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1 Required data

Required are:

  • cleaned and prepared GLODAP-based synthetic model subsetting file
GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

  • sal, temp, aou, nitrate, silicate, phosphate, phosphate_star
# the following code is a workaround to find all predictor combinations
# using the olsrr package and fit all models for one era, slab, and basin

i_basin <- unique(GLODAP$basin)[1]
i_era   <- unique(GLODAP$era)[1]

# subset one basin and era for fitting
GLODAP_basin_era <- GLODAP %>%
  filter(basin == i_basin, era == i_era)

i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
print(i_gamma_slab)

# subset one gamma slab
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
  filter(gamma_slab == i_gamma_slab)

# fit the full linear model, i.e. all predictor combinations
lm_full <- lm(paste(
  params_local$MLR_target,
  paste(params_local$MLR_predictors, collapse = " + "),
  sep = " ~ "
),
data = GLODAP_basin_era_slab)

# fit linear models for all possible predictor combinations
# unfortunately, this functions does not provide model coefficients (yet)
lm_all <- ols_step_all_possible(lm_full)

# convert to tibble
lm_all <- as_tibble(lm_all)

# extract relevant columns and format model formula
lm_all <- lm_all %>% 
  select(n, predictors) %>%
  mutate(lm_coeff = str_replace_all(predictors, " ", " + "),
         lm_coeff = paste(params_local$MLR_target, "~", lm_coeff))

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

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

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

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

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

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

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

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

3 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 112

4 Fit all models

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

  • cstar_tref

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

# loop across all basins, era, gamma slabs, and MLRs
# fit all MLR models
for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    #i_basin <- unique(GLODAP$basin)[1]
    #i_era   <- unique(GLODAP$era)[1]
    print(i_basin)
    print(i_era)
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin, era == i_era)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      # number of observations used for each fitting model
      i_nr_obs = nrow(GLODAP_basin_era_slab)
      
      for (i_predictors in unique(lm_all$predictors)) {
        #i_predictors <- unique(lm_all$predictors)[100]
        
        # extract one model definition
        i_lm <- lm_all %>%
          filter(predictors == i_predictors) %>%
          select(lm_coeff) %>%
          pull()
        
        # extract number of predictors
        i_n_predictors <- lm_all %>%
          filter(predictors == i_predictors) %>%
          select(n) %>%
          pull()
        
        if (i_nr_obs > i_n_predictors) {
          # fit model
          if (params_local$MLR_type == "rlm") {
            i_lm_fit <- MASS::rlm(as.formula(i_lm),
                                  data = GLODAP_basin_era_slab)
          }
          
          if (params_local$MLR_type == "lm") {
            i_lm_fit <- lm(as.formula(i_lm),
                           data = GLODAP_basin_era_slab)
          }
          
          # find max predictor correlation
          i_cor_max <- GLODAP_basin_era_slab %>%
            select(!!!syms(str_split(i_predictors, " ",
                                     simplify = TRUE))) %>%
            correlate(quiet = TRUE) %>%
            select(-term) %>%
            abs() %>%
            max(na.rm = TRUE)
          
          # calculate root mean squared error
          i_rmse <- sqrt(c(crossprod(i_lm_fit$residuals)) /
                           length(i_lm_fit$residuals))
          
          # calculate maximum residual
          i_resid_max <- max(abs(i_lm_fit$residuals))
          
          # calculate Akaike information criterion aic
          i_aic <- AIC(i_lm_fit)
          
          # calculate max VIF
          if (is.na(max(i_lm_fit$coefficients))){
            i_vif_max <- as.double("NA")
          } else{
          i_vif_max <- max(vif(i_lm_fit))
          }
          
          # collect model coefficients and diagnostics
          coefficients <- tidy(i_lm_fit)
          
          coefficients <- coefficients %>%
            mutate(
              basin = i_basin,
              era = i_era,
              gamma_slab = i_gamma_slab,
              model = i_lm,
              nr_obs = i_nr_obs,
              rmse = i_rmse,
              aic = i_aic,
              vif_max = i_vif_max,
              resid_max = i_resid_max,
              n_predictors = i_n_predictors,
              na_predictor = anyNA(coefficients$estimate),
              cor_max = i_cor_max
            )
          
          if (exists("lm_all_fitted")) {
            lm_all_fitted <- bind_rows(lm_all_fitted, coefficients)
          }
          
          if (!exists("lm_all_fitted")) {
            lm_all_fitted <- coefficients
          }
        }
      }
    }
  }
}

rm(
  i_lm_fit,
  coefficients,
  i_rmse,
  GLODAP_basin_era,
  GLODAP_basin_era_slab,
  i_lm,
  i_basin,
  i_era,
  i_gamma_slab,
  i_nr_obs,
  i_predictors,
  i_aic,
  i_vif_max,
  i_n_predictors,
  i_resid_max
)

5 Prepare coeffcients

Coefficients are prepared for the mapping of Cant and the chosen target variable.

5.1 Formatting

# lm_all_fitted <- lm_all_fitted_1

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

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

# set coefficient to zero if not fitted (=NA)
lm_all_fitted <- lm_all_fitted %>%
  mutate(estimate = if_else(is.na(estimate), 0, estimate))

# Prepare model coefficients for mapping of target variable
lm_all_fitted_wide <- lm_all_fitted %>%
  pivot_wider(
    values_from = estimate,
    names_from = term,
    names_prefix = "coeff_",
    values_fill = 0
  )

5.2 Predictor selection

Within each basin and slab, the following number of best linear regression models was selected:

  • 10

The criterion used to select the best models was:

  • rmse

The criterion was summed up for two adjacent eras, and the models with lowest summed values were selected.

Please note, that currently the lm() function produces NAs for some predictors. It is not yet entirely clear when this happens, but presumably it is caused by some form of collinearity between predictors, such that including another predictor does not help to explain the target variable any better. The issues also expresses as exactly identical rmse values of different models. As an interim solution, models with fitted NA predictors were not included.

# remove models with predictors fitted as NA
lm_all_fitted_wide <- lm_all_fitted_wide %>%
  filter(na_predictor == FALSE)

