.572972 18 25
SO (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1220 1.4383030 4363.06209 68.233107 5.3342428 1982-1999 –> 2000-2009 3.3873956 1.9490926 8207.51338 221.425977 9 44
SO (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 623 1.2957116 2104.78623 155.574124 8.0540240 2000-2009 –> 2010-2019 2.6993105 1.4035989 6408.25277 191.981044 3 6
SO (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 623 1.2973185 2106.33047 292.591466 7.5426480 2000-2009 –> 2010-2019 2.7024301 1.4051117 6412.42545 370.774825 6 11
SO (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 623 1.2990682 2108.00989 265.103527 8.6172556 2000-2009 –> 2010-2019 2.7040448 1.4049766 6413.87033 297.508256 7 11
SO (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 623 1.2659099 2075.79316 275.839333 7.8816997 2000-2009 –> 2010-2019 2.7042129 1.4383030 6438.85525 344.072440 1 10
SO (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 623 1.2964708 2105.51607 745.231995 7.7177665 2000-2009 –> 2010-2019 2.7051937 1.4087229 6417.87403 1410.686729 5 12
SO (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 623 1.3271993 2134.70380 213.116738 10.4844739 2000-2009 –> 2010-2019 2.7228407 1.3956414 6424.29780 243.149176 11 13
SO (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 623 1.2751799 2084.88415 177.655519 8.8715197 2000-2009 –> 2010-2019 2.7457560 1.4705761 6502.09040 197.421252 2 13
SO (27,27.25] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 623 1.3001326 2107.03042 262.295602 7.1102673 2000-2009 –> 2010-2019 2.7525106 1.4523780 6491.85379 296.122681 8 18
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 623 1.3887506 2191.18937 126.532186 10.5744635 2000-2009 –> 2010-2019 2.7650685 1.3763180 6446.76421 156.911831 47 48
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 623 1.2960744 2105.13504 178.599075 9.3673373 2000-2009 –> 2010-2019 2.7817671 1.4856927 6547.29503 201.507327 4 18
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1819 1.2385621 5954.45263 53.330439 9.1081237 1982-1999 –> 2000-2009 2.3120915 1.0735294 10858.27236 79.871184 5 6
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1819 1.2295397 5927.85415 69.316082 8.6942556 1982-1999 –> 2000-2009 2.3636766 1.1341369 11011.92212 109.047844 3 7
SO (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1819 1.2181151 5893.89281 297.153952 8.7096648 1982-1999 –> 2000-2009 2.3644218 1.1463066 11012.99026 446.623875 2 7
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1819 1.2341447 5941.45416 58.573788 8.6141299 1982-1999 –> 2000-2009 2.3648847 1.1307400 11015.67736 92.032939 4 7
SO (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1819 1.2511217 5991.15788 57.855102 8.6292825 1982-1999 –> 2000-2009 2.3727056 1.1215839 11038.69697 101.941702 7 9
SO (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1819 1.2470917 5977.42032 50.761545 9.2032427 1982-1999 –> 2000-2009 2.4049248 1.1578331 11127.35453 76.586121 6 12
SO (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1819 1.2540256 5999.59199 51.592939 8.5672540 1982-1999 –> 2000-2009 2.4807875 1.2267619 11341.31709 81.594897 8 15
SO (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1819 1.2035942 5850.26423 73.705535 7.5524369 1982-1999 –> 2000-2009 2.5136552 1.3100611 11407.60259 115.394469 1 10
SO (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1819 1.2915371 6104.81897 51.399501 9.8553930 1982-1999 –> 2000-2009 2.5577788 1.2662417 11548.50193 81.230139 10 18
SO (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1819 1.2614442 6019.05042 27.395314 9.2060229 1982-1999 –> 2000-2009 2.5735316 1.3120873 11579.46108 44.135794 9 19
SO (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1361 1.6688809 5270.43199 67.388989 11.7935353 2000-2009 –> 2010-2019 2.8869961 1.2181151 11164.32480 364.542941 1 3
SO (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1361 1.6836230 5294.37122 50.398569 11.8210799 2000-2009 –> 2010-2019 2.8872172 1.2035942 11144.63545 124.104104 8 9
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1361 1.6734458 5277.86732 48.592533 11.8468814 2000-2009 –> 2010-2019 2.9029855 1.2295397 11205.72147 117.908616 2 5
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1361 1.6738313 5278.49422 78.893086 11.9797719 2000-2009 –> 2010-2019 2.9079760 1.2341447 11219.94838 137.466874 4 8
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1361 1.6737957 5278.43627 25.083608 11.9307261 2000-2009 –> 2010-2019 2.9123578 1.2385621 11232.88890 78.414047 3 8
SO (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1361 1.6738759 5276.56675 16.333628 11.9512499 2000-2009 –> 2010-2019 2.9209675 1.2470917 11253.98706 67.095173 5 11
SO (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1361 1.6788906 5286.70927 49.777350 12.2362313 2000-2009 –> 2010-2019 2.9329162 1.2540256 11286.30126 101.370289 6 14
SO (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1361 1.6843566 5295.55693 31.662161 11.9995345 2000-2009 –> 2010-2019 2.9354783 1.2511217 11286.71480 89.517263 9 16
SO (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1361 1.6870868 5297.96558 18.515577 12.0996082 2000-2009 –> 2010-2019 2.9485311 1.2614442 11317.01600 45.910892 10 19
SO (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1361 1.6788931 5284.71337 34.874553 12.2358138 2000-2009 –> 2010-2019 2.9704302 1.2915371 11389.53234 86.274054 7 17
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1686 1.3097282 5708.49242 70.022600 12.2072845 1982-1999 –> 2000-2009 2.2991257 0.9893975 10071.25929 108.339876 3 4
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1686 1.3083781 5705.01487 73.599756 12.1626874 1982-1999 –> 2000-2009 2.3103944 1.0020163 10106.91701 116.785803 2 7
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1686 1.3066519 5700.56302 113.683638 12.0725216 1982-1999 –> 2000-2009 2.3113658 1.0047139 10110.76748 186.672471 1 7
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1686 1.3099397 5707.03707 59.793237 12.2904782 1982-1999 –> 2000-2009 2.3220603 1.0121206 10137.92264 96.832226 4 13
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1686 1.3299752 5760.22127 26.894986 12.4246943 1982-1999 –> 2000-2009 2.3364124 1.0064372 10175.71772 43.475690 5 12
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1686 1.3521499 5815.97908 60.694832 12.6920919 1982-1999 –> 2000-2009 2.3719708 1.0198209 10272.26955 96.634024 6 17
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1686 1.3860468 5899.46914 27.571623 12.7492524 1982-1999 –> 2000-2009 2.3769887 0.9909419 10267.05260 50.248076 7 9
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1686 1.3968273 5925.59477 29.140335 12.4920894 1982-1999 –> 2000-2009 2.3885997 0.9917724 10295.76518 52.456732 8 11
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 1686 1.4016537 5935.22582 11.089866 12.5821881 1982-1999 –> 2000-2009 2.3934279 0.9917742 10303.40158 20.746710 10 14
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1686 1.4009621 5933.56167 9.434775 12.2060483 1982-1999 –> 2000-2009 2.4077206 1.0067585 10348.04395 16.821568 9 17
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1836 1.7377736 7253.50688 55.622400 14.9252622 2000-2009 –> 2010-2019 3.0475017 1.3097282 12961.99930 125.645001 2 5
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1836 1.7414669 7261.30286 54.510865 15.0651286 2000-2009 –> 2010-2019 3.0498451 1.3083781 12966.31774 128.110622 5 7
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1836 1.7437961 7266.21082 76.383861 14.9973287 2000-2009 –> 2010-2019 3.0504480 1.3066519 12966.77384 190.067499 6 7
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1836 1.7488007 7274.73421 52.256652 14.5862269 2000-2009 –> 2010-2019 3.0587405 1.3099397 12981.77128 112.049889 11 15
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1836 1.7445744 7267.84941 22.861058 15.1399208 2000-2009 –> 2010-2019 3.0745496 1.3299752 13028.07068 49.756044 7 12
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1836 1.7487953 7276.72286 46.702508 15.1847807 2000-2009 –> 2010-2019 3.1009452 1.3521499 13092.70194 107.397341 10 16
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1836 1.7377787 7253.51772 27.149556 14.9403563 2000-2009 –> 2010-2019 3.1238255 1.3860468 13152.98685 54.721179 3 10
