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1 Required data

Required are:

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

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

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

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

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

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

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

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

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

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

3 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 112

4 Fit all models

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

  • cstar_tref

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

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

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

5 Prepare coeffcients

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

5.1 Formatting

# lm_all_fitted <- lm_all_fitted_1

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

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

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

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

5.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

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

5.3 VIF threshold

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

  • 1000

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

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

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

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

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

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

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

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab n_predictors model nr_obs rmse aic vif_max resid_max eras rmse_sum rmse_lag aic_sum vif_max_sum rank rank_sum
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 183 1.0357615 546.19161 123.414521 4.0959008 1982-1999 –> 2000-2012 2.3263682 1.2906067 1393.868973 272.313029 1 2
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 183 1.0517178 551.78700 30.865349 4.2945408 1982-1999 –> 2000-2012 2.3541310 1.3024132 1403.999372 63.835014 2 4
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 183 1.0555067 553.10318 11.202636 4.3411228 1982-1999 –> 2000-2012 2.3606673 1.3051606 1406.364958 24.320335 3 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 183 1.0598705 554.61320 11.212755 4.3864919 1982-1999 –> 2000-2012 2.3687112 1.3088407 1409.277210 24.586130 4 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 183 1.0667312 556.97473 91.393276 4.7519561 1982-1999 –> 2000-2012 2.3744708 1.3077396 1411.219608 205.897794 5 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 183 1.0834290 562.65944 22.309259 4.9526496 1982-1999 –> 2000-2012 2.4039897 1.3205607 1421.762943 46.537749 8 14
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 183 1.0807716 559.76063 57.667563 5.0070939 1982-1999 –> 2000-2012 2.4091535 1.3283820 1419.804913 142.511838 7 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 183 1.0869669 563.85268 9.571279 4.9919015 1982-1999 –> 2000-2012 2.4103592 1.3233923 1424.022848 21.693307 9 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 183 1.0904218 565.01415 6.970702 5.0173619 1982-1999 –> 2000-2012 2.4168756 1.3264538 1426.335049 16.052669 10 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 183 1.0705044 558.26706 61.591752 3.4754398 1982-1999 –> 2000-2012 2.4270469 1.3565425 1430.758159 123.787361 6 19
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 122 1.1549162 395.36377 113.564037 3.5360329 2000-2012 –> 2010-2019 2.1906777 1.0357615 941.555386 236.978558 1 2
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 122 1.1781480 400.22327 30.088431 3.8144820 2000-2012 –> 2010-2019 2.2298659 1.0517178 952.010275 60.953780 2 4
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 122 1.1849570 401.62938 12.075287 3.8870648 2000-2012 –> 2010-2019 2.2404637 1.0555067 954.732555 23.277923 3 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 122 1.1908560 402.84105 12.718552 3.9504234 2000-2012 –> 2010-2019 2.2507264 1.0598705 957.454252 23.931307 4 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 122 1.2039177 405.50277 92.274720 4.2650467 2000-2012 –> 2010-2019 2.2706489 1.0667312 962.477506 183.667996 5 10
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 122 1.2297493 408.68272 55.643706 4.5506090 2000-2012 –> 2010-2019 2.3105209 1.0807716 968.443349 113.311269 7 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 122 1.2271296 410.16238 22.255027 4.5167010 2000-2012 –> 2010-2019 2.3105586 1.0834290 972.821821 44.564286 6 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 122 1.2482460 414.32541 61.742323 3.1856987 2000-2012 –> 2010-2019 2.3187504 1.0705044 972.592469 123.334075 10 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 122 1.2334247 411.41089 10.239732 4.5692268 2000-2012 –> 2010-2019 2.3203916 1.0869669 975.263564 19.811012 8 17
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 122 1.2373184 412.17994 7.573849 4.6025024 2000-2012 –> 2010-2019 2.3277402 1.0904218 977.194090 14.544551 9 19
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1124 3.1360334 5773.14513 353.563574 11.3385254 1982-1999 –> 2000-2012 6.2963668 3.1603333 13896.853342 736.012237 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1124 3.1878169 5809.96191 50.009924 10.9058762 1982-1999 –> 2000-2012 6.4074210 3.2196041 13992.311420 104.465339 2 4
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1124 3.2457627 5850.45747 14.462498 11.2595825 1982-1999 –> 2000-2012 6.5000145 3.2542517 14066.588691 29.297927 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1124 3.2498629 5853.29542 14.644715 11.2539736 1982-1999 –> 2000-2012 6.5086234 3.2587605 14073.796268 29.374454 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1124 3.2716839 5868.33903 14.708152 11.2547325 1982-1999 –> 2000-2012 6.5521432 3.2804593 14109.784747 29.623984 5 10
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1124 3.3095651 5892.21794 13.570872 11.0224069 1982-1999 –> 2000-2012 6.6590281 3.3494630 14197.360887 27.537071 6 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1124 3.3810369 5942.24795 356.907865 11.6617720 1982-1999 –> 2000-2012 6.7247149 3.3436780 14243.935264 745.114516 7 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1124 3.4726141 6002.32626 14.440837 11.5882560 1982-1999 –> 2000-2012 6.8943688 3.4217547 14376.860641 29.083789 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1124 3.4830228 6009.05421 14.622734 11.5772839 1982-1999 –> 2000-2012 6.9150346 3.4320118 14393.034949 29.423774 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1124 3.4848536 6010.23555 14.662831 11.5862182 1982-1999 –> 2000-2012 6.9207139 3.4358603 14397.753341 29.514676 10 20
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 741 3.3261573 3897.96070 374.137124 10.7388284 2000-2012 –> 2010-2019 6.4621908 3.1360334 9671.105835 727.700698 2 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 741 3.3046245 3888.33536 49.944627 10.9526588 2000-2012 –> 2010-2019 6.4924414 3.1878169 9698.297270 99.954551 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 741 3.4175982 3938.15306 16.041881 10.6787547 2000-2012 –> 2010-2019 6.6633610 3.2457627 9788.610529 30.504379 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 741 3.4213816 3939.79279 16.255927 10.6876864 2000-2012 –> 2010-2019 6.6712445 3.2498629 9793.088215 30.900641 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 741 3.4397442 3947.72541 16.374123 10.7119956 2000-2012 –> 2010-2019 6.7114281 3.2716839 9816.064440 31.082275 5 10
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 741 3.4874414 3966.13441 14.328278 10.8871546 2000-2012 –> 2010-2019 6.7970065 3.3095651 9858.352353 27.899150 6 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 741 3.6455303 4033.83665 375.798912 11.4518385 2000-2012 –> 2010-2019 7.0265672 3.3810369 9976.084602 732.706776 7 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 741 3.7161903 4062.28688 15.960411 11.4652958 2000-2012 –> 2010-2019 7.1888045 3.4726141 10064.613140 30.401248 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 741 3.7250190 4065.80354 16.187177 11.4833729 2000-2012 –> 2010-2019 7.2080418 3.4830228 10074.857751 30.809911 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 741 3.7256654 4066.06070 16.261305 11.4920262 2000-2012 –> 2010-2019 7.2105190 3.4848536 10076.296247 30.924136 10 20
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1393 3.2444272 7246.11430 438.555613 13.2621064 1982-1999 –> 2000-2012 6.2907594 3.0463322 17249.780539 917.070873 3 4
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1393 3.2439634 7245.71600 35.056626 10.3637179 1982-1999 –> 2000-2012 6.3331717 3.0892083 17304.505670 74.953407 2 4
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1393 3.2069557 7213.75012 79.937052 9.3374120 1982-1999 –> 2000-2012 6.3346200 3.1276643 17321.333613 138.634982 1 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1393 3.2628843 7261.91856 28.188164 10.5161174 1982-1999 –> 2000-2012 6.3663560 3.1034717 17338.876445 57.043998 5 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1393 3.2680895 7266.35949 28.284493 10.5524139 1982-1999 –> 2000-2012 6.3758841 3.1077946 17348.807243 57.237479 6 11
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1393 3.3032044 7296.13475 74.683123 14.0296659 1982-1999 –> 2000-2012 6.3951432 3.0919388 17358.408976 131.923346 7 10
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 1393 3.2476181 7246.85300 33.537382 10.2217490 1982-1999 –> 2000-2012 6.3974498 3.1498317 17380.291109 71.863984 4 14
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1393 3.3298077 7318.48272 74.227310 14.5526602 1982-1999 –> 2000-2012 6.4445466 3.1147389 17409.733501 131.326366 9 15
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1393 3.3487794 7334.31100 75.018223 14.2196799 1982-1999 –> 2000-2012 6.4759314 3.1271520 17441.248461 132.372194 10 17
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1393 3.3907290 7366.99396 375.102475 10.8316571 1982-1999 –> 2000-2012 6.5212163 3.1304873 17476.135644 827.088147 12 21
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 969 3.3303954 5095.49331 82.229816 9.8393599 2000-2012 –> 2010-2019 6.5373511 3.2069557 12309.243428 162.166868 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 969 3.3418267 5102.13393 32.367144 10.3013378 2000-2012 –> 2010-2019 6.5857901 3.2439634 12347.849934 67.423770 2 4
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 969 3.3501249 5104.94029 31.815425 10.0461980 2000-2012 –> 2010-2019 6.5977430 3.2476181 12351.793288 65.352806 3 7
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 969 3.3591555 5112.15731 22.927586 10.3560452 2000-2012 –> 2010-2019 6.6220398 3.2628843 12374.075870 51.115750 4 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 969 3.3636393 5114.74242 23.007409 10.3671843 2000-2012 –> 2010-2019 6.6317288 3.2680895 12381.101914 51.291902 5 11
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 969 3.3943259 5132.34275 427.774808 10.0335851 2000-2012 –> 2010-2019 6.6387531 3.2444272 12378.457042 866.330421 6 9
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 969 3.4575200 5168.09183 76.371720 10.6770161 2000-2012 –> 2010-2019 6.7607244 3.3032044 12464.226583 151.054843 7 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 969 3.4600326 5169.49967 87.574546 10.2345238 2000-2012 –> 2010-2019 6.7864794 3.3264468 12485.168954 172.851281 8 16
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 969 3.4853839 5183.64741 75.922467 11.1389047 2000-2012 –> 2010-2019 6.8151916 3.3298077 12502.130123 150.149777 10 19
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 969 3.4723946 5174.41143 4.624018 10.3969491 2000-2012 –> 2010-2019 6.8249123 3.3525176 12509.830691 9.758886 9 20
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2193 2.1008207 9493.31530 485.577806 13.9658916 1982-1999 –> 2000-2012 3.7350432 1.6342225 21193.342035 978.082984 5 6
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2193 2.0512263 9388.53260 45.746214 15.2618315 1982-1999 –> 2000-2012 3.7462955 1.6950692 21312.211230 97.101680 1 3
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2193 2.0888700 9468.29397 23.362690 15.3708842 1982-1999 –> 2000-2012 3.8247578 1.7358878 21537.553210 48.800924 4 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2193 2.1012709 9494.25526 23.336987 15.3936713 1982-1999 –> 2000-2012 3.8510870 1.7498160 21612.407463 48.739647 6 11
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2193 2.1593136 9611.76507 457.138868 16.9550004 1982-1999 –> 2000-2012 3.8564740 1.6971604 21540.986846 919.515306 7 10
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2193 2.0624709 9412.51057 56.315597 13.4811872 1982-1999 –> 2000-2012 3.8713831 1.8089122 21733.872253 114.433851 2 10
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 2193 2.0716653 9430.01965 44.904110 14.6399562 1982-1999 –> 2000-2012 3.8891170 1.8174517 21778.195099 93.870998 3 12
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2193 2.2238166 9742.86481 54.365083 14.2121436 1982-1999 –> 2000-2012 3.9736771 1.7498605 21861.172460 109.728659 10 16
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2193 2.2686633 9830.43534 54.213682 14.2270794 1982-1999 –> 2000-2012 4.0664024 1.7977390 22113.890549 109.415795 11 18
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 2193 2.2900916 9869.66802 40.395938 17.4944790 1982-1999 –> 2000-2012 4.1116279 1.8215363 22231.577836 83.107835 14 24
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1497 2.3068125 6764.88690 42.136216 18.3908183 2000-2012 –> 2010-2019 4.3580388 2.0512263 16153.419500 87.882430 1 2
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1497 2.3087653 6767.42028 65.584889 17.4728881 2000-2012 –> 2010-2019 4.3712362 2.0624709 16179.930856 121.900486 2 4
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 1497 2.3170744 6776.17614 40.897327 18.0190207 2000-2012 –> 2010-2019 4.3887396 2.0716653 16206.195797 85.801438 3 6
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1497 2.3436618 6812.33537 26.963729 18.6414736 2000-2012 –> 2010-2019 4.4325318 2.0888700 16280.629337 50.326420 4 8
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1497 2.3556165 6827.56855 435.687996 18.0857105 2000-2012 –> 2010-2019 4.4564372 2.1008207 16320.883858 921.265802 5 10
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1497 2.3558708 6827.89173 26.942011 18.6958525 2000-2012 –> 2010-2019 4.4571417 2.1012709 16322.146997 50.278999 6 12
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1497 2.3994043 6880.71213 392.526605 19.3857591 2000-2012 –> 2010-2019 4.5587179 2.1593136 16492.477203 849.665472 7 14
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1497 2.4235204 6912.65421 66.814016 17.1131489 2000-2012 –> 2010-2019 4.6364889 2.2129685 16634.071145 124.293964 8 16
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1497 2.4295782 6918.12871 4.580352 17.5825094 2000-2012 –> 2010-2019 4.6473126 2.2177343 16646.981189 9.219052 9 18
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1497 2.4768459 6977.81792 63.220299 18.7748336 2000-2012 –> 2010-2019 4.7006625 2.2238166 16720.682728 117.585382 11 21
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1956 1.9840210 8245.09895 185.132023 10.5773055 1982-1999 –> 2000-2012 3.6427991 1.6587780 17914.997899 408.874499 1 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1956 2.0842115 8437.82369 187.714548 12.7279083 1982-1999 –> 2000-2012 3.6722500 1.5880384 17889.117110 398.362630 2 3
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1956 2.1062497 8478.97140 32.011828 12.7951423 1982-1999 –> 2000-2012 3.7186386 1.6123889 18006.595026 68.697065 4 7
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1956 2.1129643 8491.42291 32.075767 12.7854885 1982-1999 –> 2000-2012 3.7338518 1.6208874 18045.415135 66.452818 5 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1956 2.1995136 8648.46768 184.420444 12.4148526 1982-1999 –> 2000-2012 3.8068808 1.6073672 18160.444711 356.108190 7 9
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1956 2.0962887 8458.42675 146.568241 12.7320684 1982-1999 –> 2000-2012 3.8173685 1.7210798 18311.269112 327.206788 3 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1956 2.2125458 8671.57807 181.046273 12.1128789 1982-1999 –> 2000-2012 3.8350130 1.6224672 18230.456796 350.161875 10 15
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1956 2.2096053 8666.37553 515.842814 23.1484335 1982-1999 –> 2000-2012 3.8392207 1.6296154 18247.304958 1142.621261 9 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1956 2.2296887 8701.77152 201.277233 11.7732179 1982-1999 –> 2000-2012 3.8699777 1.6402890 18315.447498 390.759842 11 19
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1956 2.2368865 8714.37978 168.151852 18.0788247 1982-1999 –> 2000-2012 3.8771152 1.6402287 18327.871280 321.692485 12 19
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1296 2.2160701 5754.43479 269.326653 10.5409458 2000-2012 –> 2010-2019 4.2000911 1.9840210 13999.533747 454.458676 1 2
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1296 2.3949999 5955.69787 189.749113 14.5894448 2000-2012 –> 2010-2019 4.4792114 2.0842115 14393.521560 377.463661 4 6
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1296 2.3973478 5956.23765 147.447811 14.8069262 2000-2012 –> 2010-2019 4.4936365 2.0962887 14414.664399 294.016052 7 10
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1296 2.4059651 5967.53797 32.242331 14.5612138 2000-2012 –> 2010-2019 4.5122148 2.1062497 14446.509376 64.254159 9 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1296 2.4104487 5972.36379 32.356994 14.5536089 2000-2012 –> 2010-2019 4.5234131 2.1129643 14463.786699 64.432761 10 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1296 2.3254788 5879.34478 291.286897 11.1819055 2000-2012 –> 2010-2019 4.5235540 2.1980751 14525.253254 485.645241 3 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1296 2.2787993 5826.78605 185.166593 15.0442244 2000-2012 –> 2010-2019 4.5716915 2.2928922 14637.905991 330.648605 2 18
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1296 2.4165196 5978.88369 552.961764 22.1098522 2000-2012 –> 2010-2019 4.6261249 2.2096053 14645.259217 1068.804578 11 20
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1296 2.3969752 5957.83480 236.615302 15.0477490 2000-2012 –> 2010-2019 4.6338617 2.2368865 14672.214580 404.767154 6 18
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1296 2.3964394 5957.25530 231.702354 15.1060194 2000-2012 –> 2010-2019 4.6421574 2.2457180 14687.049765 397.705000 5 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1868 1.9739761 7855.82046 641.964579 29.5160944 1982-1999 –> 2000-2012 3.5368935 1.5629174 17742.008125 1201.870699 2 3
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1868 1.9740147 7855.89356 594.700729 28.9310978 1982-1999 –> 2000-2012 3.5532248 1.5792102 17796.962417 1118.134496 3 5
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1868 1.9668674 7842.34207 203.126752 28.4546356 1982-1999 –> 2000-2012 3.5571417 1.5902744 17820.358365 402.150498 1 4
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1868 2.0000542 7904.85346 744.092761 19.2552376 1982-1999 –> 2000-2012 3.6561621 1.6561079 18097.532492 1393.902219 5 9
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1868 1.9800859 7865.36634 18.965361 29.9218853 1982-1999 –> 2000-2012 3.6608676 1.6807817 18134.307484 40.627114 4 9
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1868 2.1958596 8253.79328 430.642435 28.2288132 1982-1999 –> 2000-2012 3.9071128 1.7112532 18619.815934 812.428802 11 17
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1868 2.2123535 8281.75089 511.618299 24.5553353 1982-1999 –> 2000-2012 3.9332148 1.7208612 18677.402930 1047.726715 13 21
Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1868 2.3115935 8443.68747 898.409385 39.3674056 1982-1999 –> 2000-2012 4.0268482 1.7152547 18820.070118 1738.536752 15 22
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1868 2.2775338 8390.23047 555.300797 15.5196150 1982-1999 –> 2000-2012 4.1041147 1.8265810 19101.396838 1042.383906 14 27
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1868 2.3241990 8464.00512 420.403353 30.5894904 1982-1999 –> 2000-2012 4.1282299 1.8040309 19107.432357 798.135451 16 27
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1356 2.4563093 6299.32708 620.628029 19.1223417 2000-2012 –> 2010-2019 4.4563635 2.0000542 14204.180541 1364.720789 1 6
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1356 2.5109614 6359.00666 193.198981 25.9139471 2000-2012 –> 2010-2019 4.4778287 1.9668674 14201.348724 396.325733 2 3
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1356 2.5215221 6370.38901 473.251633 26.7158032 2000-2012 –> 2010-2019 4.4955368 1.9740147 14226.282569 1067.952362 3 6
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1356 2.5263028 6375.52598 535.775333 27.4109903 2000-2012 –> 2010-2019 4.5002788 1.9739761 14231.346436 1177.739913 4 6
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1356 2.5276013 6374.91954 18.410873 27.5848509 2000-2012 –> 2010-2019 4.5076872 1.9800859 14240.285876 37.376234 5 9
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1356 2.5658992 6417.70331 429.599633 25.9972025 2000-2012 –> 2010-2019 4.7047745 2.1388752 14573.264086 955.591005 6 12
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1356 2.5797197 6432.27154 716.612164 25.8215072 2000-2012 –> 2010-2019 4.7318593 2.1521395 14610.929711 1549.596894 7 14
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1356 2.5852295 6436.05769 492.867030 26.8262462 2000-2012 –> 2010-2019 4.7379037 2.1526741 14613.643765 1076.227543 9 17
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1356 2.5811435 6431.76786 193.174084 25.6133454 2000-2012 –> 2010-2019 4.7651573 2.1840139 14663.352432 396.270933 8 17
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1356 2.5980371 6449.46007 429.432308 27.3742948 2000-2012 –> 2010-2019 4.7889707 2.1909336 14692.862953 954.488268 10 20
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2205 2.3578820 10054.25711 58.852446 16.1769555 1982-1999 –> 2000-2012 4.3540411 1.9961591 22986.677603 120.427007 5 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2205 2.3565935 10051.84652 55.239797 16.1286114 1982-1999 –> 2000-2012 4.3554417 1.9988482 22992.508609 113.235931 1 3