5.3 VIF threshold

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

  • 1000

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

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

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

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

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

# subset models with lowest summed criterion
# chose which criterion is applied

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

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab n_predictors model nr_obs rmse aic vif_max resid_max eras rmse_sum rmse_lag aic_sum vif_max_sum rank rank_sum
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 113 1.8579016 474.675279 354.074761 5.0975759 1982-1999 –> 2000-2009 2.9816459 1.1237444 676.01907 397.498933 1 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 113 2.1856671 511.394272 228.274959 5.7363123 1982-1999 –> 2000-2009 3.2354766 1.0498095 704.43504 248.156617 5 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 113 2.2277259 515.701885 434.547569 6.0207212 1982-1999 –> 2000-2009 3.2625753 1.0348493 706.99160 446.926784 10 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 113 2.2037023 513.251478 206.675635 6.2796363 1982-1999 –> 2000-2009 3.3752998 1.1715975 719.68290 329.909142 6 19
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 113 2.3438406 527.184847 346.510804 6.3977253 1982-1999 –> 2000-2009 3.3841749 1.0403343 719.11948 363.046873 16 19
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 113 2.4167017 534.103340 332.450202 5.5495071 1982-1999 –> 2000-2009 3.4438964 1.0271947 724.48728 351.049921 22 23
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 113 2.3905851 531.647731 270.004604 5.8942332 1982-1999 –> 2000-2009 3.5199936 1.1294085 733.60490 351.360451 20 31
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 113 2.3874046 531.346854 141.947781 8.2518576 1982-1999 –> 2000-2009 3.6012847 1.2138801 742.10363 401.240276 19 33
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 113 2.4529797 535.470694 56.439394 7.6156941 1982-1999 –> 2000-2009 3.6916653 1.2386857 746.69540 62.098347 24 39
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + silicate + phosphate 113 2.2278798 513.717487 42.388942 6.0139853 1982-1999 –> 2000-2009 3.7815811 1.5537013 752.58607 50.878029 11 31
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 58 0.6660142 131.449330 119.407051 2.4957302 2000-2009 –> 2010-2019 2.5239157 1.8579016 606.12461 473.481812 16 17
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 58 0.5997167 119.286309 103.044884 3.1752478 2000-2009 –> 2010-2019 2.8034190 2.2037023 632.53779 309.720519 5 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 58 0.6615272 130.665180 37.700230 2.4752433 2000-2009 –> 2010-2019 2.8471942 2.1856671 642.05945 265.975189 15 20
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 58 0.6578455 130.017789 33.028133 2.4585257 2000-2009 –> 2010-2019 2.8855714 2.2277259 645.71967 467.575701 13 23
Atlantic (-Inf,26] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 58 0.6383206 126.522771 101.539104 3.3504275 2000-2009 –> 2010-2019 2.9530144 2.3146938 650.87958 454.803544 10 24
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 58 0.5856762 116.538235 218.226307 3.0128280 2000-2009 –> 2010-2019 2.9730808 2.3874046 647.88509 360.174088 1 20
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 58 0.6026448 119.851299 274.765784 2.7458868 2000-2009 –> 2010-2019 2.9932299 2.3905851 651.49903 544.770388 7 27
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 58 0.5860599 116.614219 32.121738 3.1167601 2000-2009 –> 2010-2019 3.0027617 2.4167017 650.71756 364.571940 2 24
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 58 0.6601421 130.422053 32.918911 2.4686835 2000-2009 –> 2010-2019 3.0039827 2.3438406 657.60690 379.429715 14 30
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 58 0.6969419 134.714689 4.044677 2.5066941 2000-2009 –> 2010-2019 3.1499215 2.4529797 670.18538 60.484071 26 50
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 232 3.8342029 1295.985648 173.298496 10.2878861 1982-1999 –> 2000-2009 6.9514708 3.1172678 3364.92560 466.172354 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 232 3.9458651 1309.305533 172.278693 9.7943593 1982-1999 –> 2000-2009 7.0137271 3.0678620 3365.40077 458.706398 3 4
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 232 3.9414985 1308.791776 13.365944 10.9047584 1982-1999 –> 2000-2009 7.1545625 3.2130640 3402.06726 30.613235 2 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 232 3.9566537 1310.572447 10.623655 11.1118334 1982-1999 –> 2000-2009 7.1788859 3.2222322 3406.13880 21.279679 4 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 232 4.0497551 1321.364057 12.217564 10.8913067 1982-1999 –> 2000-2009 7.2057279 3.1559728 3400.22524 26.532614 7 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 232 3.9807155 1313.385647 9.680985 11.3489588 1982-1999 –> 2000-2009 7.2247633 3.2440478 3414.37701 22.389913 5 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 232 4.0742995 1324.167739 10.570256 11.1979222 1982-1999 –> 2000-2009 7.2467411 3.1724416 3407.21353 20.981085 8 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 232 4.0793189 1324.739012 9.770512 11.2269914 1982-1999 –> 2000-2009 7.2593713 3.1800524 3409.71133 19.938879 9 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 232 4.1203503 1329.382799 10.364679 10.9239130 1982-1999 –> 2000-2009 7.3263262 3.2059758 3420.88266 20.960446 10 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 232 3.9949417 1315.040929 57.377496 11.0946981 1982-1999 –> 2000-2009 7.4039316 3.4089899 3455.90600 114.356386 6 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 367 3.2323894 1916.645542 258.703180 11.3469378 2000-2009 –> 2010-2019 7.0665923 3.8342029 3212.63119 432.001676 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 367 3.2693354 1924.987539 11.405204 11.4690143 2000-2009 –> 2010-2019 7.2108339 3.9414985 3233.77932 24.771148 3 5
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 367 3.2690245 1924.917726 9.185522 11.4825539 2000-2009 –> 2010-2019 7.2256781 3.9566537 3235.49017 19.809176 2 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 367 3.2827991 1928.004076 258.644315 12.6382610 2000-2009 –> 2010-2019 7.2286642 3.9458651 3237.30961 430.923008 7 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 367 3.2766064 1926.618151 9.796421 11.4757627 2000-2009 –> 2010-2019 7.2573219 3.9807155 3240.00380 19.477406 6 11
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 367 3.2702578 1925.194586 67.427605 11.4625731 2000-2009 –> 2010-2019 7.2651995 3.9949417 3240.23552 124.805102 4 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 367 3.3113842 1934.367729 13.059038 12.7105002 2000-2009 –> 2010-2019 7.3611393 4.0497551 3255.73179 25.276601 8 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 367 3.3134121 1934.817108 9.197077 12.7196185 2000-2009 –> 2010-2019 7.3877116 4.0742995 3258.98485 19.767334 9 17
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 367 3.3151547 1935.203041 8.435644 12.7086744 2000-2009 –> 2010-2019 7.3944736 4.0793189 3259.94205 18.206156 10 19
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 367 3.2705575 1923.261869 7.599152 11.3542898 2000-2009 –> 2010-2019 7.4441678 4.1736103 3256.60394 14.148525 5 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 372 2.4928906 1749.291791 84.595899 7.9036709 1982-1999 –> 2000-2009 5.4214375 2.9285469 4281.67113 137.852269 1 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 372 2.5331710 1761.217351 84.557768 7.4800522 1982-1999 –> 2000-2009 5.4243181 2.8911471 4280.61514 137.539291 3 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 372 2.4956375 1750.111155 84.190370 8.0599002 1982-1999 –> 2000-2009 5.4371085 2.9414710 4286.93796 137.675229 2 18
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 372 2.7183427 1813.706924 100.879634 8.5519926 1982-1999 –> 2000-2009 5.5080822 2.7897396 4297.04257 172.177584 7 11
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 372 2.5499883 1766.140301 94.210259 7.3981934 1982-1999 –> 2000-2009 5.5104277 2.9604394 4309.45930 167.393388 4 21
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 372 2.7569575 1824.201285 76.934919 8.6084084 1982-1999 –> 2000-2009 5.5168720 2.7599145 4296.68090 146.791515 10 13
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 372 2.8539849 1849.935140 89.844738 8.6124585 1982-1999 –> 2000-2009 5.5813334 2.7273485 4310.42626 160.409275 14 16
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 372 2.5535501 1765.178803 11.972304 7.3059030 1982-1999 –> 2000-2009 5.5846846 3.0311345 4330.33306 27.412806 5 25
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 372 2.7537802 1823.343360 88.372621 7.2811108 1982-1999 –> 2000-2009 5.6302773 2.8764971 4337.61029 147.316143 9 20
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 372 2.9009038 1862.066903 86.660977 7.2376589 1982-1999 –> 2000-2009 5.7474287 2.8465249 4365.75473 146.045738 18 26
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 462 4.2748866 2667.447209 57.693679 11.5965129 2000-2009 –> 2010-2019 7.0286668 2.7537802 4490.79057 146.066300 3 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 462 4.5392453 2722.890143 51.899054 12.2723623 2000-2009 –> 2010-2019 7.0321358 2.4928906 4472.18193 136.494953 16 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 462 4.5066171 2716.224435 51.243881 11.9428799 2000-2009 –> 2010-2019 7.0397881 2.5331710 4477.44179 135.801649 14 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 462 4.5453745 2724.136954 52.037196 12.3085725 2000-2009 –> 2010-2019 7.0410120 2.4956375 4474.24811 136.227566 17 19
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 462 4.3901692 2692.035026 105.356645 11.1904504 2000-2009 –> 2010-2019 7.1085119 2.7183427 4505.74195 206.236280 7 14
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 462 4.3758574 2689.017890 99.261701 10.9029357 2000-2009 –> 2010-2019 7.1328149 2.7569575 4513.21917 176.196620 6 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 462 4.2544706 2663.023795 58.006203 11.1536139 2000-2009 –> 2010-2019 7.1553744 2.9009038 4525.09070 144.667180 2 20
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 462 4.6447752 2744.125718 108.334407 11.0621615 2000-2009 –> 2010-2019 7.1947635 2.5499883 4510.26602 202.544666 21 25
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 462 4.3687102 2687.507458 102.451181 10.7557999 2000-2009 –> 2010-2019 7.2226950 2.8539849 4537.44260 192.295919 4 18
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 462 4.6460447 2744.378228 54.218596 12.1051637 2000-2009 –> 2010-2019 7.2477000 2.6016552 4525.44252 140.122021 22 28
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 584 2.2730787 2630.406058 50.059481 10.7887042 1982-1999 –> 2000-2009 3.8986164 1.6255377 6732.05791 96.560517 1 3
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 584 2.2960377 2642.144144 132.779192 8.3387119 1982-1999 –> 2000-2009 3.9481768 1.6521391 6778.63038 209.192735 2 5
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 584 2.3839999 2686.054893 187.408548 10.0805445 1982-1999 –> 2000-2009 3.9577114 1.5737115 6718.17249 420.890111 8 9
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 584 2.3015616 2644.950808 126.199848 7.7116251 1982-1999 –> 2000-2009 4.0004007 1.6988391 6841.25515 202.609802 3 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 584 2.3209868 2654.767370 49.910703 10.8520673 1982-1999 –> 2000-2009 4.0013143 1.6803275 6827.55922 96.389581 5 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 584 2.3463030 2667.438391 49.949898 10.8349318 1982-1999 –> 2000-2009 4.0497628 1.7034598 6869.57175 96.425966 6 13
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 584 2.3208055 2654.676131 141.170000 7.3513127 1982-1999 –> 2000-2009 4.0517145 1.7309090 6891.11403 217.518149 4 12
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 584 2.4087711 2696.128510 71.537273 12.4306595 1982-1999 –> 2000-2009 4.1047427 1.6959716 6886.80757 265.087327 10 15
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 584 2.3720783 2678.199444 20.789964 12.3073158 1982-1999 –> 2000-2009 4.1414125 1.7693342 6959.75626 62.789690 7 16
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 584 2.4070146 2695.276504 4.044680 12.2799330 1982-1999 –> 2000-2009 4.2233208 1.8163062 7033.06182 11.018718 9 19
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 837 2.5228800 3938.424527 98.914789 10.3901325 2000-2009 –> 2010-2019 4.8189176 2.2960377 6580.56867 231.693981 2 4
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 837 2.4497031 3889.151556 286.397883 9.8041058 2000-2009 –> 2010-2019 4.8337029 2.3839999 6575.20645 473.806431 1 9
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 837 2.5443821 3952.631318 98.197593 10.5351921 2000-2009 –> 2010-2019 4.8459437 2.3015616 6597.58213 224.397441 3 6
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 837 2.5907657 3982.873235 103.928368 10.6902814 2000-2009 –> 2010-2019 4.9115712 2.3208055 6637.54937 245.098369 4 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 837 2.9095663 4177.141850 34.691203 13.7855490 2000-2009 –> 2010-2019 5.1826449 2.2730787 6807.54791 84.750684 7 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 837 2.6868050 4043.805640 112.353850 9.5721281 2000-2009 –> 2010-2019 5.2183134 2.5315083 6799.98211 266.211315 5 18
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 837 2.9470880 4198.591722 34.867017 13.9209526 2000-2009 –> 2010-2019 5.2680748 2.3209868 6853.35909 84.777720 9 14
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 837 2.9595219 4205.639538 34.879982 13.9373167 2000-2009 –> 2010-2019 5.3058249 2.3463030 6873.07793 84.829881 10 16
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 837 2.9246830 4183.816625 30.811573 13.6057947 2000-2009 –> 2010-2019 5.4562001 2.5315171 6937.99715 52.029744 8 22
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 837 3.0886953 4275.154525 220.184866 14.5031229 2000-2009 –> 2010-2019 5.4974664 2.4087711 6971.28304 291.722139 13 23
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 933 2.1756923 4112.268644 207.073520 6.2081789 1982-1999 –> 2000-2009 3.6248966 1.4492043 8755.08749 425.406247 2 7
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 933 2.1513417 4091.266417 120.365017 5.6769519 1982-1999 –> 2000-2009 3.6838829 1.5325412 8878.67541 272.326411 1 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 933 2.3522184 4257.838980 71.058864 11.3966551 1982-1999 –> 2000-2009 3.7281994 1.3759810 8766.57963 100.347958 7 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 933 2.3398335 4247.988166 66.020461 11.4831341 1982-1999 –> 2000-2009 3.7391083 1.3992748 8800.14045 96.331922 6 10
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 933 2.4522958 4335.587284 139.634122 11.1366975 1982-1999 –> 2000-2009 3.8094410 1.3571452 8808.68376 344.784598 13 14
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 933 2.4294524 4318.123856 483.026122 10.9500697 1982-1999 –> 2000-2009 3.8209810 1.3915286 8855.92059 1342.691511 12 15
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 933 2.4527605 4333.940891 139.562792 11.1883408 1982-1999 –> 2000-2009 3.9150882 1.4623277 8998.07214 330.060213 14 20
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 933 2.3758726 4276.509955 130.348052 6.1832592 1982-1999 –> 2000-2009 3.9230332 1.5471606 9088.47076 279.689743 8 16
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 933 2.3914654 4288.716489 153.053574 6.2459476 1982-1999 –> 2000-2009 3.9911573 1.5996919 9187.02294 325.638974 9 20
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 933 2.4882265 4362.729313 202.471803 8.7839296 1982-1999 –> 2000-2009 4.0384120 1.5501855 9179.74112 384.384212 16 25
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1236 2.1720576 5439.084450 302.384115 8.5026547 2000-2009 –> 2010-2019 4.3477499 2.1756923 9551.35309 509.457634 1 3
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1236 2.3171845 5598.968371 268.679361 7.1746807 2000-2009 –> 2010-2019 4.4685262 2.1513417 9690.23479 389.044377 4 5
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1236 2.2767111 5555.409311 210.331941 7.3574823 2000-2009 –> 2010-2019 4.4723305 2.1956194 9684.69084 339.706395 3 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1236 2.2441143 5519.760658 301.917006 8.1797645 2000-2009 –> 2010-2019 4.4938834 2.2497691 9694.50421 496.717661 2 6
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + silicate 1236 2.3761496 5659.085934 209.196535 8.1495201 2000-2009 –> 2010-2019 4.6779428 2.3017933 9874.48797 319.770280 5 10
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1236 2.4061678 5692.119441 71.786682 12.6825913 2000-2009 –> 2010-2019 4.7460013 2.3398335 9940.10761 137.807143 12 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1236 2.3989377 5684.680392 71.485037 12.6170033 2000-2009 –> 2010-2019 4.7511561 2.3522184 9942.51937 142.543901 10 17
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1236 2.3838776 5669.112651 668.131895 12.3092985 2000-2009 –> 2010-2019 4.8133300 2.4294524 9987.23651 1151.158017 6 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1236 2.3944265 5680.027402 285.348064 10.7218470 2000-2009 –> 2010-2019 4.8192453 2.4248188 9994.58892 471.830332 8 19
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1236 2.3859095 5671.218787 222.796801 12.2297718 2000-2009 –> 2010-2019 4.8382053 2.4522958 10006.80607 362.430923 7 20
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1685 3.0515179 8555.526716 250.010908 16.3843159 1982-1999 –> 2000-2009 4.8273942 1.7758763 15729.21802 879.865811 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1685 3.1320643 8643.325968 216.407245 15.7292617 1982-1999 –> 2000-2009 4.9691985 1.8371342 15938.83213 738.860492 2 4
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1685 3.2139790 8728.330664 213.911987 18.2750580 1982-1999 –> 2000-2009 5.0525453 1.8385663 16024.63593 730.094469 3 6
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1685 3.3751290 8895.203894 181.521784 12.4919386 1982-1999 –> 2000-2009 5.3028495 1.9277206 16363.59808 556.248172 4 8
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1685 3.5519199 9067.258385 156.320766 11.6816542 1982-1999 –> 2000-2009 5.5654874 2.0135675 16692.15516 465.016804 7 12
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1685 3.6269089 9135.665990 156.315375 14.2850722 1982-1999 –> 2000-2009 5.6406130 2.0137041 16758.80644 464.732464 12 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1685 3.5534405 9068.700776 221.273061 13.4754440 1982-1999 –> 2000-2009 5.6503826 2.0969421 16839.33267 748.969087 8 15
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1685 3.5237497 9040.424385 215.704209 11.9640892 1982-1999 –> 2000-2009 5.6669353 2.1431856 16889.40921 946.786667 6 14
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1685 3.4491894 8968.352123 74.035993 11.3763421 1982-1999 –> 2000-2009 5.7222739 2.2730845 17028.70609 234.849009 5 17
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1685 3.5567196 9069.809147 73.979313 11.6112757 1982-1999 –> 2000-2009 5.8370959 2.2803763 17139.66731 234.673135 9 22
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1887 3.3184019 9895.924008 819.254992 13.5456971 2000-2009 –> 2010-2019 6.3699197 3.0515179 18451.45072 1069.265900 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1887 3.3929453 9979.763602 518.509038 13.0603740 2000-2009 –> 2010-2019 6.7680742 3.3751290 18874.96750 700.030822 2 6
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1887 3.6588732 10264.537880 550.927505 10.8258346 2000-2009 –> 2010-2019 6.7909375 3.1320643 18907.86385 767.334750 25 27
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1887 3.8332805 10438.276917 548.762797 15.2938127 2000-2009 –> 2010-2019 7.0472595 3.2139790 19166.60758 762.674784 33 36
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1887 3.6103258 10214.127791 175.916951 10.3607428 2000-2009 –> 2010-2019 7.0595153 3.4491894 19182.47991 249.952944 16 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1887 3.5240243 10122.818058 466.267046 11.3811187 2000-2009 –> 2010-2019 7.1147016 3.5906773 19226.64956 622.037468 9 19
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1887 3.6018261 10205.232191 749.415847 14.1478919 2000-2009 –> 2010-2019 7.1552666 3.5534405 19273.93297 970.688908 14 22
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1887 3.4221746 10012.136417 60.328711 12.1250813 2000-2009 –> 2010-2019 7.1852225 3.7630479 19273.98179 112.697942 3 21
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1887 3.4222064 10010.171437 53.609845 12.1875477 2000-2009 –> 2010-2019 7.1890878 3.7668814 19273.44818 101.587823 4 23
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1887 3.6309686 10233.644899 175.517214 10.6011471 2000-2009 –> 2010-2019 7.2241458 3.5931772 19337.82186 249.552914 20 31
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3227 2.1577265 14135.311160 40.057013 12.3827813 1982-1999 –> 2000-2009 3.4317493 1.2740228 25524.64717 109.457099 1 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3227 2.1767684 14192.017524 40.550860 12.5097142 1982-1999 –> 2000-2009 3.4436281 1.2668597 25542.74257 101.353518 2 3
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3227 2.1781224 14196.030961 40.815275 12.4708247 1982-1999 –> 2000-2009 3.4454416 1.2673192 25549.23919 112.434296 3 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3227 2.2428625 14385.066870 89.946030 11.9848581 1982-1999 –> 2000-2009 3.5689774 1.3261149 26048.83023 307.188841 7 11
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3227 2.2116862 14292.725361 18.720322 12.4004159 1982-1999 –> 2000-2009 3.5850248 1.3733386 26194.10809 33.193433 4 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3227 2.2271252 14337.621855 17.847208 12.9436916 1982-1999 –> 2000-2009 3.5953078 1.3681827 26213.24683 31.793927 5 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3227 2.2286825 14342.133372 18.082185 12.8288310 1982-1999 –> 2000-2009 3.5968633 1.3681807 26217.74876 32.938197 6 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3227 2.3414695 14660.755197 39.548912 14.1310785 1982-1999 –> 2000-2009 3.6777498 1.3362803 26374.81192 93.699490 12 17
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 3227 2.2849428 14503.034046 17.747625 11.2980089 1982-1999 –> 2000-2009 3.7061939 1.4212511 26639.25405 31.211678 9 19
Atlantic (27.5,27.75] 3 cstar_tref ~ sal + temp + phosphate_star 3227 2.3511184 14685.296780 16.818340 14.0557908 1982-1999 –> 2000-2009 3.7606912 1.4095727 26763.01477 30.026740 13 22
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3655 1.5097101 13397.558465 67.501264 11.4181338 2000-2009 –> 2010-2019 3.6674366 2.1577265 27532.86963 107.558277 3 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3655 1.5052565 13375.962603 62.247132 11.2999546 2000-2009 –> 2010-2019 3.6820249 2.1767684 27567.98013 102.797992 1 3
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3655 1.5067505 13383.214276 69.661524 11.3357542 2000-2009 –> 2010-2019 3.6848729 2.1781224 27579.24524 110.476799 2 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3655 1.6574007 14079.822197 663.774999 11.0252276 2000-2009 –> 2010-2019 3.8453046 2.1879039 28304.77186 1195.235658 5 9
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3655 1.5228153 13458.739966 60.873781 11.6709874 2000-2009 –> 2010-2019 3.8642848 2.3414695 28119.49516 100.422693 4 18
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3655 1.7014616 14269.615201 19.963979 10.3933666 2000-2009 –> 2010-2019 3.9131477 2.2116862 28562.34056 38.684301 8 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3655 1.6961511 14246.764064 19.205744 10.2358036 2000-2009 –> 2010-2019 3.9232762 2.2271252 28584.38592 37.052951 6 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3655 1.6982531 14255.817523 20.540526 10.3124294 2000-2009 –> 2010-2019 3.9269356 2.2286825 28597.95089 38.622711 7 14
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3655 1.7230962 14363.978077 186.589058 15.1654606 2000-2009 –> 2010-2019 3.9659587 2.2428625 28749.04495 276.535088 10 18
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 3655 1.7253889 14371.698299 169.359104 15.2372816 2000-2009 –> 2010-2019 3.9882706 2.2628817 28812.11627 253.358516 11 20
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1242 1.0823619 3735.241091 165.312029 12.5676945 1982-1999 –> 2000-2009 1.7443769 0.6620150 6088.28078 469.026350 1 2
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 1242 1.0976664 3768.118402 15.181999 12.0624444 1982-1999 –> 2000-2009 1.7632465 0.6655801 6131.63992 30.311302 3 5
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1242 1.0839114 3736.794525 147.870950 12.5771205 1982-1999 –> 2000-2009 1.8239016 0.7399902 6346.60868 383.965034 2 10
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1242 1.1524468 3891.091353 164.086563 11.8459307 1982-1999 –> 2000-2009 1.8458252 0.6933784 6351.70370 458.860912 5 8
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 1242 1.1545592 3893.640288 15.543266 11.6248623 1982-1999 –> 2000-2009 1.8557981 0.7012389 6378.45053 30.416387 6 10
Atlantic (27.75,27.85] 3 cstar_tref ~ sal + aou + nitrate 1242 1.0978584 3766.552909 8.177420 12.0778888 1982-1999 –> 2000-2009 1.8692195 0.7713611 6470.85871 20.914054 4 18
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1242 1.1805812 3951.004330 108.909369 11.9342736 1982-1999 –> 2000-2009 1.9183504 0.7377692 6555.83274 273.569263 9 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1242 1.1856906 3961.731598 114.910993 11.9167843 1982-1999 –> 2000-2009 1.9211393 0.7354487 6559.23888 288.733835 11 17
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1242 1.1879486 3966.457503 83.535283 11.9311899 1982-1999 –> 2000-2009 1.9221485 0.7342000 6560.01537 195.092390 12 17
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1242 1.1854206 3959.165891 24.704051 11.5988314 1982-1999 –> 2000-2009 1.9284393 0.7430187 6578.47174 42.501400 10 21