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1836 1.7373723 7252.65891 36.567533 14.8388239 2000-2009 –> 2010-2019 3.1341996 1.3968273 13178.25367 65.707867 1 9
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 1836 1.7377800 7251.52048 14.121628 14.9335370 2000-2009 –> 2010-2019 3.1394337 1.4016537 13186.74629 25.211493 4 14
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1836 1.7445761 7265.85281 10.928808 15.1342323 2000-2009 –> 2010-2019 3.1455382 1.4009621 13199.41448 20.363583 8 17
SO (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 705 1.3283800 2415.08717 306.331803 6.9149142 1982-1999 –> 2000-2009 2.6524106 1.3240306 4998.91123 396.110040 1 3
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 705 1.3385730 2425.86519 270.691242 6.4598315 1982-1999 –> 2000-2009 2.6586864 1.3201134 5005.20930 348.665953 2 3
SO (27.75,27.85] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 705 1.3390705 2424.38907 267.586319 6.4546392 1982-1999 –> 2000-2009 2.6631704 1.3240999 5006.29227 328.269723 3 6
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 705 1.3881768 2477.17093 58.835371 7.3905079 1982-1999 –> 2000-2009 2.7555088 1.3673320 5109.65246 100.207948 5 11
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 705 1.3923870 2481.44084 21.687792 7.7001911 1982-1999 –> 2000-2009 2.7585777 1.3661907 5112.65981 50.685327 7 12
SO (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 705 1.3856340 2474.58578 70.590649 7.6916608 1982-1999 –> 2000-2009 2.7611247 1.3754907 5116.06239 95.713731 4 12
SO (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 705 1.3892224 2476.23256 58.824051 7.3905593 1982-1999 –> 2000-2009 2.7665611 1.3773387 5117.73922 75.800049 6 15
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 705 1.4093086 2498.47323 170.174742 7.0980383 1982-1999 –> 2000-2009 2.7734157 1.3641071 5127.38446 227.497197 14 18
SO (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 705 1.4052727 2494.42954 126.351497 7.5515374 1982-1999 –> 2000-2009 2.7847946 1.3795220 5140.33100 179.060236 12 22
SO (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 705 1.4140989 2501.25776 123.278861 7.1146712 1982-1999 –> 2000-2009 2.7937941 1.3796952 5145.34907 157.106781 17 28
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 966 1.5015499 3540.74310 156.156091 6.6695625 2000-2009 –> 2010-2019 2.8401230 1.3385730 5966.60829 426.847333 1 3
SO (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 966 1.5270867 3573.32428 247.830862 7.0389651 2000-2009 –> 2010-2019 2.8554667 1.3283800 5988.41145 554.162665 2 3
SO (27.75,27.85] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 966 1.5271188 3571.36489 149.937532 7.0506022 2000-2009 –> 2010-2019 2.8661893 1.3390705 5995.75396 417.523851 3 6
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 966 1.5293560 3576.19311 40.352793 6.6402602 2000-2009 –> 2010-2019 2.9175327 1.3881768 6053.36403 99.188164 4 9
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 966 1.5415342 3591.51661 29.731960 6.7199364 2000-2009 –> 2010-2019 2.9366622 1.3951281 6075.73051 52.354949 6 14
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 966 1.5445290 3595.26633 23.844101 6.7636879 2000-2009 –> 2010-2019 2.9369159 1.3923870 6076.70717 45.531893 7 14
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 966 1.5373818 3586.30542 60.843768 6.6525419 2000-2009 –> 2010-2019 2.9399534 1.4025716 6078.02218 173.255297 5 15
SO (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 966 1.5599703 3614.48553 64.052906 6.9537106 2000-2009 –> 2010-2019 2.9456043 1.3856340 6089.07130 134.643555 13 17
SO (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 966 1.5641968 3617.71285 35.905936 7.0975851 2000-2009 –> 2010-2019 2.9534192 1.3892224 6093.94541 94.729986 15 21
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 966 1.5454039 3596.36050 83.943081 6.6412645 2000-2009 –> 2010-2019 2.9547125 1.4093086 6094.83373 254.117823 8 22
SO (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1107 1.4013912 3902.67840 146.582034 7.7762290 1982-1999 –> 2000-2009 2.8564677 1.4550765 7562.08035 266.943323 1 2
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1107 1.4125525 3920.24192 134.959475 8.3203468 1982-1999 –> 2000-2009 2.9000243 1.4874718 7624.38732 243.571378 2 4
SO (27.85,27.95] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1107 1.4134924 3919.71460 121.627285 8.3053129 1982-1999 –> 2000-2009 2.9134181 1.4999257 7638.80209 209.320485 3 6
SO (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1107 1.4248851 3939.48773 76.901429 8.2346634 1982-1999 –> 2000-2009 2.9528948 1.5280097 7698.26982 146.756360 4 8
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1107 1.4410272 3964.42849 70.696255 8.9789000 1982-1999 –> 2000-2009 2.9900929 1.5490657 7751.02045 123.501051 5 13
SO (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1107 1.4436021 3966.38102 62.470930 8.9736797 1982-1999 –> 2000-2009 2.9975316 1.5539295 7757.34308 111.278792 8 17
SO (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1107 1.4680503 4005.56237 73.825683 8.5395388 1982-1999 –> 2000-2009 3.0100045 1.5419542 7782.80430 146.687707 12 18
SO (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1107 1.4450964 3970.67165 106.331891 8.6105928 1982-1999 –> 2000-2009 3.0113713 1.5662749 7779.71338 195.005142 9 19
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1107 1.4580811 3990.47644 111.342728 9.2461311 1982-1999 –> 2000-2009 3.0481922 1.5901111 7830.20902 204.046540 10 25
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1107 1.4758023 4017.22263 68.786727 9.0614825 1982-1999 –> 2000-2009 3.0529039 1.5771016 7840.26204 120.902477 14 25
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1311 1.4639020 4733.71538 183.725225 6.3414389 2000-2009 –> 2010-2019 2.8764545 1.4125525 8653.95730 318.684700 1 3
SO (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1311 1.4777466 4758.39601 234.970691 5.7920477 2000-2009 –> 2010-2019 2.8791378 1.4013912 8661.07441 381.552725 2 3
SO (27.85,27.95] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1311 1.4778579 4756.59339 166.576870 5.7668901 2000-2009 –> 2010-2019 2.8913503 1.4134924 8676.30799 288.204155 3 6
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1311 1.4995967 4796.88126 80.511172 6.6315499 2000-2009 –> 2010-2019 2.9406239 1.4410272 8761.30975 151.207427 4 9
SO (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1311 1.5184252 4829.59745 103.917756 6.3230203 2000-2009 –> 2010-2019 2.9433103 1.4248851 8769.08518 180.819185 6 10
SO (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1311 1.5193966 4829.27431 69.278072 6.4240102 2000-2009 –> 2010-2019 2.9629987 1.4436021 8795.65533 131.749002 7 15
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1311 1.5153408 4824.26582 120.071816 6.7317927 2000-2009 –> 2010-2019 2.9734219 1.4580811 8814.74226 231.414544 5 15
SO (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1311 1.5333466 4855.23780 132.352544 6.5654106 2000-2009 –> 2010-2019 2.9784430 1.4450964 8825.90945 238.684436 10 19
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1311 1.5409435 4868.19620 36.324400 7.3432946 2000-2009 –> 2010-2019 2.9841479 1.4432044 8835.96723 97.478863 13 19
SO (27.85,27.95] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1311 1.5337175 4853.87183 111.988101 6.6239183 2000-2009 –> 2010-2019 2.9935231 1.4598056 8844.96520 213.388658 11 22
SO (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1832 1.7575808 7279.26070 152.688452 9.0705948 1982-1999 –> 2000-2009 3.3949255 1.6373448 15411.67388 334.607405 1 2
SO (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1832 1.8087023 7384.31239 81.833396 9.7473314 1982-1999 –> 2000-2009 3.5177357 1.7090334 15698.67543 209.691804 2 6
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1832 1.8336046 7434.41442 94.808466 10.0051082 1982-1999 –> 2000-2009 3.5405803 1.7069757 15743.66226 209.594375 4 7
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1832 1.8766237 7519.38453 171.734826 8.1945055 1982-1999 –> 2000-2009 3.5460617 1.6694380 15734.21752 347.535520 9 11
SO (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1832 1.8309376 7429.08129 75.550699 9.8531241 1982-1999 –> 2000-2009 3.5800619 1.7491242 15841.89757 187.280143 3 10