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2205 2.3569157 10052.44946 57.843216 16.1316504 1982-1999 –> 2000-2012 4.3580193 2.0011036 23000.015472 118.430914 3 7
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2205 2.3578834 10052.25964 17.094271 16.1658901 1982-1999 –> 2000-2012 4.3583253 2.0004419 22995.801005 34.044020 6 9
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2205 2.3565965 10049.85217 16.199620 16.1120657 1982-1999 –> 2000-2012 4.3596465 2.0030500 23001.369795 32.239283 2 7
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2205 2.3569212 10050.45967 16.742270 16.1095651 1982-1999 –> 2000-2012 4.3623862 2.0054650 23009.354006 33.307260 4 10
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2205 2.3634579 10062.67355 55.047129 16.5564317 1982-1999 –> 2000-2012 4.4144306 2.0509727 23158.934503 112.872794 7 14
Atlantic (27.5,27.75] 3 cstar_tref ~ sal + temp + phosphate_star 2205 2.3634829 10060.72022 15.505130 16.6063611 1982-1999 –> 2000-2012 4.4164419 2.0529590 23160.907223 30.717488 8 16
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2205 2.5057539 10322.49928 196.610297 16.0546688 1982-1999 –> 2000-2012 4.6230435 2.1172896 23615.578475 401.271393 10 19
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 2205 2.5083779 10325.11501 15.737446 16.5735154 1982-1999 –> 2000-2012 4.6377161 2.1293382 23650.933057 31.346682 12 22
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1516 2.5702896 7178.48600 54.734634 18.0059749 2000-2012 –> 2010-2019 4.9268831 2.3565935 17230.332518 109.974431 1 2
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1516 2.5727112 7181.34121 56.696871 18.0133365 2000-2012 –> 2010-2019 4.9296269 2.3569157 17233.790671 114.540087 2 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1516 2.5740956 7182.97230 57.644670 18.0675233 2000-2012 –> 2010-2019 4.9319776 2.3578820 17237.229408 116.497116 3 8
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1516 2.5790607 7186.81506 15.113995 17.0808454 2000-2012 –> 2010-2019 4.9356572 2.3565965 17236.667234 31.313615 4 6
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1516 2.5817610 7189.98789 15.673827 17.0793649 2000-2012 –> 2010-2019 4.9386822 2.3569212 17240.447553 32.416096 5 9
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1516 2.5827647 7191.16636 15.983171 17.1471575 2000-2012 –> 2010-2019 4.9406480 2.3578834 17243.425995 33.077442 6 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1516 2.6233258 7238.41251 54.287623 19.2042623 2000-2012 –> 2010-2019 4.9867837 2.3634579 17301.086061 109.334752 7 14
Atlantic (27.5,27.75] 3 cstar_tref ~ sal + temp + phosphate_star 1516 2.6285582 7242.45398 14.439354 18.4453368 2000-2012 –> 2010-2019 4.9920411 2.3634829 17303.174198 29.944484 8 16
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1516 2.6712623 7295.31662 916.860494 17.3218571 2000-2012 –> 2010-2019 5.1579272 2.4866650 17584.091719 1853.783217 9 18
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1516 2.6723326 7294.53130 653.072513 16.9836314 2000-2012 –> 2010-2019 5.1626352 2.4903025 17587.752792 1339.169764 10 20
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 740 1.7908139 2976.38094 192.376394 13.6669762 1982-1999 –> 2000-2012 3.6706789 1.8798650 7504.785899 390.215858 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 740 1.8175491 2998.31267 116.451296 13.9205855 1982-1999 –> 2000-2012 3.7023593 1.8848102 7532.502688 239.657596 7 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 740 1.8134769 2994.99302 82.577735 13.8068094 1982-1999 –> 2000-2012 3.7029560 1.8894791 7534.630843 167.347189 5 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 740 1.8156768 2996.78734 122.720508 13.8081906 1982-1999 –> 2000-2012 3.7062863 1.8906095 7537.742114 253.009215 6 10
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 740 1.8056603 2986.60005 16.618648 12.3533452 1982-1999 –> 2000-2012 3.7337402 1.9280799 7568.769953 30.712185 3 8
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate_star 740 1.8273761 3004.29309 17.792665 12.5120543 1982-1999 –> 2000-2012 3.7674589 1.9400828 7600.128608 32.810045 8 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 740 1.8294050 3005.93540 22.943737 12.5183759 1982-1999 –> 2000-2012 3.7707124 1.9413074 7603.160427 45.272672 9 17
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 740 1.8319087 3007.95954 19.296830 12.5833943 1982-1999 –> 2000-2012 3.7709459 1.9390372 7602.608001 37.557000 10 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 740 1.8032947 2986.65982 207.030217 12.0725159 1982-1999 –> 2000-2012 3.7858482 1.9825535 7632.179683 416.863468 2 12
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 740 1.8065591 2987.33656 16.614076 12.2307578 1982-1999 –> 2000-2012 3.8011402 1.9945811 7644.175003 30.809542 4 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 482 1.4237611 1722.43988 193.482972 10.4157780 2000-2012 –> 2010-2019 3.2145750 1.7908139 4698.820815 385.859366 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 482 1.4346620 1729.79257 91.031200 10.4297073 2000-2012 –> 2010-2019 3.2481389 1.8134769 4724.785587 173.608935 3 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 482 1.4318986 1727.93396 129.907132 10.3889308 2000-2012 –> 2010-2019 3.2494477 1.8175491 4726.246630 246.358428 2 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 482 1.4358005 1730.55727 135.731459 10.4326580 2000-2012 –> 2010-2019 3.2514774 1.8156768 4727.344610 258.451967 4 10
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 482 1.4821890 1759.21006 15.861422 11.3933892 2000-2012 –> 2010-2019 3.2878493 1.8056603 4745.810112 32.480069 5 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 482 1.5055865 1776.30869 198.044098 11.3292262 2000-2012 –> 2010-2019 3.3088812 1.8032947 4762.968508 405.074315 10 12
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate_star 482 1.4953518 1767.73322 16.729976 11.4304069 2000-2012 –> 2010-2019 3.3227279 1.8273761 4772.026305 34.522641 7 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 482 1.5182374 1782.37501 15.860388 11.6194077 2000-2012 –> 2010-2019 3.3247966 1.8065591 4769.711576 32.474464 11 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 482 1.4965532 1768.50744 22.489619 11.4345112 2000-2012 –> 2010-2019 3.3259583 1.8294050 4774.442843 45.433356 8 17
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 482 1.4848173 1760.91799 173.751351 10.1939150 2000-2012 –> 2010-2019 3.3283932 1.8435759 4778.273549 340.141945 6 17
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 762 2.8221975 3757.63645 133.828155 20.3033984 1982-1999 –> 2000-2012 6.1234197 3.3012222 9395.310180 259.200532 1 2
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 762 2.8432768 3766.97708 85.231835 20.3790731 1982-1999 –> 2000-2012 6.1464594 3.3031826 9403.928399 157.384451 7 9
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 762 2.8337310 3763.85191 152.555929 20.4647014 1982-1999 –> 2000-2012 6.1489863 3.3152553 9410.654194 317.322823 2 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 762 2.8340353 3764.01554 72.431586 20.4965984 1982-1999 –> 2000-2012 6.1548605 3.3208253 9414.430334 139.988292 3 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 762 2.8342603 3764.13654 144.940976 20.5049438 1982-1999 –> 2000-2012 6.1565298 3.3222695 9415.487064 281.445015 4 9
Atlantic (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 762 2.8373419 3763.79266 529.163363 20.4384871 1982-1999 –> 2000-2012 6.1644120 3.3270701 9416.250513 952.017965 5 14
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 762 2.8423790 3766.49577 82.384702 20.5044971 1982-1999 –> 2000-2012 6.1659329 3.3235540 9416.678134 165.354594 6 12
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 762 2.8498953 3770.52050 40.164223 20.5599144 1982-1999 –> 2000-2012 6.1741815 3.3242861 9421.176878 75.286455 8 15
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 762 2.8522720 3771.79089 91.681732 20.5779149 1982-1999 –> 2000-2012 6.1771444 3.3248724 9422.826794 168.730630 9 17
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 762 2.9323808 3816.00385 152.886602 21.3837760 1982-1999 –> 2000-2012 6.3805420 3.4481612 9547.393648 323.595920 10 22
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 531 3.2248815 2764.40450 94.874485 18.1382490 2000-2012 –> 2010-2019 6.0470790 2.8221975 6522.040954 228.702640 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 531 3.2314499 2766.56536 114.590822 18.3127396 2000-2012 –> 2010-2019 6.0651809 2.8337310 6530.417271 267.146751 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 531 3.2345896 2767.59671 53.214309 18.3422762 2000-2012 –> 2010-2019 6.0686249 2.8340353 6531.612255 125.645895 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 531 3.2355765 2767.92069 102.649241 18.3516099 2000-2012 –> 2010-2019 6.0698368 2.8342603 6532.057227 247.590217 4 8
Atlantic (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 531 3.2542406 2772.02912 542.445501 18.3292682 2000-2012 –> 2010-2019 6.0915825 2.8373419 6535.821778 1071.608865 5 10
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 531 3.2769722 2779.42165 68.540726 18.4027942 2000-2012 –> 2010-2019 6.1193512 2.8423790 6545.917414 150.925428 6 12
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 531 3.2967479 2785.81127 68.174556 19.0035852 2000-2012 –> 2010-2019 6.1400246 2.8432768 6552.788344 153.406391 7 14
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 531 3.2972618 2785.97680 32.612599 18.4665208 2000-2012 –> 2010-2019 6.1471571 2.8498953 6556.497302 72.776822 8 16
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 531 3.3032560 2787.90571 74.240603 18.5815204 2000-2012 –> 2010-2019 6.1555280 2.8522720 6559.696607 165.922335 9 18
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 531 3.3265249 2797.36045 113.936443 19.2306915 2000-2012 –> 2010-2019 6.2589057 2.9323808 6613.364297 266.823045 10 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 765 2.1809951 3378.04128 925.496036 15.3647569 1982-1999 –> 2000-2012 4.8127176 2.6317225 8823.890742 1823.276819 1 2
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 765 2.1854398 3379.15608 821.317931 15.9835555 1982-1999 –> 2000-2012 4.8194764 2.6340367 8825.006080 1611.816273 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 765 2.1953689 3388.09158 927.511546 15.5172884 1982-1999 –> 2000-2012 4.8540386 2.6586697 8857.127414 1830.151742 3 6
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate 765 2.2267140 3407.78218 851.420640 17.0907171 1982-1999 –> 2000-2012 4.9069045 2.6801905 8893.167115 1672.176644 4 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 765 2.7069520 3708.58557 123.659094 14.0945143 1982-1999 –> 2000-2012 6.0268659 3.3199139 9683.150511 258.488731 5 11
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 765 2.7385394 3724.33574 49.029542 16.3895610 1982-1999 –> 2000-2012 6.1172169 3.3786775 9736.834268 97.053364 6 13
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 765 2.7944320 3755.24813 65.132291 15.1270765 1982-1999 –> 2000-2012 6.2380558 3.4436238 9811.081657 137.165122 7 15
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 765 3.1690083 3947.70657 582.429755 29.7319774 1982-1999 –> 2000-2012 6.4483331 3.2793247 9892.273691 1218.414033 9 14
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 765 3.0124856 3868.20720 41.570613 16.7058598 1982-1999 –> 2000-2012 6.7690403 3.7565547 10120.002396 81.694984 8 18
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 765 3.2110980 3969.89376 148.492661 18.2508461 1982-1999 –> 2000-2012 7.0026679 3.7915699 10246.805487 309.971646 10 21
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 526 2.1991413 2335.76977 776.672953 12.1970212 2000-2012 –> 2010-2019 4.3801364 2.1809951 5713.811052 1702.168989 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 526 2.2134991 2342.61577 774.880220 12.3545746 2000-2012 –> 2010-2019 4.4088680 2.1953689 5730.707357 1702.391766 2 5
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 526 2.2939671 2378.18073 745.803180 12.8315614 2000-2012 –> 2010-2019 4.4794069 2.1854398 5757.336810 1567.121111 3 5
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate 526 2.3855412 2419.35952 759.319436 13.3044770 2000-2012 –> 2010-2019 4.6122552 2.2267140 5827.141693 1610.740076 4 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 526 2.4049516 2429.88467 117.800021 12.3835817 2000-2012 –> 2010-2019 5.1119036 2.7069520 6138.470242 241.459115 5 10
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 526 2.4563073 2450.11275 51.812485 12.4132597 2000-2012 –> 2010-2019 5.1948467 2.7385394 6174.448496 100.842027 6 12
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 526 2.4631123 2453.02320 63.839273 13.2852785 2000-2012 –> 2010-2019 5.2575444 2.7944320 6208.271334 128.971564 7 14
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 526 2.7041755 2549.24986 44.496959 14.8578492 2000-2012 –> 2010-2019 5.7166611 3.0124856 6417.457059 86.067572 8 16
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 526 2.8482535 2607.85804 133.382582 12.7788223 2000-2012 –> 2010-2019 6.0593515 3.2110980 6577.751804 281.875243 11 21
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 526 2.8480704 2607.79043 72.251944 12.8248802 2000-2012 –> 2010-2019 6.0599026 3.2118322 6578.033948 138.372168 9 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 399 0.1943086 -161.05660 252.591720 1.1530832 1982-1999 –> 2000-2012 0.3129674 0.1186588 -1063.414438 531.637871 1 4
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 399 0.1997532 -141.00367 70.105819 1.0726585 1982-1999 –> 2000-2012 0.3204905 0.1207372 -1023.031376 175.885122 3 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 399 0.2052812 -117.21993 142.630240 1.2164237 1982-1999 –> 2000-2012 0.3217756 0.1164944 -1043.251361 271.117595 5 6
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 399 0.2111714 -96.64513 75.622310 1.1180166 1982-1999 –> 2000-2012 0.3277919 0.1166205 -1023.285829 160.297626 11 13
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 399 0.2088894 -103.31559 56.625502 1.2070885 1982-1999 –> 2000-2012 0.3283116 0.1194223 -997.425969 126.738309 7 11
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 399 0.2095641 -100.74212 304.030906 1.2044154 1982-1999 –> 2000-2012 0.3291416 0.1195775 -993.181746 633.494693 8 13
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 399 0.2114533 -95.58051 34.923938 1.1414016 1982-1999 –> 2000-2012 0.3335504 0.1220972 -963.204110 102.637491 13 20
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 399 0.2116497 -94.83950 81.202364 1.1452364 1982-1999 –> 2000-2012 0.3342292 0.1225795 -957.393023 214.357315 14 22
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 399 0.2055607 -118.13399 138.104659 1.1943240 1982-1999 –> 2000-2012 0.3587301 0.1531694 -694.186464 261.906133 6 16
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 399 0.1970441 -151.90067 249.427270 1.2112348 1982-1999 –> 2000-2012 0.3619211 0.1648771 -633.231634 484.389052 2 19
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 275 0.2465204 24.24546 274.752065 1.0362421 2000-2012 –> 2010-2019 0.4408290 0.1943086 -136.811139 527.343785 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 275 0.2470920 23.51908 243.909613 1.0406070 2000-2012 –> 2010-2019 0.4441360 0.1970441 -128.381582 493.336883 2 4
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 275 0.2578250 46.90542 106.576453 0.7848041 2000-2012 –> 2010-2019 0.4575783 0.1997532 -94.098245 176.682272 3 6
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + nitrate + phosphate_star 275 0.2592614 47.96094 91.862378 0.9350448 2000-2012 –> 2010-2019 0.4609514 0.2016900 -87.342657 155.185030 4 8
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 275 0.2648392 63.66844 151.432453 0.8877796 2000-2012 –> 2010-2019 0.4701204 0.2052812 -53.551484 294.062692 5 10
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 275 0.2689137 72.06559 57.996554 0.9084908 2000-2012 –> 2010-2019 0.4778031 0.2088894 -31.250008 114.622056 6 13
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 275 0.2699611 74.20370 318.883399 0.9099357 2000-2012 –> 2010-2019 0.4795252 0.2095641 -26.538422 622.914305 7 15
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 275 0.2793394 90.98592 133.948185 1.3009128 2000-2012 –> 2010-2019 0.4849001 0.2055607 -27.148068 272.052844 11 17
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 275 0.2763201 85.00884 34.459287 0.8984387 2000-2012 –> 2010-2019 0.4877734 0.2114533 -10.571667 69.383225 9 22
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 275 0.2762552 84.87949 117.829672 0.8934373 2000-2012 –> 2010-2019 0.4879049 0.2116497 -9.960004 199.032037 8 22
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 571 0.1331228 -668.39588 98.032798 0.7432184 1982-1999 –> 2000-2012 0.2525893 0.1194664 -1804.819453 260.853549 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 571 0.1340784 -660.22787 66.947627 0.7342059 1982-1999 –> 2000-2012 0.2554366 0.1213582 -1771.042772 186.550844 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 571 0.1341428 -659.67894 319.609144 0.7340919 1982-1999 –> 2000-2012 0.2557188 0.1215760 -1767.570660 889.352780 3 6
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 571 0.1416977 -597.10768 269.280535 0.8145273 1982-1999 –> 2000-2012 0.2728945 0.1311968 -1580.860521 859.762262 4 11
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 571 0.1466844 -559.60933 18.772766 0.9024244 1982-1999 –> 2000-2012 0.2943382 0.1476538 -1352.741609 42.142898 5 14
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 571 0.1758283 -352.65067 69.764955 1.9154017 1982-1999 –> 2000-2012 0.2982584 0.1224301 -1451.131535 151.055047 12 16
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 571 0.1748640 -358.93077 28.443272 1.8521288 1982-1999 –> 2000-2012 0.2990195 0.1241555 -1434.600445 60.811994 11 16
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 571 0.1747414 -359.73200 135.249556 1.8433215 1982-1999 –> 2000-2012 0.2991509 0.1244095 -1432.070520 289.256002 10 16
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 571 0.1497051 -536.33089 53.810698 0.9354637 1982-1999 –> 2000-2012 0.3032944 0.1535893 -1265.222278 119.987553 6 16
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 571 0.1502461 -532.21123 75.062113 0.9334087 1982-1999 –> 2000-2012 0.3052141 0.1549680 -1246.536324 173.089647 7 18
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 405 0.1344438 -462.01325 92.760890 0.9402924 2000-2012 –> 2010-2019 0.2675666 0.1331228 -1130.409132 190.793688 1 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 405 0.1364697 -449.89863 60.913477 0.9436681 2000-2012 –> 2010-2019 0.2705481 0.1340784 -1110.126503 127.861104 2 6
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 405 0.1367170 -448.43220 308.670088 0.9448451 2000-2012 –> 2010-2019 0.2708598 0.1341428 -1108.111135 628.279232 3 8
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 405 0.1612152 -316.92216 981.313070 1.0920239 2000-2012 –> 2010-2019 0.2880073 0.1267921 -1042.960015 1963.234757 8 9
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 405 0.1482784 -382.67744 232.313705 0.9388757 2000-2012 –> 2010-2019 0.2899761 0.1416977 -979.785119 501.594240 4 10
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + nitrate + phosphate 405 0.1653619 -296.35097 939.475868 1.1112346 2000-2012 –> 2010-2019 0.2936212 0.1282592 -1009.250625 1870.763568 11 13
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 405 0.1643904 -301.12393 58.082520 1.0346503 2000-2012 –> 2010-2019 0.3146365 0.1502461 -833.335156 133.144632 9 18
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 405 0.1646488 -299.85142 28.204564 1.0371828 2000-2012 –> 2010-2019 0.3148952 0.1502464 -832.060320 53.960217 10 20
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 405 0.1693253 -277.16606 51.355530 1.0631738 2000-2012 –> 2010-2019 0.3190303 0.1497051 -813.496950 105.166227 12 20
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 405 0.1717552 -265.62448 65.439587 1.0499827 2000-2012 –> 2010-2019 0.3279212 0.1561660 -753.703201 116.844308 13 25
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1262 0.1314394 -1526.32335 533.748840 0.7235508 1982-1999 –> 2000-2012 0.3067364 0.1752970 -2673.374250 813.974558 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1262 0.1333376 -1490.13324 152.401185 0.9032216 1982-1999 –> 2000-2012 0.3122928 0.1789552 -2562.788840 206.452767 2 4
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 1262 0.1620012 -1000.66115 151.107604 1.1651767 1982-1999 –> 2000-2012 0.3492450 0.1872438 -1912.233472 199.683195 8 11
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1262 0.1522646 -1155.10974 880.693950 1.1476414 1982-1999 –> 2000-2012 0.3517539 0.1994893 -1836.497605 1562.363827 3 7
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1262 0.1522773 -1154.89878 894.760128 1.1472471 1982-1999 –> 2000-2012 0.3517899 0.1995126 -1835.866240 1694.350416 4 9
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1262 0.1524338 -1152.30598 883.758769 1.1448151 1982-1999 –> 2000-2012 0.3522205 0.1997867 -1828.328968 1566.218999 5 11
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1262 0.1558671 -1098.08731 125.273688 1.0438904 1982-1999 –> 2000-2012 0.3594348 0.2035676 -1708.579212 164.364897 6 15
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1262 0.1605808 -1022.88979 388.554019 1.0517541 1982-1999 –> 2000-2012 0.3617110 0.2011303 -1676.769751 524.591285 7 15
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1262 0.1621127 -998.92542 528.488441 1.0770660 1982-1999 –> 2000-2012 0.3624687 0.2003560 -1666.697998 740.843026 9 16
Atlantic (28.15,28.2] 3 cstar_tref ~ sal + aou + nitrate 1262 0.1635975 -977.91267 80.307465 1.1571387 1982-1999 –> 2000-2012 0.3702603 0.2066628 -1536.050187 117.995200 10 20
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 911 0.1258310 -1177.36400 556.306718 0.7280693 2000-2012 –> 2010-2019 0.2572704 0.1314394 -2703.687345 1090.055558 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 911 0.1324252 -1084.29898 131.257560 0.7823021 2000-2012 –> 2010-2019 0.2657628 0.1333376 -2574.432219 283.658744 2 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 911 0.1546795 -801.27517 853.503785 0.9824852 2000-2012 –> 2010-2019 0.3069440 0.1522646 -1956.384909 1734.197735 3 6
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 911 0.1546970 -801.06852 932.560419 0.9824879 2000-2012 –> 2010-2019 0.3069743 0.1522773 -1955.967300 1827.320547 4 8