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1324 0.6425920 2600.283834 335.449682 3.2960481 2000-2009 –> 2010-2019 1.7249540 1.0823619 6335.52493 500.761712 5 6
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1324 0.6520508 2636.977727 305.336760 3.2781167 2000-2009 –> 2010-2019 1.7359622 1.0839114 6373.77225 453.207710 7 9
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 1324 0.6481035 2620.898641 13.966221 3.3278591 2000-2009 –> 2010-2019 1.7457698 1.0976664 6389.01704 29.148220 6 9
Atlantic (27.75,27.85] 3 cstar_tref ~ sal + aou + nitrate 1324 0.6549688 2646.801410 9.857676 3.2151069 2000-2009 –> 2010-2019 1.7528272 1.0978584 6413.35432 18.035097 8 12
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1324 0.6101484 2463.096797 326.705466 2.8677033 2000-2009 –> 2010-2019 1.7625952 1.1524468 6354.18815 490.792029 1 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1324 0.6227976 2517.431877 204.412464 2.8878016 2000-2009 –> 2010-2019 1.8033788 1.1805812 6468.43621 313.321833 4 13
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1324 0.6214807 2511.827054 214.329751 2.9172571 2000-2009 –> 2010-2019 1.8071713 1.1856906 6473.55865 329.240744 3 14
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1324 0.6211456 2510.398752 152.685791 2.9206464 2000-2009 –> 2010-2019 1.8090942 1.1879486 6476.85625 236.221074 2 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 1324 0.6556005 2651.353832 14.150393 3.1784882 2000-2009 –> 2010-2019 1.8101596 1.1545592 6544.99412 29.693658 10 16
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1324 0.6858990 2770.987160 279.413186 2.7140005 2000-2009 –> 2010-2019 1.8469467 1.1610477 6678.54830 414.626378 15 22
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1234 2.5496068 5825.838092 202.724415 21.8722868 1982-1999 –> 2000-2009 3.1487460 0.5991393 8184.50561 439.640405 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1234 2.5577113 5833.670736 223.724392 21.9416501 1982-1999 –> 2000-2009 3.1664244 0.6087131 8233.33418 395.062947 2 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1234 2.5582892 5834.228331 95.667497 21.9471111 1982-1999 –> 2000-2009 3.1664348 0.6081456 8231.47972 183.961166 3 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1234 2.5639537 5839.686890 200.137403 21.9812480 1982-1999 –> 2000-2009 3.1713718 0.6074181 8233.84299 360.200290 4 7
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1234 2.5674990 5841.097125 62.999915 21.9923176 1982-1999 –> 2000-2009 3.2230531 0.6555541 8430.47052 103.697495 5 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1234 2.7316580 5994.055133 32.682776 23.2699753 1982-1999 –> 2000-2009 3.3347266 0.6030686 8367.62693 54.720120 17 19
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1234 2.7364948 5998.421217 112.187523 23.3014821 1982-1999 –> 2000-2009 3.3490800 0.6125851 8412.48215 154.368788 19 27
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1234 2.7377036 5999.511141 16.464489 23.3140324 1982-1999 –> 2000-2009 3.3497941 0.6120905 8411.48326 27.129064 20 26
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1234 2.7447517 6005.856704 86.325386 23.3676999 1982-1999 –> 2000-2009 3.3572119 0.6124602 8419.39015 119.031379 21 28
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 1234 2.5725050 5845.904487 149.183333 21.6577039 1982-1999 –> 2000-2009 3.3753578 0.8028528 8959.43563 320.590608 6 20
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1230 0.6855505 2575.857508 301.651067 6.4441878 2000-2009 –> 2010-2019 3.2351573 2.5496068 8401.69560 504.375482 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1230 0.6939711 2605.889436 243.504957 6.4747398 2000-2009 –> 2010-2019 3.2516824 2.5577113 8439.56017 467.229350 4 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1230 0.6935044 2604.234636 136.553278 6.4705069 2000-2009 –> 2010-2019 3.2517936 2.5582892 8438.46297 232.220774 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1230 0.6931001 2602.799824 225.007140 6.4288520 2000-2009 –> 2010-2019 3.2570538 2.5639537 8442.48671 425.144543 2 6
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1230 0.7315730 2733.695481 85.611970 7.0136337 2000-2009 –> 2010-2019 3.2990720 2.5674990 8574.79261 148.611885 9 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 1230 0.8425570 3081.156464 250.145559 6.5843824 2000-2009 –> 2010-2019 3.4150620 2.5725050 8927.06095 399.328892 15 21
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1230 0.6975411 2616.512081 21.926563 6.8440108 2000-2009 –> 2010-2019 3.4291992 2.7316580 8610.56721 54.609339 5 22
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1230 0.7062683 2647.099026 60.886838 6.8810969 2000-2009 –> 2010-2019 3.4427631 2.7364948 8645.52024 173.074360 7 26
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1230 0.7058817 2645.752140 11.419141 6.8781421 2000-2009 –> 2010-2019 3.4435853 2.7377036 8645.26328 27.883630 6 26
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1230 0.7063763 2647.475205 47.146050 6.8642720 2000-2009 –> 2010-2019 3.4511280 2.7447517 8653.33191 133.471437 8 29
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1276 2.2471136 5699.349176 880.212879 17.4177030 1982-1999 –> 2000-2009 4.2372534 1.9901397 12268.77942 1598.004324 1 2
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate 1276 2.2485181 5698.943732 501.064866 17.4999778 1982-1999 –> 2000-2009 4.3886626 2.1401444 12492.51822 1066.329922 2 4
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + nitrate + phosphate 1276 3.3556569 6720.703710 411.528543 22.1172696 1982-1999 –> 2000-2009 6.0323766 2.6767197 14210.49085 828.221691 5 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1276 3.1982421 6602.089686 164.196529 23.0038199 1982-1999 –> 2000-2009 6.2335561 3.0353140 14487.12628 262.433203 3 7
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1276 3.2760099 6661.401132 133.403216 22.8862132 1982-1999 –> 2000-2009 6.3412998 3.0652899 14575.02024 184.296909 4 9
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1276 3.3873555 6746.697520 48.578796 22.5055764 1982-1999 –> 2000-2009 6.4570138 3.0696583 14664.74843 90.261441 6 12
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 1276 3.4186113 6768.137345 38.847080 22.4765116 1982-1999 –> 2000-2009 6.4975683 3.0789571 14693.60102 66.230746 7 14
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1276 3.6514592 6940.294913 255.856964 22.3549627 1982-1999 –> 2000-2009 6.9611272 3.3096680 15094.62227 378.121824 8 16
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1276 3.6595639 6945.952996 52.900664 22.3567065 1982-1999 –> 2000-2009 6.9732002 3.3136363 15104.00936 93.103824 9 21
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1276 3.6684296 6950.128049 69.098123 22.0244637 1982-1999 –> 2000-2009 6.9788008 3.3103711 15103.11642 120.014668 10 19
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate 1400 2.0652455 6013.725349 791.215981 8.5474507 2000-2009 –> 2010-2019 4.3137636 2.2485181 11712.66908 1292.280848 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1400 2.5994346 6661.851016 139.661406 14.8148810 2000-2009 –> 2010-2019 5.7976767 3.1982421 13263.94070 303.857935 2 4
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1400 2.6184979 6680.310254 83.150259 14.8678313 2000-2009 –> 2010-2019 5.8945078 3.2760099 13341.71139 216.553475 4 7
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1400 2.6068636 6667.841747 60.280723 14.9878794 2000-2009 –> 2010-2019 5.9942191 3.3873555 13414.53927 108.859519 3 8
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 1400 2.6188937 6678.733476 47.685284 14.9096353 2000-2009 –> 2010-2019 6.0375050 3.4186113 13446.87082 86.532364 5 11
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + nitrate + phosphate 1400 2.6889608 6752.661347 545.067397 11.7007587 2000-2009 –> 2010-2019 6.0446178 3.3556569 13473.36506 956.595939 6 10
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1400 2.8468209 6916.396039 178.523221 17.0983955 2000-2009 –> 2010-2019 6.4982801 3.6514592 13856.69095 434.380185 7 14
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1400 2.8484029 6917.951595 58.578157 17.1112224 2000-2009 –> 2010-2019 6.5079668 3.6595639 13863.90459 111.478820 8 16
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1400 2.8486203 6916.165270 79.431762 17.0686744 2000-2009 –> 2010-2019 6.5170500 3.6684296 13866.29332 148.529886 9 18
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1400 2.8494018 6916.933348 34.130340 17.0871645 2000-2009 –> 2010-2019 6.5257606 3.6763588 13872.57147 58.107829 11 21
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 679 0.2387938 -3.947770 69.234453 1.2088312 1982-1999 –> 2000-2009 0.4823595 0.2435657 20.60355 169.177689 1 7
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + silicate 679 0.2390394 -4.551656 50.441166 1.2643601 1982-1999 –> 2000-2009 0.4830579 0.2440184 20.98223 103.873735 2 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 679 0.2595313 107.142239 442.362641 1.9974988 1982-1999 –> 2000-2009 0.5018273 0.2422960 121.29951 1070.585409 3 8
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 679 0.2786656 205.744026 155.396899 1.4974719 1982-1999 –> 2000-2009 0.5139970 0.2353314 175.06179 357.131427 5 6
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 679 0.2843524 233.178091 66.381067 1.5753941 1982-1999 –> 2000-2009 0.5254130 0.2410606 241.12584 160.997127 6 10
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 679 0.2748798 185.168207 61.553731 2.2985740 1982-1999 –> 2000-2009 0.5254374 0.2505577 253.17319 137.740563 4 12
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 679 0.2854396 238.360217 191.835238 1.5928813 1982-1999 –> 2000-2009 0.5263635 0.2409239 245.39696 450.841622 7 10
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 679 0.2855566 238.916495 32.527079 1.5957685 1982-1999 –> 2000-2009 0.5264710 0.2409145 245.89072 78.323203 8 10
Atlantic (28.05,28.1] 3 cstar_tref ~ sal + aou + nitrate 679 0.2873812 243.566273 50.344261 2.2494929 1982-1999 –> 2000-2009 0.5434788 0.2560976 344.69383 95.081189 9 18
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 679 0.3119631 357.024630 12.143361 2.0557125 1982-1999 –> 2000-2009 0.5853674 0.2734043 565.17348 34.096798 10 21
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 786 0.2215105 -124.880981 282.470570 1.4204928 2000-2009 –> 2010-2019 0.5001762 0.2786656 80.86304 437.867469 1 6
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 786 0.2626927 143.168096 144.918285 1.6766284 2000-2009 –> 2010-2019 0.5014865 0.2387938 139.22033 214.152738 7 8
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + silicate 786 0.2640690 149.383155 64.186405 1.5667795 2000-2009 –> 2010-2019 0.5031085 0.2390394 144.83150 114.627571 9 11
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 786 0.2245210 -103.660287 136.799751 1.3757307 2000-2009 –> 2010-2019 0.5088734 0.2843524 129.51780 203.180818 4 10
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 786 0.2243838 -104.620885 366.845856 1.3783430 2000-2009 –> 2010-2019 0.5098234 0.2854396 133.73933 558.681094 3 10
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 786 0.2243782 -104.660727 66.385937 1.3787735 2000-2009 –> 2010-2019 0.5099347 0.2855566 134.25577 98.913016 2 10
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 786 0.2574330 109.374094 740.100217 1.5414110 2000-2009 –> 2010-2019 0.5169643 0.2595313 216.51633 1182.462857 6 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 786 0.2626963 141.189859 93.700619 1.6689819 2000-2009 –> 2010-2019 0.5375761 0.2748798 326.35807 155.254349 8 12
Atlantic (28.05,28.1] 3 cstar_tref ~ sal + aou + nitrate 786 0.2663936 161.160563 59.896626 1.7003050 2000-2009 –> 2010-2019 0.5537748 0.2873812 404.72684 110.240887 11 20
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 786 0.2660582 161.180347 28.419375 2.1929705 2000-2009 –> 2010-2019 0.5780213 0.3119631 518.20498 40.562736 10 20
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1097 0.2848797 372.171258 65.338925 1.5468703 1982-1999 –> 2000-2009 0.5222753 0.2373956 347.80236 101.965866 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1097 0.2853528 375.811505 682.703556 1.6106263 1982-1999 –> 2000-2009 0.5236126 0.2382598 358.74709 1089.925019 2 4
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + silicate 1097 0.2861168 379.677895 48.768157 1.7875771 1982-1999 –> 2000-2009 0.5246766 0.2385598 363.14272 76.865138 3 6
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1097 0.2947212 444.685644 636.615770 2.1066352 1982-1999 –> 2000-2009 0.5362316 0.2415103 452.85771 907.750979 4 8
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1097 0.2999920 483.576579 270.920279 2.2170610 1982-1999 –> 2000-2009 0.5471355 0.2471435 538.09274 400.460229 5 10
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 1097 0.3079144 540.765449 39.770877 2.1815457 1982-1999 –> 2000-2009 0.5641784 0.2562639 668.12177 67.386941 6 12
Atlantic (28.1,28.15] 3 cstar_tref ~ sal + aou + nitrate 1097 0.3150368 588.936898 38.786167 1.6966075 1982-1999 –> 2000-2009 0.5779842 0.2629474 766.04246 65.008577 7 14
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1097 0.3402207 759.666503 517.501926 2.2351582 1982-1999 –> 2000-2009 0.6396301 0.2994094 1199.78674 915.867280 8 22
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1097 0.3573818 869.633776 204.248090 2.2342469 1982-1999 –> 2000-2009 0.6420002 0.2846183 1209.92190 302.211542 15 23
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1097 0.3550351 855.179364 65.957319 2.2959753 1982-1999 –> 2000-2009 0.6476166 0.2925815 1250.93137 102.031064 11 20
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1203 0.2512010 104.073015 184.831050 0.7425594 2000-2009 –> 2010-2019 0.5360808 0.2848797 476.24427 250.169975 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1203 0.2554116 142.067852 625.408202 1.2542709 2000-2009 –> 2010-2019 0.5501329 0.2947212 586.75350 1262.023973 3 6
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + silicate 1203 0.2643335 224.678103 57.169365 1.2716521 2000-2009 –> 2010-2019 0.5504503 0.2861168 604.35600 105.937521 5 7
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1203 0.2551138 139.260346 353.705917 1.1747939 2000-2009 –> 2010-2019 0.5551058 0.2999920 622.83693 624.626196 2 6
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 1203 0.2555714 143.571991 73.910211 1.0359204 2000-2009 –> 2010-2019 0.5634858 0.3079144 684.33744 113.681087 4 9
Atlantic (28.1,28.15] 3 cstar_tref ~ sal + aou + nitrate 1203 0.2690315 265.064311 55.021091 1.2071387 2000-2009 –> 2010-2019 0.5840683 0.3150368 854.00121 93.807258 6 12
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1203 0.2905779 454.430515 470.023814 1.5029446 2000-2009 –> 2010-2019 0.6479598 0.3573818 1324.06429 674.271904 7 18
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1203 0.3041152 563.987120 199.720933 1.8255381 2000-2009 –> 2010-2019 0.6591503 0.3550351 1419.16648 265.678252 8 15
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1203 0.3046128 567.920418 506.811929 1.8315338 2000-2009 –> 2010-2019 0.6605159 0.3559031 1428.45752 736.847478 9 18
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1203 0.3046514 568.225637 97.098064 1.8328430 2000-2009 –> 2010-2019 0.6605290 0.3558776 1428.60496 140.057430 10 18
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1968 0.2692218 434.045004 58.528086 5.7733506 1982-1999 –> 2000-2009 0.5403750 0.2711533 863.88901 101.052721 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1968 0.2692347 434.234464 642.806632 5.7104282 1982-1999 –> 2000-2009 0.5434560 0.2742213 905.16744 1331.278312 2 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1968 0.2692409 434.324291 643.508823 5.7116571 1982-1999 –> 2000-2009 0.5435270 0.2742861 906.12031 1366.287289 3 6
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1968 0.2696866 440.834767 643.523088 5.7092600 1982-1999 –> 2000-2009 0.5447633 0.2750767 923.14313 1333.828485 5 10
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1968 0.2693209 433.494378 51.227285 5.7465898 1982-1999 –> 2000-2009 0.5462131 0.2768922 937.82621 84.424134 4 10
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1968 0.2749553 516.988981 635.094712 5.7596921 1982-1999 –> 2000-2009 0.5500111 0.2750557 999.01838 935.611759 6 10
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1968 0.2767702 540.882968 306.258238 5.2724020 1982-1999 –> 2000-2009 0.5575190 0.2807489 1095.73013 444.511271 7 14
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1968 0.2818148 611.977450 447.339445 4.7518656 1982-1999 –> 2000-2009 0.5643508 0.2825361 1189.99895 679.156462 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 1968 0.2847009 652.081979 54.989109 3.9814990 1982-1999 –> 2000-2009 0.5696427 0.2849418 1261.06755 95.691357 9 18
Atlantic (28.15,28.2] 3 cstar_tref ~ sal + aou + nitrate 1968 0.2912008 738.932669 31.727923 3.3632773 1982-1999 –> 2000-2009 0.5768641 0.2856633 1355.15454 62.087031 11 21
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2529 0.1933530 -1120.505615 107.663361 0.6518101 2000-2009 –> 2010-2019 0.4625748 0.2692218 -686.46061 166.191447 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2529 0.2053991 -814.813551 718.210196 0.8402627 2000-2009 –> 2010-2019 0.4746338 0.2692347 -380.57909 1361.016828 2 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2529 0.2054730 -812.993644 720.040116 0.8401701 2000-2009 –> 2010-2019 0.4747139 0.2692409 -378.66935 1363.548939 3 6
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2529 0.2062117 -794.841522 743.716392 0.8427071 2000-2009 –> 2010-2019 0.4758983 0.2696866 -354.00676 1387.239479 4 9
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2529 0.2103954 -695.250914 103.695434 0.7883290 2000-2009 –> 2010-2019 0.4797163 0.2693209 -261.75654 154.922719 5 9
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2529 0.2110889 -678.606213 742.939482 0.8524117 2000-2009 –> 2010-2019 0.5019719 0.2908830 58.02901 1323.711726 6 15
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2529 0.2341534 -154.106018 447.522826 1.1195596 2000-2009 –> 2010-2019 0.5109236 0.2767702 386.77695 753.781064 10 16
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2529 0.2421686 16.133634 590.445036 1.2214695 2000-2009 –> 2010-2019 0.5239833 0.2818148 628.11108 1037.784481 13 20
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 2529 0.2473550 123.315984 91.133813 1.2097549 2000-2009 –> 2010-2019 0.5320559 0.2847009 775.39796 146.122922 18 26
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2529 0.2188443 -494.106849 648.770061 1.0571676 2000-2009 –> 2010-2019 0.5357630 0.3169187 581.93767 1151.293963 7 18
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 878 0.2356885 -32.192586 769.496454 1.0662795 1982-1999 –> 2000-2009 0.4267503 0.1910618 -916.30029 1596.396899 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 878 0.2404515 2.940189 760.035980 1.0832945 1982-1999 –> 2000-2009 0.4362356 0.1957841 -788.34005 1579.309192 2 4
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 878 0.2858610 304.705691 436.172051 1.6430944 1982-1999 –> 2000-2009 0.5627791 0.2769181 829.61524 978.296575 3 7
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 878 0.3036884 412.937714 130.737807 1.1337980 1982-1999 –> 2000-2009 0.5666743 0.2629859 743.58190 228.369778 4 7
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 878 0.3624618 721.603754 36.721382 1.8405313 1982-1999 –> 2000-2009 0.6894352 0.3269734 1878.24180 63.134303 5 10
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 878 0.3730936 772.369925 113.721839 2.1132880 1982-1999 –> 2000-2009 0.7093435 0.3362499 2035.37224 245.708462 6 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 878 0.4307373 1024.652967 83.593710 2.7718318 1982-1999 –> 2000-2009 0.7676533 0.3369160 2295.17927 119.572023 9 16
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 878 0.4308669 1023.181224 22.947359 2.7502083 1982-1999 –> 2000-2009 0.7759461 0.3450792 2382.72834 41.990390 10 18
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 878 0.4532467 1116.100433 716.361366 1.5511115 1982-1999 –> 2000-2009 0.9413624 0.4881157 3798.09993 928.242241 11 20
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 878 0.4867701 1239.400301 715.001019 1.7610987 1982-1999 –> 2000-2009 1.0422566 0.5554865 4410.96701 926.820313 12 23
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1885 0.1700664 -1315.407050 724.489731 0.6636365 2000-2009 –> 2010-2019 0.4737548 0.3036884 -902.46934 855.227538 4 5
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 1885 0.1755253 -1198.295468 652.970005 0.6158207 2000-2009 –> 2010-2019 0.5379872 0.3624618 -476.69171 689.691387 7 9
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 1885 0.1705271 -1307.208864 204.827725 0.6794534 2000-2009 –> 2010-2019 0.6012644 0.4307373 -282.55590 288.421436 5 8
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 1885 0.1826663 -1049.957513 151.046262 0.6666979 2000-2009 –> 2010-2019 0.6135332 0.4308669 -26.77629 173.993621 9 13
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1885 0.2139919 -449.252609 363.668389 0.7667833 2000-2009 –> 2010-2019 0.6672386 0.4532467 666.84782 1080.029754 16 21
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1885 0.2146167 -440.260454 273.490155 0.7525626 2000-2009 –> 2010-2019 0.7013868 0.4867701 799.13985 988.491174 17 23
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + silicate 1885 0.2172821 -393.727715 220.252561 0.8543223 2000-2009 –> 2010-2019 0.7348329 0.5175508 953.34315 278.201508 20 27
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + nitrate + silicate 1885 0.2210247 -331.344012 156.727572 0.8677841 2000-2009 –> 2010-2019 0.7718632 0.5508384 1123.18517 172.597417 25 33
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1885 0.2178295 -384.242373 285.739611 0.7556051 2000-2009 –> 2010-2019 0.7765216 0.5586921 1097.14629 572.644844 21 30
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + temp + nitrate 1885 0.2336687 -121.620621 27.336388 0.8804882 2000-2009 –> 2010-2019 0.7953403 0.5616717 1367.10826 39.140461 28 38
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2476 5.4477545 15435.231379 111.282521 26.7955630 1982-1999 –> 2000-2009 10.6781134 5.2303589 23544.61552 210.248617 1 3
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2476 5.6405229 15607.428609 23.884942 37.0436201 1982-1999 –> 2000-2009 10.7825441 5.1420212 23671.94607 53.169322 3 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2476 5.6060396 15577.061656 111.160843 17.8898564 1982-1999 –> 2000-2009 10.9307918 5.3247523 23733.55829 216.504934 2 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2476 5.7304533 15685.758685 14.915841 40.3888578 1982-1999 –> 2000-2009 10.9747413 5.2442879 23802.14816 27.360035 4 7
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2476 5.8052903 15750.010755 17.302202 39.2133650 1982-1999 –> 2000-2009 11.0967236 5.2914333 23889.97369 31.744583 5 9
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2476 5.8447785 15781.580742 111.041398 19.9148410 1982-1999 –> 2000-2009 11.2959873 5.4512089 23997.90053 209.975255 6 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2476 5.9992604 15912.766088 18.508441 16.3909964 1982-1999 –> 2000-2009 11.3102636 5.3110032 24062.45265 43.010876 7 12
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2476 6.1686949 16050.684718 7.273859 17.9530102 1982-1999 –> 2000-2009 11.6081556 5.4394607 24263.32171 12.860156 9 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2476 6.2013662 16076.842765 10.393195 18.1541109 1982-1999 –> 2000-2009 11.6693560 5.4679898 24303.25859 18.533294 10 19
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 2476 6.2794424 16136.800033 17.272270 19.9435935 1982-1999 –> 2000-2009 11.7865534 5.5071110 24379.99394 40.293034 11 21
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3664 5.2765778 22600.480914 157.229133 46.4032244 2000-2009 –> 2010-2019 10.7243323 5.4477545 38035.71229 268.511654 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3664 5.3869575 22752.192589 157.244661 35.5157923 2000-2009 –> 2010-2019 10.9929971 5.6060396 38329.25425 268.405504 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3664 5.4692202 22863.250496 30.011494 42.3149672 2000-2009 –> 2010-2019 11.1097431 5.6405229 38470.67911 53.896435 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3664 5.5562097 22978.887214 16.432717 46.4347362 2000-2009 –> 2010-2019 11.2866630 5.7304533 38664.64590 31.348558 4 8
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3664 5.5933854 23025.754409 157.184446 30.0322768 2000-2009 –> 2010-2019 11.4381639 5.8447785 38807.33515 268.225844 5 11
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3664 5.6447401 23094.728140 20.063066 45.7714729 2000-2009 –> 2010-2019 11.4500303 5.8052903 38844.73889 37.365268 6 11
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3664 5.8120033 23308.714206 27.607849 22.4259078 2000-2009 –> 2010-2019 11.8112637 5.9992604 39221.48029 46.116289 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3664 5.8397672 23343.636702 15.347419 59.1485397 2000-2009 –> 2010-2019 11.9660681 6.1263009 39360.17159 27.185561 8 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3664 5.9789886 23516.287958 9.899863 22.0686022 2000-2009 –> 2010-2019 12.1476835 6.1686949 39566.97268 17.173722 9 18
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3664 6.0426433 23593.892451 10.980502 21.5515736 2000-2009 –> 2010-2019 12.2440095 6.2013662 39670.73522 21.373697 11 21