SO (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1832 1.8339735 7435.15153 100.132134 10.1358474 1982-1999 –> 2000-2009 3.5963418 1.7623683 15879.99666 241.843806 5 14
SO (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1832 1.8340604 7433.32506 32.435812 10.1034808 1982-1999 –> 2000-2009 3.5965728 1.7625124 15876.51746 88.763250 6 16
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1832 1.8875359 7540.62827 93.466205 10.8225284 1982-1999 –> 2000-2009 3.6119004 1.7243645 15892.91071 252.447303 10 16
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1832 1.8515912 7470.18098 85.148105 9.8694867 1982-1999 –> 2000-2009 3.6195469 1.7679557 15928.46630 203.625429 7 18
SO (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + silicate 1832 1.8576268 7480.10508 26.842766 9.5941086 1982-1999 –> 2000-2009 3.6323436 1.7747168 15952.59718 67.351113 8 21
SO (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2710 2.0707514 11649.92726 177.811223 9.2217599 2000-2009 –> 2010-2019 3.8283321 1.7575808 18929.18795 330.499675 1 2
SO (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2710 2.1258565 11792.27412 81.020623 10.5572989 2000-2009 –> 2010-2019 3.9345588 1.8087023 19176.58651 162.854019 2 4
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2710 2.1629989 11886.15331 55.698508 10.5497270 2000-2009 –> 2010-2019 3.9966035 1.8336046 19320.56773 150.506974 4 8
SO (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2710 2.1683841 11899.63052 112.165264 10.7926167 2000-2009 –> 2010-2019 4.0023576 1.8339735 19334.78205 212.297397 5 10
SO (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2710 2.1720534 11908.79451 77.389879 10.1025122 2000-2009 –> 2010-2019 4.0029910 1.8309376 19337.87580 152.940578 6 9
SO (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 2710 2.1724901 11907.88406 28.348426 10.2906920 2000-2009 –> 2010-2019 4.0065505 1.8340604 19341.20912 60.784237 8 14
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2710 2.1559272 11868.40406 59.679766 12.1526915 2000-2009 –> 2010-2019 4.0434631 1.8875359 19409.03232 153.145971 3 13
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2710 2.1950151 11965.79095 49.116536 8.0568496 2000-2009 –> 2010-2019 4.0466063 1.8515912 19435.97193 134.264641 9 16
SO (27.95,28.05] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2710 2.1722742 11907.34543 26.744214 12.3751048 2000-2009 –> 2010-2019 4.0665675 1.8942933 19459.06728 56.884671 7 18
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2710 2.2042387 11988.51821 166.398029 13.7134883 2000-2009 –> 2010-2019 4.0808624 1.8766237 19507.90274 338.132855 10 19
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1017 1.2036880 3277.20464 187.047890 4.2512827 1982-1999 –> 2000-2009 2.7469111 1.5432231 7408.15217 440.971533 2 3
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1017 1.2391851 3336.32031 222.371021 4.4265954 1982-1999 –> 2000-2009 2.8330316 1.5938466 7538.98773 548.347059 7 12
SO (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1017 1.2012407 3273.06495 207.094847 4.2012995 1982-1999 –> 2000-2009 2.9297758 1.7285351 7655.98983 458.690744 1 20
SO (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1017 1.2046837 3278.88637 198.844114 4.1957408 1982-1999 –> 2000-2009 2.9342211 1.7295374 7663.09936 441.388511 3 23
SO (28.05,28.1] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1017 1.2078095 3282.15728 187.029284 4.6986133 1982-1999 –> 2000-2009 2.9374877 1.7296782 7664.55114 415.345205 4 25
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1017 1.3110899 3451.04779 164.518555 5.2262776 1982-1999 –> 2000-2009 2.9908802 1.6797903 7770.41166 255.217178 11 27
SO (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1017 1.2208255 3305.95944 224.792578 4.2835669 1982-1999 –> 2000-2009 2.9974213 1.7765958 7749.82217 494.764433 5 33
SO (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1017 1.2258558 3314.32315 222.445170 4.3283736 1982-1999 –> 2000-2009 3.0103876 1.7845318 7768.08942 493.954912 6 35
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1017 1.3980588 3581.68325 308.185788 5.0882483 1982-1999 –> 2000-2009 3.0148338 1.6167750 7816.08772 505.380478 23 30
SO (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1017 1.2443318 3342.75069 219.139534 4.4745315 1982-1999 –> 2000-2009 3.0412290 1.7968972 7809.86054 487.748200 8 39
SO (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1715 1.6621373 6623.75703 140.287496 7.1150119 2000-2009 –> 2010-2019 2.8668210 1.2046837 9902.64339 339.131610 1 4
SO (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1715 1.6657365 6631.17619 144.544838 6.8465031 2000-2009 –> 2010-2019 2.8669772 1.2012407 9904.24114 351.639685 2 3
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1715 1.6659745 6631.66622 145.339246 6.0459096 2000-2009 –> 2010-2019 2.8696625 1.2036880 9908.87086 332.387137 3 5
SO (28.05,28.1] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1715 1.6672423 6632.27560 133.450053 6.4992609 2000-2009 –> 2010-2019 2.8750519 1.2078095 9914.43288 320.479338 4 8
SO (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1715 1.6948392 6690.58564 155.461415 6.3881708 2000-2009 –> 2010-2019 2.9156647 1.2208255 9996.54508 380.253994 5 10
SO (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1715 1.7036138 6708.29774 152.751449 6.5358034 2000-2009 –> 2010-2019 2.9294696 1.2258558 10022.62089 375.196618 6 12
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1715 1.7196828 6740.49883 156.128577 6.2769812 2000-2009 –> 2010-2019 2.9588678 1.2391851 10076.81914 378.499598 8 15
SO (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1715 1.7339535 6766.84516 139.655203 7.7808543 2000-2009 –> 2010-2019 2.9782853 1.2443318 10109.59585 358.794738 9 17
SO (28.05,28.1] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1715 1.7175280 6736.19837 104.773350 8.7911017 2000-2009 –> 2010-2019 2.9806439 1.2631159 10111.42434 316.806832 7 16
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1715 1.7755873 6850.22924 119.860319 9.9173454 2000-2009 –> 2010-2019 3.0807383 1.3051511 10292.04263 337.044882 10 20
SO (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 242 0.8286791 609.81187 327.746880 2.2255050 1982-1999 –> 2000-2009 1.4735692 0.6448901 1051.20658 1211.226748 2 9
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 242 0.8187411 603.97235 532.838410 2.1038524 1982-1999 –> 2000-2009 1.4782684 0.6595274 1055.15247 1070.569221 1 28
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 242 0.8393565 616.00832 545.381890 2.1472339 1982-1999 –> 2000-2009 1.4840930 0.6447364 1057.29916 1090.504639 3 9
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 242 0.8567885 625.95720 647.922446 2.2267802 1982-1999 –> 2000-2009 1.4854279 0.6286393 1056.22426 1238.517803 4 7
SO (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + silicate 242 0.8638611 627.93609 70.221429 2.0709703 1982-1999 –> 2000-2009 1.5106848 0.6468238 1068.63619 240.645572 6 19
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 242 0.8684843 632.51947 647.642396 2.2548231 1982-1999 –> 2000-2009 1.5137024 0.6452181 1074.13590 1235.942386 7 17
SO (28.1,28.15] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 242 0.8712256 632.04474 157.584279 1.8557096 1982-1999 –> 2000-2009 1.5179532 0.6467277 1072.68007 664.289865 8 20
SO (28.1,28.15] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 242 0.9128752 654.64668 326.321078 2.4322116 1982-1999 –> 2000-2009 1.5274963 0.6146211 1073.08119 1094.042082 16 17
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 242 0.8889565 643.79609 661.580382 2.2689436 1982-1999 –> 2000-2009 1.5340991 0.6451426 1085.36148 1227.349072 9 17
SO (28.1,28.15] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 242 0.8944322 644.76823 258.944636 2.1668058 1982-1999 –> 2000-2009 1.5419763 0.6475441 1085.95359 650.692478 10 27
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 321 0.8630692 830.41739 301.803676 2.5501755 2000-2009 –> 2010-2019 1.6818103 0.8187411 1434.38974 834.642086 1 2
SO (28.1,28.15] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 321 0.8658736 832.50008 443.199411 2.6020529 2000-2009 –> 2010-2019 1.6951898 0.8293161 1442.68388 826.753690 2 5