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 911 0.1549708 -797.84651 855.457492 0.9857432 2000-2012 –> 2010-2019 0.3074046 0.1524338 -1950.152499 1739.216261 5 10
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 911 0.1566128 -780.64295 115.118744 0.9325271 2000-2012 –> 2010-2019 0.3124800 0.1558671 -1878.730264 240.392433 6 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 911 0.1606583 -734.17638 370.219367 0.9150627 2000-2012 –> 2010-2019 0.3212391 0.1605808 -1757.066169 758.773387 7 14
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 911 0.1622045 -716.72538 501.337719 0.9196691 2000-2012 –> 2010-2019 0.3243171 0.1621127 -1715.650805 1029.826160 8 17
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 911 0.1633270 -704.15954 128.165668 0.9543934 2000-2012 –> 2010-2019 0.3253282 0.1620012 -1704.820691 279.273272 9 17
Atlantic (28.15,28.2] 3 cstar_tref ~ sal + aou + nitrate 911 0.1647188 -690.69964 70.340280 0.9698267 2000-2012 –> 2010-2019 0.3283163 0.1635975 -1668.612318 150.647745 10 20
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 976 0.1718272 -656.22263 354.597545 1.4294405 1982-1999 –> 2000-2012 0.3755691 0.2037419 -1125.718732 738.786520 2 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 976 0.1790836 -573.48197 666.219964 0.9123225 1982-1999 –> 2000-2012 0.4304831 0.2513995 -452.447354 1215.889754 3 6
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 976 0.1699581 -677.57331 409.392551 1.4426180 1982-1999 –> 2000-2012 0.4327423 0.2627842 -434.527142 779.939237 1 7
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 976 0.1867257 -493.91163 162.448198 1.3572635 1982-1999 –> 2000-2012 0.4381283 0.2514026 -374.842841 280.600089 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 976 0.2137519 -228.04947 121.286615 1.5104298 1982-1999 –> 2000-2012 0.4528906 0.2391387 -247.013727 222.817505 5 7
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 976 0.2156240 -213.02733 44.378322 1.6784710 1982-1999 –> 2000-2012 0.4737168 0.2580927 -20.421382 69.439951 6 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 976 0.2195184 -178.08684 42.373393 1.2195184 1982-1999 –> 2000-2012 0.5140858 0.2945673 384.647553 76.876814 7 14
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 976 0.2819952 308.79881 40.780396 2.0716730 1982-1999 –> 2000-2012 0.5817180 0.2997228 918.114910 62.342094 16 24
Atlantic (28.2, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 976 0.2642931 186.24798 965.761757 1.8062697 1982-1999 –> 2000-2012 0.6926300 0.4283369 1799.309277 1597.922250 8 17
Atlantic (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 976 0.2645225 187.94224 632.785884 1.7866812 1982-1999 –> 2000-2012 0.6946230 0.4301005 1812.508273 1243.728817 9 20
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 744 0.1869749 -371.66919 402.741108 1.7839987 2000-2012 –> 2010-2019 0.3588022 0.1718272 -1027.891819 757.338653 1 3
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 744 0.2083960 -210.27260 417.280108 2.8220297 2000-2012 –> 2010-2019 0.3783540 0.1699581 -887.845911 826.672660 2 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 744 0.2251289 -93.34951 586.073767 3.1899231 2000-2012 –> 2010-2019 0.4042125 0.1790836 -666.831485 1252.293731 3 6
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 744 0.2274131 -80.32844 146.512425 3.0327994 2000-2012 –> 2010-2019 0.4141388 0.1867257 -574.240073 308.960622 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 744 0.2359877 -23.25519 113.540172 1.6950884 2000-2012 –> 2010-2019 0.4497396 0.2137519 -251.304659 234.826787 5 10
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 744 0.2437206 22.72186 37.922563 2.5894109 2000-2012 –> 2010-2019 0.4593446 0.2156240 -190.305471 82.300885 6 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 744 0.2752689 203.85021 41.191130 3.3029493 2000-2012 –> 2010-2019 0.4947873 0.2195184 25.763370 83.564524 7 14
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 744 0.2904701 281.83372 31.138108 3.1883973 2000-2012 –> 2010-2019 0.5724653 0.2819952 590.632534 71.918504 8 24
Atlantic (28.2, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 744 0.3892382 721.35779 744.260618 6.0735382 2000-2012 –> 2010-2019 0.6535313 0.2642931 907.605767 1710.022376 10 18
Atlantic (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 744 0.3915675 730.23554 575.091284 6.0972035 2000-2012 –> 2010-2019 0.6560900 0.2645225 918.177774 1207.877168 13 22
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5622 5.8936263 35913.95576 186.465546 29.2873918 1982-1999 –> 2000-2012 12.0011979 6.1075716 86027.318817 368.966788 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5622 5.9840313 36085.12309 27.172482 30.0098131 1982-1999 –> 2000-2012 12.1610903 6.1770590 86374.041626 54.335802 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5622 6.0348945 36180.29114 11.683565 30.2346463 1982-1999 –> 2000-2012 12.2498334 6.2149389 86564.080961 23.873656 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5622 6.0507189 36209.73599 14.857140 30.2484259 1982-1999 –> 2000-2012 12.2844427 6.2337239 86640.358958 30.313821 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5622 6.1165796 36331.46320 189.523709 26.1681700 1982-1999 –> 2000-2012 12.5025776 6.3859980 87136.595821 374.065724 5 10
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 5622 6.1844182 36453.48323 185.651431 26.6342514 1982-1999 –> 2000-2012 12.6250160 6.4405978 87388.729748 367.555964 6 12
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5622 6.2141202 36509.35565 26.287828 26.7245371 1982-1999 –> 2000-2012 12.6803765 6.4662564 87508.301096 51.991150 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5622 6.2704391 36610.80161 6.291912 26.8825168 1982-1999 –> 2000-2012 12.7810749 6.5106358 87715.886944 12.760374 8 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5622 6.2754061 36619.70485 7.936433 26.9480654 1982-1999 –> 2000-2012 12.7938794 6.5184733 87743.459519 15.581336 9 18
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 5622 6.2894373 36642.81725 23.248689 27.2169419 1982-1999 –> 2000-2012 12.8164076 6.5269703 87784.786784 46.374883 10 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3819 5.8199103 24304.54616 185.720478 34.5283019 2000-2012 –> 2010-2019 11.7135366 5.8936263 60218.501920 372.186024 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3819 5.9161125 24429.76898 27.366033 34.4699965 2000-2012 –> 2010-2019 11.9001438 5.9840313 60514.892070 54.538515 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3819 5.9671571 24495.38742 11.800467 34.9880256 2000-2012 –> 2010-2019 12.0020515 6.0348945 60675.678561 23.484033 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3819 5.9778120 24509.01364 15.121377 34.4167862 2000-2012 –> 2010-2019 12.0285308 6.0507189 60718.749635 29.978517 5 9
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3819 5.9756670 24506.27246 187.673083 24.6904271 2000-2012 –> 2010-2019 12.0922466 6.1165796 60837.735658 377.196793 4 9
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3819 6.0451624 24592.58780 185.203457 25.9732867 2000-2012 –> 2010-2019 12.2295806 6.1844182 61046.071031 370.854888 6 12
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3819 6.0797974 24638.22383 25.963192 24.2285435 2000-2012 –> 2010-2019 12.2939176 6.2141202 61147.579483 52.251020 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3819 6.0899642 24650.98562 6.135685 26.5849154 2000-2012 –> 2010-2019 12.3829255 6.2929613 61302.101124 12.428041 8 19
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3819 6.0955079 24655.93541 5.863810 26.9380120 2000-2012 –> 2010-2019 12.3885736 6.2930657 61305.237490 11.812064 9 21
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3819 6.1364023 24709.00713 6.257232 24.1192237 2000-2012 –> 2010-2019 12.4068414 6.2704391 61319.808743 12.549143 10 18
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5984 4.1775390 34106.77305 768.806299 14.1162465 1982-1999 –> 2000-2012 8.3147119 4.1371729 80844.232289 1532.259663 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5984 4.2308883 34258.64273 47.805318 25.8698838 1982-1999 –> 2000-2012 8.4307400 4.1998517 81243.573195 95.337123 2 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5984 4.2836973 34407.10016 52.562851 14.7581124 1982-1999 –> 2000-2012 8.4832314 4.1995341 81390.785841 104.182547 8 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5984 4.2421243 34290.38417 825.865922 25.8626089 1982-1999 –> 2000-2012 8.5011979 4.2590737 81505.767203 1640.286173 4 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5984 4.2401616 34284.84572 57.746685 14.1239048 1982-1999 –> 2000-2012 8.5013869 4.2612253 81508.541127 113.854675 3 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5984 4.2682619 34363.89803 12.579363 19.7318735 1982-1999 –> 2000-2012 8.5405124 4.2722506 81630.120885 24.571081 5 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5984 4.2993628 34450.78721 19.082481 26.0104495 1982-1999 –> 2000-2012 8.5445539 4.2451912 81612.437711 37.863031 9 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5984 4.2779221 34390.95411 17.407081 20.8213305 1982-1999 –> 2000-2012 8.5584332 4.2805111 81688.968316 34.078138 6 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5984 4.3094592 34478.85948 20.725887 25.9115027 1982-1999 –> 2000-2012 8.5661887 4.2567295 81685.181672 41.111792 10 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5984 4.2785717 34392.77129 381.649470 13.4432117 1982-1999 –> 2000-2012 8.6009580 4.3223863 81851.007799 755.812578 7 19
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4110 4.2823715 23633.72181 781.012567 14.1537033 2000-2012 –> 2010-2019 8.4599105 4.1775390 57740.494862 1549.818866 2 3
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4110 4.2691782 23608.35815 59.373254 15.0764632 2000-2012 –> 2010-2019 8.5093398 4.2401616 57893.203865 117.119939 1 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4110 4.3027714 23672.78633 48.423377 27.4786871 2000-2012 –> 2010-2019 8.5336596 4.2308883 57931.429056 96.228694 5 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4110 4.2966605 23661.10396 832.241442 27.4735474 2000-2012 –> 2010-2019 8.5387848 4.2421243 57951.488132 1658.107364 4 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4110 4.2940020 23656.01625 387.730225 14.2206525 2000-2012 –> 2010-2019 8.5725736 4.2785717 58048.787533 769.379695 3 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4110 4.3057461 23678.46725 13.061891 15.7275129 2000-2012 –> 2010-2019 8.5740080 4.2682619 58042.365284 25.641254 6 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4110 4.3152219 23696.53748 17.958036 16.1428345 2000-2012 –> 2010-2019 8.5931440 4.2779221 58087.491593 35.365117 7 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4110 4.3769563 23813.30115 19.387410 27.6282135 2000-2012 –> 2010-2019 8.6763191 4.2993628 58264.088364 38.469891 8 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4110 4.4024224 23860.98822 53.423279 14.2492858 2000-2012 –> 2010-2019 8.6861197 4.2836973 58268.088372 105.986130 10 18
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4110 4.3853316 23829.01512 20.990971 27.5223321 2000-2012 –> 2010-2019 8.6947909 4.3094592 58307.874598 41.716858 9 19
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4565 3.2002960 23589.32019 121.445030 20.9124427 1982-1999 –> 2000-2012 6.0681445 2.8678485 54593.642969 237.292304 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4565 3.2699469 23785.89303 47.283649 21.3754590 1982-1999 –> 2000-2012 6.2314284 2.9614815 55192.902799 95.523686 2 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4565 3.2798558 23813.51784 52.298878 21.3574715 1982-1999 –> 2000-2012 6.2594379 2.9795821 55296.902367 105.764266 4 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4565 3.2702581 23786.76201 793.587914 19.7792436 1982-1999 –> 2000-2012 6.3205637 3.0503056 55564.177991 1539.162111 3 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4565 3.2985917 23865.52394 132.334178 20.9154248 1982-1999 –> 2000-2012 6.4206204 3.1220287 55934.245562 254.311278 5 10
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4565 3.3981814 24135.09381 793.188203 20.4938793 1982-1999 –> 2000-2012 6.5435189 3.1453374 56295.045359 1538.540770 8 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4565 3.4094043 24165.19700 121.324838 21.6038692 1982-1999 –> 2000-2012 6.6114235 3.2020192 56549.011309 236.706814 9 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4565 3.3801957 24088.64265 25.408260 21.3166945 1982-1999 –> 2000-2012 6.6281222 3.2479264 56652.880504 49.011410 6 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4565 3.3925855 24122.04662 38.288720 21.3008451 1982-1999 –> 2000-2012 6.6640392 3.2714537 56776.750824 74.237089 7 16
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4565 3.4825637 24359.03724 22.722478 22.0531019 1982-1999 –> 2000-2012 6.8056947 3.3231310 57208.186164 44.340473 10 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3137 3.3344097 16472.17127 128.388263 21.6593456 2000-2012 –> 2010-2019 6.5347057 3.2002960 40061.491456 249.833293 2 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3137 3.3310162 16465.78298 833.481071 20.6988826 2000-2012 –> 2010-2019 6.6012744 3.2702581 40252.544988 1627.068985 1 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3137 3.4435786 16674.29182 51.805195 21.7910313 2000-2012 –> 2010-2019 6.7135255 3.2699469 40460.184851 99.088844 4 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3137 3.4192980 16629.89714 140.148941 21.3723538 2000-2012 –> 2010-2019 6.7178897 3.2985917 40495.421076 272.483120 3 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3137 3.4540496 16693.34041 57.339064 21.7172000 2000-2012 –> 2010-2019 6.7339054 3.2798558 40506.858255 109.637942 5 9
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3137 3.4578392 16698.22005 833.271126 21.3743463 2000-2012 –> 2010-2019 6.8560206 3.3981814 40833.313859 1626.459329 6 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3137 3.5426959 16852.32756 27.313618 21.4466237 2000-2012 –> 2010-2019 6.9228916 3.3801957 40940.970214 52.721878 8 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3137 3.5153265 16801.66903 127.711106 22.0297961 2000-2012 –> 2010-2019 6.9247308 3.4094043 40966.866025 249.035944 7 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3137 3.5557311 16875.37008 40.909549 21.3719441 2000-2012 –> 2010-2019 6.9483165 3.3925855 40997.416703 79.198269 9 16
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3137 3.6260302 16996.20097 24.136946 22.7545115 2000-2012 –> 2010-2019 7.1085939 3.4825637 41355.238211 46.859425 10 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4801 3.0723993 24416.49712 119.408033 17.6225827 1982-1999 –> 2000-2012 5.6784770 2.6060777 56222.371000 223.778986 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4801 3.1915608 24781.86553 895.851536 19.5234284 1982-1999 –> 2000-2012 5.8412192 2.6496584 56809.572690 1737.539518 2 4
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4801 3.1955230 24793.77858 58.807524 15.1140624 1982-1999 –> 2000-2012 5.9536731 2.7581501 57358.257792 109.740617 3 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4801 3.2482869 24951.03033 599.034073 18.3306697 1982-1999 –> 2000-2012 5.9824311 2.7341442 57398.580361 1151.221192 5 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4801 3.2090065 24834.20902 69.987587 14.7189188 1982-1999 –> 2000-2012 5.9901383 2.7811319 57509.679262 130.000530 4 10
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4801 3.2504373 24955.38493 576.177055 17.9693466 1982-1999 –> 2000-2012 5.9981295 2.7476922 57467.050604 1093.703610 6 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4801 3.2694988 25013.52954 118.717540 16.6994597 1982-1999 –> 2000-2012 6.0911335 2.8216346 57882.395119 223.227001 7 14
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4801 3.2887736 25067.97016 118.716617 15.6308158 1982-1999 –> 2000-2012 6.1433605 2.8545869 58090.141493 222.807188 8 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4801 3.3454681 25234.08670 31.752945 13.5927005 1982-1999 –> 2000-2012 6.4428684 3.0974003 59350.221157 61.514997 9 21
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4801 3.3493534 25243.23157 28.190313 13.1321567 1982-1999 –> 2000-2012 6.4712347 3.1218813 59462.670459 55.872033 10 24
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3274 3.2854023 17093.98422 126.743584 14.4206358 2000-2012 –> 2010-2019 6.3578016 3.0723993 41510.481339 246.151617 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3274 3.3703656 17261.16850 908.333354 21.1375887 2000-2012 –> 2010-2019 6.5619264 3.1915608 42043.034038 1804.184889 2 4
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3274 3.4299680 17375.95293 63.392584 13.9891660 2000-2012 –> 2010-2019 6.6254909 3.1955230 42169.731513 122.200108 7 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3274 3.3852137 17289.95226 617.996570 20.9421934 2000-2012 –> 2010-2019 6.6335006 3.2482869 42240.982596 1217.030643 3 8
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3274 3.3894637 17296.16785 604.644307 20.2786338 2000-2012 –> 2010-2019 6.6399010 3.2504373 42251.552780 1180.821362 4 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3274 3.4404175 17395.87129 75.922558 13.9380348 2000-2012 –> 2010-2019 6.6494240 3.2090065 42230.080314 145.910145 8 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3274 3.3902189 17299.62657 126.489108 15.7981172 2000-2012 –> 2010-2019 6.6597177 3.2694988 42313.156111 245.206647 5 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3274 3.4168271 17348.81803 126.196382 15.3039260 2000-2012 –> 2010-2019 6.7056006 3.2887736 42416.788194 244.912999 6 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3274 3.5079770 17523.20833 33.839215 12.7006837 2000-2012 –> 2010-2019 6.8534452 3.3454681 42757.295028 65.592159 9 18
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3274 3.5089123 17522.95387 29.573338 12.6692028 2000-2012 –> 2010-2019 6.8582657 3.3493534 42766.185437 57.763651 10 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4557 2.0737809 19593.71534 95.132803 12.8305026 1982-1999 –> 2000-2012 3.6313594 1.5575786 42563.326195 178.667989 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4557 2.1013920 19714.26204 52.758476 13.5303430 1982-1999 –> 2000-2012 3.7256647 1.6242727 43200.757669 101.595105 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4557 2.1130106 19764.51463 61.355691 13.5953205 1982-1999 –> 2000-2012 3.7555945 1.6425838 43389.211727 117.488029 3 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4557 2.2635646 20391.80449 97.372432 11.0436646 1982-1999 –> 2000-2012 4.1208568 1.8572922 45530.985497 185.404114 4 9
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4557 2.3042770 20554.27200 516.460945 12.2613764 1982-1999 –> 2000-2012 4.1531168 1.8488398 45637.221072 1025.850263 6 10
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4557 2.2921435 20504.15409 86.713571 11.5451557 1982-1999 –> 2000-2012 4.1622909 1.8701474 45726.368779 161.912227 5 11
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4557 2.3876045 20876.03393 425.702813 14.2898964 1982-1999 –> 2000-2012 4.2790081 1.8914036 46237.579227 821.677439 11 18
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4557 2.3384266 20688.35130 22.542059 11.8506550 1982-1999 –> 2000-2012 4.2855944 1.9471677 46410.107343 43.071106 7 15
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4557 2.3463129 20717.03606 19.357552 12.1216004 1982-1999 –> 2000-2012 4.2961904 1.9498775 46453.936429 35.427172 8 17
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4557 2.3498952 20732.94045 40.013664 11.8843023 1982-1999 –> 2000-2012 4.3129789 1.9630837 46555.054813 73.981800 9 19
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3175 2.2719300 14235.25814 96.501695 13.1519018 2000-2012 –> 2010-2019 4.3457108 2.0737809 33828.973479 191.634498 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3175 2.3146052 14353.42806 53.812765 13.8976613 2000-2012 –> 2010-2019 4.4159972 2.1013920 34067.690101 106.571241 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3175 2.3257036 14383.80328 62.368696 13.9574332 2000-2012 –> 2010-2019 4.4387142 2.1130106 34148.317904 123.724387 3 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3175 2.4300219 14662.42640 98.127376 11.3360837 2000-2012 –> 2010-2019 4.6935865 2.2635646 35054.230898 195.499809 4 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3175 2.4548070 14726.86545 553.246413 16.6014961 2000-2012 –> 2010-2019 4.7590841 2.3042770 35281.137452 1069.707358 5 11
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3175 2.4688416 14761.06617 88.348398 11.9501370 2000-2012 –> 2010-2019 4.7609851 2.2921435 35265.220260 175.061969 6 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3175 2.5145128 14879.46174 23.194231 12.1974637 2000-2012 –> 2010-2019 4.8529394 2.3384266 35567.813033 45.736290 7 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3175 2.5242845 14904.09076 40.805794 12.2192076 2000-2012 –> 2010-2019 4.8741796 2.3498952 35637.031207 80.819457 8 17
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3175 2.5299202 14916.25202 19.896627 12.5944685 2000-2012 –> 2010-2019 4.8762331 2.3463129 35633.288079 39.254178 9 17
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3175 2.5401553 14941.88979 35.415108 12.6382932 2000-2012 –> 2010-2019 4.8979330 2.3577777 35703.351347 69.810134 10 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3804 1.8697963 15570.59531 128.444144 15.8920249 1982-1999 –> 2000-2012 3.2564782 1.3866818 33964.927937 249.285222 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3804 1.9116961 15739.19874 32.792718 15.6603777 1982-1999 –> 2000-2012 3.3421519 1.4304558 34460.735435 64.878269 2 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3804 1.9188360 15767.56074 36.712630 15.6337618 1982-1999 –> 2000-2012 3.3576558 1.4388197 34550.475811 72.558692 3 6
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3804 1.9441621 15865.31922 832.720490 16.4051927 1982-1999 –> 2000-2012 3.4408440 1.4966820 35061.326755 1625.277035 4 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3804 1.9584297 15922.94824 190.613986 16.0724914 1982-1999 –> 2000-2012 3.4701784 1.5117487 35226.408707 399.324389 5 10
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3804 1.9584810 15921.14743 103.164206 15.9904705 1982-1999 –> 2000-2012 3.4709381 1.5124571 35227.539959 201.310810 6 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3804 1.9832747 16018.85742 33.747933 15.7556391 1982-1999 –> 2000-2012 3.5206490 1.5373743 35499.281989 69.877259 7 14