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2475 4.2739659 14227.829519 60.748412 16.7900729 1982-1999 –> 2000-2009 7.8112348 3.5372689 25400.17030 112.817184 4 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2475 4.1815902 14119.669183 554.750161 16.9197733 1982-1999 –> 2000-2009 7.8214226 3.6398324 25410.91406 1267.963155 2 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2475 4.1106342 14034.953546 60.676858 20.5988606 1982-1999 –> 2000-2009 7.8832431 3.7726089 25475.24763 108.903592 1 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2475 4.3790729 14348.089098 555.725022 15.2155495 1982-1999 –> 2000-2009 7.9815312 3.6024583 25596.39794 1290.382059 9 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2475 4.3830321 14352.562456 30.651754 16.8944187 1982-1999 –> 2000-2009 8.0569370 3.6739049 25682.56797 50.992722 10 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2475 4.3314690 14293.984178 60.780843 14.3501074 1982-1999 –> 2000-2009 8.1159635 3.7844945 25747.36374 114.119464 8 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2475 4.4154940 14389.088301 33.750668 16.9172822 1982-1999 –> 2000-2009 8.1218503 3.7063563 25755.67759 55.842908 11 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2475 4.3003943 14258.344023 20.199169 15.2671939 1982-1999 –> 2000-2009 8.1437444 3.8433501 25775.92103 31.158360 6 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2475 4.2504807 14200.554602 30.551085 21.0250478 1982-1999 –> 2000-2009 8.1765823 3.9261015 25806.75025 49.411779 3 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2475 4.3067390 14265.641676 29.325912 15.4373682 1982-1999 –> 2000-2009 8.1792946 3.8725556 25814.71090 45.401702 7 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2871 3.5046609 15362.551522 66.270737 17.0213983 2000-2009 –> 2010-2019 7.6152952 4.1106342 29397.50507 126.947595 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2871 3.5998214 15516.382274 21.628119 18.1836411 2000-2009 –> 2010-2019 7.8503021 4.2504807 29716.93688 52.179204 2 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2871 3.6912357 15660.374795 555.651925 34.5165626 2000-2009 –> 2010-2019 7.8728259 4.1815902 29780.04398 1110.402086 4 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2871 3.6268380 15559.315040 22.122801 18.3587879 2000-2009 –> 2010-2019 7.9066184 4.2797804 29793.87420 55.236985 3 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2871 3.9069530 15986.500287 16.072480 16.3568038 2000-2009 –> 2010-2019 8.2073473 4.3003943 30244.84431 36.271650 6 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2871 3.8796352 15946.210643 65.657893 15.3070258 2000-2009 –> 2010-2019 8.2111043 4.3314690 30240.19482 126.438736 5 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2871 3.9318935 16023.038570 21.675793 16.7047685 2000-2009 –> 2010-2019 8.2386325 4.3067390 30288.68025 51.001705 7 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2871 4.0333999 16169.393722 57.842856 17.5555915 2000-2009 –> 2010-2019 8.3073658 4.2739659 30397.22324 118.591268 8 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2871 4.1510426 16334.475557 21.070514 18.5549396 2000-2009 –> 2010-2019 8.5340748 4.3830321 30687.03801 51.722268 13 23
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2871 4.1864106 16383.191615 23.050654 18.7515901 2000-2009 –> 2010-2019 8.6019045 4.4154940 30772.27992 56.801321 15 26
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2163 4.2682286 12430.214529 130.292234 22.3403709 1982-1999 –> 2000-2009 6.9654978 2.6972692 21360.75215 243.117069 2 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2163 4.2289599 12390.230108 743.599850 23.6270053 1982-1999 –> 2000-2009 7.1009844 2.8720244 21552.91826 1533.108020 1 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2163 4.3686327 12530.799135 58.172262 23.3642789 1982-1999 –> 2000-2009 7.1699070 2.8012743 21601.24904 104.463570 5 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2163 4.3818584 12543.875928 63.788505 23.3913131 1982-1999 –> 2000-2009 7.1989623 2.8171039 21635.16392 114.530908 6 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2163 4.2920275 12454.268509 133.099480 25.4663776 1982-1999 –> 2000-2009 7.2370787 2.9450512 21709.80991 245.909481 3 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2163 4.3834991 12545.495417 29.928829 26.2549528 1982-1999 –> 2000-2009 7.4295544 3.0460553 21925.73783 51.492586 7 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2163 4.3007306 12463.031663 123.203194 16.3443418 1982-1999 –> 2000-2009 7.4388578 3.1381272 21953.39601 201.748092 4 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2163 4.4010301 12562.761994 44.674519 26.2934279 1982-1999 –> 2000-2009 7.4656978 3.0646677 21965.53170 77.386519 8 17
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2163 4.6015337 12753.489811 740.097668 23.9658859 1982-1999 –> 2000-2009 7.6127488 3.0112151 22089.19140 1522.071250 14 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2163 4.4031820 12564.876727 55.301595 16.8637245 1982-1999 –> 2000-2009 7.6685275 3.2653455 22202.19729 95.028304 9 24
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2625 3.1291854 13452.484018 95.294679 14.1153060 2000-2009 –> 2010-2019 7.4299160 4.3007306 25915.51568 218.497873 1 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2625 3.2722192 13687.136455 608.006213 15.7055198 2000-2009 –> 2010-2019 7.5011791 4.2289599 26077.36656 1351.606062 4 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2625 3.3416840 13797.420394 105.745510 15.9227736 2000-2009 –> 2010-2019 7.6337115 4.2920275 26251.68890 238.844990 5 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2625 3.2380867 13632.086029 48.513242 15.6186232 2000-2009 –> 2010-2019 7.6412687 4.4031820 26196.96276 103.814836 2 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2625 3.2549721 13659.391736 49.630476 15.7322496 2000-2009 –> 2010-2019 7.6662724 4.4113003 26232.23712 108.374865 3 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2625 3.4942367 14031.780747 24.805564 15.7838401 2000-2009 –> 2010-2019 7.8777357 4.3834991 26577.27616 54.734393 8 15
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2625 3.3454157 13801.279866 509.990096 16.1043538 2000-2009 –> 2010-2019 7.9263907 4.5809750 26535.39866 1154.200417 6 19
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2625 3.5274052 14081.380541 34.849944 15.8247180 2000-2009 –> 2010-2019 7.9284353 4.4010301 26644.14253 79.524462 9 17
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 2625 3.4258853 13926.066916 93.390395 16.1963020 2000-2009 –> 2010-2019 8.1250610 4.6991757 26770.39165 216.590459 7 24
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2625 3.8816995 14583.860893 95.413447 18.5975620 2000-2009 –> 2010-2019 8.1499281 4.2682286 27014.07542 225.705681 14 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3120 3.7035295 17038.122791 165.557032 15.2779039 1982-1999 –> 2000-2009 6.3227290 2.6191996 27703.56499 275.135806 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3120 3.7609596 17134.143113 83.893363 16.5881941 1982-1999 –> 2000-2009 6.5414301 2.7804705 28066.79355 142.370307 2 4
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3120 3.7657898 17142.152020 95.984793 16.6114096 1982-1999 –> 2000-2009 6.5625902 2.7968004 28100.98999 163.400259 3 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3120 3.9304762 17409.242514 846.172793 17.4397702 1982-1999 –> 2000-2009 6.7300137 2.7995375 28372.45491 1487.343506 8 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3120 3.9367390 17417.177376 819.283859 17.2173526 1982-1999 –> 2000-2009 6.7499066 2.8131676 28400.10978 1433.525974 9 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3120 3.8185526 17228.974362 53.879197 15.7850311 1982-1999 –> 2000-2009 6.7919333 2.9733806 28461.60393 93.082743 4 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3120 3.8205027 17230.160153 49.957020 15.7244500 1982-1999 –> 2000-2009 6.8023647 2.9818621 28473.52775 86.732601 5 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3120 3.8988901 17358.894051 160.138087 19.5373963 1982-1999 –> 2000-2009 6.8180024 2.9191123 28509.14943 272.129170 6 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3120 3.9296220 17405.886332 159.525379 19.1690250 1982-1999 –> 2000-2009 6.8753849 2.9457629 28594.78433 268.968458 7 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3120 3.9699956 17471.669947 37.933399 21.2214164 1982-1999 –> 2000-2009 7.0733613 3.1033657 28895.64600 67.877275 10 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3188 2.9350789 15926.410228 111.297661 20.1389668 2000-2009 –> 2010-2019 6.8339690 3.8988901 33285.30428 271.435748 1 7
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3188 3.0120681 16086.458157 612.302449 17.1704320 2000-2009 –> 2010-2019 6.9425443 3.9304762 33495.70067 1458.475242 3 11
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3188 3.2466595 16569.699348 115.365215 19.6282643 2000-2009 –> 2010-2019 6.9501889 3.7035295 33607.82214 280.922247 5 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3188 3.0096864 16081.416126 29.122707 21.4886156 2000-2009 –> 2010-2019 6.9796820 3.9699956 33553.08607 67.056106 2 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3188 3.0256759 16115.189474 42.512263 21.5915984 2000-2009 –> 2010-2019 7.0011309 3.9754550 33595.43462 105.417393 4 15
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3188 3.3355546 16736.683029 65.445193 21.0013354 2000-2009 –> 2010-2019 7.0965143 3.7609596 33870.82614 149.338557 6 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3188 3.3487947 16761.933782 74.383742 21.0520931 2000-2009 –> 2010-2019 7.1145846 3.7657898 33904.08580 170.368535 7 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3188 3.3999646 16858.592471 45.289174 14.5214808 2000-2009 –> 2010-2019 7.2185173 3.8185526 34087.56683 99.168371 8 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3188 3.5847887 17193.996984 612.241683 19.5653399 2000-2009 –> 2010-2019 7.5215277 3.9367390 34611.17436 1431.525542 15 24
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3188 3.7086623 17410.532726 39.647811 16.3663531 2000-2009 –> 2010-2019 7.5291650 3.8205027 34640.69288 89.604831 20 25
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3588 2.4209015 16540.891432 150.086195 10.9467537 1982-1999 –> 2000-2009 4.2444890 1.8235875 25910.34689 241.407448 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3588 2.4724396 16692.056591 650.053474 7.9602464 1982-1999 –> 2000-2009 4.4553809 1.9829413 26449.56013 1186.401817 2 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3588 2.5384045 16881.003409 76.631719 11.8072287 1982-1999 –> 2000-2009 4.4567823 1.9183778 26485.18167 136.025034 3 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3588 2.5547549 16927.077356 87.804777 11.8855009 1982-1999 –> 2000-2009 4.4955611 1.9408062 26585.09579 155.017588 4 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3588 2.5654004 16956.917054 133.267869 9.3478844 1982-1999 –> 2000-2009 4.5248352 1.9594348 26659.18315 230.221215 6 10
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3588 2.6012324 17054.453545 133.106499 9.8487101 1982-1999 –> 2000-2009 4.5658089 1.9645766 26766.85869 223.321337 7 12
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3588 2.5641975 16951.551466 623.523548 8.6936930 1982-1999 –> 2000-2009 4.5848227 2.0206252 26794.25585 1080.113085 5 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3588 2.6898050 17296.730347 27.017018 10.4156384 1982-1999 –> 2000-2009 4.7588585 2.0690535 27251.14031 55.362198 8 16
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3588 2.7013181 17325.379900 26.910950 10.7137528 1982-1999 –> 2000-2009 4.7704562 2.0691381 27277.97931 49.739342 9 18
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3588 2.7019936 17329.174174 47.578482 10.4775928 1982-1999 –> 2000-2009 4.7932028 2.0912093 27332.92070 89.839240 10 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4032 1.9764934 16950.519066 122.446428 8.9668445 2000-2009 –> 2010-2019 4.3973948 2.4209015 33491.41050 272.532622 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4032 2.0406302 17208.038291 616.618857 8.5831089 2000-2009 –> 2010-2019 4.5130698 2.4724396 33900.09488 1266.672330 2 4
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4032 2.0462060 17228.042456 601.311818 8.2902827 2000-2009 –> 2010-2019 4.6104035 2.5641975 34179.59392 1224.835366 3 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4032 2.1141266 17493.367427 56.846503 9.5029847 2000-2009 –> 2010-2019 4.6525311 2.5384045 34374.37084 133.478222 5 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4032 2.1087531 17472.845115 108.162813 9.7272666 2000-2009 –> 2010-2019 4.6741535 2.5654004 34429.76217 241.430682 4 10
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4032 2.1280673 17546.367570 64.220512 9.5540212 2000-2009 –> 2010-2019 4.6828222 2.5547549 34473.44493 152.025289 6 10
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4032 2.1529869 17638.248101 108.135718 8.8834056 2000-2009 –> 2010-2019 4.7542192 2.6012324 34692.70165 241.242217 7 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4032 2.2061192 17836.839027 23.038580 10.5445858 2000-2009 –> 2010-2019 4.8959242 2.6898050 35133.56937 50.055598 8 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4032 2.2173788 17877.891271 32.723373 10.6046791 2000-2009 –> 2010-2019 4.9193723 2.7019936 35207.06544 80.301855 9 19
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4032 2.2931871 18146.977431 21.769223 9.3545589 2000-2009 –> 2010-2019 4.9945052 2.7013181 35472.35733 48.680174 10 19
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4408 1.6876412 17137.055368 199.450932 8.8690919 1982-1999 –> 2000-2009 3.1146079 1.4269668 28571.67025 317.892361 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4408 1.7561193 17487.708259 194.422838 8.1418872 1982-1999 –> 2000-2009 3.2201143 1.4639951 29087.20066 415.073022 2 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4408 1.7613011 17513.683380 40.485218 9.3370734 1982-1999 –> 2000-2009 3.2688551 1.5075540 29301.87572 79.821577 3 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4408 1.7729306 17571.702193 45.197006 9.4099807 1982-1999 –> 2000-2009 3.2942351 1.5213046 29418.33178 89.438705 4 10
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4408 1.8178941 17790.497893 135.393095 9.0990837 1982-1999 –> 2000-2009 3.3207154 1.5028213 29556.45374 234.030813 6 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4408 1.8157086 17781.892691 40.769430 8.6303375 1982-1999 –> 2000-2009 3.3339018 1.5181933 29615.34612 91.821214 5 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4408 1.8224023 17814.333583 48.644054 8.6669331 1982-1999 –> 2000-2009 3.3478674 1.5254651 29678.54047 115.036138 7 14
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4408 1.8685171 18032.641578 16.313735 9.5351029 1982-1999 –> 2000-2009 3.4223077 1.5537906 30013.25915 33.675832 8 16
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 4408 1.8763293 18069.423851 18.827099 9.5991476 1982-1999 –> 2000-2009 3.4395481 1.5632188 30088.97613 41.913404 9 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4408 2.0459621 18834.455647 23.389200 7.8989852 1982-1999 –> 2000-2009 3.7221155 1.6761534 31304.94799 43.447384 10 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5131 1.5935124 19356.629951 205.189247 9.5671861 2000-2009 –> 2010-2019 3.2811536 1.6876412 36493.68532 404.640179 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5131 1.6616461 19786.280672 201.276312 9.9888981 2000-2009 –> 2010-2019 3.4177654 1.7561193 37273.98893 395.699150 2 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5131 1.6787180 19891.175106 42.550755 9.9562445 2000-2009 –> 2010-2019 3.4400190 1.7613011 37404.85849 83.035973 4 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5131 1.6888323 19952.818535 47.186412 10.0093518 2000-2009 –> 2010-2019 3.4617629 1.7729306 37524.52073 92.383418 5 9
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5131 1.6626044 19790.196782 140.292661 10.1451470 2000-2009 –> 2010-2019 3.4804985 1.8178941 37580.69468 275.685755 3 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5131 1.7362077 20236.726209 39.081428 10.3853410 2000-2009 –> 2010-2019 3.5519163 1.8157086 38018.61890 79.850858 6 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5131 1.7442549 20284.179625 39.308952 10.3987730 2000-2009 –> 2010-2019 3.5666572 1.8224023 38098.51321 87.953006 8 15
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 5131 1.7365284 20236.621402 17.475980 10.4779165 2000-2009 –> 2010-2019 3.6050455 1.8685171 38269.26298 33.789715 7 15
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 5131 1.7447852 20285.299354 19.899137 10.5193915 2000-2009 –> 2010-2019 3.6211145 1.8763293 38354.72321 38.726236 9 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5131 1.9603880 21482.934461 21.477978 9.1670100 2000-2009 –> 2010-2019 4.0063501 2.0459621 40317.39011 44.867178 10 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4755 1.4845042 17265.324275 437.623949 7.4307679 1982-1999 –> 2000-2009 2.7986089 1.3141047 28135.80036 900.747976 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4755 1.5076859 17412.683126 67.034473 7.5098937 1982-1999 –> 2000-2009 2.8598170 1.3521310 28466.18379 134.207481 2 7
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4755 1.5340158 17577.329909 20.396851 7.0912233 1982-1999 –> 2000-2009 2.8609393 1.3269235 28510.08917 34.198243 4 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4755 1.5102082 17428.579212 81.926968 7.5137327 1982-1999 –> 2000-2009 2.8681999 1.3579917 28509.82936 166.549013 3 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4755 1.6438595 18235.021070 100.910523 6.8233134 1982-1999 –> 2000-2009 2.9813510 1.3374915 29218.67661 164.709384 8 11
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4755 1.6364293 18191.938386 319.087484 8.8866653 1982-1999 –> 2000-2009 2.9846528 1.3482235 29226.87057 505.279669 6 10
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4755 1.6366149 18191.016766 263.551717 8.9030548 1982-1999 –> 2000-2009 3.0218514 1.3852366 29397.71427 437.877361 7 16
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4755 1.6641104 18351.459744 26.164899 9.0520810 1982-1999 –> 2000-2009 3.0392841 1.3751737 29513.37911 49.624844 9 16
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4755 1.6696104 18382.839191 30.402553 9.0845380 1982-1999 –> 2000-2009 3.0511674 1.3815570 29574.47125 57.159142 11 19
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4755 1.6010371 17982.002508 19.968702 6.9942033 1982-1999 –> 2000-2009 3.0573291 1.4562920 29509.64469 33.131998 5 17
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5478 1.3239904 18634.694115 481.026318 10.9422853 2000-2009 –> 2010-2019 2.8084946 1.4845042 35900.01839 918.650267 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5478 1.3525105 18868.191451 73.972663 11.0572598 2000-2009 –> 2010-2019 2.8601964 1.5076859 36280.87458 141.007136 3 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5478 1.3267590 18657.580557 14.010058 10.6398434 2000-2009 –> 2010-2019 2.8607748 1.5340158 36234.91047 34.406909 2 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5478 1.3554594 18892.053466 85.747156 11.0457086 2000-2009 –> 2010-2019 2.8656676 1.5102082 36320.63268 167.674124 4 7
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5478 1.3603936 18931.863160 83.068651 10.3763299 2000-2009 –> 2010-2019 3.0042531 1.6438595 37166.88423 183.979174 5 13
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 5478 1.4060353 19291.409663 13.264968 10.3114501 2000-2009 –> 2010-2019 3.0070725 1.6010371 37273.41217 33.233670 8 13
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5478 1.3803621 19091.511933 325.991310 12.2304213 2000-2009 –> 2010-2019 3.0167914 1.6364293 37283.45032 645.078794 6 12
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5478 1.3821179 19103.438520 252.744776 12.1614914 2000-2009 –> 2010-2019 3.0187327 1.6366149 37294.45529 516.296493 7 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5478 1.4074202 19304.195786 27.131958 12.4169395 2000-2009 –> 2010-2019 3.0715306 1.6641104 37655.65553 53.296858 9 18
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 5478 1.4119928 19337.733075 17.025340 12.3123847 2000-2009 –> 2010-2019 3.0778881 1.6658952 37697.38742 41.924924 10 20
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1830 0.8128564 4448.959961 459.050442 3.7244176 1982-1999 –> 2000-2009 1.4984838 0.6856274 7066.75410 739.583846 3 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1830 0.8126088 4447.844896 61.858325 3.7468930 1982-1999 –> 2000-2009 1.5074248 0.6948160 7098.92084 106.514404 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1830 0.8125878 4447.750222 68.711992 3.7531489 1982-1999 –> 2000-2009 1.5108016 0.6982139 7111.02204 118.566782 1 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1830 0.8566194 4640.887537 562.052789 3.8838865 1982-1999 –> 2000-2009 1.6448097 0.7881903 7607.19470 1150.239879 4 8
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1830 0.8717617 4703.019642 458.592432 4.1295720 1982-1999 –> 2000-2009 1.6607459 0.7889842 7669.84354 727.869604 7 12
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1830 0.8666187 4683.363379 93.549668 3.9302227 1982-1999 –> 2000-2009 1.6780447 0.8114260 7722.30438 189.653851 5 11
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1830 0.8693774 4694.995762 104.039820 3.9383686 1982-1999 –> 2000-2009 1.6887801 0.8194026 7758.39289 214.831308 6 14
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1830 0.8812527 4742.651304 61.831458 4.1750007 1982-1999 –> 2000-2009 1.6936588 0.8124061 7782.61015 105.044071 8 15
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1830 0.8841034 4754.471452 68.697124 4.1861399 1982-1999 –> 2000-2009 1.7047370 0.8206336 7819.62143 116.664838 9 18
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1830 1.0069286 5232.586215 495.017052 3.5090169 1982-1999 –> 2000-2009 1.9451580 0.9382294 8634.53056 1015.830578 10 21
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2066 0.6988527 4396.495377 416.943366 5.1431184 2000-2009 –> 2010-2019 1.5117091 0.8128564 8845.45534 875.993807 1 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2066 0.7028319 4419.955656 57.860204 5.1358351 2000-2009 –> 2010-2019 1.5154407 0.8126088 8867.80055 119.718529 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2066 0.7040791 4427.281716 61.078312 5.1338004 2000-2009 –> 2010-2019 1.5166669 0.8125878 8875.03194 129.790304 3 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2066 0.7445527 4658.231417 702.278848 6.0587161 2000-2009 –> 2010-2019 1.6011721 0.8566194 9299.11895 1264.331637 4 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2066 0.7595472 4740.618571 121.968306 6.1129936 2000-2009 –> 2010-2019 1.6261659 0.8666187 9423.98195 215.517974 5 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2066 0.7632809 4760.880503 132.845056 6.1330394 2000-2009 –> 2010-2019 1.6326583 0.8693774 9455.87627 236.884875 7 13
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2066 0.7698704 4794.399102 416.157530 5.7309868 2000-2009 –> 2010-2019 1.6416321 0.8717617 9497.41874 874.749962 8 15
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2066 0.7846728 4873.091442 57.569677 5.7845932 2000-2009 –> 2010-2019 1.6659255 0.8812527 9615.74275 119.401135 9 17
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2066 0.7891893 4896.807029 60.805804 5.8006780 2000-2009 –> 2010-2019 1.6732927 0.8841034 9651.27848 129.502928 11 20
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2066 0.7866409 4885.442689 562.331712 6.2372719 2000-2009 –> 2010-2019 1.7935695 1.0069286 10118.02890 1057.348765 10 20
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2279 0.8133446 5539.836962 499.252470 3.7173506 1982-1999 –> 2000-2009 1.4883878 0.6750433 8352.65590 886.911793 8 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2279 0.8119897 5532.238223 141.873662 3.7183615 1982-1999 –> 2000-2009 1.4921317 0.6801419 8365.58457 258.894578 7 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2279 0.8114783 5529.366153 151.265224 3.7186475 1982-1999 –> 2000-2009 1.4939619 0.6824837 8372.08894 273.762354 5 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2279 0.8044357 5489.635843 566.003653 3.2772903 1982-1999 –> 2000-2009 1.5226781 0.7182424 8471.67376 1149.927027 2 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2279 0.8045071 5490.040936 44.992923 3.2676212 1982-1999 –> 2000-2009 1.5296640 0.7251569 8498.21532 91.414625 3 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2279 0.8045241 5490.136698 49.938855 3.2663301 1982-1999 –> 2000-2009 1.5310279 0.7265039 8503.37381 103.002472 4 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2279 0.8009660 5469.934242 563.540867 3.6839565 1982-1999 –> 2000-2009 1.5339049 0.7329389 8507.22808 1150.378945 1 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2279 0.8118071 5531.212816 158.746348 3.7148380 1982-1999 –> 2000-2009 1.5626399 0.7508328 8634.30781 293.246601 6 14
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2279 0.8156084 5552.505839 176.486254 3.7244435 1982-1999 –> 2000-2009 1.5732117 0.7576033 8680.08998 329.934100 9 21
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2279 0.8723385 5857.000722 493.119627 4.0862376 1982-1999 –> 2000-2009 1.6268250 0.7544864 8971.33832 880.681496 10 20
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2519 0.5161718 3830.904272 547.006895 4.3270202 2000-2009 –> 2010-2019 1.3206075 0.8044357 9320.54012 1113.010548 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2519 0.5179133 3847.873161 50.796279 4.3301930 2000-2009 –> 2010-2019 1.3224204 0.8045071 9337.91410 95.789202 3 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2519 0.5180746 3849.441539 53.796817 4.3311814 2000-2009 –> 2010-2019 1.3225986 0.8045241 9339.57824 103.735672 4 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2519 0.5652158 4288.192710 589.728622 4.2241285 2000-2009 –> 2010-2019 1.3661818 0.8009660 9758.12695 1153.269489 8 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2519 0.5772746 4394.547213 170.942866 4.2681068 2000-2009 –> 2010-2019 1.3890816 0.8118071 9925.76003 329.689214 11 17
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2519 0.5811524 4428.276873 185.252755 4.2925855 2000-2009 –> 2010-2019 1.3967608 0.8156084 9980.78271 361.739008 12 21
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2519 0.5953173 4549.599905 127.819936 3.0196230 2000-2009 –> 2010-2019 1.4073071 0.8119897 10081.83813 269.693599 15 22