SO (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 321 0.8703124 835.78279 284.858511 2.8093757 2000-2009 –> 2010-2019 1.6989915 0.8286791 1445.59465 612.605391 5 7
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 321 0.8700380 835.58033 304.885464 2.8814827 2000-2009 –> 2010-2019 1.7093946 0.8393565 1451.58865 850.267354 4 8
SO (28.1,28.15] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 321 0.8669293 831.28232 108.988033 2.7794540 2000-2009 –> 2010-2019 1.7275865 0.8606572 1457.42000 249.062144 3 11
SO (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + silicate 321 0.8703222 833.79004 52.857033 2.8253557 2000-2009 –> 2010-2019 1.7341833 0.8638611 1461.72614 123.078463 6 15
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 321 0.8831826 845.20721 345.773598 3.2088919 2000-2009 –> 2010-2019 1.7399712 0.8567885 1471.16442 993.696044 7 13
SO (28.1,28.15] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 321 0.9032564 859.63582 512.411928 3.6275010 2000-2009 –> 2010-2019 1.7524530 0.8491965 1481.28519 986.563326 9 14
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 321 0.8891099 849.50143 337.941524 3.2926306 2000-2009 –> 2010-2019 1.7575942 0.8684843 1482.02089 985.583920 8 18
SO (28.1,28.15] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 321 0.9115037 865.47107 524.949570 3.7185506 2000-2009 –> 2010-2019 1.7698886 0.8583848 1492.32919 1026.094852 12 19
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1535 0.8935655 4024.65687 182.123445 5.3332624 1982-1999 –> 2000-2009 2.0276833 1.1341178 9124.11758 311.332150 2 3
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1535 0.8964211 4034.45218 163.475454 5.3306779 1982-1999 –> 2000-2009 2.0587963 1.1623752 9214.93029 265.385716 5 9
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1535 0.9007423 4049.21562 202.892882 5.3315052 1982-1999 –> 2000-2009 2.0596995 1.1589572 9219.99922 360.775651 10 13
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1535 0.9015084 4051.82562 227.263274 5.3202992 1982-1999 –> 2000-2009 2.0916016 1.1900931 9309.88318 371.951366 12 18
SO (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1535 0.9718097 4282.35394 215.833150 5.1400377 1982-1999 –> 2000-2009 2.1183332 1.1465235 9417.62896 341.564105 17 19
SO (28.1,28.2] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1535 0.9723700 4282.12338 152.353153 5.0976269 1982-1999 –> 2000-2009 2.1429660 1.1705959 9483.80174 230.638253 18 23
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1535 1.1221627 4723.98283 124.826998 4.7783446 1982-1999 –> 2000-2009 2.3879332 1.2657704 10184.99025 163.875529 44 51
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1535 1.0315450 4465.48848 117.567850 5.0440695 1982-1999 –> 2000-2009 2.4045273 1.3729823 10194.14949 147.850727 24 34
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1535 1.0314699 4465.26494 116.872769 5.0929318 1982-1999 –> 2000-2009 2.4070387 1.3755688 10200.12174 141.319852 22 33
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1535 1.0435045 4500.87665 163.619838 5.1897204 1982-1999 –> 2000-2009 2.4125180 1.3690134 10220.00778 209.856106 31 40
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2322 1.1209123 7133.63027 106.055820 8.1204246 2000-2009 –> 2010-2019 2.0144778 0.8935655 11158.28715 288.179265 1 3
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2322 1.1252441 7151.54249 110.472613 8.0263112 2000-2009 –> 2010-2019 2.0216652 0.8964211 11185.99466 273.948067 2 7
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2322 1.1288232 7166.29023 149.455144 7.9778643 2000-2009 –> 2010-2019 2.0303316 0.9015084 11218.11584 376.718418 3 15
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2322 1.1315144 7177.34877 120.293459 7.9710631 2000-2009 –> 2010-2019 2.0322567 0.9007423 11226.56440 323.186341 4 14
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2322 1.1501751 7253.31198 117.622782 8.2661283 2000-2009 –> 2010-2019 2.0471084 0.8969333 11289.51792 326.643443 5 12
SO (28.1,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2322 1.1702956 7331.84926 99.041402 8.5725533 2000-2009 –> 2010-2019 2.0727462 0.9024506 11384.88161 268.298369 6 20
SO (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2322 1.2137945 7503.33194 129.483947 8.6127675 2000-2009 –> 2010-2019 2.1048625 0.8910680 11519.39635 326.871344 7 8
SO (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2322 1.2138217 7501.43599 93.001409 8.6038495 2000-2009 –> 2010-2019 2.1074501 0.8936285 11524.30916 252.110785 8 11
SO (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2322 1.2255832 7548.21838 134.610179 8.4850686 2000-2009 –> 2010-2019 2.1197595 0.8941763 11574.97297 348.679983 9 13
SO (28.1,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2322 1.2258055 7547.06055 98.211968 8.4576266 2000-2009 –> 2010-2019 2.1222279 0.8964224 11579.51715 245.423068 10 16
SO (28.15,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 269 0.8749680 705.52936 49.367075 2.4772921 1982-1999 –> 2000-2009 1.5462983 0.6713303 1103.21651 463.017025 3 10
SO (28.15,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 269 0.8798830 708.54303 49.576474 2.4934647 1982-1999 –> 2000-2009 1.5484815 0.6685985 1104.69703 446.026047 4 8
SO (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 269 0.8837933 710.92868 50.298907 2.4899488 1982-1999 –> 2000-2009 1.5533389 0.6695456 1107.61493 440.370736 5 10
SO (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 269 0.8577883 694.86085 41.413138 2.5708652 1982-1999 –> 2000-2009 1.5554117 0.6976234 1106.99319 270.275408 2 24
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 269 0.8953787 717.93537 268.654843 2.2184514 1982-1999 –> 2000-2009 1.5884736 0.6930949 1127.61903 738.174592 7 22
SO (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 269 0.9284497 737.44832 700.170997 2.6525674 1982-1999 –> 2000-2009 1.5989325 0.6704828 1134.66047 1422.810720 10 16
SO (28.15,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 269 0.8570792 694.41591 49.799330 2.5539111 1982-1999 –> 2000-2009 1.6040277 0.7469485 1132.23539 323.677803 1 57
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 269 0.8847761 711.52661 269.317307 2.3060141 1982-1999 –> 2000-2009 1.6113297 0.7265536 1138.93690 743.112973 6 58
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 269 0.9209724 733.09799 379.419556 2.3893750 1982-1999 –> 2000-2009 1.6195683 0.6985958 1145.75411 1028.050137 8 34
SO (28.15,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 269 0.9361294 739.88012 28.291647 2.7291783 1982-1999 –> 2000-2009 1.6250917 0.6889623 1145.31516 240.471025 14 26
SO (28.15,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 424 0.8184218 1047.33982 91.955753 2.2935417 2000-2009 –> 2010-2019 1.6755010 0.8570792 1741.75574 141.755083 1 2
SO (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 424 0.8310068 1060.28037 62.425864 2.2136477 2000-2009 –> 2010-2019 1.6887951 0.8577883 1755.14122 103.839003 8 10
SO (28.15,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 424 0.8236075 1052.69593 82.000374 2.3145992 2000-2009 –> 2010-2019 1.6985754 0.8749680 1758.22529 131.367448 4 7
SO (28.15,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 424 0.8231227 1052.19668 82.043989 2.3345329 2000-2009 –> 2010-2019 1.7030057 0.8798830 1760.73971 131.620463 3 7
SO (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 424 0.8228433 1051.90875 83.024432 2.3596534 2000-2009 –> 2010-2019 1.7066366 0.8837933 1762.83743 133.323339 2 7
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 424 0.8244074 1053.51916 268.435500 2.1621195 2000-2009 –> 2010-2019 1.7091835 0.8847761 1765.04577 537.752807 5 11
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 424 0.8346529 1063.99292 271.008106 2.1237026 2000-2009 –> 2010-2019 1.7300316 0.8953787 1781.92829 539.662949 10 17
SO (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 424 0.8247645 1053.88637 901.406351 2.1214800 2000-2009 –> 2010-2019 1.7532142 0.9284497 1791.33469 1601.577348 6 16
SO (28.15,28.2] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 424 0.8256729 1052.81992 66.303686 2.1063952 2000-2009 –> 2010-2019 1.7557769 0.9301040 1789.22597 114.488986 7 18