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3804 1.9832749 16016.85846 13.245025 15.7495971 1982-1999 –> 2000-2012 3.5210548 1.5377798 35498.059734 26.176514 8 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3804 1.9876877 16035.76744 46.217648 15.7535330 1982-1999 –> 2000-2012 3.5299966 1.5423089 35549.930102 95.949382 9 18
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3804 1.9876951 16033.79581 19.789039 15.7216646 1982-1999 –> 2000-2012 3.5305097 1.5428146 35549.409815 38.748226 10 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2621 2.0029506 11093.28121 129.970711 13.1895474 2000-2012 –> 2010-2019 3.8727470 1.8697963 26663.876514 258.414855 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2621 2.0532709 11223.34926 35.049524 13.3248561 2000-2012 –> 2010-2019 3.9649670 1.9116961 26962.547994 67.842242 2 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2621 2.0611262 11243.36548 39.469099 13.3897665 2000-2012 –> 2010-2019 3.9799622 1.9188360 27010.926221 76.181729 3 6
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2621 2.0627072 11245.38503 827.329166 14.1259533 2000-2012 –> 2010-2019 4.0068693 1.9441621 27110.704255 1660.049656 4 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2621 2.0774230 11284.64982 186.990299 15.0305129 2000-2012 –> 2010-2019 4.0358528 1.9584297 27207.598053 377.604286 5 10
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2621 2.0915769 11318.24336 102.456104 13.5513567 2000-2012 –> 2010-2019 4.0500579 1.9584810 27239.390791 205.620309 6 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2621 2.1132634 11374.31518 32.598009 14.6786428 2000-2012 –> 2010-2019 4.0965381 1.9832747 27393.172602 66.345941 7 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2621 2.1178084 11385.57707 45.405089 14.7021938 2000-2012 –> 2010-2019 4.1054961 1.9876877 27421.344510 91.622737 8 17
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2621 2.1266144 11405.32855 13.943550 13.3315007 2000-2012 –> 2010-2019 4.1098894 1.9832749 27422.187011 27.188575 9 17
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2621 2.1320011 11418.58957 21.293861 13.3886740 2000-2012 –> 2010-2019 4.1196962 1.9876951 27452.385382 41.082900 10 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3496 1.2972638 11754.93702 431.236417 9.4459692 1982-1999 –> 2000-2012 2.4067132 1.1094494 26500.527117 818.964248 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3496 1.3056492 11799.98715 190.462203 9.5906204 1982-1999 –> 2000-2012 2.4265844 1.1209353 26645.215289 358.149222 2 4
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3496 1.3064267 11802.14978 179.227926 9.6327702 1982-1999 –> 2000-2012 2.4286432 1.1222165 26656.428646 334.856411 3 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3496 1.3211303 11882.40414 55.965302 9.5445539 1982-1999 –> 2000-2012 2.4521866 1.1310562 26814.587187 105.683632 4 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3496 1.3258381 11907.27540 72.368344 9.5553416 1982-1999 –> 2000-2012 2.4615946 1.1357565 26879.576729 137.463249 5 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3496 1.3266331 11911.46643 20.321012 9.6412534 1982-1999 –> 2000-2012 2.4700976 1.1434646 26949.201030 40.096700 6 12
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3496 1.3304155 11929.37345 15.059373 9.7380358 1982-1999 –> 2000-2012 2.4738838 1.1434683 26965.139057 29.329321 7 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3496 1.3311691 11935.33281 23.307864 9.6510797 1982-1999 –> 2000-2012 2.4799158 1.1487467 27017.652234 45.835509 8 16
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3496 1.3358598 11957.92771 19.959452 9.7597895 1982-1999 –> 2000-2012 2.4847120 1.1488522 27039.135632 38.597059 9 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3496 1.4298772 12435.47730 10.473479 8.5031945 1982-1999 –> 2000-2012 2.7159205 1.2860434 28609.980188 19.201375 10 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2444 1.5970234 9238.04723 468.823194 13.3443643 2000-2012 –> 2010-2019 2.8942872 1.2972638 20992.984250 900.059611 2 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2444 1.5897488 9215.73123 198.149598 13.3806233 2000-2012 –> 2010-2019 2.8953980 1.3056492 21015.718377 388.611801 1 3
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2444 1.6016948 9250.32416 184.284137 13.5403892 2000-2012 –> 2010-2019 2.9081215 1.3064267 21052.473938 363.512062 3 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2444 1.6088694 9274.17035 20.550827 13.4540804 2000-2012 –> 2010-2019 2.9355024 1.3266331 21185.636777 40.871839 4 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2444 1.6127158 9285.84245 23.447189 13.4676523 2000-2012 –> 2010-2019 2.9438849 1.3311691 21221.175265 46.755054 5 13
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2444 1.6246280 9321.81470 62.134765 13.4678853 2000-2012 –> 2010-2019 2.9457584 1.3211303 21204.218840 118.100067 6 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2444 1.6297602 9337.23164 81.505011 13.4763283 2000-2012 –> 2010-2019 2.9555983 1.3258381 21244.507039 153.873354 8 13
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2444 1.6295802 9334.69161 14.854558 13.6752338 2000-2012 –> 2010-2019 2.9599957 1.3304155 21264.065065 29.913930 7 14
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2444 1.6354267 9352.19719 20.477698 13.7017230 2000-2012 –> 2010-2019 2.9712866 1.3358598 21310.124896 40.437150 9 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2444 1.6706756 9458.43041 10.033655 12.1004288 2000-2012 –> 2010-2019 3.1005527 1.4298772 21893.907712 20.507134 10 20
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1253 0.5991765 2286.28913 262.402651 3.7839750 1982-1999 –> 2000-2012 1.1495594 0.5503829 5123.985371 518.862056 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1253 0.6026860 2300.92437 31.067386 3.8158613 1982-1999 –> 2000-2012 1.1554724 0.5527864 5153.592923 68.174582 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1253 0.6037311 2305.26645 36.483029 3.8227030 1982-1999 –> 2000-2012 1.1572699 0.5535387 5162.607898 79.437850 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1253 0.6286813 2406.74800 529.269608 3.6381560 1982-1999 –> 2000-2012 1.2047267 0.5760454 5401.030625 994.475012 4 8
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1253 0.6344718 2427.72396 244.985724 4.0787790 1982-1999 –> 2000-2012 1.2108706 0.5763988 5422.113699 487.315856 5 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1253 0.6359458 2435.53920 69.131488 3.6785588 1982-1999 –> 2000-2012 1.2180883 0.5821425 5465.998508 135.062771 6 12
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1253 0.6382146 2444.46383 81.309355 3.6898551 1982-1999 –> 2000-2012 1.2222157 0.5840011 5485.875745 157.915730 7 15
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1253 0.6418868 2456.84161 30.986637 4.1261993 1982-1999 –> 2000-2012 1.2242810 0.5823942 5486.786178 68.056757 8 15
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1253 0.6441029 2465.47876 36.376677 4.1352993 1982-1999 –> 2000-2012 1.2283433 0.5842404 5506.298035 79.220126 9 18
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1253 0.7392841 2812.86502 488.844927 3.1345062 1982-1999 –> 2000-2012 1.3746175 0.6353334 6143.749591 929.559152 10 20
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 859 0.7588609 1977.67698 255.994901 4.2823867 2000-2012 –> 2010-2019 1.3580374 0.5991765 4263.966111 518.397552 4 5
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 859 0.7610351 1982.59209 30.936792 4.3130153 2000-2012 –> 2010-2019 1.3637210 0.6026860 4283.516453 62.004178 5 7
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 859 0.7616950 1984.08127 36.504155 4.3201619 2000-2012 –> 2010-2019 1.3654262 0.6037311 4289.347722 72.987184 6 9
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 859 0.7502551 1958.08277 521.996716 3.3044169 2000-2012 –> 2010-2019 1.3789363 0.6286813 4364.830771 1051.266324 1 5
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 859 0.7562968 1971.86223 67.139708 3.3898542 2000-2012 –> 2010-2019 1.3922426 0.6359458 4407.401426 136.271196 2 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 859 0.7583499 1976.51975 79.475501 3.4157547 2000-2012 –> 2010-2019 1.3965645 0.6382146 4420.983576 160.784856 3 10
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 859 0.7943896 2054.28498 251.234315 4.5699842 2000-2012 –> 2010-2019 1.4288614 0.6344718 4482.008943 496.220039 7 12
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 859 0.8018285 2070.29797 30.936791 4.6205822 2000-2012 –> 2010-2019 1.4437153 0.6418868 4527.139574 61.923428 8 16
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 859 0.8040558 2075.06354 36.503544 4.6302169 2000-2012 –> 2010-2019 1.4481587 0.6441029 4540.542301 72.880222 9 18
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 859 0.9268363 2321.20556 493.794814 3.4159401 2000-2012 –> 2010-2019 1.6661203 0.7392841 5134.070579 982.639741 10 20
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2024 0.6105210 3760.40773 472.007448 4.2570400 1982-1999 –> 2000-2012 1.1446149 0.5340938 8129.059221 929.562392 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2024 0.6140172 3783.52261 32.362421 4.3429204 1982-1999 –> 2000-2012 1.1520755 0.5380583 8192.848273 64.425899 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2024 0.6147536 3788.37483 38.934539 4.3602619 1982-1999 –> 2000-2012 1.1536909 0.5389373 8206.678243 77.077510 3 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2024 0.6577289 4061.90317 466.529586 3.6664670 1982-1999 –> 2000-2012 1.2081988 0.5504699 8596.658214 914.857784 10 14
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2024 0.6321516 3901.34524 352.590133 3.4592931 1982-1999 –> 2000-2012 1.2088260 0.5766743 8691.880319 705.245704 4 12
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2024 0.6351234 3920.33042 67.771244 3.5436265 1982-1999 –> 2000-2012 1.2148289 0.5797055 8739.699284 146.356979 5 15
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2024 0.6361043 3926.57767 70.010642 3.5791397 1982-1999 –> 2000-2012 1.2168720 0.5807677 8756.015189 149.696993 6 18
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 2024 0.6439568 3974.24288 311.498858 4.4275463 1982-1999 –> 2000-2012 1.2302853 0.5863284 8854.091460 605.685078 7 21
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2024 0.6727723 4153.44530 72.763254 3.7319554 1982-1999 –> 2000-2012 1.2358562 0.5630839 8812.810511 155.762907 12 17
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2024 0.6470204 3993.45548 11.875212 4.5218342 1982-1999 –> 2000-2012 1.2366690 0.5896486 8904.360602 21.777865 8 23
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1395 0.6759360 2880.11585 520.395656 4.3879564 2000-2012 –> 2010-2019 1.2864570 0.6105210 6640.523581 992.403104 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1395 0.6800830 2897.18079 34.013086 4.4754183 2000-2012 –> 2010-2019 1.2941002 0.6140172 6680.703395 66.375507 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1395 0.6809322 2900.66245 40.862527 4.4925237 2000-2012 –> 2010-2019 1.2956859 0.6147536 6689.037283 79.797066 3 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1395 0.6841688 2913.89242 397.308476 3.5272724 2000-2012 –> 2010-2019 1.3163205 0.6321516 6815.237656 749.898610 4 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1395 0.6878125 2928.71175 80.640350 3.5240402 2000-2012 –> 2010-2019 1.3229359 0.6351234 6849.042174 148.411595 5 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1395 0.6890325 2933.65607 80.958565 3.5226028 2000-2012 –> 2010-2019 1.3251369 0.6361043 6860.233740 150.969207 6 12
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1395 0.6999721 2975.60418 327.693233 4.5767197 2000-2012 –> 2010-2019 1.3439289 0.6439568 6949.847062 639.192091 7 14
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1395 0.7038700 2991.09783 12.309433 4.6727979 2000-2012 –> 2010-2019 1.3508905 0.6470204 6984.553311 24.184645 8 16
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1395 0.7048320 2994.90838 14.471070 4.6960857 2000-2012 –> 2010-2019 1.3526543 0.6478222 6993.377007 28.451737 9 18
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1395 0.7436031 3146.30717 517.882168 4.4743519 2000-2012 –> 2010-2019 1.4013320 0.6577289 7208.210334 984.411753 10 20
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1242 0.5151945 1891.22750 35.276838 2.9351141 1982-1999 –> 2000-2012 1.0636545 0.5484601 4962.387943 70.373820 1 5
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1242 0.5206762 1917.51798 469.166423 2.9284485 1982-1999 –> 2000-2012 1.0642728 0.5435966 4955.401544 940.325703 2 3
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1242 0.5211558 1919.80508 35.209063 2.9272680 1982-1999 –> 2000-2012 1.0651954 0.5440396 4960.732251 70.941099 3 5
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1242 0.5212739 1920.36784 41.447286 2.9272996 1982-1999 –> 2000-2012 1.0654225 0.5441486 4962.043581 83.617990 4 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1242 0.5739147 2159.34133 679.016275 3.5150408 1982-1999 –> 2000-2012 1.1629419 0.5890273 5497.095209 1234.750581 5 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1242 0.5749195 2163.68677 588.524842 3.4569169 1982-1999 –> 2000-2012 1.1643319 0.5894123 5503.882059 1071.126841 6 12
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1242 0.5805649 2185.95902 34.207738 2.6657334 1982-1999 –> 2000-2012 1.1710410 0.5904761 5530.891135 65.035449 8 15
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate 1242 0.5761944 2167.18894 350.837102 3.3805744 1982-1999 –> 2000-2012 1.2082928 0.6320984 5766.602058 625.847215 7 18
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 1242 0.6082852 2301.81838 468.872665 2.8285057 1982-1999 –> 2000-2012 1.2230380 0.6147529 5797.278139 919.565592 9 17
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1242 0.6162297 2334.05055 35.042521 2.8756913 1982-1999 –> 2000-2012 1.2398681 0.6236385 5883.123786 69.134184 10 19
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 831 0.5662766 1427.14206 494.541597 3.1563563 2000-2012 –> 2010-2019 1.0869528 0.5206762 3344.660034 963.708020 1 3
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 831 0.5672809 1430.08690 32.927278 3.2011328 2000-2012 –> 2010-2019 1.0884367 0.5211558 3349.891979 68.136342 2 5
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 831 0.5675260 1430.80479 38.685933 3.2120940 2000-2012 –> 2010-2019 1.0887999 0.5212739 3351.172635 80.133219 3 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 831 0.5915062 1499.58762 32.455431 5.2520909 2000-2012 –> 2010-2019 1.1067006 0.5151945 3390.815127 67.732269 4 5
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate 831 0.6105362 1550.21570 347.069382 3.1943644 2000-2012 –> 2010-2019 1.1867306 0.5761944 3717.404640 697.906485 5 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 831 0.6496512 1655.42262 460.671105 4.6530055 2000-2012 –> 2010-2019 1.2235659 0.5739147 3814.763955 1139.687380 9 14
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 831 0.6489791 1653.70213 396.285964 4.5451636 2000-2012 –> 2010-2019 1.2238986 0.5749195 3817.388897 984.810807 6 12
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 831 0.6520319 1659.50192 30.919847 5.3969128 2000-2012 –> 2010-2019 1.2325968 0.5805649 3845.460938 65.127585 11 19
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 831 0.6495338 1653.12221 492.181003 3.4376138 2000-2012 –> 2010-2019 1.2578190 0.6082852 3954.940589 961.053668 7 16
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 831 0.6496350 1655.38117 395.268720 2.5441727 2000-2012 –> 2010-2019 1.2690706 0.6194356 4004.321346 995.058453 8 21
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1085 0.4365380 1294.42720 29.373247 2.6972703 1982-1999 –> 2000-2012 0.8653528 0.4288148 3164.671317 61.149660 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1085 0.4488119 1354.59789 447.960861 2.9064117 1982-1999 –> 2000-2012 0.8895054 0.4406935 3313.482568 885.236654 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1085 0.4491349 1356.15929 33.800034 2.9060060 1982-1999 –> 2000-2012 0.8900438 0.4409089 3316.629221 72.046162 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1085 0.4491973 1356.46080 40.791532 2.9061564 1982-1999 –> 2000-2012 0.8901518 0.4409545 3317.266018 86.914201 4 8
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate 1085 0.4522391 1369.10565 441.634951 2.9799994 1982-1999 –> 2000-2012 0.8951553 0.4429162 3342.310793 863.795243 5 10
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1085 0.4634535 1424.25967 837.432652 2.7221864 1982-1999 –> 2000-2012 0.9139447 0.4504913 3454.476842 1699.940484 6 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1085 0.4710327 1459.46022 806.204763 2.8354195 1982-1999 –> 2000-2012 0.9289610 0.4579284 3542.794952 1698.191945 7 14
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1085 0.4735444 1469.00081 23.741859 2.9279201 1982-1999 –> 2000-2012 0.9348643 0.4613199 3574.272997 47.294839 8 16
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1085 0.4848000 1519.97585 26.932760 3.1080607 1982-1999 –> 2000-2012 0.9595065 0.4747065 3718.042239 54.217973 9 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1085 0.4920919 1552.37185 30.683579 3.1540083 1982-1999 –> 2000-2012 0.9747069 0.4826150 3804.037233 61.312040 12 22
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 749 0.4336149 887.84327 30.479666 2.3019740 2000-2012 –> 2010-2019 0.8701528 0.4365380 2182.270465 59.852913 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 749 0.4437195 922.35091 448.617470 2.6210119 2000-2012 –> 2010-2019 0.8925313 0.4488119 2276.948795 896.578331 3 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 749 0.4440203 923.36635 35.613011 2.6152002 2000-2012 –> 2010-2019 0.8931553 0.4491349 2279.525631 69.413045 5 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 749 0.4440812 923.57163 42.877474 2.6139118 2000-2012 –> 2010-2019 0.8932785 0.4491973 2280.032423 83.669005 6 10
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate 749 0.4438458 920.77737 426.875463 2.6418200 2000-2012 –> 2010-2019 0.8960849 0.4522391 2289.883018 868.510414 4 9
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 749 0.4422379 917.34083 860.247892 2.3399057 2000-2012 –> 2010-2019 0.9056914 0.4634535 2341.600501 1697.680543 2 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 749 0.4446246 925.40345 840.317313 2.3789343 2000-2012 –> 2010-2019 0.9156572 0.4710327 2384.863671 1646.522076 7 14
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 749 0.4456776 926.94694 21.609339 2.4101082 2000-2012 –> 2010-2019 0.9192220 0.4735444 2395.947750 45.351199 8 16
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 749 0.4565814 963.15538 24.523547 2.5295274 2000-2012 –> 2010-2019 0.9413814 0.4848000 2483.131228 51.456307 9 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 749 0.4614299 978.97908 27.683534 2.5663754 2000-2012 –> 2010-2019 0.9535218 0.4920919 2531.350927 58.367113 10 22
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2940 0.6045162 5397.79653 24.809848 3.7308925 1982-1999 –> 2000-2012 1.2186946 0.6141785 12699.608339 48.455953 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2940 0.6194718 5541.49651 460.079394 3.1568012 1982-1999 –> 2000-2012 1.2545503 0.6350785 13105.123559 907.601506 2 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2940 0.6254239 5597.72424 37.149003 3.9332497 1982-1999 –> 2000-2012 1.2623437 0.6369198 13184.002479 73.428507 3 7
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2940 0.6254402 5597.87713 30.052299 3.9330781 1982-1999 –> 2000-2012 1.2623855 0.6369453 13184.469194 59.352173 4 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2940 0.6255631 5599.03262 340.613548 3.9328968 1982-1999 –> 2000-2012 1.2626701 0.6371069 13187.609674 660.435854 5 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2940 0.6317210 5656.63084 459.141337 3.6941428 1982-1999 –> 2000-2012 1.2654000 0.6336790 13202.997556 912.485254 6 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2940 0.6367096 5702.88156 406.749300 3.7011468 1982-1999 –> 2000-2012 1.2746672 0.6379576 13301.898320 839.980262 7 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2940 0.6375894 5711.00146 330.273875 3.7337372 1982-1999 –> 2000-2012 1.2763052 0.6387158 13319.310754 681.558901 8 16
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2940 0.6470088 5795.23402 10.680086 4.3274911 1982-1999 –> 2000-2012 1.2945095 0.6475007 13508.421621 21.434858 9 18
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2940 0.6670224 5974.36009 417.693963 2.3638044 1982-1999 –> 2000-2012 1.3386827 0.6716604 13974.163980 813.030682 11 21
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2053 0.5989761 3735.69852 25.901235 3.0818819 2000-2012 –> 2010-2019 1.2034922 0.6045162 9133.495054 50.711083 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2053 0.6182309 3865.61365 460.163338 3.2116550 2000-2012 –> 2010-2019 1.2377027 0.6194718 9407.110165 920.242732 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2053 0.6210935 3884.58179 40.146138 3.5215961 2000-2012 –> 2010-2019 1.2465174 0.6254239 9482.306026 77.295141 4 7
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2053 0.6211163 3884.73263 32.475193 3.5220094 2000-2012 –> 2010-2019 1.2465565 0.6254402 9482.609758 62.527492 5 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2053 0.6212711 3885.75584 342.023295 3.5222345 2000-2012 –> 2010-2019 1.2468342 0.6255631 9484.788458 682.636843 6 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2053 0.6207098 3882.04444 453.165111 3.1473556 2000-2012 –> 2010-2019 1.2524308 0.6317210 9538.675281 912.306448 3 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2053 0.6251842 3911.53694 409.483641 3.1556454 2000-2012 –> 2010-2019 1.2618938 0.6367096 9614.418492 816.232941 7 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2053 0.6257914 3915.52289 331.387393 3.1735853 2000-2012 –> 2010-2019 1.2633809 0.6375894 9626.524352 661.661268 8 16
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2053 0.6315544 3951.16207 11.083246 3.4615059 2000-2012 –> 2010-2019 1.2785632 0.6470088 9746.396088 21.763332 9 18
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2053 0.6636827 4156.90229 151.664419 3.4150723 2000-2012 –> 2010-2019 1.3286307 0.6649480 10114.947824 302.314373 10 20