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2519 0.5958899 4554.443256 132.134395 3.0256670 2000-2009 –> 2010-2019 1.4073682 0.8114783 10083.80941 283.399619 16 21
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2519 0.5941659 4539.846294 441.776099 3.0066070 2000-2009 –> 2010-2019 1.4075105 0.8133446 10079.68326 941.028568 14 22
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2519 0.4984022 3654.411364 309.866316 4.5032673 2000-2009 –> 2010-2019 1.4077873 0.9093851 9702.98424 734.115854 1 20
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2482 0.7042022 5316.787284 491.105847 3.0417524 1982-1999 –> 2000-2009 1.4136179 0.7094157 8794.29949 996.469708 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2482 0.7044609 5318.610440 44.164476 3.0348663 1982-1999 –> 2000-2009 1.4171569 0.7126960 8810.97755 85.771269 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2482 0.7044998 5318.884240 49.512345 3.0338507 1982-1999 –> 2000-2009 1.4178055 0.7133057 8814.00497 98.085127 3 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2482 0.7124315 5374.459905 45.052942 2.9402101 1982-1999 –> 2000-2009 1.4815028 0.7690713 9111.96137 84.812047 4 9
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate 2482 0.8042542 5974.253802 345.946373 2.8779619 1982-1999 –> 2000-2009 1.5569497 0.7526955 9640.45149 603.099785 6 10
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2482 0.7914300 5894.462585 3.770482 2.9140586 1982-1999 –> 2000-2009 1.5880200 0.7965900 9743.16800 11.496671 5 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2482 0.8171715 6055.348190 249.114760 3.6755825 1982-1999 –> 2000-2009 1.6029605 0.7857890 9862.09460 396.777733 7 14
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 2482 0.8208744 6075.791019 463.720870 3.7000041 1982-1999 –> 2000-2009 1.6671925 0.8463181 10119.48392 961.753878 11 31
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2482 0.8516819 6260.679588 753.995064 3.2493109 1982-1999 –> 2000-2009 1.6686628 0.8169809 10192.77231 915.874331 15 26
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2482 0.8513816 6258.929078 753.507682 3.2469491 1982-1999 –> 2000-2009 1.6694352 0.8180535 10195.24661 915.725470 14 26
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3135 0.3633504 2563.073478 548.433830 3.8313858 2000-2009 –> 2010-2019 1.0675526 0.7042022 7879.86076 1039.539677 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3135 0.3642642 2578.823792 44.666488 3.8330206 2000-2009 –> 2010-2019 1.0687252 0.7044609 7897.43423 88.830964 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3135 0.3643752 2580.734155 48.752887 3.8333525 2000-2009 –> 2010-2019 1.0688750 0.7044998 7899.61840 98.265232 3 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3135 0.3739351 2743.114197 45.899127 3.8956658 2000-2009 –> 2010-2019 1.0863666 0.7124315 8117.57410 90.952068 4 8
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3135 0.3936191 3062.774960 6.303902 4.0719149 2000-2009 –> 2010-2019 1.1850491 0.7914300 8957.23755 10.074385 6 11
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate 3135 0.3820726 2876.097861 299.668863 4.1012961 2000-2009 –> 2010-2019 1.1863268 0.8042542 8850.35166 645.615236 5 11
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3135 0.3939315 3069.748279 266.397298 4.0441202 2000-2009 –> 2010-2019 1.2111030 0.8171715 9125.09647 515.512058 7 14
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3135 0.4728232 4214.302622 522.985305 4.3245427 2000-2009 –> 2010-2019 1.2920856 0.8192624 10282.33614 1268.955800 15 23
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3135 0.4733026 4220.656575 493.113732 4.3246007 2000-2009 –> 2010-2019 1.2929263 0.8196237 10290.87849 1171.135048 16 25
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 3135 0.4736739 4223.573671 31.951169 4.3222405 2000-2009 –> 2010-2019 1.2935041 0.8198302 10293.04624 71.287790 17 27
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1468 0.5428311 2386.233540 39.617518 2.5718588 1982-1999 –> 2000-2009 1.1347380 0.5919069 4180.35353 96.998622 1 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1468 0.5604532 2480.031518 441.959342 2.5817767 1982-1999 –> 2000-2009 1.1398759 0.5794227 4231.73030 943.154034 2 3
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1468 0.5606691 2481.162092 46.429200 2.5878124 1982-1999 –> 2000-2009 1.1416205 0.5809514 4238.10447 102.525595 3 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1468 0.5607048 2481.349460 53.368984 2.5885963 1982-1999 –> 2000-2009 1.1419189 0.5812141 4239.19125 121.073599 4 7
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate 1468 0.5853809 2605.797438 413.814012 2.7680428 1982-1999 –> 2000-2009 1.1893647 0.6039838 4438.11140 838.574438 5 10
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1468 0.6286065 2814.966042 3.574864 3.5772735 1982-1999 –> 2000-2009 1.2720380 0.6434315 4773.18366 11.253854 6 12
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1468 0.6598202 2957.250301 30.637633 2.9296096 1982-1999 –> 2000-2009 1.3326268 0.6728066 5004.30632 66.970239 8 16
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1468 0.6650189 2980.292075 36.456565 3.0786209 1982-1999 –> 2000-2009 1.3358325 0.6708137 5021.44461 71.496734 9 16
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1468 0.6712079 3007.489596 37.347559 3.1924427 1982-1999 –> 2000-2009 1.3452492 0.6740414 5058.19434 74.069684 11 20
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1468 0.6681372 2994.027113 38.896600 3.9721957 1982-1999 –> 2000-2009 1.3474129 0.6792757 5060.12557 87.832500 10 21
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1763 0.3195032 994.053261 42.966427 3.2021219 2000-2009 –> 2010-2019 0.8623343 0.5428311 3380.28680 82.583945 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1763 0.3210369 1010.939183 457.468470 3.2217664 2000-2009 –> 2010-2019 0.8814901 0.5604532 3490.97070 899.427813 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1763 0.3211058 1011.695952 47.902239 3.2238666 2000-2009 –> 2010-2019 0.8817749 0.5606691 3492.85804 94.331439 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1763 0.3211137 1011.782451 52.976704 3.2241467 2000-2009 –> 2010-2019 0.8818186 0.5607048 3493.13191 106.345688 4 8
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate 1763 0.3280343 1084.966906 334.916946 3.4460905 2000-2009 –> 2010-2019 0.9134152 0.5853809 3690.76434 748.730958 5 10
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1763 0.3313766 1120.711474 3.583688 3.4633843 2000-2009 –> 2010-2019 0.9599831 0.6286065 3935.67752 7.158552 6 12
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1763 0.3517965 1331.556618 25.215369 3.9296740 2000-2009 –> 2010-2019 1.0116167 0.6598202 4288.80692 55.853003 8 16
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1763 0.3518306 1331.898688 31.057101 3.9314758 2000-2009 –> 2010-2019 1.0168495 0.6650189 4312.19076 67.513665 9 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1763 0.3513407 1326.984820 28.701328 3.9229586 2000-2009 –> 2010-2019 1.0225485 0.6712079 4334.47442 66.048888 7 18
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1763 0.3522758 1338.357070 234.754339 3.6079964 2000-2009 –> 2010-2019 1.0241056 0.6718298 4350.56592 508.436433 11 23
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3587 0.7099012 7735.441061 564.599358 2.2625758 1982-1999 –> 2000-2009 1.3778990 0.6679978 12249.99567 959.048956 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3587 0.7124410 7761.061878 428.620146 2.2453178 1982-1999 –> 2000-2009 1.3861331 0.6736921 12313.23660 794.151642 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3587 0.7139703 7776.445011 354.966938 2.2356636 1982-1999 –> 2000-2009 1.3885385 0.6745681 12334.37943 644.095020 5 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3587 0.7482829 8113.190214 25.537623 3.4221064 1982-1999 –> 2000-2009 1.4091944 0.6609115 12580.47786 64.020895 7 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3587 0.6973611 7607.582906 557.966491 2.5261340 1982-1999 –> 2000-2009 1.4183119 0.7209508 12460.23701 1130.296977 1 10
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 3587 0.7128549 7763.228215 468.497886 2.2291644 1982-1999 –> 2000-2009 1.4574291 0.7445742 12756.77722 821.952192 4 14
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 3587 0.7827739 8434.470924 16.201971 3.8747260 1982-1999 –> 2000-2009 1.4715057 0.6887318 13082.49876 30.370374 12 17
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3587 0.7786911 8398.954353 282.012882 3.6429832 1982-1999 –> 2000-2009 1.4731873 0.6944963 13085.92237 682.409672 11 17
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3587 0.7786015 8398.128754 30.112552 3.6404266 1982-1999 –> 2000-2009 1.4744530 0.6958515 13093.73693 72.909849 10 17
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3587 0.7785905 8398.028000 36.722902 3.6398202 1982-1999 –> 2000-2009 1.4746775 0.6960870 13095.13563 91.515765 9 17
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3645 0.4837982 5064.884222 734.618502 4.0074706 2000-2009 –> 2010-2019 1.1811593 0.6973611 12672.46713 1292.584993 6 7
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3645 0.4766176 4955.873915 37.198275 3.6348955 2000-2009 –> 2010-2019 1.2249004 0.7482829 13069.06413 62.735898 1 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3645 0.4970820 5262.349240 231.806238 4.4920801 2000-2009 –> 2010-2019 1.2264329 0.7293510 13191.69848 447.555730 8 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3645 0.5268791 5686.744866 604.122510 3.1593700 2000-2009 –> 2010-2019 1.2367803 0.7099012 13422.18593 1168.721868 17 19
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3645 0.5303449 5734.541616 300.708211 3.1937033 2000-2009 –> 2010-2019 1.2427859 0.7124410 13495.60349 729.328357 19 22
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3645 0.5311676 5745.841557 267.091763 3.1902016 2000-2009 –> 2010-2019 1.2451379 0.7139703 13522.28657 622.058701 21 26
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3645 0.4782062 4980.132074 487.331150 3.7346668 2000-2009 –> 2010-2019 1.2568973 0.7786911 13379.08643 769.344032 2 13
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3645 0.4784122 4983.271500 45.643827 3.7402820 2000-2009 –> 2010-2019 1.2570027 0.7785905 13381.29950 82.366729 4 13
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3645 0.4784030 4983.132180 40.157922 3.7396466 2000-2009 –> 2010-2019 1.2570045 0.7786015 13381.26093 70.270475 3 13
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 3645 0.5533299 6041.832888 596.703849 3.7828268 2000-2009 –> 2010-2019 1.2661848 0.7128549 13805.06110 1065.201735 28 32
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 9356 0.4804912 12850.284004 277.153166 1.9699421 1982-1999 –> 2000-2009 1.0990895 0.6185984 24377.63578 404.264501 2 3
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 9356 0.4800135 12831.671322 133.609049 2.2289483 1982-1999 –> 2000-2009 1.1235551 0.6435417 24843.90472 204.127189 1 3
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 9356 0.5069556 13853.519041 283.190227 2.2034359 1982-1999 –> 2000-2009 1.1641329 0.6571774 26122.93604 419.280206 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 9356 0.5083725 13905.745698 220.480854 2.2155655 1982-1999 –> 2000-2009 1.1676511 0.6592786 26214.31925 320.572292 5 9
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 9356 0.5074554 13869.959297 272.541353 2.1540361 1982-1999 –> 2000-2009 1.1708960 0.6634405 26253.72280 396.427791 4 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 9356 0.5110766 14005.014243 185.108814 2.2193464 1982-1999 –> 2000-2009 1.1729276 0.6618510 26361.35418 262.819323 6 11
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 9356 0.5131239 14077.821390 132.714334 2.4192843 1982-1999 –> 2000-2009 1.1993746 0.6862507 26876.22133 161.374808 7 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 9356 0.5418218 15098.124895 163.915964 2.9112585 1982-1999 –> 2000-2009 1.2600821 0.7182603 28457.72041 254.456086 8 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 9356 0.5942281 16825.731357 203.303068 3.5645720 1982-1999 –> 2000-2009 1.3508705 0.7566423 30823.87818 286.076570 10 19
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 9356 0.5835540 16484.552254 159.139590 3.1571747 1982-1999 –> 2000-2009 1.3627104 0.7791564 30840.35236 198.636276 9 25
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 12528 0.4791529 17132.332546 116.032590 1.9209097 2000-2009 –> 2010-2019 0.9591663 0.4800135 29964.00387 249.641639 4 5
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12528 0.4858219 17478.669689 274.917189 1.8298456 2000-2009 –> 2010-2019 0.9663131 0.4804912 30328.95369 552.070355 6 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 12528 0.4779915 17071.526122 284.288924 2.0176006 2000-2009 –> 2010-2019 0.9849470 0.5069556 30925.04516 567.479151 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 12528 0.4779496 17069.331481 118.358995 2.0164780 2000-2009 –> 2010-2019 0.9863221 0.5083725 30975.07718 338.839849 2 7
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 12528 0.4778176 17062.413782 110.842903 2.0122256 2000-2009 –> 2010-2019 0.9888943 0.5110766 31067.42803 295.951717 1 7
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 12528 0.4792414 17134.959409 65.251170 1.9140582 2000-2009 –> 2010-2019 0.9923652 0.5131239 31212.78080 197.965505 5 12
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 12528 0.4858610 17478.682382 268.729837 1.8159697 2000-2009 –> 2010-2019 0.9933164 0.5074554 31348.64168 541.271190 7 11
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 12528 0.4988647 18142.473301 150.788451 2.5794106 2000-2009 –> 2010-2019 1.0406865 0.5418218 33240.59820 314.704414 11 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 12528 0.4875105 17565.606787 139.153049 2.4981064 2000-2009 –> 2010-2019 1.0817386 0.5942281 34391.33814 342.456117 8 18
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 12528 0.4990485 18149.703191 85.720708 2.5852714 2000-2009 –> 2010-2019 1.0826025 0.5835540 34634.25545 244.860298 12 21
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2180 0.2256578 -290.315107 204.204510 0.9958773 1982-1999 –> 2000-2009 0.4139053 0.1882475 -1058.61625 554.068702 3 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2180 0.2224389 -352.957113 197.377086 0.9566422 1982-1999 –> 2000-2009 0.4139798 0.1915409 -1067.21417 458.385787 1 3
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2180 0.2243216 -316.208139 102.368937 1.0910688 1982-1999 –> 2000-2009 0.4433664 0.2190448 -612.37633 195.543773 2 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2180 0.2270171 -264.130532 54.520635 1.0871924 1982-1999 –> 2000-2009 0.4450724 0.2180553 -574.40620 127.719320 4 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2180 0.2271369 -261.830174 54.638573 1.0878572 1982-1999 –> 2000-2009 0.4450830 0.2179461 -573.66649 127.963700 5 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2180 0.2273607 -257.535970 373.090477 1.0883194 1982-1999 –> 2000-2009 0.4452750 0.2179143 -569.82746 745.584697 6 9
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 2180 0.2281466 -244.491246 52.326892 1.0940973 1982-1999 –> 2000-2009 0.4463051 0.2181585 -555.29299 124.753183 7 13
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 2180 0.2291701 -224.975307 48.517651 1.1059602 1982-1999 –> 2000-2009 0.4514511 0.2222810 -477.44445 116.590920 8 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2180 0.2297152 -212.617015 61.956559 1.1391485 1982-1999 –> 2000-2009 0.4651745 0.2354593 -283.61701 145.902133 9 18
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 2180 0.2311697 -187.098411 56.620883 1.1484705 1982-1999 –> 2000-2009 0.4691636 0.2379939 -226.73568 136.317479 10 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1433 0.2479255 83.676805 263.115830 0.9228708 2000-2009 –> 2010-2019 0.4722471 0.2243216 -232.53133 365.484767 2 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1433 0.2469340 72.192478 207.701125 0.8050144 2000-2009 –> 2010-2019 0.4725918 0.2256578 -218.12263 411.905635 1 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1433 0.2527631 139.060418 242.836562 0.8785802 2000-2009 –> 2010-2019 0.4752019 0.2224389 -213.89670 440.213648 7 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1433 0.2515635 125.425989 95.146034 0.9153224 2000-2009 –> 2010-2019 0.4785806 0.2270171 -138.70454 149.666669 4 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1433 0.2512237 121.552322 587.562845 0.9146825 2000-2009 –> 2010-2019 0.4785844 0.2273607 -135.98365 960.653322 3 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1433 0.2518615 128.819846 95.350619 0.9157349 2000-2009 –> 2010-2019 0.4789984 0.2271369 -133.01033 149.989192 5 10
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1433 0.2523021 131.828311 87.366838 0.9226667 2000-2009 –> 2010-2019 0.4814722 0.2291701 -93.14700 135.884489 6 14
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1433 0.2547252 159.221779 93.380835 0.9408795 2000-2009 –> 2010-2019 0.4828718 0.2281466 -85.26947 145.707728 8 15
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1433 0.2576654 194.113928 122.095640 0.9958881 2000-2009 –> 2010-2019 0.4873806 0.2297152 -18.50309 184.052199 9 18
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1433 0.2593286 210.554465 117.526302 1.0116977 2000-2009 –> 2010-2019 0.4904983 0.2311697 23.45605 174.147186 10 20
SO (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 21 0.4573071 40.734611 83.479008 1.0737565 1982-1999 –> 2000-2009 1.4142322 0.9569252 101.48150 214.562921 1 3
SO (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 21 0.5051653 44.914899 78.932234 1.2008102 1982-1999 –> 2000-2009 1.5104417 1.0052764 107.33774 207.886390 2 7
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 21 0.5346777 47.299594 130.999660 1.2350961 1982-1999 –> 2000-2009 1.5112249 0.9765472 108.73661 222.326015 4 7
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 21 0.5120120 45.480312 112.400330 1.2246221 1982-1999 –> 2000-2009 1.5114646 0.9994527 107.70561 260.745542 3 7
SO (26,26.5] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 21 0.7049089 56.908576 253.497469 1.9797154 1982-1999 –> 2000-2009 1.5872071 0.8822982 112.89483 1079.177122 11 12
SO (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate 21 0.6321298 52.331679 26.242925 1.8612027 1982-1999 –> 2000-2009 1.7351634 1.1030335 115.90977 82.943019 9 16
SO (26,26.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 21 0.5782105 48.587090 19.463329 1.7381005 1982-1999 –> 2000-2009 1.7487208 1.1705103 114.18395 105.794804 5 15
SO (26,26.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 21 0.6124902 51.006077 20.903381 1.8148266 1982-1999 –> 2000-2009 1.7862502 1.1737600 116.69721 96.427107 7 18
SO (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 21 0.6144697 51.141599 16.633364 1.8207217 1982-1999 –> 2000-2009 1.7895336 1.1750640 116.87048 101.606819 8 20
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 21 0.6859080 57.760923 148.625055 1.4154412 1982-1999 –> 2000-2009 1.7980300 1.1121220 123.61801 239.724352 10 18
SO (26,26.5] 2 cstar_tref ~ nitrate + phosphate 5 0.0505938 -7.649872 127.772447 0.0937088 2000-2009 –> 2010-2019 2.5572126 2.5066188 98.54081 194.165674 1 2
SO (26,26.5] 2 cstar_tref ~ sal + temp 5 0.0619503 -5.624839 14.758118 0.1201162 2000-2009 –> 2010-2019 2.5982099 2.5362596 101.05958 20.606438 14 16
SO (26,26.5] 2 cstar_tref ~ sal + silicate 5 0.0611198 -5.759807 1.457342 0.1180036 2000-2009 –> 2010-2019 2.5982849 2.5371651 100.93960 3.226431 11 14
SO (26,26.5] 2 cstar_tref ~ aou + phosphate 5 0.0521766 -7.341827 1.030836 0.1002658 2000-2009 –> 2010-2019 2.7367449 2.6845683 101.72943 3.808312 2 6
SO (26,26.5] 2 cstar_tref ~ aou + nitrate 5 0.0522643 -7.325024 1.007304 0.1005491 2000-2009 –> 2010-2019 2.7884719 2.7362076 102.54645 4.973095 3 8
SO (26,26.5] 2 cstar_tref ~ silicate + phosphate_star 5 0.0548927 -6.834373 2.213707 0.1060464 2000-2009 –> 2010-2019 2.8390377 2.7841451 103.76656 3.446400 6 12
SO (26,26.5] 2 cstar_tref ~ sal + phosphate_star 5 0.0600339 -5.939070 17.801973 0.1151309 2000-2009 –> 2010-2019 2.9047205 2.8446865 105.56537 23.923869 9 16
SO (26,26.5] 2 cstar_tref ~ sal + phosphate 5 0.0611288 -5.758331 1.354283 0.1181361 2000-2009 –> 2010-2019 2.9110570 2.8499281 105.82343 2.355696 12 20
SO (26,26.5] 2 cstar_tref ~ phosphate + phosphate_star 5 0.0550250 -6.810297 1.963045 0.1056477 2000-2009 –> 2010-2019 2.9182182 2.8631932 104.96650 2.991153 8 18
SO (26,26.5] 2 cstar_tref ~ aou + phosphate_star 5 0.0538904 -7.018642 3.116749 0.1036396 2000-2009 –> 2010-2019 2.9201818 2.8662914 104.80357 4.379060 5 17
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 68 0.9731802 203.278350 72.459340 3.5327279 1982-1999 –> 2000-2009 2.2052676 1.2320874 393.06437 165.231831 2 3
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 68 0.9588547 201.261502 70.510010 3.3991918 1982-1999 –> 2000-2009 2.2772472 1.3183925 398.35949 163.553815 1 4
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 68 0.9837002 202.740609 67.800960 3.4221546 1982-1999 –> 2000-2009 2.3444350 1.3607348 401.25265 160.561874 3 7
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 68 1.1327395 223.926551 78.433229 4.0759146 1982-1999 –> 2000-2009 2.4508824 1.3181429 421.00409 193.441247 5 7
SO (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 68 1.1244130 222.923150 96.081361 3.9890927 1982-1999 –> 2000-2009 2.5371138 1.4127008 427.48287 226.080060 4 10
SO (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 68 1.1391914 222.698981 61.193661 3.9849699 1982-1999 –> 2000-2009 2.6023311 1.4631398 429.04748 176.199716 6 13
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 68 1.2360145 235.792963 69.251692 4.2236947 1982-1999 –> 2000-2009 2.6431331 1.4071186 439.92508 157.066891 8 13
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 68 1.2161713 233.591880 71.565879 4.1466097 1982-1999 –> 2000-2009 2.7072555 1.4910842 443.98362 161.012023 7 15
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 68 1.2384780 234.063759 68.583566 4.1635389 1982-1999 –> 2000-2009 2.7992570 1.5607790 447.38911 156.255564 9 18
SO (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 68 1.3752944 250.314464 265.360168 4.4211459 1982-1999 –> 2000-2009 3.0333578 1.6580634 472.17006 552.594281 11 21
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 14 0.5503171 37.006979 107.091668 1.2409908 2000-2009 –> 2010-2019 1.5234973 0.9731802 240.28533 179.551008 4 6
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 14 0.5436950 36.668006 77.813084 1.2262386 2000-2009 –> 2010-2019 1.6764345 1.1327395 260.59456 156.246312 3 8
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 14 0.5393184 36.441702 66.566088 1.2105486 2000-2009 –> 2010-2019 1.7753329 1.2360145 272.23467 135.817780 2 10
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 14 0.9230757 51.489047 90.222773 2.0115396 2000-2009 –> 2010-2019 1.8819304 0.9588547 252.75055 160.732783 10 11
SO (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 14 0.5310831 36.010849 591.213087 1.1499249 2000-2009 –> 2010-2019 1.9039071 1.3728240 286.08081 1216.964954 1 11
SO (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 14 0.9330812 51.790915 117.332623 2.0173359 2000-2009 –> 2010-2019 2.0574942 1.1244130 274.71406 213.413984 11 15
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 14 1.0856008 54.030020 69.685932 2.8913893 2000-2009 –> 2010-2019 2.0693011 0.9837002 256.77063 137.486892 18 21
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 14 0.9591354 52.562033 73.843711 2.0631742 2000-2009 –> 2010-2019 2.1753067 1.2161713 286.15391 145.409589 14 21
SO (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 14 1.1248177 55.023668 29.684817 2.9998989 2000-2009 –> 2010-2019 2.2640091 1.1391914 277.72265 90.878479 21 27
SO (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 14 1.0234663 54.379745 665.293494 2.2087099 2000-2009 –> 2010-2019 2.3987607 1.3752944 304.69421 930.653662 16 27
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 183 1.8170728 751.916531 58.172909 6.3353901 1982-1999 –> 2000-2009 3.6509918 1.8339190 1648.98819 108.661808 1 2
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 183 2.0423485 794.692231 50.446680 6.6122110 1982-1999 –> 2000-2009 3.8823048 1.8399563 1693.19688 99.129327 4 6
SO (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 183 2.0837475 800.036984 50.421530 5.8653673 1982-1999 –> 2000-2009 3.9312748 1.8475273 1698.33197 98.710519 5 8
SO (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 183 1.9727175 781.996303 57.760754 6.8158324 1982-1999 –> 2000-2009 3.9424586 1.9697412 1710.21884 112.140513 2 6
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 183 2.0410971 794.467921 53.091001 7.1196268 1982-1999 –> 2000-2009 4.0829224 2.0418252 1738.36116 113.002536 3 10
SO (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 183 2.2567979 831.236090 56.190725 7.1483257 1982-1999 –> 2000-2009 4.2388519 1.9820540 1762.17558 116.273226 6 11
SO (26.75,27] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 183 2.2973537 835.754889 51.670806 6.3018337 1982-1999 –> 2000-2009 4.2881974 1.9908437 1766.62361 104.236949 8 14
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 183 2.3199240 841.333106 48.381485 7.5892393 1982-1999 –> 2000-2009 4.3831801 2.0632561 1789.77873 103.586324 9 17
SO (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 183 2.3747581 847.883282 47.477009 6.5176973 1982-1999 –> 2000-2009 4.4427641 2.0680060 1795.33148 102.291963 10 19
SO (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 183 2.2676233 832.987512 335.425933 7.6639076 1982-1999 –> 2000-2009 4.4838863 2.2162631 1812.62331 733.518598 7 18
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 134 1.4706378 497.642112 68.375017 3.9070462 2000-2009 –> 2010-2019 3.2877106 1.8170728 1249.55864 126.547926 4 5
SO (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 134 1.5194724 506.396855 67.632207 4.1747393 2000-2009 –> 2010-2019 3.4921899 1.9727175 1288.39316 125.392961 7 9