SO (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 424 0.8351606 1062.50859 22.987578 2.0754865 2000-2009 –> 2010-2019 1.7673251 0.9321645 1800.10517 40.542611 11 24
SO (28.2, Inf] 3 cstar_tref ~ aou + nitrate + phosphate 859 1.0996136 2610.87574 835.307826 3.7733881 1982-1999 –> 2000-2009 1.8872505 0.7876369 4169.32493 1793.011855 1 4
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 859 1.3125524 2918.98708 239.748279 4.4597138 1982-1999 –> 2000-2009 2.0156011 0.7030487 4332.37869 392.705238 2 3
SO (28.2, Inf] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 859 1.3182234 2924.39394 96.374016 4.8652027 1982-1999 –> 2000-2009 2.0249224 0.7066989 4342.57981 242.046984 3 5
SO (28.2, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 859 1.3376360 2949.50920 125.501925 4.0277378 1982-1999 –> 2000-2009 2.2255264 0.8878904 4667.15064 277.952535 4 28
SO (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 859 1.3540182 2970.42208 81.512623 5.3134670 1982-1999 –> 2000-2009 2.2440063 0.8899881 4691.15949 133.072381 5 30
SO (28.2, Inf] 3 cstar_tref ~ temp + nitrate + phosphate_star 859 1.3639806 2981.01627 75.292952 4.8706734 1982-1999 –> 2000-2009 2.2565691 0.8925885 4703.58154 125.506329 6 32
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 859 1.5278940 3179.98000 94.162258 5.1899572 1982-1999 –> 2000-2009 2.3623808 0.8344868 4818.23626 125.321868 9 14
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 859 1.5280600 3180.16657 67.105902 5.1836705 1982-1999 –> 2000-2009 2.3626075 0.8345475 4818.51822 91.910554 10 16
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 859 1.5275383 3179.57992 187.529536 5.1976399 1982-1999 –> 2000-2009 2.3639202 0.8363820 4820.81242 340.453441 7 15
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 859 1.5535315 3208.56821 79.359740 4.5978068 1982-1999 –> 2000-2009 2.3815661 0.8280345 4836.64062 102.339470 21 25
SO (28.2, Inf] 3 cstar_tref ~ aou + nitrate + phosphate 1283 0.7762786 3001.17253 988.709522 3.8726484 2000-2009 –> 2010-2019 1.8758922 1.0996136 5612.04827 1824.017347 1 2
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1283 0.8325046 3184.60598 239.971564 4.0185703 2000-2009 –> 2010-2019 2.1450569 1.3125524 6103.59306 479.719843 2 4
SO (28.2, Inf] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1283 0.8330883 3184.40442 125.638335 3.9501199 2000-2009 –> 2010-2019 2.1513117 1.3182234 6108.79836 222.012351 3 6
SO (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1283 0.8428159 3214.19293 90.468620 4.2034173 2000-2009 –> 2010-2019 2.1968341 1.3540182 6184.61501 171.981243 4 9
SO (28.2, Inf] 3 cstar_tref ~ temp + nitrate + phosphate_star 1283 0.8587466 3260.24222 89.962811 4.1884563 2000-2009 –> 2010-2019 2.2227272 1.3639806 6241.25849 165.255763 5 11
SO (28.2, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1283 0.8910046 3356.86531 148.539584 4.1426139 2000-2009 –> 2010-2019 2.2286406 1.3376360 6306.37450 274.041508 6 10
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1283 0.9509520 3525.94777 183.434455 4.3407444 2000-2009 –> 2010-2019 2.4784903 1.5275383 6705.52769 370.963991 7 14
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1283 0.9520672 3528.95522 100.452919 4.3425203 2000-2009 –> 2010-2019 2.4799612 1.5278940 6708.93522 194.615177 8 17
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1283 0.9525614 3530.28689 68.855829 4.3564020 2000-2009 –> 2010-2019 2.4806214 1.5280600 6710.45346 135.961731 9 19
SO (28.2, Inf] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1283 0.9567350 3539.50515 81.516019 4.4303867 2000-2009 –> 2010-2019 2.4897100 1.5329750 6723.18883 160.169216 10 21
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 985 0.9011645 2604.29593 50.860927 4.8704730 1982-1999 –> 2000-2009 2.3296252 1.4284607 7447.75381 76.787883 1 4
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 985 0.9028060 2607.88125 25.652191 4.8625721 1982-1999 –> 2000-2009 2.3332386 1.4304325 7455.09115 48.025514 2 8
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 985 0.9061438 2615.15099 30.261789 4.8779315 1982-1999 –> 2000-2009 2.3340263 1.4278825 7457.50770 52.761798 4 6
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 985 0.9097666 2623.01163 32.310317 4.8741616 1982-1999 –> 2000-2009 2.3384810 1.4287144 7466.95240 55.826032 7 11
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 985 1.0391608 2884.98345 6.711189 3.4240635 1982-1999 –> 2000-2009 2.4794007 1.4402399 7750.77859 12.774748 15 22
SO (28.2,28.3] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 985 1.0394566 2883.54415 5.196586 3.5120768 1982-1999 –> 2000-2009 2.4893765 1.4499199 7765.55954 9.045549 16 24
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 985 1.3057387 3334.84368 9.021699 3.6502801 1982-1999 –> 2000-2009 2.7298965 1.4241579 8170.09588 15.195939 39 40
SO (28.2,28.3] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 985 1.3063994 3333.84024 8.720111 3.6651599 1982-1999 –> 2000-2009 2.7367305 1.4303311 8178.85723 11.545990 40 45
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 985 1.2642235 3271.19138 20.689207 4.1679230 1982-1999 –> 2000-2009 2.7704995 1.5062760 8258.92607 28.384431 21 35
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 985 1.2653978 3273.02034 8.372184 4.1770898 1982-1999 –> 2000-2009 2.7711658 1.5057680 8259.83753 14.636425 24 37
SO (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1596 1.5297733 5900.23340 31.725003 18.9113047 2000-2009 –> 2010-2019 2.4354057 0.9056324 8514.27240 59.962614 1 4
SO (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1596 1.5298413 5900.37521 25.812513 18.9044063 2000-2009 –> 2010-2019 2.4361889 0.9063477 8515.96946 50.690610 2 7
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1596 1.5355255 5912.21332 65.978298 18.8775622 2000-2009 –> 2010-2019 2.4366900 0.9011645 8516.50926 116.839225 5 6
SO (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1596 1.5301259 5900.96896 26.393713 18.8829088 2000-2009 –> 2010-2019 2.4388157 0.9086898 8521.64744 49.371620 3 9
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1596 1.5362025 5913.62043 33.138581 18.8819638 2000-2009 –> 2010-2019 2.4390086 0.9028060 8521.50168 58.790772 6 8
SO (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1596 1.5304989 5901.74705 39.276802 18.8666162 2000-2009 –> 2010-2019 2.4415686 0.9110697 8527.57822 70.985659 4 12
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1596 1.5372451 5915.78608 46.670368 18.8779462 2000-2009 –> 2010-2019 2.4433889 0.9061438 8530.93707 76.932157 7 11
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1596 1.5388150 5919.04419 49.470603 18.8970611 2000-2009 –> 2010-2019 2.4485817 0.9097666 8542.05582 81.780920 8 15
SO (28.2,28.3] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1596 1.5550293 5950.50183 29.856716 19.5500136 2000-2009 –> 2010-2019 2.4666606 0.9116313 8575.54699 53.812018 12 21
SO (28.2,28.3] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1596 1.5548734 5950.18184 24.445965 19.5411234 2000-2009 –> 2010-2019 2.4670564 0.9121830 8576.41899 45.920461 11 21
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 594 0.6251578 1141.63466 32.496190 1.5804314 1982-1999 –> 2000-2009 1.3890617 0.7639039 2627.15491 51.763787 1 8
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 594 0.7072348 1288.18465 35.983137 4.1441770 1982-1999 –> 2000-2009 1.4352510 0.7280162 2712.11299 58.937166 11 12
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 594 0.7064582 1286.87933 217.810431 4.1300752 1982-1999 –> 2000-2009 1.4353075 0.7288493 2712.27168 311.209548 8 12
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 594 0.7067203 1287.32012 6.579226 4.1357563 1982-1999 –> 2000-2009 1.4353364 0.7286161 2712.30276 10.555666 10 12
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 594 0.7066606 1287.21966 8.266389 4.1348198 1982-1999 –> 2000-2009 1.4353466 0.7286861 2712.32525 13.563630 9 12
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 594 0.6963977 1269.83976 341.284867 2.8212582 1982-1999 –> 2000-2009 1.4484420 0.7520443 2735.33217 682.963904 7 13
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 594 0.7289935 1324.18344 8.279212 4.4144114 1982-1999 –> 2000-2009 1.4717423 0.7427488 2773.75619 13.708856 13 18