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6490 0.5148581 9814.86911 227.745555 3.3554029 1982-1999 –> 2000-2012 1.0101857 0.4953276 22838.739137 439.334503 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6490 0.5219268 9991.86340 90.028735 3.4893764 1982-1999 –> 2000-2012 1.0274053 0.5054785 23384.130156 180.506093 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6490 0.5464175 10587.07520 287.535231 3.3850387 1982-1999 –> 2000-2012 1.0871477 0.5407301 25203.596119 571.862848 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6490 0.5476583 10616.51627 192.175049 3.3925390 1982-1999 –> 2000-2012 1.0900630 0.5424047 25289.189096 387.957326 4 8
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 6490 0.5478619 10619.34071 222.365134 3.4568200 1982-1999 –> 2000-2012 1.0921166 0.5442547 25351.848565 429.920123 5 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6490 0.5496672 10664.04257 160.861052 3.3887340 1982-1999 –> 2000-2012 1.0945062 0.5448389 25418.032781 325.070443 6 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6490 0.5561891 10817.14541 114.866457 3.5156140 1982-1999 –> 2000-2012 1.1014011 0.5452120 25583.565838 229.897139 8 15
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 6490 0.5555341 10799.85020 54.572243 3.5475312 1982-1999 –> 2000-2012 1.1104823 0.5549482 25885.703649 108.900312 7 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6490 0.5830350 11429.00799 121.649487 4.0247191 1982-1999 –> 2000-2012 1.1665932 0.5835581 27429.752334 239.686201 9 18
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 6490 0.5926473 11639.25943 120.898920 4.1324901 1982-1999 –> 2000-2012 1.1921778 0.5995305 28128.374272 238.187535 10 20
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4542 0.5043865 6686.43563 231.422511 2.4171794 2000-2012 –> 2010-2019 1.0192447 0.5148581 16501.304732 459.168066 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4542 0.5097724 6782.92089 88.610698 2.6238587 2000-2012 –> 2010-2019 1.0316992 0.5219268 16774.784286 178.639433 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4542 0.5326845 7182.29921 274.104306 2.5683566 2000-2012 –> 2010-2019 1.0791021 0.5464175 17769.374408 561.639536 3 6
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 4542 0.5334525 7193.38532 227.841165 2.6415389 2000-2012 –> 2010-2019 1.0813144 0.5478619 17812.726026 450.206299 4 9
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4542 0.5338142 7201.54341 192.589854 2.5995276 2000-2012 –> 2010-2019 1.0814725 0.5476583 17818.059673 384.764903 5 9
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4542 0.5358547 7236.20024 159.688694 2.6228669 2000-2012 –> 2010-2019 1.0855219 0.5496672 17900.242812 320.549746 6 12
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 4542 0.5399818 7303.89643 57.184829 2.8923408 2000-2012 –> 2010-2019 1.0955159 0.5555341 18103.746632 111.757073 7 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4542 0.5442315 7377.10799 114.041879 2.8249232 2000-2012 –> 2010-2019 1.1004206 0.5561891 18194.253398 228.908337 8 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4542 0.5656758 7728.17219 127.524972 3.5657437 2000-2012 –> 2010-2019 1.1487108 0.5830350 19157.180175 249.174458 9 18
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 4542 0.5752750 7879.02992 126.635597 3.8253386 2000-2012 –> 2010-2019 1.1679223 0.5926473 19518.289355 247.534517 10 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 621 0.2772026 182.82744 367.537134 1.3169351 1982-1999 –> 2000-2012 0.5541493 0.2769467 435.251895 743.949892 2 3
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 621 0.2757013 176.08256 47.432023 1.2255589 1982-1999 –> 2000-2012 0.5550213 0.2793200 443.576565 99.726480 1 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 621 0.2781642 187.12826 47.332994 1.3140466 1982-1999 –> 2000-2012 0.5562399 0.2780757 446.737865 101.670854 3 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 621 0.2782350 187.44462 47.113472 1.3145414 1982-1999 –> 2000-2012 0.5564655 0.2782304 448.036396 101.185266 4 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 621 0.2789060 190.43630 63.299819 1.3154043 1982-1999 –> 2000-2012 0.5581730 0.2792670 457.595164 141.214578 5 9
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 621 0.2918269 244.68121 24.765134 1.4432279 1982-1999 –> 2000-2012 0.5938797 0.3020528 648.353714 53.055251 6 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 621 0.3151618 342.22243 425.298789 1.4347254 1982-1999 –> 2000-2012 0.6506448 0.3354830 933.270944 838.036955 7 19
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 621 0.3158478 344.92311 83.134661 1.4386108 1982-1999 –> 2000-2012 0.6523418 0.3364940 941.285426 177.260940 8 21
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 621 0.3162408 346.46736 72.441606 1.4353918 1982-1999 –> 2000-2012 0.6532628 0.3370221 945.599110 161.160631 9 23
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 621 0.3163840 347.02970 58.698951 1.4374913 1982-1999 –> 2000-2012 0.6537046 0.3373206 947.725184 123.493626 10 25
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 409 0.2604466 74.18950 47.590024 1.4141724 2000-2012 –> 2010-2019 0.5361479 0.2757013 250.272058 95.022047 2 3
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 409 0.2597607 72.03218 396.624971 1.4567211 2000-2012 –> 2010-2019 0.5369633 0.2772026 254.859615 764.162105 1 3
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 409 0.2606780 74.91584 47.397475 1.4556449 2000-2012 –> 2010-2019 0.5388422 0.2781642 262.044099 94.730468 3 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 409 0.2607385 75.10567 47.199611 1.4560113 2000-2012 –> 2010-2019 0.5389735 0.2782350 262.550285 94.313083 4 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 409 0.2613004 76.86659 65.015649 1.4575928 2000-2012 –> 2010-2019 0.5402065 0.2789060 267.302892 128.315468 5 10
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 409 0.2771945 123.16848 28.836621 1.6505478 2000-2012 –> 2010-2019 0.5690214 0.2918269 367.849694 53.601755 6 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 409 0.3067667 208.08756 462.911095 1.3248570 2000-2012 –> 2010-2019 0.6219285 0.3151618 550.309988 888.209884 7 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 409 0.3073611 209.67096 102.913553 1.3229194 2000-2012 –> 2010-2019 0.6232089 0.3158478 554.594066 186.048214 8 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 409 0.3076573 210.45896 90.600090 1.3251142 2000-2012 –> 2010-2019 0.6238981 0.3162408 556.926316 163.041697 9 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 409 0.3077644 210.74369 72.761383 1.3244061 2000-2012 –> 2010-2019 0.6241484 0.3163840 557.773393 131.460334 10 20
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 89 0.5387951 156.49232 35.632611 1.3390537 1982-1999 –> 2000-2012 1.3134963 0.7747012 500.971939 65.184563 1 2
SO (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 89 0.5497712 160.08200 31.236424 1.3217838 1982-1999 –> 2000-2012 1.3431215 0.7933503 511.317265 58.775377 2 4
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 89 0.5611489 163.72817 24.854879 1.3206858 1982-1999 –> 2000-2012 1.3651628 0.8040139 518.755331 46.858452 3 6
SO (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 89 0.6393189 186.94242 388.832753 1.4876408 1982-1999 –> 2000-2012 1.5071763 0.8678574 563.670247 743.002326 4 8
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 89 0.7231170 208.86625 46.675687 2.2090549 1982-1999 –> 2000-2012 1.6382855 0.9151685 600.669028 85.298549 5 10
SO (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 89 0.8317241 233.77377 33.205646 2.3755341 1982-1999 –> 2000-2012 1.8505093 1.0187852 656.037815 59.538810 6 13
SO (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 89 0.8528196 236.23217 35.626760 4.3957671 1982-1999 –> 2000-2012 1.8601061 1.0072865 653.272585 65.139539 7 13
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 89 0.8654708 240.85333 30.657232 2.4690893 1982-1999 –> 2000-2012 1.9123581 1.0468872 670.845101 50.918791 8 16
SO (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 89 0.9893771 264.67007 190.794752 2.8269910 1982-1999 –> 2000-2012 2.1416774 1.1523003 721.908507 323.917561 9 19
SO (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 89 0.9964790 263.94322 24.325419 4.9806442 1982-1999 –> 2000-2012 2.1419993 1.1455203 717.505703 43.694793 10 19
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 63 0.6710535 142.52405 35.190354 1.7763109 2000-2012 –> 2010-2019 1.2098486 0.5387951 299.016369 70.822965 1 2
SO (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 63 0.6994355 147.74357 38.400464 1.8348606 2000-2012 –> 2010-2019 1.2492067 0.5497712 307.825567 69.636888 2 4
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 63 0.7107543 149.76627 36.577284 1.9250334 2000-2012 –> 2010-2019 1.2719032 0.5611489 313.494444 61.432163 3 6
SO (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 63 0.7662500 159.23916 306.027669 2.2451301 2000-2012 –> 2010-2019 1.4055689 0.6393189 346.181580 694.860421 4 8
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 63 0.8078197 165.89580 48.903881 2.5689289 2000-2012 –> 2010-2019 1.5309367 0.7231170 374.762049 95.579567 5 10
SO (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 63 0.8854988 175.46412 34.501860 2.8713348 2000-2012 –> 2010-2019 1.7383183 0.8528196 411.696289 70.128620 6 13
SO (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 63 0.9252199 182.99305 55.492929 2.5484805 2000-2012 –> 2010-2019 1.7569440 0.8317241 416.766817 88.698574 7 13
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 63 0.9634577 188.09569 45.995739 2.5271922 2000-2012 –> 2010-2019 1.8289285 0.8654708 428.949022 76.652971 8 16
SO (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 63 1.0281127 194.27958 37.152403 2.9767083 2000-2012 –> 2010-2019 2.0245917 0.9964790 458.222797 61.477822 9 19
SO (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 63 1.0843800 202.99331 236.932701 2.8984044 2000-2012 –> 2010-2019 2.0737571 0.9893771 467.663384 427.727453 11 20
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 314 1.4966860 1158.33651 37.893081 7.8413469 1982-1999 –> 2000-2012 2.9735997 1.4769136 2872.695983 80.145372 1 2
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 314 1.6155089 1206.31362 32.238288 7.0967822 1982-1999 –> 2000-2012 3.2108664 1.5953575 2993.187809 63.994092 2 4
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 314 1.6300807 1211.95275 41.566757 9.3564343 1982-1999 –> 2000-2012 3.3144065 1.6843257 3049.838383 86.618859 3 7
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 314 1.6756408 1229.26427 41.026524 6.8912479 1982-1999 –> 2000-2012 3.3393460 1.6637052 3055.570850 88.480957 5 8
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 314 1.6470301 1216.44889 37.666390 8.7221342 1982-1999 –> 2000-2012 3.3928453 1.7458152 3086.039420 79.345080 4 9
SO (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 314 1.7547210 1258.22401 40.726889 8.7242676 1982-1999 –> 2000-2012 3.5792739 1.8245529 3171.281079 87.688312 6 12
SO (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 314 1.7748313 1263.38037 27.290659 8.0195737 1982-1999 –> 2000-2012 3.6640196 1.8891883 3207.161017 58.901918 7 14
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 314 1.8130644 1278.76498 45.836972 8.6900903 1982-1999 –> 2000-2012 3.7046896 1.8916253 3225.757400 97.509412 8 16
SO (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 314 1.8783197 1300.97052 343.878425 7.8606730 1982-1999 –> 2000-2012 3.7903411 1.9120214 3258.044085 717.388335 10 19
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 314 1.8403664 1286.15122 40.871613 7.8543061 1982-1999 –> 2000-2012 3.8104119 1.9700455 3269.326677 87.939471 9 19
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 237 1.4765807 871.30846 41.842343 6.2152259 2000-2012 –> 2010-2019 2.9732668 1.4966860 2029.644970 79.735424 1 2
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 237 1.6062201 911.19772 35.160366 6.6361566 2000-2012 –> 2010-2019 3.2217290 1.6155089 2117.511342 67.398655 2 4
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 237 1.6200170 915.25182 42.411648 6.7225258 2000-2012 –> 2010-2019 3.2500977 1.6300807 2127.204578 83.978405 3 6
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 237 1.6329903 917.03256 41.466883 6.9811310 2000-2012 –> 2010-2019 3.2800204 1.6470301 2133.481455 79.133273 4 8
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 237 1.6555905 925.54764 49.026262 6.8308280 2000-2012 –> 2010-2019 3.3312313 1.6756408 2154.811913 90.052785 5 10
SO (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 237 1.7694544 957.07503 39.123278 7.2278518 2000-2012 –> 2010-2019 3.5241754 1.7547210 2215.299036 79.850167 6 12
SO (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 237 1.7851862 959.27064 29.792096 7.5124754 2000-2012 –> 2010-2019 3.5600175 1.7748313 2222.651014 57.082754 7 14
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 237 1.8164802 969.50778 50.286914 7.3792857 2000-2012 –> 2010-2019 3.6295446 1.8130644 2248.272756 96.123885 8 16
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 237 1.8384474 973.20562 48.785982 7.7348577 2000-2012 –> 2010-2019 3.6788138 1.8403664 2259.356839 89.657595 9 18
SO (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 237 1.8422372 976.18172 401.724283 7.6618964 2000-2012 –> 2010-2019 3.7205569 1.8783197 2277.152241 745.602708 10 20
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1191 2.3953233 5474.63198 83.253831 23.2537699 1982-1999 –> 2000-2012 4.8107128 2.4153895 13311.348854 191.078391 1 2
SO (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1191 2.4515781 5529.92709 87.258249 22.6427915 1982-1999 –> 2000-2012 4.9537897 2.5022115 13486.712950 196.131214 2 6
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1191 2.4693969 5547.17750 86.379311 23.5380929 1982-1999 –> 2000-2012 4.9644407 2.4950438 13494.209887 192.630834 3 5
SO (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1191 2.4706730 5546.40811 81.978609 23.1313172 1982-1999 –> 2000-2012 4.9696924 2.4990195 13496.853833 184.441970 4 7
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1191 2.5000790 5576.59134 136.496839 22.5576670 1982-1999 –> 2000-2012 5.0734052 2.5733263 13628.660101 296.651829 5 10
SO (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1191 2.5395158 5613.87229 88.932735 23.0087278 1982-1999 –> 2000-2012 5.1404170 2.6009012 13702.180518 199.067685 6 12
SO (26.75,27] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1191 2.5424712 5614.64276 86.721498 22.3526894 1982-1999 –> 2000-2012 5.1509138 2.6084426 13710.795149 191.981491 7 14
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1191 2.5961659 5666.42465 135.666117 23.2559340 1982-1999 –> 2000-2012 5.2764966 2.6803307 13857.012278 292.241092 8 16
SO (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1191 2.6030706 5670.75135 135.631057 22.2455871 1982-1999 –> 2000-2012 5.2970748 2.6940042 13876.639669 290.601688 9 18
SO (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1191 2.6654288 5729.14086 752.664738 21.8944066 1982-1999 –> 2000-2012 5.4688464 2.8034177 14072.385365 1518.739582 12 22
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 775 2.4928470 3629.16417 91.533606 19.8558682 2000-2012 –> 2010-2019 4.8881704 2.3953233 9103.796153 174.787437 1 2
SO (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 775 2.5656317 3673.77207 84.674842 19.0870983 2000-2012 –> 2010-2019 5.0172099 2.4515781 9203.699160 171.933091 2 4
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 775 2.5902236 3688.55822 90.284706 20.5564279 2000-2012 –> 2010-2019 5.0596204 2.4693969 9235.735712 176.664017 3 6
SO (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 775 2.5910439 3687.04906 89.216259 20.3181837 2000-2012 –> 2010-2019 5.0617169 2.4706730 9233.457175 171.194867 4 8
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 775 2.6205854 3706.62119 129.485522 18.9856810 2000-2012 –> 2010-2019 5.1206643 2.5000790 9283.212531 265.982362 5 10
SO (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 775 2.6829807 3743.09368 84.058237 19.8772823 2000-2012 –> 2010-2019 5.2224964 2.5395158 9356.965978 172.990972 6 12
SO (26.75,27] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 775 2.6855312 3742.56647 82.907333 19.4256496 2000-2012 –> 2010-2019 5.2280024 2.5424712 9357.209227 169.628831 7 14
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 775 2.7457381 3778.93209 128.366040 20.0827845 2000-2012 –> 2010-2019 5.3419040 2.5961659 9445.356742 264.032157 8 16
SO (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 775 2.7523151 3780.64046 127.827167 19.3524277 2000-2012 –> 2010-2019 5.3553857 2.6030706 9451.391807 263.458225 9 18
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 775 2.7545910 3783.92164 25.105228 12.9387928 2000-2012 –> 2010-2019 5.4018343 2.6472433 9496.755108 47.253755 10 20
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2630 1.7617993 10456.54208 56.991949 7.4678353 1982-1999 –> 2000-2012 3.4615356 1.6997363 25169.105761 120.323248 1 5
SO (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2630 1.8024993 10576.67289 203.011992 12.8887052 1982-1999 –> 2000-2012 3.4732246 1.6707253 25159.433686 426.528902 3 4
SO (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2630 1.7729193 10489.63727 31.534288 7.3975938 1982-1999 –> 2000-2012 3.4821754 1.7092561 25244.312991 67.443430 2 7
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2630 1.8326002 10663.78704 253.893831 14.0291491 1982-1999 –> 2000-2012 3.5071742 1.6745740 25263.897020 522.492547 6 8
SO (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2630 1.8375492 10675.97281 202.126030 14.1716084 1982-1999 –> 2000-2012 3.5155208 1.6779716 25289.365565 423.891051 7 10
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2630 1.8054825 10585.37139 30.476721 6.7673825 1982-1999 –> 2000-2012 3.5425513 1.7370688 25461.749110 65.125991 4 13
SO (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2630 1.8454520 10700.54612 236.324774 12.3274570 1982-1999 –> 2000-2012 3.5562633 1.7108113 25462.079252 494.396296 8 14
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2630 1.8752717 10784.86029 268.312145 13.4724334 1982-1999 –> 2000-2012 3.5891219 1.7138503 25559.774957 564.695905 9 16
SO (27,27.25] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2630 1.8829282 10804.29248 231.754773 13.6653671 1982-1999 –> 2000-2012 3.6022260 1.7192979 25601.135620 487.160445 10 18
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2630 1.8296432 10655.29291 76.089783 7.3470946 1982-1999 –> 2000-2012 3.6049866 1.7753434 25696.003263 160.959964 5 17
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1693 1.8584354 6916.94836 56.443257 8.8927037 2000-2012 –> 2010-2019 3.6202347 1.7617993 17373.490441 113.435206 1 2
SO (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1693 1.8703362 6938.56213 29.445475 8.8075088 2000-2012 –> 2010-2019 3.6432555 1.7729193 17428.199403 60.979763 2 4
SO (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1693 1.8785118 6953.33070 200.311195 12.3995862 2000-2012 –> 2010-2019 3.6810111 1.8024993 17530.003589 403.323187 3 6
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1693 1.9082970 7006.59709 28.145749 8.0340711 2000-2012 –> 2010-2019 3.7137796 1.8054825 17591.968479 58.622470 4 8
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1693 1.9262531 7038.30867 74.420150 8.7376864 2000-2012 –> 2010-2019 3.7558963 1.8296432 17693.601582 150.509933 6 11
SO (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1693 1.9242439 7034.77500 235.094692 12.7280238 2000-2012 –> 2010-2019 3.7696959 1.8454520 17735.321113 471.419466 5 13
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1693 1.9712931 7116.56935 255.941332 12.2700485 2000-2012 –> 2010-2019 3.8038933 1.8326002 17780.356392 509.835163 7 13
SO (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1693 1.9717956 7115.43221 198.928074 12.0679645 2000-2012 –> 2010-2019 3.8093447 1.8375492 17791.405018 401.054104 8 15
SO (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1693 1.9847825 7139.66056 302.595436 12.9732820 2000-2012 –> 2010-2019 3.8920491 1.9072666 18013.507329 605.720349 9 22
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1693 2.0213741 7201.51660 270.030314 12.4483628 2000-2012 –> 2010-2019 3.8966458 1.8752717 17986.376894 538.342458 12 21
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2859 1.5394327 10594.31580 87.550890 7.1661548 1982-1999 –> 2000-2012 2.8294118 1.2899790 23990.137381 175.344198 1 4
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2859 1.5466435 10621.03658 764.470806 7.4150925 1982-1999 –> 2000-2012 2.8315435 1.2849000 23985.313616 1492.857559 4 5
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2859 1.5463105 10619.80520 867.586018 7.3949216 1982-1999 –> 2000-2012 2.8328082 1.2864977 23994.018494 1714.656229 3 5
SO (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2859 1.5469894 10620.31535 87.407629 7.4764964 1982-1999 –> 2000-2012 2.8379939 1.2910045 24020.490793 174.842479 5 9
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2859 1.5431007 10607.92368 86.904643 7.1803682 1982-1999 –> 2000-2012 2.8391737 1.2960730 24041.430187 171.351060 2 8
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2859 1.5521696 10641.43019 913.274132 7.3663198 1982-1999 –> 2000-2012 2.8445992 1.2924296 24052.427738 1754.133777 11 16
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2859 1.5477729 10625.21039 538.478831 7.5347635 1982-1999 –> 2000-2012 2.8477238 1.2999510 24082.605986 1094.508272 6 13
SO (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2859 1.5485836 10628.20471 533.772588 7.5711945 1982-1999 –> 2000-2012 2.8495102 1.3009266 24091.599039 1058.281146 7 15
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2859 1.5530486 10644.66764 120.958553 7.0686352 1982-1999 –> 2000-2012 2.8545622 1.3015136 24111.669259 242.074009 12 21
SO (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2859 1.5511203 10635.56348 84.785590 7.8737771 1982-1999 –> 2000-2012 2.8548796 1.3037593 24114.350071 164.881430 10 22
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1966 1.6561632 7576.97455 89.108531 8.6578757 2000-2012 –> 2010-2019 3.1992639 1.5431007 18184.898225 176.013174 1 3
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1966 1.6742934 7619.78468 96.642438 8.5531902 2000-2012 –> 2010-2019 3.2137262 1.5394327 18214.100487 184.193327 2 3
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1966 1.6866080 7648.59909 547.215235 9.1871292 2000-2012 –> 2010-2019 3.2343809 1.5477729 18273.809481 1085.694067 3 9