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 134 1.5814020 517.103093 67.851328 4.4196971 2000-2009 –> 2010-2019 3.6224992 2.0410971 1311.57101 120.942329 8 11
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 134 1.7069890 537.583437 47.212264 5.6763640 2000-2009 –> 2010-2019 3.7493375 2.0423485 1332.27567 97.658943 11 15
SO (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 134 1.7070442 535.592101 46.381350 5.6729827 2000-2009 –> 2010-2019 3.7907917 2.0837475 1335.62908 96.802880 12 17
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 134 1.4142212 487.158698 19.278769 4.9502866 2000-2009 –> 2010-2019 3.8130255 2.3988042 1340.72936 52.001558 1 14
SO (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 134 1.4210403 488.447837 21.681254 5.0056978 2000-2009 –> 2010-2019 3.8311320 2.4100917 1343.73665 61.930602 2 16
SO (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 134 1.4634728 496.333215 18.654138 5.1769340 2000-2009 –> 2010-2019 3.8505301 2.3870572 1348.10716 48.753327 3 14
SO (26.75,27] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 134 1.4725990 495.999271 18.610297 5.2362125 2000-2009 –> 2010-2019 3.8989163 2.4263173 1351.74388 44.669236 5 20
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 134 1.4895123 501.059785 25.189384 5.3256614 2000-2009 –> 2010-2019 3.9851744 2.4956621 1369.11808 54.114380 6 32
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 671 1.5518148 2507.923989 29.486999 8.4257640 1982-1999 –> 2000-2009 3.2052796 1.6534648 4620.54211 63.370512 2 3
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 671 1.5755383 2528.284703 44.558095 7.9090687 1982-1999 –> 2000-2009 3.2342938 1.6587555 4644.39139 90.860275 3 5
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 671 1.5267094 2486.035401 51.288441 10.1348275 1982-1999 –> 2000-2009 3.2395241 1.7128147 4637.16304 96.547920 1 7
SO (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 671 1.5787226 2530.994244 29.931967 7.9057953 1982-1999 –> 2000-2009 3.2398983 1.6611757 4648.69306 63.685504 4 7
SO (27,27.25] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 671 1.5948019 2542.593409 29.399881 7.5146907 1982-1999 –> 2000-2009 3.2643667 1.6695647 4663.79304 60.768608 5 9
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 671 1.6113714 2558.464397 68.654140 8.2345408 1982-1999 –> 2000-2009 3.3101215 1.6987501 4700.58813 128.316436 6 11
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 671 1.6969251 2627.889070 286.701372 10.7764277 1982-1999 –> 2000-2009 3.5003493 1.8034242 4835.30837 600.211773 7 14
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 671 1.7085526 2637.053257 282.410431 10.6700701 1982-1999 –> 2000-2009 3.5184189 1.8098662 4848.36635 591.640913 8 16
SO (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 671 1.7207408 2644.592550 29.406216 10.0269038 1982-1999 –> 2000-2009 3.5317036 1.8109628 4854.56706 60.934320 9 18
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 671 1.7279468 2652.200795 361.878886 11.1414241 1982-1999 –> 2000-2009 3.5695795 1.8416327 4882.51424 777.254142 10 22
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 385 1.2355345 1269.440480 38.725733 5.5115822 2000-2009 –> 2010-2019 2.7873493 1.5518148 3777.36447 68.212732 1 3
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 385 1.3382683 1330.942554 63.761380 3.7927179 2000-2009 –> 2010-2019 2.8649777 1.5267094 3816.97795 115.049821 19 20
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 385 1.3043609 1311.181849 57.387035 5.8624578 2000-2009 –> 2010-2019 2.8798993 1.5755383 3839.46655 101.945129 12 15
SO (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 385 1.3084644 1313.600412 38.847547 5.8437801 2000-2009 –> 2010-2019 2.8871870 1.5787226 3844.59466 68.779514 14 18
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 385 1.3234323 1322.358690 100.075068 5.8086387 2000-2009 –> 2010-2019 2.9348037 1.6113714 3880.82309 168.729208 17 23
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 385 1.2911064 1303.317317 231.926451 6.1205620 2000-2009 –> 2010-2019 2.9880315 1.6969251 3931.20639 518.627823 5 12
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 385 1.2916795 1303.659043 226.068863 6.1581709 2000-2009 –> 2010-2019 3.0002322 1.7085526 3940.71230 508.479294 6 14
SO (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 385 1.2918964 1301.788313 38.676760 6.1984505 2000-2009 –> 2010-2019 3.0126372 1.7207408 3946.38086 68.082976 7 16
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 385 1.3071351 1312.817795 311.285780 6.1037816 2000-2009 –> 2010-2019 3.0350820 1.7279468 3965.01859 673.164667 13 23
SO (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 385 1.3715250 1349.843569 815.564645 5.8854732 2000-2009 –> 2010-2019 3.1172752 1.7457502 4015.80051 1466.634170 28 39
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1131 1.5637621 4234.966745 683.047204 6.9992108 1982-1999 –> 2000-2009 2.6946405 1.1308784 7252.65271 1564.764137 1 4
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1131 1.5689339 4242.435523 86.335160 6.9663018 1982-1999 –> 2000-2009 2.6998561 1.1309222 7260.19683 228.052455 2 6
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1131 1.5725471 4247.638810 840.734307 6.9581091 1982-1999 –> 2000-2009 2.7108858 1.1383387 7278.13332 1805.537653 3 12
SO (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1131 1.5735158 4247.031737 83.541160 6.7812057 1982-1999 –> 2000-2009 2.7156396 1.1421238 7281.99278 223.503414 4 17
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1131 1.5837490 4263.694778 100.625545 6.9014566 1982-1999 –> 2000-2009 2.7227983 1.1390493 7295.40490 281.747605 7 17
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1131 1.5865283 4267.660979 86.107886 6.9016505 1982-1999 –> 2000-2009 2.7265154 1.1399870 7300.97416 228.461020 8 20
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1131 1.5769586 4253.975496 104.183500 6.8964699 1982-1999 –> 2000-2009 2.7288613 1.1519028 7307.54448 265.258803 5 21
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1131 1.6011639 4288.431993 645.785484 7.6459469 1982-1999 –> 2000-2009 2.7313158 1.1301520 7304.86615 1382.520340 11 13
SO (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1131 1.6048361 4293.613866 466.204244 7.6895520 1982-1999 –> 2000-2009 2.7337044 1.1288683 7307.83423 995.496255 14 15
SO (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1131 1.5826904 4260.182393 88.128936 7.0157840 1982-1999 –> 2000-2009 2.7378284 1.1551380 7317.21486 245.815944 6 23
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 641 1.7261888 2532.943490 220.854952 5.9060169 2000-2009 –> 2010-2019 3.3031474 1.5769586 6786.91899 325.038452 1 4
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 641 1.7504459 2550.833233 131.420332 6.0409349 2000-2009 –> 2010-2019 3.3193798 1.5689339 6793.26876 217.755492 3 4
SO (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 641 1.7504863 2548.862849 119.752360 6.0762327 2000-2009 –> 2010-2019 3.3240021 1.5735158 6795.89459 203.293520 4 6
SO (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 641 1.7413603 2542.161790 209.521651 6.5347466 2000-2009 –> 2010-2019 3.3240507 1.5826904 6802.34418 297.650587 2 6
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 641 1.7804605 2572.629175 204.009331 6.0159795 2000-2009 –> 2010-2019 3.3642095 1.5837490 6836.32395 304.634876 8 13
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 641 1.7832548 2574.639578 128.669668 6.0031094 2000-2009 –> 2010-2019 3.3697831 1.5865283 6842.30056 214.777554 13 19
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 641 1.7783343 2571.097303 892.740891 6.2624124 2000-2009 –> 2010-2019 3.3794982 1.6011639 6859.52930 1538.526375 5 14
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 641 1.7879513 2578.011527 258.958229 5.9916644 2000-2009 –> 2010-2019 3.3817359 1.5937846 6855.99450 374.661791 16 23
SO (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 641 1.7818306 2571.615305 138.286354 5.8026818 2000-2009 –> 2010-2019 3.3817393 1.5999087 6856.27344 230.168736 9 17
SO (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 641 1.7795666 2571.985367 804.214974 6.2633092 2000-2009 –> 2010-2019 3.3844027 1.6048361 6865.59923 1270.419218 6 18
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1859 1.3430694 6386.265876 323.821721 4.7754457 1982-1999 –> 2000-2009 2.4660527 1.1229833 10903.74256 578.330730 1 2
SO (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + nitrate 1859 1.3582521 6426.060174 178.486802 5.3300003 1982-1999 –> 2000-2009 2.4845367 1.1262845 10950.14938 429.194148 2 5
SO (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 1859 1.3877884 6506.044471 322.988652 5.0808059 1982-1999 –> 2000-2009 2.5123411 1.1245527 11025.61887 506.241799 3 5
SO (27.5,27.75] 3 cstar_tref ~ temp + aou + nitrate 1859 1.4033718 6545.560898 171.121154 5.5246505 1982-1999 –> 2000-2009 2.5306215 1.1272497 11070.16338 328.901836 5 9
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1859 1.3937344 6523.940345 72.560223 4.7397377 1982-1999 –> 2000-2009 2.5424232 1.1486888 11107.82024 185.918999 4 9
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1859 1.4181187 6588.426712 384.610476 4.8050925 1982-1999 –> 2000-2009 2.5741947 1.1560759 11191.11467 660.123204 6 14
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 1859 1.4248690 6604.082557 54.389247 4.9688027 1982-1999 –> 2000-2009 2.5815814 1.1567123 11206.38519 118.918264 8 17
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1859 1.4242401 6604.440970 68.976980 4.8025748 1982-1999 –> 2000-2009 2.5849444 1.1607044 11218.85196 180.365403 7 20
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1859 1.4253445 6605.322890 563.908250 4.9384125 1982-1999 –> 2000-2009 2.5859980 1.1606536 11217.60547 1048.657543 9 21
SO (27.5,27.75] 3 cstar_tref ~ sal + aou + nitrate 1859 1.4253782 6603.410814 46.623197 4.9414889 1982-1999 –> 2000-2009 2.5924951 1.1671170 11229.98676 109.416543 10 30
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1028 1.8288259 4172.491743 754.562175 6.6134900 2000-2009 –> 2010-2019 3.1718953 1.3430694 10558.75762 1078.383896 9 10
SO (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + nitrate 1028 1.8288271 4170.493124 478.319527 6.6156540 2000-2009 –> 2010-2019 3.1870793 1.3582521 10596.55330 656.806329 10 12
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1028 1.8234530 4166.442553 187.712808 6.8684774 2000-2009 –> 2010-2019 3.2171875 1.3937344 10690.38290 260.273032 7 11
SO (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 1028 1.8310290 4172.966996 491.415775 6.8593793 2000-2009 –> 2010-2019 3.2188174 1.3877884 10679.01147 814.404427 16 19
SO (27.5,27.75] 3 cstar_tref ~ temp + aou + nitrate 1028 1.8313040 4171.275800 303.945414 6.9220444 2000-2009 –> 2010-2019 3.2346758 1.4033718 10716.83670 475.066568 19 24
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1028 1.8131026 4152.738878 679.702988 6.8258066 2000-2009 –> 2010-2019 3.2384471 1.4253445 10758.06177 1243.611239 1 10
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 1028 1.8304846 4172.355655 94.671110 6.5894190 2000-2009 –> 2010-2019 3.2553537 1.4248690 10776.43821 149.060357 15 23
SO (27.5,27.75] 3 cstar_tref ~ sal + aou + nitrate 1028 1.8311513 4171.104323 92.780718 6.5186093 2000-2009 –> 2010-2019 3.2565295 1.4253782 10774.51514 139.403915 18 28
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1028 1.8427829 4188.122898 809.360172 6.8233014 2000-2009 –> 2010-2019 3.2609017 1.4181187 10776.54961 1193.970648 31 37
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1028 1.8392433 4184.169991 173.967297 6.9158263 2000-2009 –> 2010-2019 3.2634834 1.4242401 10788.61096 242.944277 25 32
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 695 1.1033691 2123.056547 358.607620 4.9818230 1982-1999 –> 2000-2009 2.0380446 0.9346755 3756.01294 485.998866 1 2
SO (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 695 1.1139975 2134.381848 117.040150 5.4917338 1982-1999 –> 2000-2009 2.0635606 0.9495631 3784.26978 198.339236 2 10
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 695 1.1408083 2169.439066 85.991081 5.0932836 1982-1999 –> 2000-2009 2.0883760 0.9475677 3818.80681 120.067169 3 7
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 695 1.1564729 2188.395521 999.669953 5.3083382 1982-1999 –> 2000-2009 2.0996486 0.9431757 3832.19763 1429.918072 7 9
SO (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + silicate 695 1.1455907 2173.253941 227.815090 5.0768204 1982-1999 –> 2000-2009 2.1027349 0.9571442 3832.66841 324.936813 4 17
SO (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 695 1.1556354 2185.388525 14.260736 5.5981304 1982-1999 –> 2000-2009 2.1034330 0.9477976 3833.04691 30.645932 6 11
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 695 1.1598768 2192.480749 491.845063 5.3094366 1982-1999 –> 2000-2009 2.1082880 0.9484112 3842.91453 682.098230 8 14
SO (27.75,27.85] 3 cstar_tref ~ temp + aou + nitrate 695 1.1455930 2171.256671 87.972067 5.0684947 1982-1999 –> 2000-2009 2.1092049 0.9636119 3836.73922 146.696219 5 21
SO (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 695 1.1668239 2198.781358 478.924972 5.6958198 1982-1999 –> 2000-2009 2.1100325 0.9432085 3840.62520 822.416091 10 13
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 695 1.1640135 2197.429386 123.021711 5.3053951 1982-1999 –> 2000-2009 2.1163743 0.9523607 3852.84169 172.470181 9 18
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 507 1.7454602 2017.620195 498.745511 5.3190951 2000-2009 –> 2010-2019 2.8488294 1.1033691 4140.67674 857.353131 15 16
SO (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 507 1.7555760 2021.479832 248.214211 5.4018195 2000-2009 –> 2010-2019 2.8695735 1.1139975 4155.86168 365.254361 21 23
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 507 1.7026382 1992.433096 231.474956 5.6789381 2000-2009 –> 2010-2019 2.8699572 1.1673191 4193.80416 428.589973 1 11
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 507 1.7076154 1995.392935 126.696805 5.6496816 2000-2009 –> 2010-2019 2.8716289 1.1640135 4192.82232 249.718516 2 10
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 507 1.7157556 2000.215177 655.901591 5.6448694 2000-2009 –> 2010-2019 2.8756324 1.1598768 4192.69593 1147.746654 5 12
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 507 1.7437346 2016.617188 112.622386 5.3930815 2000-2009 –> 2010-2019 2.8845429 1.1408083 4186.05625 198.613467 13 16
SO (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 507 1.7102288 1994.943637 95.834510 5.6827043 2000-2009 –> 2010-2019 2.9011151 1.1908862 4222.09810 228.099473 3 27
SO (27.75,27.85] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 507 1.7135826 1996.930154 64.824531 5.6566876 2000-2009 –> 2010-2019 2.9018025 1.1882198 4220.96892 147.050905 4 25
SO (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate 507 1.7188003 2000.012978 246.361785 5.6507731 2000-2009 –> 2010-2019 2.9037782 1.1849779 4220.25411 521.130368 7 26
SO (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 507 1.7181723 1999.642447 429.427217 5.5772435 2000-2009 –> 2010-2019 2.9078956 1.1897233 4225.43888 815.191851 6 29
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 753 1.2346822 2468.406704 669.733419 6.3062809 1982-1999 –> 2000-2009 2.3132155 1.0785333 4619.59972 1261.005664 7 8
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 753 1.2304456 2463.230248 659.859616 6.3418462 1982-1999 –> 2000-2009 2.3190795 1.0886339 4627.75315 1252.915018 2 6
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 753 1.2334056 2466.848746 141.646630 6.3387034 1982-1999 –> 2000-2009 2.3228087 1.0894031 4632.38165 221.890488 4 9
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 753 1.2272866 2459.358858 701.768987 6.3904473 1982-1999 –> 2000-2009 2.3234296 1.0961430 4633.71157 1313.786730 1 10
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 753 1.2318548 2464.954062 754.543320 6.3207488 1982-1999 –> 2000-2009 2.3249870 1.0931322 4635.37355 1506.857618 3 11
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 753 1.2561944 2494.420178 225.310994 6.4306466 1982-1999 –> 2000-2009 2.3358357 1.0796413 4647.08159 417.305048 17 19
SO (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 753 1.2357589 2467.719512 97.030559 6.3511682 1982-1999 –> 2000-2009 2.3368158 1.1010569 4646.46847 165.445043 8 21
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 753 1.2336341 2467.127817 188.036063 6.3458713 1982-1999 –> 2000-2009 2.3382986 1.1046644 4652.55444 407.685078 5 21
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 753 1.2465809 2482.850686 67.448172 6.5593527 1982-1999 –> 2000-2009 2.3439754 1.0973944 4658.83510 107.255405 14 24
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 753 1.2588116 2497.554579 277.980642 6.5553227 1982-1999 –> 2000-2009 2.3499036 1.0910920 4665.30269 408.250666 18 24
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 692 1.7402212 2744.563823 254.464424 6.6149585 2000-2009 –> 2010-2019 2.9738553 1.2336341 5211.69164 442.500487 1 5
SO (27.85,27.95] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 692 1.7587128 2757.192691 254.377242 7.1711828 2000-2009 –> 2010-2019 2.9931455 1.2344326 5223.29498 442.278238 2 7
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 692 1.7881936 2782.199945 107.426752 6.5046633 2000-2009 –> 2010-2019 3.0215991 1.2334056 5249.04869 249.073382 3 6
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 692 1.8269819 2811.899781 54.940456 7.9312550 2000-2009 –> 2010-2019 3.0735628 1.2465809 5294.75047 122.388628 10 23
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 692 1.8227283 2808.673827 279.153365 9.1860580 2000-2009 –> 2010-2019 3.0789227 1.2561944 5303.09400 504.464359 8 24
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 692 1.8224719 2808.479085 129.097681 9.1146590 2000-2009 –> 2010-2019 3.0812835 1.2588116 5306.03366 407.078323 7 24
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 692 1.8224179 2808.438128 54.500532 9.0591282 2000-2009 –> 2010-2019 3.0853655 1.2629476 5310.93275 169.302141 5 24
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 692 1.8224246 2808.443211 71.047912 9.0766267 2000-2009 –> 2010-2019 3.0894069 1.2669823 5315.74134 315.030316 6 26
SO (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + silicate 692 1.8541465 2830.326426 52.384004 9.1152784 2000-2009 –> 2010-2019 3.1009721 1.2468256 5311.47268 127.404263 25 39
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 692 1.8742816 2847.274907 196.197961 6.9434022 2000-2009 –> 2010-2019 3.1015682 1.2272866 5306.63376 897.966948 39 40
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 929 1.3103423 3152.583578 678.870741 5.0735830 1982-1999 –> 2000-2009 2.3552181 1.0448758 5670.95977 1413.074454 1 4
SO (27.95,28.05] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 929 1.3106703 3151.048694 675.703763 5.1033401 1982-1999 –> 2000-2009 2.3556410 1.0449707 5667.58029 1255.857109 2 6
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 929 1.3258767 3174.481091 260.846740 5.4386788 1982-1999 –> 2000-2009 2.3585392 1.0326625 5672.72832 601.706496 6 7
SO (27.95,28.05] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 929 1.3264878 3173.337236 260.818866 5.4338463 1982-1999 –> 2000-2009 2.3696385 1.0431507 5686.88452 424.923465 12 14
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 929 1.3254457 3173.876966 545.925554 5.0344437 1982-1999 –> 2000-2009 2.3962688 1.0708231 5734.24787 1289.105570 5 13
SO (27.95,28.05] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 929 1.3340226 3183.861327 238.962464 5.7163678 1982-1999 –> 2000-2009 2.3974639 1.0634413 5730.38949 469.932890 14 20
SO (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate 929 1.3259861 3172.634368 518.495711 4.9962733 1982-1999 –> 2000-2009 2.3984567 1.0724706 5733.63718 1086.395598 7 16
SO (27.95,28.05] 3 cstar_tref ~ aou + phosphate + phosphate_star 929 1.3340894 3181.954366 235.067708 5.7277465 1982-1999 –> 2000-2009 2.4016170 1.0675276 5733.04837 390.746856 15 22
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 929 1.3237557 3171.506508 84.224159 5.1048999 1982-1999 –> 2000-2009 2.4017191 1.0779634 5743.25518 268.584531 3 15
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 929 1.3260219 3174.684597 583.917553 4.9868631 1982-1999 –> 2000-2009 2.4017533 1.0757313 5742.88464 1366.474206 8 18
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1581 1.1261420 4876.321730 258.797558 5.6484786 2000-2009 –> 2010-2019 2.4557448 1.3296029 8056.01711 540.823634 1 14
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1581 1.1750594 5010.773320 246.252383 6.2270549 2000-2009 –> 2010-2019 2.5009361 1.3258767 8185.25441 507.099124 3 9
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1581 1.1915677 5054.886912 68.231970 6.2108175 2000-2009 –> 2010-2019 2.5153234 1.3237557 8226.39342 152.456130 4 7
SO (27.95,28.05] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1581 1.1696534 4994.192626 244.769566 6.3697118 2000-2009 –> 2010-2019 2.5227818 1.3531284 8204.47536 522.752401 2 21
SO (27.95,28.05] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1581 1.1989460 5072.405892 240.959852 6.3221578 2000-2009 –> 2010-2019 2.5254338 1.3264878 8245.74313 501.778718 8 20
SO (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + silicate 1581 1.2057339 5090.257316 46.301002 6.1031634 2000-2009 –> 2010-2019 2.5296464 1.3239125 8259.98382 88.996198 10 14
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1581 1.1954866 5065.269188 81.042183 6.3142343 2000-2009 –> 2010-2019 2.5446585 1.3491719 8272.11126 167.274494 5 23
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1581 1.2509489 5208.662908 646.516026 6.8426215 2000-2009 –> 2010-2019 2.5612911 1.3103423 8361.24649 1325.386767 22 23
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1581 1.2064910 5094.241979 28.683588 6.5150044 2000-2009 –> 2010-2019 2.5626748 1.3561838 8310.71546 76.772568 11 31
SO (27.95,28.05] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1581 1.2534605 5213.005111 601.753646 6.6115261 2000-2009 –> 2010-2019 2.5641308 1.3106703 8364.05380 1277.457408 23 25
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 539 0.9114958 1443.719375 425.175279 6.4246564 1982-1999 –> 2000-2009 1.7128078 0.8013119 2882.66529 1134.888166 2 3
SO (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 539 0.9124217 1442.813762 413.763897 6.4799210 1982-1999 –> 2000-2009 1.7398532 0.8274315 2917.93021 645.739250 3 5
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 539 0.9062538 1437.501845 457.331766 6.4370234 1982-1999 –> 2000-2009 1.7449549 0.8387011 2930.71668 1212.465800 1 5
SO (28.05,28.1] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 539 0.9137564 1444.389598 453.113584 6.6722319 1982-1999 –> 2000-2009 1.7539574 0.8402009 2937.73055 939.280954 4 9
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 539 0.9357256 1472.000961 115.425410 6.9203648 1982-1999 –> 2000-2009 1.7644294 0.8287038 2950.94577 573.176439 13 16
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 539 0.9278564 1462.896904 407.741303 6.9315732 1982-1999 –> 2000-2009 1.7934920 0.8656357 2993.72727 1190.757165 8 18
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 539 0.9404736 1477.457064 56.851981 7.0930839 1982-1999 –> 2000-2009 1.7948359 0.8543623 2992.68798 322.580474 15 21
SO (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 539 0.9359205 1470.225510 71.907358 6.9012042 1982-1999 –> 2000-2009 1.7950227 0.8591021 2990.04007 110.049756 14 22
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 539 0.9258542 1460.568220 522.166897 6.8691029 1982-1999 –> 2000-2009 1.7951899 0.8693357 2996.47418 1270.466221 6 18
SO (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + phosphate 539 0.9305953 1464.074398 407.667520 7.0545984 1982-1999 –> 2000-2009 1.7987247 0.8681294 2996.32794 910.830186 11 22
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 938 1.0391509 2747.974461 403.149390 4.9514992 2000-2009 –> 2010-2019 1.9454047 0.9062538 4185.47631 860.481157 2 3
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 938 1.0529122 2772.655029 241.284756 5.0661551 2000-2009 –> 2010-2019 1.9644081 0.9114958 4216.37440 666.460036 7 9
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 938 1.0461900 2760.639462 565.950220 5.0233753 2000-2009 –> 2010-2019 1.9720442 0.9258542 4221.20768 1088.117117 3 9
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 938 1.0500272 2767.507628 414.384103 5.0609868 2000-2009 –> 2010-2019 1.9778836 0.9278564 4230.40453 822.125406 4 12
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 938 1.0591325 2783.705243 81.480543 5.0846589 2000-2009 –> 2010-2019 1.9836291 0.9244966 4242.69160 201.244030 10 15
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 938 1.0502394 2767.886670 452.534022 5.0758153 2000-2009 –> 2010-2019 1.9900619 0.9398225 4244.59717 909.497058 5 20
SO (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 938 1.0618431 2786.500355 80.659332 5.1144494 2000-2009 –> 2010-2019 1.9919500 0.9301069 4250.00875 200.344879 13 23
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 938 1.0591060 2783.658246 35.852227 5.1466536 2000-2009 –> 2010-2019 1.9995796 0.9404736 4261.11531 92.704208 9 25
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 938 1.0690825 2801.247067 88.812792 5.1938850 2000-2009 –> 2010-2019 2.0048081 0.9357256 4273.24803 204.238202 16 29
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 938 1.0687258 2800.620896 44.464174 5.2123094 2000-2009 –> 2010-2019 2.0177233 0.9489976 4287.80439 101.293505 15 34
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 143 0.4235722 174.133502 541.670054 1.2017869 1982-1999 –> 2000-2009 0.7364834 0.3129112 277.09099 1136.836892 2 9
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 143 0.4235623 174.126791 605.269157 1.2054711 1982-1999 –> 2000-2009 0.7397715 0.3162092 280.71200 1295.909219 1 12
SO (28.1,28.15] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 143 0.4504237 189.712394 252.394822 1.1710641 1982-1999 –> 2000-2009 0.7402851 0.2898614 264.19521 512.336861 8 10