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 594 0.6453239 1179.35156 357.911875 1.6357730 1982-1999 –> 2000-2009 1.4901146 0.8447907 2793.69988 753.995037 4 16
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 594 0.6453435 1179.38762 342.378668 1.6361813 1982-1999 –> 2000-2009 1.4908098 0.8454663 2794.75916 675.605854 5 18
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 594 0.6441914 1177.26479 767.519403 1.6318031 1982-1999 –> 2000-2009 1.4908753 0.8466839 2794.47845 1172.559174 2 17
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1121 0.5351685 1793.62082 7.219349 3.7771720 2000-2009 –> 2010-2019 1.1603263 0.6251578 2935.25547 39.715538 5 6
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1121 0.5323718 1781.87374 859.027041 4.8344109 2000-2009 –> 2010-2019 1.1765631 0.6441914 2959.13853 1626.546443 2 4
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1121 0.5327580 1783.49989 985.546981 4.8419308 2000-2009 –> 2010-2019 1.1780820 0.6453239 2962.85146 1343.458856 3 6
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1121 0.5331575 1785.18025 848.710436 4.8384590 2000-2009 –> 2010-2019 1.1785010 0.6453435 2964.56788 1191.089103 4 8
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1121 0.5077774 1675.82963 944.143876 5.9324339 2000-2009 –> 2010-2019 1.2041751 0.6963977 2945.66939 1285.428743 1 7
SO (28.3, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1121 0.5860735 1995.33703 7.218307 3.2595606 2000-2009 –> 2010-2019 1.2315100 0.6454365 3172.89575 35.476620 7 12
SO (28.3, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1121 0.5502622 1853.97816 857.560062 5.9797806 2000-2009 –> 2010-2019 1.2681102 0.7178480 3157.85812 1168.294813 6 17
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1121 0.6154765 2107.08640 95.213097 3.9968409 2000-2009 –> 2010-2019 1.3219347 0.7064582 3393.96573 313.023528 11 18
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1121 0.6154637 2107.03985 8.373769 3.9989694 2000-2009 –> 2010-2019 1.3221243 0.7066606 3394.25951 16.640158 10 18
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1121 0.6154572 2107.01594 4.378786 4.0001209 2000-2009 –> 2010-2019 1.3221775 0.7067203 3394.33606 10.958012 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 8.9836187 4378.70610
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 10.0556843 4873.19979
Atlantic (26,26.5] 1982-1999 –> 2000-2009 13.0522967 3773.24017
Atlantic (26,26.5] 2000-2009 –> 2010-2019 11.3186944 4001.48145
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 9.7158783 3155.93214
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 10.5165336 2784.65650
Atlantic (26.75,27] 1982-1999 –> 2000-2009 10.6272718 7116.98661
Atlantic (26.75,27] 2000-2009 –> 2010-2019 10.9658708 6194.22851
Atlantic (27,27.25] 1982-1999 –> 2000-2009 8.6389616 11704.82136
Atlantic (27,27.25] 2000-2009 –> 2010-2019 9.9278050 10893.48394
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 7.7276055 20634.01749
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 9.0360850 19461.01640
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 9.1268327 35396.78297
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 11.1139382 38015.68638
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 7.1023484 12860.06823
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 9.2125004 15264.34226
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 7.2375667 27138.37462
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 9.5137004 34611.23581
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 6.6600344 39230.19852
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 6.4830256 38343.75509
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 6.9673463 8212.40932
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 7.8463658 9178.07478
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 8.6548846 7362.58444
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 8.9011561 8914.18714
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 6.8052617 4113.54509
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 7.3069517 4947.03075
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 5.7496890 3420.63018
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 5.9760033 3229.14608
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2009 17.9434872 45384.33088
Indo-Pacific (-Inf,26] 2000-2009 –> 2010-2019 18.0415822 66026.37572
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2009 11.9521155 31480.10173
Indo-Pacific (26,26.5] 2000-2009 –> 2010-2019 14.2146713 35054.87012
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2009 9.5574142 24453.60762
Indo-Pacific (26.5,26.75] 2000-2009 –> 2010-2019 11.2298273 29615.92241
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2009 9.5032772 28513.72412
Indo-Pacific (26.75,27] 2000-2009 –> 2010-2019 9.5716433 36322.44851
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2009 6.9346357 38282.25444
Indo-Pacific (27,27.25] 2000-2009 –> 2010-2019 6.6633247 52005.51015
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2009 5.4391125 46709.81706
Indo-Pacific (27.25,27.5] 2000-2009 –> 2010-2019 4.8329312 56465.56519
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2009 3.8303467 35613.50064
Indo-Pacific (27.5,27.75] 2000-2009 –> 2010-2019 3.2198963 45944.83286
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2009 2.5663385 12866.48988
Indo-Pacific (27.75,27.85] 2000-2009 –> 2010-2019 2.3077412 16705.38710
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2009 1.9922370 15018.65809
Indo-Pacific (27.85,27.95] 2000-2009 –> 2010-2019 1.9494865 18244.91482
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2009 1.4994180 17782.91883
Indo-Pacific (27.95,28.05] 2000-2009 –> 2010-2019 1.5634230 21489.10056
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2009 1.3492488 8885.27841
Indo-Pacific (28.05,28.1] 2000-2009 –> 2010-2019 1.1513381 9425.25820
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2009 1.8752821 20373.35060
Indo-Pacific (28.1,28.2] 2000-2009 –> 2010-2019 1.6941298 24687.11184
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2009 1.5430146 7381.96086
Indo-Pacific (28.2,28.3] 2000-2009 –> 2010-2019 1.0822605 7059.48483
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2009 0.0139676 -192.48611
SO (-Inf,26] 1982-1999 –> 2000-2009 1.0268210 66.53445
SO (26,26.5] 1982-1999 –> 2000-2009 4.6720430 1229.71472
SO (26,26.5] 2000-2009 –> 2010-2019 4.0696253 951.65316
SO (26.5,26.75] 1982-1999 –> 2000-2009 5.8112845 2652.84058
SO (26.5,26.75] 2000-2009 –> 2010-2019 5.2358724 2224.15239
SO (26.75,27] 1982-1999 –> 2000-2009 4.2589682 4923.94948
SO (26.75,27] 2000-2009 –> 2010-2019 3.8147181 4422.57478
SO (27,27.25] 1982-1999 –> 2000-2009 3.0704878 7870.52652
SO (27,27.25] 2000-2009 –> 2010-2019 2.7283135 6450.35790
SO (27.25,27.5] 1982-1999 –> 2000-2009 2.4308458 11194.17963
SO (27.25,27.5] 2000-2009 –> 2010-2019 2.9205856 11250.10705
SO (27.5,27.75] 1982-1999 –> 2000-2009 2.3518066 10208.91170
SO (27.5,27.75] 2000-2009 –> 2010-2019 3.0925027 13071.50361
SO (27.75,27.85] 1982-1999 –> 2000-2009 2.7368044 5087.95912
SO (27.75,27.85] 2000-2009 –> 2010-2019 2.9146579 6051.24480
SO (27.85,27.95] 1982-1999 –> 2000-2009 2.9732901 7726.48918
SO (27.85,27.95] 2000-2009 –> 2010-2019 2.9423411 8763.89741
SO (27.95,28.05] 1982-1999 –> 2000-2009 3.5636070 15796.06150
SO (27.95,28.05] 2000-2009 –> 2010-2019 4.0008893 19325.21834
SO (28.05,28.1] 1982-1999 –> 2000-2009 2.9436179 7684.50517
SO (28.05,28.1] 2000-2009 –> 2010-2019 2.9322182 10023.92362
SO (28.1,28.15] 1982-1999 –> 2000-2009 1.5067271 1067.97309
SO (28.1,28.15] 2000-2009 –> 2010-2019 1.7267063 1462.02027
SO (28.1,28.2] 1982-1999 –> 2000-2009 2.2111097 9656.96302
SO (28.1,28.2] 2000-2009 –> 2010-2019 2.0672886 11366.15572
SO (28.15,28.2] 1982-1999 –> 2000-2009 1.5850954 1124.70427
SO (28.15,28.2] 2000-2009 –> 2010-2019 1.7188045 1770.63393
SO (28.2, Inf] 1982-1999 –> 2000-2009 2.2124350 4620.03826
SO (28.2, Inf] 2000-2009 –> 2010-2019 2.2749246 6340.47929
SO (28.2,28.3] 1982-1999 –> 2000-2009 2.5312441 7821.13599
SO (28.2,28.3] 2000-2009 –> 2010-2019 2.4453365 8534.24373
SO (28.3, Inf] 1982-1999 –> 2000-2009 1.4522287 2736.81935
SO (28.3, Inf] 2000-2009 –> 2010-2019 1.2363504 3128.07979