SO (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1966 1.6868550 7649.17473 518.259477 9.2289409 2000-2012 –> 2010-2019 3.2354386 1.5485836 18277.379438 1052.032065 4 11
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1966 1.6903980 7657.42475 958.993118 9.0252223 2000-2012 –> 2010-2019 3.2367085 1.5463105 18277.229950 1826.579136 7 10
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1966 1.6903489 7657.31058 814.744616 9.0456623 2000-2012 –> 2010-2019 3.2369924 1.5466435 18278.347159 1579.215422 6 10
SO (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1966 1.6903993 7655.42768 94.243036 9.0215931 2000-2012 –> 2010-2019 3.2373887 1.5469894 18275.743031 181.650665 8 13
SO (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1966 1.6870423 7647.61140 93.050364 9.3139775 2000-2012 –> 2010-2019 3.2381626 1.5511203 18283.174875 177.835954 5 15
SO (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1966 1.6936121 7662.89388 519.072580 9.1570254 2000-2012 –> 2010-2019 3.2422813 1.5486692 18289.414810 1008.025735 10 18
SO (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1966 1.6940522 7663.91558 467.196754 9.1831194 2000-2012 –> 2010-2019 3.2435757 1.5495235 18293.589740 931.308994 11 20
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3586 1.3752189 12475.71922 748.601548 7.1571054 1982-1999 –> 2000-2012 2.5670701 1.1918511 27748.569501 1389.560406 1 6
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3586 1.3871606 12537.72794 137.987856 7.3721197 1982-1999 –> 2000-2012 2.5695203 1.1823598 27734.061861 267.970823 2 3
SO (27.5,27.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 3586 1.3899495 12550.13286 669.719355 7.3707414 1982-1999 –> 2000-2012 2.5818053 1.1918558 27821.020890 1273.716398 3 9
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3586 1.4127374 12668.76266 898.591272 6.6456827 1982-1999 –> 2000-2012 2.5961107 1.1833733 27873.296574 1766.998926 5 7
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3586 1.4126715 12668.42824 887.181423 6.7005170 1982-1999 –> 2000-2012 2.5992525 1.1865810 27898.868118 1741.942441 4 7
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3586 1.4148046 12679.24961 853.790125 6.7487443 1982-1999 –> 2000-2012 2.6070569 1.1922523 27955.320288 1676.333588 6 13
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3586 1.4185157 12698.03771 67.554381 7.6937261 1982-1999 –> 2000-2012 2.6124501 1.1939344 27987.601068 133.017458 7 15
SO (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + nitrate 3586 1.4248310 12727.89660 91.827020 6.2502660 1982-1999 –> 2000-2012 2.6196289 1.1947979 28022.378677 183.373860 9 18
SO (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3586 1.4200842 12703.96352 39.840456 7.3851345 1982-1999 –> 2000-2012 2.6199274 1.1998432 28038.771683 77.954085 8 19
SO (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 3586 1.4327390 12767.59204 127.931551 7.9308271 1982-1999 –> 2000-2012 2.6200894 1.1873504 28002.235127 243.130797 11 15
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2546 1.5333894 9415.96613 785.809513 8.8108356 2000-2012 –> 2010-2019 2.9086083 1.3752189 21891.685345 1534.411061 1 2
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2546 1.5462665 9458.54905 139.569799 8.8902309 2000-2012 –> 2010-2019 2.9334270 1.3871606 21996.276994 277.557655 2 4
SO (27.5,27.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2546 1.5767640 9556.00286 663.906740 9.1436377 2000-2012 –> 2010-2019 2.9667135 1.3899495 22106.135722 1333.626095 7 10
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2546 1.5718964 9542.25904 858.817945 7.9804003 2000-2012 –> 2010-2019 2.9845679 1.4126715 22210.687284 1745.999368 4 8
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2546 1.5731725 9546.39108 869.106964 7.8993978 2000-2012 –> 2010-2019 2.9859099 1.4127374 22215.153739 1767.698236 6 11
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2546 1.5725612 9544.41206 826.732461 8.0350493 2000-2012 –> 2010-2019 2.9873658 1.4148046 22223.661673 1680.522585 5 11
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 2546 1.5634588 9512.85258 61.109130 9.0427627 2000-2012 –> 2010-2019 2.9926133 1.4291545 22262.479038 121.426914 3 13
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2546 1.5794481 9566.66329 64.034929 9.3308840 2000-2012 –> 2010-2019 2.9979638 1.4185157 22264.700996 131.589310 8 15
SO (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2546 1.5813312 9570.73065 38.686071 8.9095682 2000-2012 –> 2010-2019 3.0014154 1.4200842 22274.694164 78.526527 10 18
SO (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + nitrate 2546 1.5808366 9569.13778 92.634368 6.9988264 2000-2012 –> 2010-2019 3.0056676 1.4248310 22297.034373 184.461388 9 18
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1491 1.2024974 4795.15716 307.728888 7.3025307 1982-1999 –> 2000-2012 2.2990565 1.0965591 10784.108595 573.377606 1 2
SO (27.75,27.85] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1491 1.2240521 4846.13605 226.971843 7.4162850 1982-1999 –> 2000-2012 2.3246811 1.1006289 10847.735517 442.320866 3 5
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1491 1.2218883 4842.85998 61.903864 7.7617308 1982-1999 –> 2000-2012 2.3348935 1.1130051 10890.672699 121.216534 2 5
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1491 1.2535930 4919.24799 274.624383 8.5271619 1982-1999 –> 2000-2012 2.3872510 1.1336580 11039.758455 515.867736 5 10
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1491 1.2538478 4919.85402 71.136663 8.5281659 1982-1999 –> 2000-2012 2.3896339 1.1357861 11047.780106 138.707242 6 13
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1491 1.2547544 4922.00928 51.004654 8.5365379 1982-1999 –> 2000-2012 2.3933374 1.1385830 11059.660121 103.237298 7 16
SO (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + silicate 1491 1.2803693 4980.27178 42.288904 8.4500733 1982-1999 –> 2000-2012 2.3934237 1.1130543 11026.259291 80.119515 12 16
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1491 1.2548727 4922.29055 36.184120 8.5322142 1982-1999 –> 2000-2012 2.3940995 1.1392267 11062.176363 69.881569 8 18
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1491 1.2572978 4928.04770 36.380373 8.4224891 1982-1999 –> 2000-2012 2.4014790 1.1441813 11085.092287 70.097268 9 22
SO (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1491 1.2579348 4927.55809 36.181695 8.2836595 1982-1999 –> 2000-2012 2.4118579 1.1539232 11116.125679 69.855120 10 25
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1015 1.1956951 3257.26236 308.268936 7.9629537 2000-2012 –> 2010-2019 2.3981924 1.2024974 8052.419517 615.997825 1 2
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1015 1.2133075 3286.94585 59.924465 8.1342781 2000-2012 –> 2010-2019 2.4351958 1.2218883 8129.805831 121.828329 2 4
SO (27.75,27.85] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1015 1.2476204 3341.55848 220.657895 8.2805234 2000-2012 –> 2010-2019 2.4716725 1.2240521 8187.694531 447.629737 8 11
SO (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1015 1.2270247 3307.76766 59.821857 8.0132421 2000-2012 –> 2010-2019 2.4801248 1.2531001 8223.842831 121.712196 3 7
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1015 1.2449639 3339.23150 276.005453 8.6006510 2000-2012 –> 2010-2019 2.4985569 1.2535930 8258.479495 550.629836 4 9
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1015 1.2455143 3340.12878 75.900641 8.6072023 2000-2012 –> 2010-2019 2.4993621 1.2538478 8259.982799 147.037304 5 11
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1015 1.2473620 3343.13802 57.618310 8.6446281 2000-2012 –> 2010-2019 2.5021164 1.2547544 8265.147304 108.622964 6 13
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1015 1.2474636 3343.30330 35.333161 8.6378457 2000-2012 –> 2010-2019 2.5023363 1.2548727 8265.593851 71.517280 7 15
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1015 1.2479160 3344.03934 35.582652 8.5065947 2000-2012 –> 2010-2019 2.5052137 1.2572978 8272.087033 71.963025 9 18
SO (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1015 1.2479974 3342.17174 35.294327 8.5472933 2000-2012 –> 2010-2019 2.5059321 1.2579348 8269.729834 71.476023 10 20
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1414 1.1760780 4485.41793 103.069771 5.9410579 1982-1999 –> 2000-2012 2.1739128 0.9978347 10021.990980 179.919114 1 4
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1414 1.2117219 4569.85406 37.640218 6.6819966 1982-1999 –> 2000-2012 2.2059287 0.9942068 10092.229073 69.383692 6 8
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1414 1.2174983 4583.30349 115.805768 7.3499399 1982-1999 –> 2000-2012 2.2089462 0.9914479 10094.846292 206.595678 8 9
SO (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1414 1.1968452 4534.91897 843.330664 5.6147994 1982-1999 –> 2000-2012 2.2200326 1.0231874 10169.293957 1571.813264 4 13
SO (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1414 1.1935802 4527.19364 971.000401 5.6098000 1982-1999 –> 2000-2012 2.2213229 1.0277427 10178.884030 1743.280274 2 13
SO (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1414 1.2002025 4542.84065 866.236505 5.5656679 1982-1999 –> 2000-2012 2.2294251 1.0292227 10200.140342 1606.705622 5 17
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1414 1.2294184 4610.85664 69.279697 7.4262187 1982-1999 –> 2000-2012 2.2311887 1.0017703 10162.773517 128.715832 10 14
SO (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1414 1.2178055 4582.01697 114.596537 7.2507597 1982-1999 –> 2000-2012 2.2391909 1.0213854 10207.520878 203.923465 9 17
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1414 1.2344074 4622.30964 49.736702 7.5727699 1982-1999 –> 2000-2012 2.2420937 1.0076863 10197.178568 98.912370 12 17
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1414 1.2379327 4630.37442 43.292456 7.5365206 1982-1999 –> 2000-2012 2.2489608 1.0110281 10218.149030 81.938528 13 19
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 953 1.3698437 3318.30867 110.772271 7.5790180 2000-2012 –> 2010-2019 2.5459218 1.1760780 7803.726603 213.842042 4 5
SO (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 953 1.3633232 3309.21432 900.467196 7.1188657 2000-2012 –> 2010-2019 2.5569034 1.1935802 7836.407965 1871.467597 1 3
SO (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 953 1.3661397 3313.14795 755.366808 6.8453081 2000-2012 –> 2010-2019 2.5629849 1.1968452 7848.066922 1598.697472 2 6
SO (27.85,27.95] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 953 1.3708322 3317.68354 91.929356 7.5375163 2000-2012 –> 2010-2019 2.5648451 1.1940129 7843.902239 183.975175 5 8
SO (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 953 1.3677723 3315.42436 764.974027 6.7420352 2000-2012 –> 2010-2019 2.5679748 1.2002025 7858.265010 1631.210532 3 8
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 953 1.4251119 3393.69793 37.804016 8.4229995 2000-2012 –> 2010-2019 2.6368337 1.2117219 7963.551986 75.444235 6 12
SO (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + silicate 953 1.4405395 3412.22053 25.521013 8.8065433 2000-2012 –> 2010-2019 2.6523365 1.2117970 7980.249923 49.936705 7 14
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 953 1.4442052 3419.06455 118.561702 9.1732746 2000-2012 –> 2010-2019 2.6617035 1.2174983 8002.368034 234.367470 8 16
SO (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 953 1.4526173 3428.13433 118.492869 9.4066620 2000-2012 –> 2010-2019 2.6704229 1.2178055 8010.151304 233.089407 9 18
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 953 1.4567825 3435.59170 68.663330 9.1443833 2000-2012 –> 2010-2019 2.6862009 1.2294184 8046.448341 137.943027 10 20
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1573 1.2042937 5062.80067 135.887417 6.6658519 1982-1999 –> 2000-2012 2.2055950 1.0013013 10948.068743 267.768727 2 3
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1573 1.2066904 5069.05558 37.249272 6.1750523 1982-1999 –> 2000-2012 2.2175466 1.0108562 10993.585043 69.101573 3 5
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1573 1.1873491 5018.22165 112.104225 6.1352676 1982-1999 –> 2000-2012 2.2248172 1.0374681 11050.175389 221.325210 1 14
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1573 1.2268134 5121.08619 71.843524 6.6927209 1982-1999 –> 2000-2012 2.2432543 1.0164409 11068.391938 132.850792 4 8
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1573 1.2377291 5148.95435 357.455601 5.7798127 1982-1999 –> 2000-2012 2.2504020 1.0126728 11080.906586 679.770023 8 11
SO (27.95,28.05] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1573 1.2424976 5159.05129 133.464546 5.2272283 1982-1999 –> 2000-2012 2.2623274 1.0198298 11118.117326 263.854565 11 16
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1573 1.2372800 5147.81251 55.250991 6.8983545 1982-1999 –> 2000-2012 2.2636259 1.0263459 11135.208502 108.064053 7 13
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1573 1.2393936 5153.18204 45.211887 6.8309195 1982-1999 –> 2000-2012 2.2670943 1.0277008 11146.031524 83.748889 9 17
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1573 1.2432399 5162.93012 28.226219 6.6821322 1982-1999 –> 2000-2012 2.2729621 1.0297222 11163.903096 52.245084 12 22
SO (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1573 1.2452245 5165.94815 22.951668 6.4155110 1982-1999 –> 2000-2012 2.2785749 1.0333505 11179.461703 45.630804 14 25
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1126 1.2762221 3758.72198 100.813617 5.9403357 2000-2012 –> 2010-2019 2.4635712 1.1873491 8776.943633 212.917842 1 2
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1126 1.3009849 3801.99935 143.134470 6.6000558 2000-2012 –> 2010-2019 2.5052785 1.2042937 8864.800021 279.021887 4 6
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1126 1.3008574 3801.77876 39.314757 5.9980845 2000-2012 –> 2010-2019 2.5075479 1.2066904 8870.834337 76.564029 3 6
SO (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1126 1.2988124 3798.23573 835.369631 5.3903674 2000-2012 –> 2010-2019 2.5348587 1.2360462 8942.909635 1732.300788 2 7
SO (27.95,28.05] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1126 1.3069131 3810.23775 117.184496 5.7494660 2000-2012 –> 2010-2019 2.5435870 1.2366739 8954.508794 251.448474 5 11
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1126 1.3205255 3835.57266 76.433039 6.6165298 2000-2012 –> 2010-2019 2.5473389 1.2268134 8956.658843 148.276563 10 14
SO (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1126 1.3105680 3818.52699 689.057382 5.5068301 2000-2012 –> 2010-2019 2.5611520 1.2505839 8999.986499 1399.993261 7 22
SO (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1126 1.3090156 3815.85782 613.604110 5.5759322 2000-2012 –> 2010-2019 2.5638726 1.2548569 9008.048340 1263.730491 6 23
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1126 1.3290642 3850.08742 55.111247 6.8255729 2000-2012 –> 2010-2019 2.5663442 1.2372800 8997.899932 110.362239 12 19
SO (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + silicate 1126 1.3107753 3816.88316 20.699562 5.4618812 2000-2012 –> 2010-2019 2.5675077 1.2567324 9011.771985 43.545625 8 28
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1008 1.0105796 2895.79644 384.838395 5.0265181 1982-1999 –> 2000-2012 1.8033953 0.7928158 6265.993750 784.252460 1 2
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1008 1.0305291 2935.20587 212.915649 5.0363872 1982-1999 –> 2000-2012 1.8353515 0.8048225 6347.910410 421.413404 3 5
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1008 1.0270032 2928.29645 311.997131 4.7161624 1982-1999 –> 2000-2012 1.8434291 0.8164259 6381.482164 580.414823 2 7
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1008 1.0370173 2947.85882 225.496585 5.0422769 1982-1999 –> 2000-2012 1.8473640 0.8103468 6379.908290 436.113097 4 7
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1008 1.0403174 2954.26431 51.947385 4.7869409 1982-1999 –> 2000-2012 1.8613089 0.8209915 6423.220514 94.142810 5 11
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1008 1.0459288 2965.10915 344.815007 4.9459766 1982-1999 –> 2000-2012 1.8614589 0.8155301 6415.190124 687.647208 9 13
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1008 1.0441070 2961.59461 47.668309 4.8465791 1982-1999 –> 2000-2012 1.8669847 0.8228777 6437.040770 92.022666 6 13
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1008 1.0446566 2962.65551 86.688139 4.8190965 1982-1999 –> 2000-2012 1.8684035 0.8237469 6441.087151 171.356598 7 15
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1008 1.0450744 2963.46165 47.258433 4.8111765 1982-1999 –> 2000-2012 1.8689595 0.8238851 6442.367841 90.618870 8 17
SO (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1008 1.0465582 2964.32197 47.001893 4.7386447 1982-1999 –> 2000-2012 1.8711013 0.8245431 6443.485678 89.368619 10 20
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 686 1.0973614 2088.25422 445.204433 4.9479724 2000-2012 –> 2010-2019 2.1079409 1.0105796 4984.050655 830.042827 1 2
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 686 1.1108583 2105.02605 231.585554 4.9293951 2000-2012 –> 2010-2019 2.1413873 1.0305291 5040.231929 444.501203 2 5
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 686 1.1152231 2110.40638 302.853902 4.5985133 2000-2012 –> 2010-2019 2.1422263 1.0270032 5038.702836 614.851033 4 6
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 686 1.1145256 2109.54798 245.376435 4.9271959 2000-2012 –> 2010-2019 2.1515428 1.0370173 5057.406798 470.873020 3 7
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 686 1.1222009 2118.96406 52.369679 4.6462839 2000-2012 –> 2010-2019 2.1625183 1.0403174 5073.228362 104.317064 6 11
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 686 1.1200962 2116.38843 376.396289 4.8482021 2000-2012 –> 2010-2019 2.1660250 1.0459288 5081.497579 721.211296 5 14
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 686 1.1247927 2122.12918 74.638322 4.6680921 2000-2012 –> 2010-2019 2.1694493 1.0446566 5084.784692 161.326460 8 15
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 686 1.1244826 2121.75083 42.826824 4.6604228 2000-2012 –> 2010-2019 2.1695570 1.0450744 5085.212483 90.085256 7 15
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 686 1.1256915 2123.22501 43.320871 4.6753680 2000-2012 –> 2010-2019 2.1697985 1.0441070 5084.819628 90.989180 9 15
SO (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 686 1.1270394 2122.86694 42.557968 4.7596759 2000-2012 –> 2010-2019 2.1735976 1.0465582 5087.188914 89.559861 10 20
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 465 0.5976191 854.84732 280.579669 2.3748445 1982-1999 –> 2000-2012 1.0663145 0.4686954 1732.291306 805.581982 1 2
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 465 0.6002789 858.97716 187.308636 2.5350944 1982-1999 –> 2000-2012 1.0694005 0.4691216 1737.608396 428.412232 2 4
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 465 0.6051248 866.45473 286.337751 2.5916911 1982-1999 –> 2000-2012 1.0792928 0.4741680 1759.059641 702.033274 7 10
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 465 0.6051226 866.45131 407.100131 2.5825950 1982-1999 –> 2000-2012 1.0795993 0.4744767 1759.906224 1007.559908 6 10
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 465 0.6051029 866.42106 284.745863 2.5746639 1982-1999 –> 2000-2012 1.0799076 0.4748047 1760.778440 692.930327 4 9
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 465 0.6041074 864.88983 311.626638 2.3930205 1982-1999 –> 2000-2012 1.0808004 0.4766930 1764.430915 900.283717 3 9
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 465 0.6051267 864.45768 252.186025 2.5881585 1982-1999 –> 2000-2012 1.0836592 0.4785325 1767.028718 560.972516 8 15
SO (28.1,28.15] 4 cstar_tref ~ temp + aou + nitrate + phosphate 465 0.6051054 864.42493 276.234877 2.3169322 1982-1999 –> 2000-2012 1.1007133 0.4956078 1812.785437 733.895369 5 14
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 465 0.6164260 883.66298 186.172454 2.8112647 1982-1999 –> 2000-2012 1.1054938 0.4890678 1816.674861 438.829676 10 18
SO (28.1,28.15] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 465 0.6125738 875.83292 307.087738 2.3309063 1982-1999 –> 2000-2012 1.1176399 0.5050661 1848.882584 820.464261 9 19
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 343 0.6711273 713.81748 164.217036 3.3232840 2000-2012 –> 2010-2019 1.2714062 0.6002789 1572.794641 351.525672 1 3
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 343 0.6750611 717.82667 428.540332 3.3835364 2000-2012 –> 2010-2019 1.2801836 0.6051226 1584.277985 835.640463 3 9
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 343 0.6752990 718.06846 310.995583 3.3633769 2000-2012 –> 2010-2019 1.2804238 0.6051248 1584.523184 597.333333 4 11
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 343 0.6753508 718.12101 309.509378 3.3710257 2000-2012 –> 2010-2019 1.2804537 0.6051029 1584.542070 594.255241 5 9
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 343 0.6769370 717.73036 281.071783 3.2102054 2000-2012 –> 2010-2019 1.2820637 0.6051267 1582.188036 533.257809 6 14
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 343 0.6740805 716.82950 164.036033 3.5115835 2000-2012 –> 2010-2019 1.2905065 0.6164260 1600.492475 350.208486 2 12
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 343 0.7004623 743.16576 323.130899 2.6929769 2000-2012 –> 2010-2019 1.2980815 0.5976191 1598.013084 603.710568 8 9
SO (28.1,28.15] 4 cstar_tref ~ temp + aou + nitrate + phosphate 343 0.7044577 745.06755 321.038982 2.5422746 2000-2012 –> 2010-2019 1.3095632 0.6051054 1609.492483 597.273859 10 15
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 343 0.7055315 748.11237 366.174725 2.7110616 2000-2012 –> 2010-2019 1.3096389 0.6041074 1613.002197 677.801363 11 14
SO (28.1,28.15] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 343 0.7104127 750.84213 363.815426 2.5438546 2000-2012 –> 2010-2019 1.3229865 0.6125738 1626.675046 670.903164 14 23
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1687 0.7718853 3927.90476 304.263460 4.0954644 1982-1999 –> 2000-2012 1.3841096 0.6122244 8158.161916 593.933717 1 2
SO (28.1,28.2] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1687 0.7719355 3926.12412 250.761950 4.1066282 1982-1999 –> 2000-2012 1.4013503 0.6294148 8280.156966 493.729070 2 7
SO (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1687 0.7874642 3995.32386 922.855553 4.4814108 1982-1999 –> 2000-2012 1.4067492 0.6192850 8277.663131 1774.376754 3 5
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1687 0.7878914 3997.15366 97.154885 4.4396125 1982-1999 –> 2000-2012 1.4123767 0.6244854 8317.474580 181.878850 4 7