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 143 0.4235856 172.142486 442.563501 1.2037171 1982-1999 –> 2000-2009 0.7578428 0.3342572 295.93304 766.980142 3 21
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 143 0.4711172 202.558967 101.158008 1.1977740 1982-1999 –> 2000-2009 0.7742245 0.3031074 292.50249 210.406924 9 13
SO (28.1,28.15] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 143 0.4960516 217.308894 294.893864 1.4447845 1982-1999 –> 2000-2009 0.7847221 0.2886705 290.36718 940.182405 13 14
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 143 0.4799588 207.876709 231.378305 1.2114549 1982-1999 –> 2000-2009 0.7929433 0.3129844 308.91520 395.443585 10 18
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 143 0.4823575 209.302461 142.031739 1.2159823 1982-1999 –> 2000-2009 0.7966467 0.3142893 311.78042 251.758864 11 20
SO (28.1,28.15] 3 cstar_tref ~ aou + phosphate + phosphate_star 143 0.5010104 218.153717 156.945045 1.5089565 1982-1999 –> 2000-2009 0.7969019 0.2958915 297.76065 384.379462 14 17
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 143 0.4900615 213.834273 186.094476 1.2436454 1982-1999 –> 2000-2009 0.8068764 0.3168148 319.08152 329.625322 12 25
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 269 0.4703126 371.544468 274.969024 1.4844894 2000-2009 –> 2010-2019 0.8916426 0.4213300 544.15999 880.387664 3 4
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 269 0.4694577 370.565690 571.779293 1.4866629 2000-2009 –> 2010-2019 0.8930428 0.4235851 544.70787 1363.785353 1 5
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 269 0.4699014 371.073873 370.830105 1.4860482 2000-2009 –> 2010-2019 0.8934736 0.4235722 545.20738 912.500159 2 5
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 269 0.4718507 373.301062 398.306258 1.5207579 2000-2009 –> 2010-2019 0.8954130 0.4235623 547.42785 1003.575415 5 7
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 269 0.4786773 379.028887 276.256533 1.5210511 2000-2009 –> 2010-2019 0.9022628 0.4235856 551.17137 718.820034 9 14
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 269 0.4730488 374.665370 253.018401 1.4923961 2000-2009 –> 2010-2019 0.9048987 0.4318499 554.33413 900.232213 6 12
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + silicate 269 0.4731394 372.768476 8.405472 1.4768661 2000-2009 –> 2010-2019 0.9097062 0.4365668 553.54410 22.524212 8 15
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + silicate 269 0.4731204 372.746859 13.888272 1.5060400 2000-2009 –> 2010-2019 0.9128412 0.4397208 555.58127 44.909567 7 15
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate 269 0.4712603 370.627503 20.022431 1.4793154 2000-2009 –> 2010-2019 0.9139582 0.4426979 555.39176 67.821722 4 13
SO (28.1,28.15] 3 cstar_tref ~ sal + temp + silicate 269 0.4788264 377.196466 6.443997 1.5216363 2000-2009 –> 2010-2019 0.9252039 0.4463776 562.32811 16.717610 10 20
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1196 0.7803173 2814.754167 825.765630 3.6395546 1982-1999 –> 2000-2009 1.6828688 0.9025515 6264.58162 1485.044729 1 27
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1196 0.7856195 2830.952633 683.692424 3.9189769 1982-1999 –> 2000-2009 1.6868301 0.9012106 6276.89969 1320.077516 2 13
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1196 0.7918864 2849.958104 418.464164 3.6887332 1982-1999 –> 2000-2009 1.6932943 0.9014079 6296.47642 882.095261 3 19
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1196 0.7925391 2851.928872 623.082880 3.6659886 1982-1999 –> 2000-2009 1.6938161 0.9012770 6298.06807 1251.720890 5 17
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1196 0.8001384 2874.755405 138.056011 4.0118623 1982-1999 –> 2000-2009 1.6986182 0.8984798 6312.78161 316.779740 7 12
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1196 0.8006987 2876.429750 507.694975 3.7224391 1982-1999 –> 2000-2009 1.7019935 0.9012948 6322.62062 1097.752230 8 21
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1196 0.8096237 2902.944760 55.161226 4.0479163 1982-1999 –> 2000-2009 1.7071378 0.8975141 6338.16438 139.945896 9 10
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1196 0.8104843 2905.486020 56.391323 4.0668740 1982-1999 –> 2000-2009 1.7082221 0.8977378 6341.35596 140.772981 10 12
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1196 0.8108868 2906.673720 56.870821 4.0709846 1982-1999 –> 2000-2009 1.7086308 0.8977440 6342.56174 165.619199 11 14
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1196 0.7924675 2851.712729 163.748595 3.6436573 1982-1999 –> 2000-2009 1.7103479 0.9178804 6345.49603 345.097649 4 35
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1770 0.8569551 4490.573335 639.637920 5.1463224 2000-2009 –> 2010-2019 1.6372723 0.7803173 7305.32750 1465.403550 15 16
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1770 0.8535832 4476.617189 616.685752 5.0749571 2000-2009 –> 2010-2019 1.6392027 0.7856195 7307.56982 1300.378176 6 8
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1770 0.8527248 4473.055305 148.351702 5.0761094 2000-2009 –> 2010-2019 1.6451923 0.7924675 7324.76803 312.100297 4 8
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1770 0.8558043 4485.816637 361.020387 5.1735072 2000-2009 –> 2010-2019 1.6476908 0.7918864 7335.77474 779.484551 10 13
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1770 0.8560673 4486.904346 483.378084 5.1863171 2000-2009 –> 2010-2019 1.6486065 0.7925391 7338.83322 1106.460964 12 17
SO (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1770 0.8572261 4489.692829 138.325092 5.3483111 2000-2009 –> 2010-2019 1.6502401 0.7930140 7341.05441 301.716940 16 22
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1770 0.8518911 4469.592593 137.640787 5.1167601 2000-2009 –> 2010-2019 1.6520295 0.8001384 7344.34800 275.696798 2 9
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1770 0.8559207 4486.297841 404.299859 5.1798477 2000-2009 –> 2010-2019 1.6566194 0.8006987 7362.72759 911.994834 11 19
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1770 0.8516362 4468.533158 43.666824 5.1286700 2000-2009 –> 2010-2019 1.6625230 0.8108868 7375.20688 100.537645 1 12
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1770 0.8520870 4470.406480 49.493055 5.1278883 2000-2009 –> 2010-2019 1.6625713 0.8104843 7375.89250 105.884379 3 13
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 190 0.3145034 113.627736 252.529716 1.1697019 1982-1999 –> 2000-2009 0.5114582 0.1969548 31.70506 847.838135 2 5
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 190 0.3143715 113.468272 511.602822 1.1704572 1982-1999 –> 2000-2009 0.5118698 0.1974983 32.82989 1431.085449 1 5
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 190 0.3148665 114.066121 301.112363 1.1531618 1982-1999 –> 2000-2009 0.5131862 0.1983198 35.36193 949.126621 3 8
SO (28.15,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 190 0.3169674 114.593267 101.457239 1.0594689 1982-1999 –> 2000-2009 0.5386422 0.2216747 85.76908 510.090025 4 23
SO (28.15,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 190 0.3817759 185.286435 141.808719 1.2324945 1982-1999 –> 2000-2009 0.5702475 0.1884717 80.84741 654.566493 8 9
SO (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 190 0.3951907 198.409682 24.353481 1.2542670 1982-1999 –> 2000-2009 0.5919441 0.1967534 114.01023 162.813891 11 13
SO (28.15,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 190 0.4013127 204.251234 65.331105 1.2582989 1982-1999 –> 2000-2009 0.6042600 0.2029472 134.29550 244.979932 12 19
SO (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 190 0.4033403 206.166312 54.115643 1.2628733 1982-1999 –> 2000-2009 0.6072646 0.2039242 138.44854 163.852395 13 21
SO (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 190 0.4100126 212.401013 60.098711 1.2941577 1982-1999 –> 2000-2009 0.6176456 0.2076330 153.08225 210.348297 15 25
SO (28.15,28.2] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 190 0.4292627 229.835861 136.737417 1.5228489 1982-1999 –> 2000-2009 0.6287724 0.1995097 151.91944 1083.304183 17 23
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 336 0.3601839 281.320223 434.673438 1.1561379 2000-2009 –> 2010-2019 0.6739849 0.3138010 394.09828 679.744803 1 3
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 336 0.3608300 282.524604 567.900692 1.1678436 2000-2009 –> 2010-2019 0.6752015 0.3143715 395.99288 1079.503514 3 6
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 336 0.3607176 282.315281 376.728570 1.1670648 2000-2009 –> 2010-2019 0.6752211 0.3145034 395.94302 629.258286 2 6
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 336 0.3614122 283.608062 426.166888 1.1615691 2000-2009 –> 2010-2019 0.6762787 0.3148665 397.67418 727.279251 4 9
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 336 0.3644922 289.310531 628.897622 1.1874050 2000-2009 –> 2010-2019 0.6773831 0.3128909 400.98494 912.147535 6 7
SO (28.15,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 336 0.3621634 283.003381 284.064641 1.1485958 2000-2009 –> 2010-2019 0.6791309 0.3169674 397.59665 385.521880 5 11
SO (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + silicate 336 0.3647992 287.876332 6.134026 1.1996113 2000-2009 –> 2010-2019 0.6849602 0.3201610 406.27910 12.225641 7 14
SO (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + silicate 336 0.3648648 287.997176 20.789435 1.2050296 2000-2009 –> 2010-2019 0.6942118 0.3293470 417.14935 28.870282 8 16
SO (28.15,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate 336 0.3648827 288.030135 30.139761 1.2210233 2000-2009 –> 2010-2019 0.6972036 0.3323209 420.59821 42.350307 9 18
SO (28.15,28.2] 3 cstar_tref ~ sal + temp + silicate 336 0.3649293 286.115957 5.498792 1.2139172 2000-2009 –> 2010-2019 0.7493447 0.3844155 472.02068 9.849008 10 21
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1767 0.7677296 4094.430252 223.229492 3.9378564 1982-1999 –> 2000-2009 1.2863940 0.5186644 6462.84568 448.951180 1 2
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1767 0.7678273 4094.879587 43.242579 3.9215160 1982-1999 –> 2000-2009 1.3306557 0.5628284 6715.63956 63.377940 2 5
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1767 0.7715766 4112.094194 214.671981 3.6971775 1982-1999 –> 2000-2009 1.3359614 0.5643848 6741.38161 530.390027 9 13
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1767 0.7712345 4110.526815 142.063008 3.6752156 1982-1999 –> 2000-2009 1.3403561 0.5691216 6765.62359 191.251637 6 11
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1767 0.7771196 4137.391866 244.440859 3.7215907 1982-1999 –> 2000-2009 1.3469853 0.5698657 6796.52327 292.669955 20 26
SO (28.2, Inf] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1767 0.7914675 4200.044608 216.149734 4.2551102 1982-1999 –> 2000-2009 1.3523530 0.5608855 6808.12627 349.502674 32 34
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1767 0.7749245 4127.395289 329.416980 3.6758096 1982-1999 –> 2000-2009 1.3525229 0.5775984 6828.14702 401.001005 17 24
SO (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 1767 0.8082778 4274.318761 8.245121 4.0425511 1982-1999 –> 2000-2009 1.3879543 0.5796765 6984.16034 23.546809 44 52
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 1767 0.7678297 4092.890762 30.716758 3.9204176 1982-1999 –> 2000-2009 1.3960697 0.6282400 7051.16839 43.296356 3 12
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1767 0.7715956 4110.181479 68.779368 3.7029976 1982-1999 –> 2000-2009 1.4011693 0.6295736 7075.00767 114.173130 10 21
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2771 0.6929376 5844.866876 162.900918 3.9673815 2000-2009 –> 2010-2019 1.4606673 0.7677296 9939.29713 386.130410 2 3
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2771 0.6935608 5849.848895 18.362730 3.8552736 2000-2009 –> 2010-2019 1.4613881 0.7678273 9944.72848 61.605309 3 5
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2771 0.6918838 5836.432027 151.828325 3.8005261 2000-2009 –> 2010-2019 1.4634603 0.7715766 9948.52622 366.500306 1 10
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2771 0.6941527 5854.576546 61.720297 3.7919566 2000-2009 –> 2010-2019 1.4653872 0.7712345 9965.10336 203.783305 4 10
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2771 0.7009181 5908.328558 203.112587 3.5385684 2000-2009 –> 2010-2019 1.4717334 0.7708154 10016.93449 441.562538 7 12
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2771 0.6955361 5865.610109 83.044112 3.8157650 2000-2009 –> 2010-2019 1.4726557 0.7771196 10003.00197 327.484971 5 25
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2771 0.7028063 5923.238195 73.312662 3.5686704 2000-2009 –> 2010-2019 1.4727077 0.7699014 10027.65135 205.213074 8 12
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2771 0.6985598 5889.651128 133.624957 3.8009280 2000-2009 –> 2010-2019 1.4734843 0.7749245 10017.04642 463.041937 6 23
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2771 0.7033294 5927.361562 59.120622 3.6105757 2000-2009 –> 2010-2019 1.4746395 0.7713101 10038.23509 178.491697 9 17
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2771 0.7074658 5959.859925 73.825930 3.6350677 2000-2009 –> 2010-2019 1.4802768 0.7728110 10077.60343 205.420782 10 24
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1628 0.5482187 2676.943945 237.128247 2.7222244 1982-1999 –> 2000-2009 1.2944864 0.7462678 7009.05452 481.884694 5 10
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1628 0.5436832 2649.894776 179.919522 2.6644380 1982-1999 –> 2000-2009 1.2995545 0.7558713 7031.02944 385.526752 1 15
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1628 0.5548135 2715.878798 994.490036 2.7006879 1982-1999 –> 2000-2009 1.3005717 0.7457581 7045.36998 1786.273259 9 11
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1628 0.5552023 2718.159413 461.744177 2.7139038 1982-1999 –> 2000-2009 1.3023367 0.7471344 7054.71972 997.518377 11 17
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1628 0.5442831 2653.485649 78.812817 2.6784088 1982-1999 –> 2000-2009 1.3056474 0.7613642 7062.38117 164.863507 2 23
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1628 0.5446088 2655.433093 75.665576 2.6871995 1982-1999 –> 2000-2009 1.3058839 0.7612751 7063.87973 163.245663 3 22
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1628 0.5452991 2659.557885 77.144582 2.7022889 1982-1999 –> 2000-2009 1.3064160 0.7611168 7067.20730 162.056723 4 22
SO (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + nitrate 1628 0.5615873 2753.390652 206.099820 2.5685076 1982-1999 –> 2000-2009 1.3087674 0.7471801 7088.18557 402.022420 18 25
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1628 0.5556431 2720.743325 658.718721 2.7282769 1982-1999 –> 2000-2009 1.3106677 0.7550246 7097.58070 1443.958230 12 24
SO (28.2,28.3] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1628 0.5549213 2714.510851 985.957949 2.6954790 1982-1999 –> 2000-2009 1.3121857 0.7572644 7100.70506 1665.651496 10 26
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2169 0.6445020 4263.769916 254.082581 3.3284888 2000-2009 –> 2010-2019 1.1881852 0.5436832 6913.66469 434.002103 1 2
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2169 0.6445616 4264.171136 78.721725 3.2629606 2000-2009 –> 2010-2019 1.1888447 0.5442831 6917.65678 157.534542 3 5
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2169 0.6445215 4263.901557 67.662896 3.2891364 2000-2009 –> 2010-2019 1.1891303 0.5446088 6919.33465 143.328472 2 5
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2169 0.6449498 4266.782859 77.033474 3.2867313 2000-2009 –> 2010-2019 1.1902489 0.5452991 6926.34074 154.178056 4 8
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2169 0.6455916 4271.098034 262.252028 3.2198620 2000-2009 –> 2010-2019 1.1938103 0.5482187 6948.04198 499.380275 5 10
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2169 0.6461343 4274.743184 497.198538 3.3609750 2000-2009 –> 2010-2019 1.2009479 0.5548135 6990.62198 1491.688574 8 17
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2169 0.6458499 4272.832849 297.559826 3.4483723 2000-2009 –> 2010-2019 1.2010521 0.5552023 6990.99226 759.304003 6 17
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2169 0.6460466 4274.153795 430.442866 3.3783320 2000-2009 –> 2010-2019 1.2016896 0.5556431 6994.89712 1089.161587 7 19
SO (28.2,28.3] 4 cstar_tref ~ sal + aou + silicate + phosphate 2169 0.6572202 4346.540044 41.951648 3.1102549 2000-2009 –> 2010-2019 1.2064692 0.5492490 7027.59744 70.817286 13 19
SO (28.2,28.3] 4 cstar_tref ~ sal + aou + nitrate + silicate 2169 0.6579623 4351.435245 40.806159 3.1550553 2000-2009 –> 2010-2019 1.2124804 0.5545181 7063.57988 67.941359 15 23
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2988 1.0312292 8677.347809 484.460811 6.1025604 1982-1999 –> 2000-2009 2.0369880 1.0057587 18353.53255 1110.015215 5 6
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2988 1.0218876 8622.966107 175.156766 6.0864816 1982-1999 –> 2000-2009 2.0466654 1.0247778 18426.20202 401.854558 3 6
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2988 1.0213747 8619.965688 321.107128 6.1898821 1982-1999 –> 2000-2009 2.0571485 1.0357738 18495.58606 682.348548 1 7
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2988 1.0216115 8621.351286 430.704026 6.1752596 1982-1999 –> 2000-2009 2.0944519 1.0728404 18735.43295 1094.735287 2 17
SO (28.3, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate 2988 1.0219992 8621.618919 46.559371 6.0079690 1982-1999 –> 2000-2009 2.0949557 1.0729565 18734.43443 115.793358 4 20
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2988 1.0405373 8731.046133 510.576168 5.9615148 1982-1999 –> 2000-2009 2.0956552 1.0551179 18732.15862 961.668207 8 19
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2988 1.0994098 9059.943243 362.667541 3.6420993 1982-1999 –> 2000-2009 2.1086486 1.0092388 18759.55413 781.406947 40 42
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2988 1.0672439 8882.492072 50.579468 3.8594834 1982-1999 –> 2000-2009 2.1089643 1.0417203 18796.93740 114.559204 21 28
SO (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2988 1.0467428 8766.579776 444.004869 5.5543100 1982-1999 –> 2000-2009 2.1229247 1.0761819 18901.75177 1115.831576 12 35
SO (28.3, Inf] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2988 1.0467544 8764.646020 190.534583 5.5785385 1982-1999 –> 2000-2009 2.1229390 1.0761846 18897.83502 305.969366 13 37
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4853 1.0735287 14474.868371 268.134940 7.3294305 2000-2009 –> 2010-2019 2.0949034 1.0213747 23094.83406 589.242068 4 5
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4853 1.0762193 14499.164554 196.135859 7.3273780 2000-2009 –> 2010-2019 2.0981069 1.0218876 23122.13066 371.292625 10 13
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4853 1.0787732 14522.169652 610.483988 7.1059389 2000-2009 –> 2010-2019 2.1003847 1.0216115 23143.52094 1041.188014 12 14
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4853 1.0749053 14487.306424 436.747033 7.3704694 2000-2009 –> 2010-2019 2.1061345 1.0312292 23164.65423 921.207844 7 12
SO (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4853 1.0634561 14383.369939 651.820863 7.5052626 2000-2009 –> 2010-2019 2.1101989 1.0467428 23149.94971 1095.825732 2 14
SO (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4853 1.0727781 14468.079924 784.918199 7.2162053 2000-2009 –> 2010-2019 2.1118256 1.0390474 23190.56352 1345.327527 3 9
SO (28.3, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate 4853 1.0901439 14621.939561 65.045530 7.0324235 2000-2009 –> 2010-2019 2.1121432 1.0219992 23243.55848 111.604901 19 23
SO (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4853 1.0744441 14483.141648 664.206023 7.2157911 2000-2009 –> 2010-2019 2.1171575 1.0427134 23226.67259 1127.580977 5 14
SO (28.3, Inf] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 4853 1.0750327 14486.457239 169.092339 7.3794664 2000-2009 –> 2010-2019 2.1217871 1.0467544 23251.10326 359.626922 8 21
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4853 1.0624906 14374.554309 640.081124 7.4528529 2000-2009 –> 2010-2019 2.1268314 1.0643408 23240.76830 1068.416338 1 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 3.4277594 722.57254
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 2.9136091 645.52151
Atlantic (26,26.5] 1982-1999 –> 2000-2009 7.1965508 3404.68482
Atlantic (26,26.5] 2000-2009 –> 2010-2019 7.2841782 3243.07122
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 5.5361970 4309.65313
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 7.1203462 4503.18654
Atlantic (26.75,27] 1982-1999 –> 2000-2009 4.0377173 6853.79866
Atlantic (26.75,27] 2000-2009 –> 2010-2019 5.1338660 6763.41538
Atlantic (27,27.25] 1982-1999 –> 2000-2009 3.8274200 8931.83943
Atlantic (27,27.25] 2000-2009 –> 2010-2019 4.6428371 9836.65294
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 5.4234776 16540.43611
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 6.9904131 19096.92039
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 3.5811627 26106.76436
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 3.8461513 28241.02006
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 1.8592445 6402.11010
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 1.7798859 6450.82502
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 3.2642201 8388.40511
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 3.3476497 8577.87417
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 6.1100859 14269.40325
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 6.0131348 13411.25566
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 0.5213773 223.34011
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 0.5219739 222.82340
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 0.5725341 715.54469
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 0.5967479 942.88226
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 0.5536722 1043.71156
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 0.4972235 36.87803
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 0.6918436 1666.91454
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 0.6673723 431.82773
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2009 11.2133230 23964.91692
Indo-Pacific (-Inf,26] 2000-2009 –> 2010-2019 11.5170955 38897.17254
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2009 8.0291804 25646.57214
Indo-Pacific (26,26.5] 2000-2009 –> 2010-2019 8.1345471 30131.86207
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2009 7.3287816 21799.59475
Indo-Pacific (26.5,26.75] 2000-2009 –> 2010-2019 7.7879899 26421.50555
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2009 6.7267716 28357.86247
Indo-Pacific (26.75,27] 2000-2009 –> 2010-2019 7.1187824 33865.16938
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2009 4.5650198 26751.25225
Indo-Pacific (27,27.25] 2000-2009 –> 2010-2019 4.7094396 34535.43710
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2009 3.3484268 29663.66020
Indo-Pacific (27.25,27.5] 2000-2009 –> 2010-2019 3.5432283 37933.62565
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2009 2.9523201 29006.26592
Indo-Pacific (27.5,27.75] 2000-2009 –> 2010-2019 2.9591402 36910.76811
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2009 1.6532644 7627.11946
Indo-Pacific (27.75,27.85] 2000-2009 –> 2010-2019 1.6178233 9364.97339
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2009 1.5354433 8535.65565
Indo-Pacific (27.85,27.95] 2000-2009 –> 2010-2019 1.3747624 9761.10172
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2009 1.5483304 9528.44603
Indo-Pacific (27.95,28.05] 2000-2009 –> 2010-2019 1.1752514 8959.34340
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2009 1.2380677 4624.47454
Indo-Pacific (28.05,28.1] 2000-2009 –> 2010-2019 0.9455936 3876.97273
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2009 1.4331329 12705.23975
Indo-Pacific (28.1,28.2] 2000-2009 –> 2010-2019 1.2394286 13332.00137
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2009 1.2071290 27117.20451
Indo-Pacific (28.2,28.3] 2000-2009 –> 2010-2019 1.0076352 31808.81222
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2009 0.4438776 -599.91970
Indo-Pacific (28.3, Inf] 2000-2009 –> 2010-2019 0.4798427 -124.57127
SO (26,26.5] 1982-1999 –> 2000-2009 1.6392269 112.54357
SO (26,26.5] 2000-2009 –> 2010-2019 2.7772139 102.97413
SO (26.5,26.75] 1982-1999 –> 2000-2009 2.5600281 427.36788
SO (26.5,26.75] 2000-2009 –> 2010-2019 1.9725974 271.20014
SO (26.75,27] 1982-1999 –> 2000-2009 4.1326832 1741.56297
SO (26.75,27] 2000-2009 –> 2010-2019 3.7321307 1327.08627
SO (27,27.25] 1982-1999 –> 2000-2009 3.3613535 4733.59268
SO (27,27.25] 2000-2009 –> 2010-2019 2.9507475 3895.83454
SO (27.25,27.5] 1982-1999 –> 2000-2009 2.7202046 7290.68144
SO (27.25,27.5] 2000-2009 –> 2010-2019 3.3531949 6829.44475
SO (27.5,27.75] 1982-1999 –> 2000-2009 2.5455189 11112.14385
SO (27.5,27.75] 2000-2009 –> 2010-2019 3.2304371 10711.57177
SO (27.75,27.85] 1982-1999 –> 2000-2009 2.0939697 3823.01231
SO (27.75,27.85] 2000-2009 –> 2010-2019 2.8834756 4195.06771
SO (27.85,27.95] 1982-1999 –> 2000-2009 2.3308349 4641.90619
SO (27.85,27.95] 2000-2009 –> 2010-2019 3.0599682 5283.26940
SO (27.95,28.05] 1982-1999 –> 2000-2009 2.3836316 5711.56156
SO (27.95,28.05] 2000-2009 –> 2010-2019 2.5282622 8248.59943
SO (28.05,28.1] 1982-1999 –> 2000-2009 1.7693268 2958.92459
SO (28.05,28.1] 2000-2009 –> 2010-2019 1.9847493 4241.29282
SO (28.1,28.15] 1982-1999 –> 2000-2009 0.7726698 293.83387
SO (28.1,28.15] 2000-2009 –> 2010-2019 0.9042443 551.38538
SO (28.1,28.2] 1982-1999 –> 2000-2009 1.6991759 6313.90061
SO (28.1,28.2] 2000-2009 –> 2010-2019 1.6501948 7341.15027
SO (28.15,28.2] 1982-1999 –> 2000-2009 0.5695291 95.82693
SO (28.15,28.2] 2000-2009 –> 2010-2019 0.6882920 409.83373
SO (28.2, Inf] 1982-1999 –> 2000-2009 1.3530422 6822.86234
SO (28.2, Inf] 2000-2009 –> 2010-2019 1.4696400 9997.81279
SO (28.2,28.3] 1982-1999 –> 2000-2009 1.3046517 7062.01132
SO (28.2,28.3] 2000-2009 –> 2010-2019 1.1972859 6969.27275
SO (28.3, Inf] 1982-1999 –> 2000-2009 2.0889341 18683.34249
SO (28.3, Inf] 2000-2009 –> 2010-2019 2.1099473 23182.77558