5.5 Target variable coefficients

A data frame to map the target variable is prepared.

# create table with two era belonging to one eras
eras_forward <- lm_all_fitted_wide %>%
  arrange(era) %>% 
  group_by(basin, gamma_slab, model) %>% 
  mutate(eras = paste(era, lead(era), sep = " --> ")) %>% 
  ungroup() %>% 
  select(era, eras) %>% 
  unique()

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

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

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

lm_best_target <- left_join(lm_best_target, lm_all_fitted_wide)

rm(eras_era, eras_forward, eras_backward,
   lm_all_fitted)

5.6 Plot selected model residuals

# plot model diagnostics, if activated
if (params_local$plot_all_figures == "y") {
  # mutate predictors column
  lm_best_plot <- lm_best_target %>%
    select(basin, gamma_slab, model, eras, era) %>%
    mutate(
      predictors = str_remove(model, paste(params_local$MLR_target, "~ ")),
      predictors = str_replace_all(predictors, "\\+ ", "")
    )
  
  # loop across all basins, era, gamma slabs, and MLRs
  # fit all MLR models
  for (i_basin in unique(GLODAP$basin)) {
    for (i_era in unique(GLODAP$era)) {
      #i_basin <- unique(GLODAP$basin)[1]
      #i_era   <- unique(GLODAP$era)[2]
      print(i_basin)
      print(i_era)
      
      GLODAP_basin_era <- GLODAP %>%
        filter(basin == i_basin, era == i_era)
      
      for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
        #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
        print(i_gamma_slab)
        
        GLODAP_basin_era_slab <- GLODAP_basin_era %>%
          filter(gamma_slab == i_gamma_slab)
        
        lm_best_basin_era_slab <- lm_best_plot %>%
          filter(basin == i_basin, era == i_era, gamma_slab == i_gamma_slab)
        
        for (i_eras in unique(lm_best_basin_era_slab$eras)) {
          #i_eras <- unique(lm_best_basin_era_slab$eras)[1]
          print(i_eras)
          
          lm_best_basin_era_slab_eras <- lm_best_basin_era_slab %>%
            filter(eras == i_eras)
          
          for (i_predictors in unique(lm_best_basin_era_slab_eras$predictors)) {
            #i_predictors <- unique(lm_best_basin_era_slab$predictors)[1]
            print(i_predictors)
            # extract one model definition
            i_lm <- lm_all %>%
              filter(predictors == i_predictors) %>%
              select(lm_coeff) %>%
              pull()
            
             # fit model
          if (params_local$MLR_type == "rlm") {
            i_lm_fit <- MASS::rlm(as.formula(i_lm),
                                  data = GLODAP_basin_era_slab)
          }
          
          if (params_local$MLR_type == "lm") {
            i_lm_fit <- lm(as.formula(i_lm),
                           data = GLODAP_basin_era_slab)
          }
            
            # plot model diagnostics vs predictors
            
            p_model_predictors <- ggnostic(
              i_lm_fit,
              columnsY = c(params_local$MLR_target, ".fitted", ".resid"),
              title = paste(
                "era:",
                i_era,
                "| eras:",
                i_eras,
                "| basin:",
                i_basin,
                "| gamma slab:",
                i_gamma_slab,
                "| predictors:",
                i_predictors
              )
            )
            
            ggsave(
              plot = p_model_predictors,
              path = paste(path_version_figures, "eMLR_diagnostics/", sep = ""),
              filename = paste(
                "MLR_residuals",
                i_era,
                i_eras,
                i_basin,
                i_gamma_slab,
                i_predictors,
                "predictors.png",
                sep = "_"
              ),
              width = 14,
              height = 8
            )

            rm(p_model_predictors)
            
            
            # plot model diagnostics vs location
            
            GLODAP_basin_era_slab <- GLODAP_basin_era_slab %>%
              mutate(fitted = i_lm_fit$fitted.values,
                     residuals = i_lm_fit$residuals)
            
            GLODAP_basin_era_slab_long <- GLODAP_basin_era_slab %>% 
              pivot_longer(cols = c(params_local$MLR_target , fitted, residuals),
                           names_to = "estimate",
                           values_to = "value"
              ) %>% 
              pivot_longer(cols = c(lat, lon, depth),
                           names_to = "coordinate_type",
                           values_to = "coordinate_value"
              )

             p_model_coordinate <- GLODAP_basin_era_slab_long %>%
              ggplot(aes(coordinate_value, value)) +
              geom_bin2d() +
              scale_fill_viridis_c() +
              labs(
                title = paste(
                  "era:",
                  i_era,
                  "| eras:",
                  i_eras,
                  "| basin:",
                  i_basin,
                  "| gamma slab:",
                  i_gamma_slab,
                  "| predictors:",
                  i_predictors
                )
              ) +
              facet_grid(estimate~coordinate_type,
                         scales = "free")

            ggsave(
              plot = p_model_coordinate,
              path = paste(path_version_figures, "eMLR_diagnostics", sep = ""),
              filename = paste(
                "Location_MLR_residuals",
                i_era,
                i_eras,
                i_basin,
                i_gamma_slab,
                i_predictors,
                "predictors.png",
                sep = "_"
              ),
              width = 14,
              height = 8
            )

            rm(p_model_coordinate)
            
          }
          
        }
        
      }
    }
  }
  
  rm(
    lm_best_plot,
    lm_best_basin_era_slab,
    i_rmse,
    GLODAP_basin_era,
    GLODAP_basin_era_slab,
    i_lm,
    lm_all_fitted,
    i_basin,
    i_era,
    i_gamma_slab,
    i_predictors,
    lm_all,
    i_aic,
    i_n_predictors,
    i_resid_max
  )
  
}

Individual residual plots of the MLR models for each basin, era, eras and neutral density (gamma) slab are available at:

/nfs/kryo/work/jenmueller/emlr_cant/model/v_XXX/figures/eMLR_diagnostics/

5.7 Cant coeffcients

A data frame of coefficient offsets is prepared to facilitate the direct mapping of Cant.