SO (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1687 0.7924444 4016.59500 888.914972 4.5936720 1982-1999 –> 2000-2012 1.4187551 0.6263107 8350.172832 1713.430744 7 11
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1687 0.7922519 4015.77553 98.312117 4.5606227 1982-1999 –> 2000-2012 1.4224342 0.6301822 8377.342943 183.996077 6 12
SO (28.1,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 1687 0.7886701 3998.48662 39.133559 4.4122675 1982-1999 –> 2000-2012 1.4233747 0.6347047 8390.532678 78.916517 5 15
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1687 0.7957929 4030.82214 783.542716 3.7436813 1982-1999 –> 2000-2012 1.4271240 0.6313311 8400.662165 1496.962164 9 16
SO (28.1,28.2] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1687 0.7931974 4017.79967 24.491256 4.5332097 1982-1999 –> 2000-2012 1.4317567 0.6385593 8437.346142 48.376370 8 21
SO (28.1,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1687 0.7997668 4045.62861 277.157020 3.7660276 1982-1999 –> 2000-2012 1.4318176 0.6320508 8418.643821 543.242630 13 21
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1100 0.8630818 2811.72390 293.733613 5.9364263 2000-2012 –> 2010-2019 1.6349670 0.7718853 6739.628669 597.997073 1 2
SO (28.1,28.2] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1100 0.8687617 2824.15474 249.549996 5.6644437 2000-2012 –> 2010-2019 1.6406972 0.7719355 6750.278855 500.311946 2 4
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1100 0.8810747 2857.11655 88.607179 6.3739835 2000-2012 –> 2010-2019 1.6689661 0.7878914 6854.270204 185.762064 3 7
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1100 0.8844450 2865.51581 87.476521 6.4896706 2000-2012 –> 2010-2019 1.6766969 0.7922519 6881.291333 185.788638 4 10
SO (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1100 0.8905858 2880.73795 956.017002 5.9395416 2000-2012 –> 2010-2019 1.6780500 0.7874642 6876.061810 1878.872554 8 11
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1100 0.8865407 2870.72258 736.378873 5.1867957 2000-2012 –> 2010-2019 1.6823336 0.7957929 6901.544722 1519.921588 5 14
SO (28.1,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 1100 0.8941463 2887.51589 38.985454 6.0352831 2000-2012 –> 2010-2019 1.6828164 0.7886701 6886.002504 78.119013 14 19
SO (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1100 0.8933402 2887.53155 910.456799 6.0424657 2000-2012 –> 2010-2019 1.6857846 0.7924444 6904.126548 1799.371772 12 19
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1100 0.8869266 2871.67996 54.824253 6.2069474 2000-2012 –> 2010-2019 1.6874687 0.8005422 6922.578012 115.825447 6 20
SO (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1100 0.8907256 2881.08337 945.737852 5.8808235 2000-2012 –> 2010-2019 1.6894508 0.7987252 6924.314803 1882.250712 9 20
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 498 0.4332415 594.14867 867.788299 2.7997193 1982-1999 –> 2000-2012 0.8377587 0.4045172 1335.799194 1853.878440 1 4
SO (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 498 0.4332470 592.16136 704.332536 2.8037545 1982-1999 –> 2000-2012 0.8377694 0.4045224 1331.829980 1453.207805 2 6
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 498 0.4353480 598.97966 402.997205 3.0473286 1982-1999 –> 2000-2012 0.8414556 0.4061076 1346.186404 795.940700 3 8
SO (28.15,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 498 0.4375066 601.90591 96.239790 2.8537475 1982-1999 –> 2000-2012 0.8440016 0.4064950 1348.462760 178.110839 5 12
SO (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 498 0.4365146 599.64501 795.962204 2.8701559 1982-1999 –> 2000-2012 0.8470634 0.4105488 1360.253160 1639.010403 4 13
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 498 0.4378678 604.72790 817.863123 3.1221550 1982-1999 –> 2000-2012 0.8496283 0.4117605 1371.509110 1536.172516 6 16
SO (28.15,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 498 0.4509695 632.09265 706.794050 2.1699586 1982-1999 –> 2000-2012 0.8519124 0.4009429 1359.175755 1316.871849 12 13
SO (28.15,28.2] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 498 0.4401255 607.85011 178.792350 2.9332354 1982-1999 –> 2000-2012 0.8522139 0.4120884 1373.758478 332.516823 8 20
SO (28.15,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 498 0.4410177 609.86710 189.952281 2.9601181 1982-1999 –> 2000-2012 0.8542176 0.4131999 1379.589649 350.628119 9 24
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 498 0.4396492 608.77178 827.194791 3.1862922 1982-1999 –> 2000-2012 0.8543093 0.4146601 1385.489360 1557.069238 7 24
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 347 0.5223129 547.99842 598.608547 3.0432300 2000-2012 –> 2010-2019 0.9555545 0.4332415 1142.147089 1466.396846 1 2
SO (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 347 0.5227436 546.57044 499.697140 3.0764471 2000-2012 –> 2010-2019 0.9559907 0.4332470 1138.731798 1204.029676 2 4
SO (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 347 0.5253903 550.07532 569.398759 3.1205543 2000-2012 –> 2010-2019 0.9619049 0.4365146 1149.720328 1365.360963 3 7
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 347 0.5362119 566.22458 291.036759 3.2309511 2000-2012 –> 2010-2019 0.9715599 0.4353480 1165.204243 694.033963 4 7
SO (28.15,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 347 0.5371831 565.48045 94.742530 3.1249914 2000-2012 –> 2010-2019 0.9746897 0.4375066 1167.386366 190.982320 5 10
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 347 0.5382533 568.86171 586.905912 3.2874906 2000-2012 –> 2010-2019 0.9761211 0.4378678 1173.589616 1404.769035 6 12
SO (28.15,28.2] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 347 0.5393214 568.23755 178.846203 3.1814531 2000-2012 –> 2010-2019 0.9794469 0.4401255 1176.087658 357.638554 7 15
SO (28.15,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 347 0.5403864 569.60657 187.244068 3.2093470 2000-2012 –> 2010-2019 0.9814041 0.4410177 1179.473673 377.196349 8 17
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 347 0.5436003 575.72185 595.602930 3.3676974 2000-2012 –> 2010-2019 0.9832495 0.4396492 1184.493630 1422.797721 9 16
SO (28.15,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 347 0.5459326 576.69304 180.854317 3.2178697 2000-2012 –> 2010-2019 0.9892456 0.4433130 1191.730568 363.237563 10 20
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2080 0.3879374 1977.63345 51.910253 2.0235952 1982-1999 –> 2000-2012 0.7107269 0.3227895 3559.928760 107.197374 3 5
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2080 0.3879363 1977.62170 52.787515 2.0234959 1982-1999 –> 2000-2012 0.7107836 0.3228473 3560.891357 108.863185 2 5
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2080 0.3878145 1976.31554 609.361972 2.0274035 1982-1999 –> 2000-2012 0.7108558 0.3230413 3562.854559 1356.906652 1 5
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2080 0.3885030 1983.69412 110.322457 2.0115336 1982-1999 –> 2000-2012 0.7110223 0.3225193 3561.431585 221.729971 6 7
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2080 0.3879447 1977.71182 36.646917 2.0261846 1982-1999 –> 2000-2012 0.7114273 0.3234826 3571.679379 74.287288 4 9
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2080 0.3931893 2033.57348 65.506693 2.0037412 1982-1999 –> 2000-2012 0.7229043 0.3297151 3731.394030 134.632446 7 13
SO (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2080 0.3879453 1975.71851 34.069654 2.0256390 1982-1999 –> 2000-2012 0.7302746 0.3423293 3875.854583 67.421874 5 20
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2080 0.3984669 2087.03981 39.894110 2.2764567 1982-1999 –> 2000-2012 0.7309980 0.3325311 3829.142048 82.716042 10 17
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2080 0.3979685 2081.83381 13.375036 2.2734179 1982-1999 –> 2000-2012 0.7326879 0.3347194 3859.630632 24.744492 9 17
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2080 0.3970948 2072.69103 47.591286 2.2586666 1982-1999 –> 2000-2012 0.7345757 0.3374809 3895.201548 97.931915 8 17
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1440 0.4488851 1793.69634 537.843719 2.6151162 2000-2012 –> 2010-2019 0.8366996 0.3878145 3770.011876 1147.205691 1 2
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1440 0.4489232 1793.94086 34.982412 2.5536348 2000-2012 –> 2010-2019 0.8368679 0.3879447 3771.652675 71.629329 2 6
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1440 0.4491994 1795.71242 55.784197 2.5701306 2000-2012 –> 2010-2019 0.8371368 0.3879374 3773.345878 107.694450 3 6
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1440 0.4492837 1796.25262 50.606774 2.5570809 2000-2012 –> 2010-2019 0.8372200 0.3879363 3773.874325 103.394289 4 6
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1440 0.4504442 1803.68232 109.119833 2.4308095 2000-2012 –> 2010-2019 0.8389472 0.3885030 3787.376441 219.442289 5 11
SO (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 1440 0.4556020 1834.47239 33.211412 2.3893019 2000-2012 –> 2010-2019 0.8435474 0.3879453 3810.190906 67.281066 8 13
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1440 0.4522845 1815.42438 682.719824 2.6246033 2000-2012 –> 2010-2019 0.8455839 0.3932994 3850.162598 1456.245993 6 14
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1440 0.4570908 1845.86790 62.310913 2.5256094 2000-2012 –> 2010-2019 0.8502801 0.3931893 3879.441379 127.817606 9 16
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1440 0.4555290 1834.01062 47.406535 2.5249764 2000-2012 –> 2010-2019 0.8526238 0.3970948 3906.701645 94.997821 7 16
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 1440 0.4587406 1854.24459 14.129397 2.4082188 2000-2012 –> 2010-2019 0.8567092 0.3979685 3936.078400 27.504433 10 20
SO (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2566 0.7196449 5607.57769 751.732568 6.8690033 1982-1999 –> 2000-2012 1.3355653 0.6159204 12096.283557 1456.618426 4 5
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2566 0.7154654 5577.68601 557.622526 6.5707811 1982-1999 –> 2000-2012 1.3376305 0.6221651 12136.300278 1067.891954 1 6
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2566 0.7190451 5603.29885 548.402989 7.8669777 1982-1999 –> 2000-2012 1.3394191 0.6203740 12141.933640 1074.971425 3 7
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2566 0.7204616 5613.39873 702.582465 6.7352763 1982-1999 –> 2000-2012 1.3407374 0.6202758 12150.937012 1360.283928 7 10
SO (28.2,28.3] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2566 0.7199250 5607.57540 448.993793 6.6706514 1982-1999 –> 2000-2012 1.3422951 0.6223700 12166.471647 856.403578 5 11
SO (28.2,28.3] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2566 0.7205631 5612.12198 514.671821 6.8577486 1982-1999 –> 2000-2012 1.3435245 0.6229613 12177.599104 980.695951 9 16
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2566 0.7189185 5602.39516 107.754933 6.9223926 1982-1999 –> 2000-2012 1.3445656 0.6256471 12199.685016 210.888177 2 12
SO (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2566 0.7265755 5656.76553 429.105818 7.3660522 1982-1999 –> 2000-2012 1.3459262 0.6193507 12183.960568 839.782620 25 27
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2566 0.7204366 5613.22043 81.063769 7.1055375 1982-1999 –> 2000-2012 1.3495500 0.6291134 12248.799220 161.413285 6 22
SO (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2566 0.7209802 5617.09174 468.559629 8.2045789 1982-1999 –> 2000-2012 1.3502054 0.6292252 12253.901570 929.248100 11 29
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1865 0.8079722 4511.30176 526.986370 7.3048432 2000-2012 –> 2010-2019 1.5234376 0.7154654 10088.987766 1084.608896 1 2
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1865 0.8126963 4533.04688 104.561234 7.7480722 2000-2012 –> 2010-2019 1.5316148 0.7189185 10135.442046 212.316166 2 4
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1865 0.8138519 4538.34713 87.235416 7.9306653 2000-2012 –> 2010-2019 1.5342885 0.7204366 10151.567568 168.299185 3 9
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1865 0.8158941 4547.69475 504.930858 8.6463389 2000-2012 –> 2010-2019 1.5349392 0.7190451 10150.993601 1053.333847 6 9
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1865 0.8148109 4542.73978 506.133927 8.5479552 2000-2012 –> 2010-2019 1.5364736 0.7216626 10164.686742 1063.587805 4 16
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1865 0.8161325 4548.78492 665.821730 7.1096000 2000-2012 –> 2010-2019 1.5365941 0.7204616 10162.183649 1368.404195 7 14
SO (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1865 0.8166708 4551.24412 435.121569 8.9044744 2000-2012 –> 2010-2019 1.5376510 0.7209802 10168.335861 903.681198 10 21
SO (28.2,28.3] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1865 0.8173698 4552.43511 471.364706 7.4090075 2000-2012 –> 2010-2019 1.5379329 0.7205631 10164.557092 986.036527 14 23
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1865 0.8163159 4549.62268 88.010452 7.9516633 2000-2012 –> 2010-2019 1.5383018 0.7219859 10173.867901 169.730171 8 23
SO (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 1865 0.8166760 4549.26776 415.110742 8.8952325 2000-2012 –> 2010-2019 1.5384694 0.7217934 10170.144401 853.864741 11 25
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1721 0.5198255 2646.01645 24.096937 6.0290313 1982-1999 –> 2000-2012 1.0290853 0.5092598 5965.493085 47.782202 3 4
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1721 0.5205096 2650.54271 40.819236 6.0503875 1982-1999 –> 2000-2012 1.0333834 0.5128739 6001.431832 87.758660 6 8
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1721 0.5209147 2653.22088 50.453762 6.0698144 1982-1999 –> 2000-2012 1.0345826 0.5136679 6010.981777 103.348249 9 12
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1721 0.5190334 2640.76769 12.417742 5.8426543 1982-1999 –> 2000-2012 1.0348081 0.5157747 6016.709959 26.391545 1 5
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1721 0.5195751 2644.35799 24.984420 5.8691087 1982-1999 –> 2000-2012 1.0373566 0.5177815 6037.549574 55.421717 2 8
SO (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + phosphate 1721 0.5201376 2646.08243 12.090561 5.9056267 1982-1999 –> 2000-2012 1.0379672 0.5178296 6037.687030 25.770413 5 12
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1721 0.5218385 2659.31943 226.363385 6.1557510 1982-1999 –> 2000-2012 1.0387411 0.5169026 6044.964830 473.066354 11 16
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1721 0.5200627 2647.58685 36.755363 5.8971014 1982-1999 –> 2000-2012 1.0393756 0.5193129 6053.897137 79.640648 4 13
SO (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1721 0.5207589 2650.19105 15.826227 5.9379754 1982-1999 –> 2000-2012 1.0410049 0.5202460 6062.475438 33.632670 7 18
SO (28.3, Inf] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1721 0.5211641 2652.86828 32.256065 5.9580141 1982-1999 –> 2000-2012 1.0424249 0.5212608 6073.809099 67.801416 10 23
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1191 0.5496274 1968.24978 14.300779 3.7213614 2000-2012 –> 2010-2019 1.0686609 0.5190334 4609.017465 26.718521 1 2
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1191 0.5497805 1968.91316 23.215883 3.7009898 2000-2012 –> 2010-2019 1.0696061 0.5198255 4614.929608 47.312821 2 5
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1191 0.5501440 1970.48747 26.218590 3.7345512 2000-2012 –> 2010-2019 1.0697191 0.5195751 4614.845457 51.203010 4 6
SO (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + phosphate 1191 0.5498632 1967.27115 11.530691 3.7424329 2000-2012 –> 2010-2019 1.0700008 0.5201376 4613.353581 23.621252 3 8
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1191 0.5504725 1971.90942 38.806809 3.7452468 2000-2012 –> 2010-2019 1.0705353 0.5200627 4619.496275 75.562172 7 11
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1191 0.5503070 1971.19290 36.616721 3.7089947 2000-2012 –> 2010-2019 1.0708165 0.5205096 4621.735608 77.435957 5 11
SO (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1191 0.5504209 1969.68583 15.172022 3.7584671 2000-2012 –> 2010-2019 1.0711797 0.5207589 4619.876884 30.998250 6 13
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1191 0.5505908 1972.42127 44.163833 3.7166431 2000-2012 –> 2010-2019 1.0715055 0.5209147 4625.642149 94.617595 8 17
SO (28.3, Inf] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1191 0.5507020 1970.90207 27.365342 3.7652822 2000-2012 –> 2010-2019 1.0718661 0.5211641 4623.770355 59.621407 9 19
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1191 0.5516448 1976.97663 205.008080 3.8091066 2000-2012 –> 2010-2019 1.0725446 0.5208998 4630.099153 432.220471 10 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 –> 2000-2012 2.3851773 1414.74140
Atlantic (-Inf,26] 2000-2012 –> 2010-2019 2.2770344 963.45453
Atlantic (26,26.5] 1982-1999 –> 2000-2012 6.6378429 14174.82796
Atlantic (26,26.5] 2000-2012 –> 2010-2019 6.8431605 9881.73704
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 6.3935078 17362.91212
Atlantic (26.5,26.75] 2000-2012 –> 2010-2019 6.6800714 12410.38778
Atlantic (26.75,27] 1982-1999 –> 2000-2012 3.8925865 21691.52090
Atlantic (26.75,27] 2000-2012 –> 2010-2019 4.5007307 16395.74186
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.7813115 18144.89195
Atlantic (27,27.25] 2000-2012 –> 2010-2019 4.5205956 14488.56986
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 3.8063810 18391.72871
Atlantic (27.25,27.5] 2000-2012 –> 2010-2019 4.6166360 14425.74971
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 4.4239492 23157.20797
Atlantic (27.5,27.75] 2000-2012 –> 2010-2019 4.9902862 17319.79981
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 3.7412126 7576.06832
Atlantic (27.75,27.85] 2000-2012 –> 2010-2019 3.2862245 4748.04305
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 6.1792469 9426.41361
Atlantic (27.85,27.95] 2000-2012 –> 2010-2019 6.1163271 6548.02135
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 5.7995317 9488.93394
Atlantic (27.95,28.05] 2000-2012 –> 2010-2019 5.1280876 6112.34298
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 0.3328909 -939.16059
Atlantic (28.05,28.1] 2000-2012 –> 2010-2019 0.4691522 -60.56533
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 0.2835915 -1510.65961
Atlantic (28.1,28.15] 2000-2012 –> 2010-2019 0.2957062 -961.32382
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 0.3477913 -1923.71865
Atlantic (28.15,28.2] 2000-2012 –> 2010-2019 0.3056037 -1986.55045
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 0.5086587 225.96088
Atlantic (28.2, Inf] 2000-2012 –> 2010-2019 0.4841466 -115.62400
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 12.4895896 87088.35603
Indo-Pacific (-Inf,26] 2000-2012 –> 2010-2019 12.1438348 60908.63557
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 8.5041914 81496.06160
Indo-Pacific (26,26.5] 2000-2012 –> 2010-2019 8.5838650 58053.53117
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 6.4552993 56006.37458
Indo-Pacific (26.5,26.75] 2000-2012 –> 2010-2019 6.8061854 40687.03056
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 6.0592665 57755.09399
Indo-Pacific (26.75,27] 2000-2012 –> 2010-2019 6.6545074 42269.92874
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 4.0722655 45170.45488
Indo-Pacific (27,27.25] 2000-2012 –> 2010-2019 4.6915363 35018.70538
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 3.4440456 35058.80962
Indo-Pacific (27.25,27.5] 2000-2012 –> 2010-2019 4.0342076 27188.41333
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 2.4800252 27007.74431
Indo-Pacific (27.5,27.75] 2000-2012 –> 2010-2019 2.9510386 21238.48122
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 1.2145445 5435.20386
Indo-Pacific (27.75,27.85] 2000-2012 –> 2010-2019 1.4241784 4471.38075
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 1.2001917 8588.41013
Indo-Pacific (27.85,27.95] 2000-2012 –> 2010-2019 1.3289442 6867.07655
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 1.1428059 5381.94377
Indo-Pacific (27.95,28.05] 2000-2012 –> 2010-2019 1.1764572 3659.08201
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 0.9142193 3454.79842
Indo-Pacific (28.05,28.1] 2000-2012 –> 2010-2019 0.9080677 2344.55544
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2012 1.2710209 13266.76055
Indo-Pacific (28.1,28.2] 2000-2012 –> 2010-2019 1.2566002 9563.12715
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2012 1.0972079 25451.29319
Indo-Pacific (28.2,28.3] 2000-2012 –> 2010-2019 1.0890924 17954.99615
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2012 0.5983883 664.74323
Indo-Pacific (28.3, Inf] 2000-2012 –> 2010-2019 0.5753339 388.44824
SO (26,26.5] 1982-1999 –> 2000-2012 1.7073893 611.49535
SO (26,26.5] 2000-2012 –> 2010-2019 1.6090004 382.45783
SO (26.5,26.75] 1982-1999 –> 2000-2012 3.4779800 3118.89027
SO (26.5,26.75] 2000-2012 –> 2010-2019 3.4169453 2178.53861
SO (26.75,27] 1982-1999 –> 2000-2012 5.1105789 13663.67986
SO (26.75,27] 2000-2012 –> 2010-2019 5.1697005 9316.75796
SO (27,27.25] 1982-1999 –> 2000-2012 3.5334780 25390.68572
SO (27,27.25] 2000-2012 –> 2010-2019 3.7585806 17692.42302
SO (27.25,27.5] 1982-1999 –> 2000-2012 2.8422206 24048.40426
SO (27.25,27.5] 2000-2012 –> 2010-2019 3.2317919 18264.76872
SO (27.5,27.75] 1982-1999 –> 2000-2012 2.5992911 27908.21238
SO (27.5,27.75] 2000-2012 –> 2010-2019 2.9764252 22174.25093
SO (27.75,27.85] 1982-1999 –> 2000-2012 2.3729713 10995.93691
SO (27.75,27.85] 2000-2012 –> 2010-2019 2.4798703 8218.47830
SO (27.85,27.95] 1982-1999 –> 2000-2012 2.2221002 10154.30067
SO (27.85,27.95] 2000-2012 –> 2010-2019 2.6106127 7919.31383
SO (27.95,28.05] 1982-1999 –> 2000-2012 2.2486200 11088.38498
SO (27.95,28.05] 2000-2012 –> 2010-2019 2.5361059 8938.43620
SO (28.05,28.1] 1982-1999 –> 2000-2012 1.8527757 6397.76867
SO (28.05,28.1] 2000-2012 –> 2010-2019 2.1554043 5061.71239
SO (28.1,28.15] 1982-1999 –> 2000-2012 1.0862821 1775.94465
SO (28.1,28.15] 2000-2012 –> 2010-2019 1.2925308 1595.60012
SO (28.1,28.2] 1982-1999 –> 2000-2012 1.4159848 8340.81572
SO (28.1,28.2] 2000-2012 –> 2010-2019 1.6727231 6864.00975
SO (28.15,28.2] 1982-1999 –> 2000-2012 0.8470330 1359.20538
SO (28.15,28.2] 2000-2012 –> 2010-2019 0.9729167 1166.85650
SO (28.2, Inf] 1982-1999 –> 2000-2012 0.7206256 3700.80085
SO (28.2, Inf] 2000-2012 –> 2010-2019 0.8435616 3825.88361
SO (28.2,28.3] 1982-1999 –> 2000-2012 1.3429419 12175.58716
SO (28.2,28.3] 2000-2012 –> 2010-2019 1.5349703 10153.07666
SO (28.3, Inf] 1982-1999 –> 2000-2012 1.0368730 6030.49998
SO (28.3, Inf] 2000-2012 –> 2010-2019 1.0706435 4619.27665