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
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
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] 6 4 6 5 10 9 8
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 7 6 7 6 7 8 8
(26.75,27] 8 4 7 7 3 10 8
(27,27.25] 8 5 8 5 7 9 7
(27.25,27.5] 7 10 5 6 4 5 10
(27.5,27.75] 4 2 4 8 10 5 10
(27.75,27.85] 7 6 3 4 10 6 8
(27.85,27.95] 5 2 5 7 10 6 9
(27.95,28.05] 1 7 5 7 6 5 9
(28.05,28.1] 7 6 2 5 10 7 7
(28.1,28.15] 9 9 3 3 9 5 5
(28.15,28.2] 9 10 3 4 10 3 5
(28.2, Inf] 8 10 2 4 10 4 5
total 93.00 87.00 66.00 78.00 116.00 88.00 107.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 6 5 6 6 10 9 7
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 6 7 6 7 7 8 9
(26.75,27] 8 5 8 6 5 10 6
(27,27.25] 8 6 5 6 9 9 6
(27.25,27.5] 5 10 4 7 8 5 8
(27.5,27.75] 5 3 4 8 10 6 9
(27.75,27.85] 8 5 4 3 10 7 7
(27.85,27.95] 5 2 5 7 10 6 9
(27.95,28.05] 2 6 4 8 5 6 9
(28.05,28.1] 7 6 2 5 10 7 7
(28.1,28.15] 8 7 3 4 10 6 6
(28.15,28.2] 8 10 5 4 9 3 6
(28.2, Inf] 4 10 0 3 10 6 6
total 88.00 88.00 62.00 80.00 123.00 93.00 103.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 8 4 8 7 10 4 7
(26,26.5] 8 7 7 7 7 6 8
(26.5,26.75] 8 8 7 7 5 6 8
(26.75,27] 7 10 6 7 5 4 8
(27,27.25] 8 10 7 7 3 4 8
(27.25,27.5] 6 10 6 7 4 4 10
(27.5,27.75] 6 10 6 6 5 6 9
(27.75,27.85] 7 9 7 6 4 4 10
(27.85,27.95] 7 7 7 6 6 6 10
(27.95,28.05] 6 4 5 6 9 8 9
(28.05,28.1] 4 3 4 8 9 10 6
(28.1,28.2] 6 7 6 6 5 10 8
(28.2,28.3] 6 10 7 6 4 10 4
(28.3, Inf] 5 4 5 9 10 10 4
total 92.00 103.00 88.00 95.00 86.00 92.00 109.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 8 5 7 7 10 5 7
(26,26.5] 7 6 7 7 7 7 9
(26.5,26.75] 8 5 8 6 4 9 8
(26.75,27] 6 10 6 8 5 5 8
(27,27.25] 8 10 7 7 3 4 8
(27.25,27.5] 6 10 6 7 4 4 10
(27.5,27.75] 7 10 5 6 4 6 9
(27.75,27.85] 7 9 7 6 4 4 10
(27.85,27.95] 7 7 7 6 7 7 9
(27.95,28.05] 5 5 4 7 7 10 9
(28.05,28.1] 5 3 4 7 10 10 6
(28.1,28.2] 6 7 7 6 6 10 7
(28.2,28.3] 6 10 7 6 4 10 4
(28.3, Inf] 5 4 5 9 10 10 4
total 91.00 101.00 87.00 95.00 85.00 101.00 108.00
SO - 1982-1999 --> 2000-2009
(26,26.5] 6 3 5 7 10 5 9
(26.5,26.75] 7 10 7 7 3 4 9
(26.75,27] 7 10 7 7 4 3 9
(27,27.25] 5 6 4 7 10 6 10
(27.25,27.5] 5 8 4 7 8 6 10
(27.5,27.75] 8 8 3 2 8 6 7
(27.75,27.85] 7 6 4 5 8 6 8
(27.85,27.95] 8 8 5 6 10 5 7
(27.95,28.05] 10 6 8 7 6 3 4
(28.05,28.1] 9 6 8 6 6 5 6
(28.1,28.15] 5 2 6 9 8 4 7
(28.1,28.2] 7 6 6 7 10 6 8
(28.15,28.2] 5 2 5 9 9 5 8
(28.2, Inf] 9 10 4 5 9 4 5
(28.2,28.3] 7 7 4 6 10 5 9
(28.3, Inf] 4 9 8 7 10 4 6
total 109.00 107.00 88.00 104.00 129.00 77.00 122.00
SO - 2000-2009 --> 2010-2019
(26,26.5] 3 2 4 4 4 2 1
(26.5,26.75] 7 10 7 8 4 4 8
(26.75,27] 6 6 4 8 8 6 10
(27,27.25] 6 6 5 7 10 6 9
(27.25,27.5] 6 6 3 7 8 7 10
(27.5,27.75] 8 8 3 2 8 6 7
(27.75,27.85] 7 3 5 5 7 9 9
(27.85,27.95] 7 6 4 7 8 9 7
(27.95,28.05] 9 7 5 7 6 8 4
(28.05,28.1] 7 7 6 6 10 5 8
(28.1,28.15] 4 3 3 4 10 10 10
(28.1,28.2] 8 6 6 6 10 5 8
(28.15,28.2] 4 3 3 4 10 10 10
(28.2, Inf] 7 7 6 7 10 6 7
(28.2,28.3] 7 6 5 5 10 7 8
(28.3, Inf] 4 10 10 5 8 5 6
total 100.00 96.00 79.00 92.00 131.00 105.00 122.00

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
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
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