# pivot long format
lm_best_long <- lm_best_target %>%
  pivot_longer(cols = starts_with("coeff_"),
               names_to = "term",
               values_to = "estimate",
               names_prefix = "coeff_")

# subtract coefficients of adjacent era
lm_best_long <- lm_best_long %>%
  arrange(era) %>%
  group_by(basin, gamma_slab, eras, model, term) %>%
  mutate(delta_coeff = estimate - lag(estimate)) %>%
  ungroup() %>%
  arrange(basin, gamma_slab, model, term, eras) %>%
  drop_na() %>%
  select(-c(era,estimate))

# pivot back to wide format
lm_best_cant <- lm_best_long %>%
  pivot_wider(values_from = delta_coeff,
              names_from = term,
              names_prefix = "delta_coeff_",
              values_fill = 0)

5.8 Write files

lm_best_target %>%
  select(
    basin,
    gamma_slab,
    model,
    eras,
    era,
    starts_with("coeff_")
  ) %>%
  write_csv(paste(path_version_data,
                  "lm_best_target.csv",
                  sep = ""))

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

lm_best %>%
  write_csv(paste(path_version_data,
                  "lm_best.csv",
                  sep = ""))

6 Model diagnotics

6.1 Selection criterion vs predictors

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

6.1.1 All models

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

6.1.2 Best models

if (params_local$MLR_criterion != "rank") {
lm_best_target %>%
  ggplot(aes("",
             !!sym(params_local$MLR_criterion),
             col = basin)) +
  geom_hline(yintercept = 10) +
  geom_boxplot() +
  facet_grid(gamma_slab~era) +
  scale_color_brewer(palette = "Set1") +
  labs(x="Number of predictors pooled")
}

6.2 RMSE correlation between eras

RMSE was plotted to compare the agreement for one model applied to two adjacent eras (ie check whether the same predictor combination performs equal in both eras).

6.2.1 All models

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

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

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

6.2.2 Best models

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

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

Version Author Date
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] 5 5 7 6 10 10 4
(26.75,27] 6 10 5 4 6 9 7
(27,27.25] 7 10 6 6 4 4 10
(27.25,27.5] 9 10 4 5 5 8 7
(27.5,27.75] 7 10 5 5 6 9 6
(27.75,27.85] 6 10 7 7 6 7 5
(27.85,27.95] 8 10 6 6 6 7 7
(27.95,28.05] 8 4 8 7 10 4 7
(28.05,28.1] 10 3 6 4 7 7 7
(28.1,28.15] 10 5 4 4 6 9 6
(28.15,28.2] 7 4 4 6 9 6 9
(28.2, Inf] 8 5 4 7 10 7 6
total 107.00 106.00 78.00 80.00 94.00 102.00 92.00
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] 6 7 7 6 7 10 7
(26.75,27] 6 10 5 4 6 10 6
(27,27.25] 7 10 5 6 4 5 9
(27.25,27.5] 9 10 4 5 5 8 7
(27.5,27.75] 8 10 4 5 5 10 5
(27.75,27.85] 5 10 7 5 5 10 5
(27.85,27.95] 7 10 6 6 6 9 5
(27.95,28.05] 8 5 8 6 10 5 6
(28.05,28.1] 10 3 7 3 5 5 7
(28.1,28.15] 10 4 4 4 5 10 6
(28.15,28.2] 7 5 3 5 10 6 8
(28.2, Inf] 8 4 5 6 10 8 5
total 107.00 108.00 77.00 74.00 87.00 111.00 87.00
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] 5 9 8 4 6 10 6
(27.25,27.5] 5 10 8 5 10 5 4
(27.5,27.75] 5 10 7 5 10 5 5
(27.75,27.85] 6 10 7 5 10 4 5
(27.85,27.95] 5 6 7 4 10 6 10
(27.95,28.05] 5 3 7 6 10 5 10
(28.05,28.1] 7 5 4 5 10 5 10
(28.1,28.2] 6 4 7 6 10 4 10
(28.2,28.3] 4 10 6 10 5 4 4
(28.3, Inf] 5 5 4 7 2 10 5
total 85.00 108.00 86.00 78.00 106.00 93.00 90.00
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 7 5 6 10 6
(27.25,27.5] 5 10 8 5 10 5 4
(27.5,27.75] 5 10 7 5 10 5 5
(27.75,27.85] 6 10 7 5 10 4 5
(27.85,27.95] 5 6 7 4 10 6 10
(27.95,28.05] 5 4 8 5 10 5 10
(28.05,28.1] 7 6 5 4 10 6 10
(28.1,28.2] 5 5 7 5 10 5 10
(28.2,28.3] 7 10 9 5 4 4 7
total 79.00 108.00 88.00 64.00 102.00 85.00 89.00
SO - 1982-1999 --> 2000-2009
(-Inf,26] 5 3 3 7 6 6 10
(26,26.5] 7 10 7 7 4 3 9
(26.5,26.75] 7 10 6 7 6 6 8
(26.75,27] 8 10 5 5 4 10 6
(27,27.25] 7 10 5 5 5 10 7
(27.25,27.5] 9 10 4 5 4 10 5
(27.5,27.75] 9 10 5 5 10 4 4
(27.75,27.85] 10 10 6 6 4 4 7
(27.85,27.95] 8 10 7 8 4 4 7
(27.95,28.05] 7 10 6 5 4 9 7
(28.05,28.1] 6 9 6 7 4 10 6
(28.1,28.15] 7 6 4 6 8 9 6
(28.1,28.2] 6 7 7 9 10 5 5
(28.15,28.2] 6 10 6 6 6 10 5
(28.2, Inf] 4 7 3 7 7 7 8
(28.2,28.3] 6 8 5 9 10 4 6
(28.3, Inf] 7 6 6 7 10 7 7
total 119.00 146.00 91.00 111.00 106.00 118.00 113.00
SO - 2000-2009 --> 2010-2019
(26,26.5] 7 10 7 7 4 3 9
(26.5,26.75] 8 10 6 6 5 6 8
(26.75,27] 9 10 4 4 4 10 5
(27,27.25] 7 10 7 5 5 10 5
(27.25,27.5] 9 10 4 5 4 10 5
(27.5,27.75] 9 10 5 5 10 4 4
(27.75,27.85] 8 10 6 7 6 4 7
(27.85,27.95] 7 10 6 10 4 4 6
(27.95,28.05] 7 10 6 6 4 9 6
(28.05,28.1] 6 10 7 6 4 10 5
(28.1,28.15] 5 8 6 6 8 10 5
(28.1,28.2] 7 10 7 7 6 3 7
(28.15,28.2] 6 10 5 6 7 10 4
(28.2, Inf] 3 6 4 8 7 6 8
(28.2,28.3] 8 10 8 7 4 4 7
(28.3, Inf] 7 7 6 7 10 5 6
total 113.00 151.00 94.00 102.00 92.00 108.00 97.00

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
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
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 

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