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

6.2.2 Best models

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

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

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

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2012
(-Inf,26] 8 5 7 7 10 5 7
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 8 5 8 6 5 10 6
(26.75,27] 9 4 8 5 5 10 6
(27,27.25] 8 6 8 5 8 7 7
(27.25,27.5] 8 10 5 6 5 4 9
(27.5,27.75] 4 2 4 8 10 5 10
(27.75,27.85] 6 4 4 6 10 5 10
(27.85,27.95] 6 3 5 7 5 10 9
(27.95,28.05] 4 9 4 7 6 3 10
(28.05,28.1] 5 3 5 7 6 8 10
(28.1,28.15] 4 2 5 8 8 7 10
(28.15,28.2] 9 10 3 4 10 3 5
(28.2, Inf] 9 10 3 5 8 5 3
total 96.00 79.00 75.00 87.00 106.00 87.00 110.00
Atlantic - 2000-2012 --> 2010-2019
(-Inf,26] 8 5 7 7 10 5 7
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 9 5 6 6 7 10 5
(26.75,27] 9 4 7 6 7 10 4
(27,27.25] 9 6 6 5 7 10 6
(27.25,27.5] 9 10 4 4 10 4 5
(27.5,27.75] 4 2 4 10 10 5 8
(27.75,27.85] 7 3 5 5 10 6 9
(27.85,27.95] 6 3 5 7 5 10 9
(27.95,28.05] 5 8 3 8 6 4 10
(28.05,28.1] 4 4 4 8 6 7 10
(28.1,28.15] 6 4 5 7 4 8 10
(28.15,28.2] 9 10 3 4 10 3 5
(28.2, Inf] 9 10 3 5 8 5 3
total 102.00 80.00 68.00 88.00 110.00 92.00 99.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 8 4 8 7 10 4 7
(26,26.5] 8 8 8 7 6 6 7
(26.5,26.75] 8 10 7 7 3 4 8
(26.75,27] 7 10 7 7 6 3 7
(27,27.25] 8 10 7 7 3 4 8
(27.25,27.5] 7 10 7 7 3 3 9
(27.5,27.75] 6 10 6 7 4 4 10
(27.75,27.85] 7 9 7 6 4 4 10
(27.85,27.95] 8 5 6 6 8 5 10
(27.95,28.05] 6 4 5 7 5 10 9
(28.05,28.1] 5 4 5 8 10 10 4
(28.1,28.2] 6 7 6 6 5 10 8
(28.2,28.3] 5 10 8 5 4 10 5
(28.3, Inf] 6 5 6 8 10 6 8
total 95.00 106.00 93.00 95.00 81.00 83.00 110.00
Indo-Pacific - 2000-2012 --> 2010-2019
(-Inf,26] 7 6 6 8 10 4 7
(26,26.5] 8 8 8 7 6 6 7
(26.5,26.75] 8 10 7 7 3 4 8
(26.75,27] 7 10 7 7 6 3 7
(27,27.25] 7 10 7 7 3 4 9
(27.25,27.5] 7 10 7 7 3 3 9
(27.5,27.75] 6 10 6 7 4 4 10
(27.75,27.85] 7 9 7 6 4 4 10
(27.85,27.95] 7 4 7 6 9 4 10
(27.95,28.05] 6 5 5 7 6 9 9
(28.05,28.1] 5 4 5 8 10 10 4
(28.1,28.2] 5 7 6 7 6 10 8
(28.2,28.3] 5 10 8 5 4 10 5
(28.3, Inf] 6 5 6 8 10 6 8
total 91.00 108.00 92.00 97.00 84.00 81.00 111.00
SO - 1982-1999 --> 2000-2012
(26,26.5] 7 10 7 8 4 4 8
(26.5,26.75] 7 10 7 7 4 3 9
(26.75,27] 7 10 7 7 4 3 9
(27,27.25] 5 7 5 9 6 6 10
(27.25,27.5] 5 9 3 8 7 6 10
(27.5,27.75] 7 10 3 6 8 5 7
(27.75,27.85] 7 5 3 7 8 10 7
(27.85,27.95] 8 5 6 7 6 10 7
(27.95,28.05] 7 4 5 8 10 8 6
(28.05,28.1] 6 5 6 8 10 6 8
(28.1,28.15] 5 6 6 6 8 6 10
(28.1,28.2] 7 3 10 7 5 8 6
(28.15,28.2] 6 4 8 6 5 6 9
(28.2, Inf] 8 10 4 5 10 3 6
(28.2,28.3] 8 5 10 7 7 8 3
(28.3, Inf] 7 3 7 7 10 4 9
total 107.00 106.00 97.00 113.00 112.00 96.00 124.00
SO - 2000-2012 --> 2010-2019
(26,26.5] 7 10 7 8 4 4 8
(26.5,26.75] 7 10 7 7 4 3 9
(26.75,27] 7 9 6 7 4 4 10
(27,27.25] 6 7 5 8 6 7 10
(27.25,27.5] 4 10 3 9 5 5 10
(27.5,27.75] 7 10 3 6 9 5 6
(27.75,27.85] 7 5 3 7 9 10 6
(27.85,27.95] 9 7 5 6 4 10 6
(27.95,28.05] 10 6 5 6 5 10 6
(28.05,28.1] 6 5 6 8 10 6 8
(28.1,28.15] 5 6 6 6 8 6 10
(28.1,28.2] 7 5 8 7 5 9 7
(28.15,28.2] 5 5 7 6 4 7 10
(28.2, Inf] 8 10 3 6 10 4 6
(28.2,28.3] 6 5 9 6 10 8 4
(28.3, Inf] 7 4 7 7 10 3 9
total 108.00 114.00 90.00 110.00 107.00 101.00 125.00

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

Version Author Date
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
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fb8a752 Donghe-Zhu 2020-12-23
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sessionInfo()
R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] car_3.0-10       carData_3.0-4    gt_0.2.2         corrr_0.4.3     
 [5] broom_0.7.5      kableExtra_1.3.1 knitr_1.30       olsrr_0.5.3     
 [9] GGally_2.0.0     lubridate_1.7.9  metR_0.9.0       scico_1.2.0     
[13] patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0    stringr_1.4.0   
[17] dplyr_1.0.5      purrr_0.3.4      readr_1.4.0      tidyr_1.1.2     
[21] tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_2.0-0         withr_2.3.0             
[13] gridExtra_2.3            tidyselect_1.1.0         curl_4.3                
[16] compiler_4.0.3           git2r_0.27.1             cli_2.2.0               
[19] rvest_0.3.6              xml2_1.3.2               sass_0.2.0              
[22] labeling_0.4.2           scales_1.1.1             checkmate_2.0.0         
[25] goftest_1.2-2            digest_0.6.27            foreign_0.8-80          
[28] rmarkdown_2.5            rio_0.5.16               pkgconfig_2.0.3         
[31] htmltools_0.5.0          highr_0.8                dbplyr_1.4.4            
[34] rlang_0.4.10             readxl_1.3.1             rstudioapi_0.13         
[37] farver_2.0.3             generics_0.1.0           jsonlite_1.7.2          
[40] zip_2.1.1                magrittr_2.0.1           Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_1.0.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               plyr_1.8.6              
[52] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[55] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[58] haven_2.3.1              hms_0.5.3                pillar_1.4.7            
[61] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[64] RcppArmadillo_0.10.1.2.2 data.table_1.13.6        modelr_0.1.8            
[67] vctrs_0.3.6              httpuv_1.5.4             cellranger_1.1.0        
[70] gtable_0.3.0             reshape_0.8.8            assertthat_0.2.1        
[73] xfun_0.20                openxlsx_4.2.3           RcppEigen_0.3.3.9.1     
[76] later_1.1.0.1            viridisLite_0.3.0        ellipsis_0.3.1          
[79] here_1.0.1