Last updated: 2021-06-07

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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 + temp + aou + silicate + phosphate 114 3.8820390 646.7681848 25.256572 9.7489385 1982-1999 –> 2000-2009 5.5882477 1.7062087 926.40506 47.472702 2 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 114 4.0520217 656.5392185 66.531049 12.2839748 1982-1999 –> 2000-2009 5.7378867 1.6858651 934.54478 83.066860 9 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 114 4.0098791 654.1555157 22.107104 11.6771107 1982-1999 –> 2000-2009 5.8594501 1.8495710 944.76486 92.289821 8 24
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 114 4.2118954 665.3620923 65.041291 9.7814624 1982-1999 –> 2000-2009 5.8913161 1.6794207 942.84679 76.045365 13 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 114 4.0699122 657.5436722 12.883487 13.3831558 1982-1999 –> 2000-2009 5.9279886 1.8580764 948.77699 99.275580 10 27
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 114 4.3063973 670.4211644 110.125406 8.5586959 1982-1999 –> 2000-2009 5.9943137 1.6879164 948.59211 122.011182 16 20
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 114 4.3291998 671.6252483 65.137202 8.6574217 1982-1999 –> 2000-2009 6.0099023 1.6807025 949.21370 78.027406 17 19
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 114 4.3053110 670.3636438 53.731330 11.5576123 1982-1999 –> 2000-2009 6.1192198 1.8139088 958.32512 243.261518 15 27
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 114 4.4686809 678.8552503 14.045228 13.3716197 1982-1999 –> 2000-2009 6.1833245 1.7146436 959.16280 39.949146 29 36
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 114 4.3390340 670.1425840 50.055725 8.8086427 1982-1999 –> 2000-2009 6.2963797 1.9573457 966.45437 58.210336 18 39
Atlantic (-Inf,26] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 51 0.3752271 58.7488978 37.985442 1.0814134 2000-2009 –> 2010-2019 4.2702556 3.8950285 706.27871 93.871279 5 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 51 0.4585669 79.2075181 37.579134 1.1603831 2000-2009 –> 2010-2019 4.3406058 3.8820390 725.97570 62.835706 13 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 51 0.4665504 80.9680230 112.344902 1.1999270 2000-2009 –> 2010-2019 4.4764295 4.0098791 735.12354 134.452006 16 24
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 51 0.6149898 109.1444647 71.959254 1.6142810 2000-2009 –> 2010-2019 4.6670114 4.0520217 765.68368 138.490302 19 28
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 51 0.3632646 55.4441091 71.191185 0.9827982 2000-2009 –> 2010-2019 4.6685756 4.3053110 725.80775 124.922515 3 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 51 0.4577744 79.0310991 12.969790 1.1530624 2000-2009 –> 2010-2019 4.6696698 4.2118954 744.39319 78.011080 12 25
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 51 0.6186572 109.7509220 226.132594 1.6301901 2000-2009 –> 2010-2019 4.6885694 4.0699122 767.29459 239.016081 25 35
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 51 0.3613130 54.8946457 18.281666 0.9859564 2000-2009 –> 2010-2019 4.6905129 4.3291998 726.51989 83.418867 1 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 51 0.4609553 79.7373918 15.221059 1.1668857 2000-2009 –> 2010-2019 4.7673526 4.3063973 750.15856 125.346465 14 30
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 51 0.3793781 59.8710994 73.279796 1.0731919 2000-2009 –> 2010-2019 4.7881876 4.4088095 735.65095 142.292938 6 28
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 229 3.9634759 1294.5954467 178.980476 8.6062081 1982-1999 –> 2000-2009 7.2396064 3.2761305 3398.28787 464.723554 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 229 4.2477407 1326.3192026 16.195499 9.3289264 1982-1999 –> 2000-2009 7.6201418 3.3724011 3453.23915 33.015846 2 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 229 4.4024689 1342.7056495 188.492321 10.2895030 1982-1999 –> 2000-2009 7.6230583 3.2205894 3432.68499 468.728889 5 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 229 4.3257440 1334.6533906 16.380043 9.5237384 1982-1999 –> 2000-2009 7.7066359 3.3808919 3463.59002 27.079937 3 11
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 229 4.4014734 1342.6020689 17.086263 9.7308572 1982-1999 –> 2000-2009 7.8025758 3.4011024 3476.31867 29.989826 4 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 229 4.7433651 1376.8638875 14.376256 11.4179873 1982-1999 –> 2000-2009 8.0522857 3.3089207 3488.54348 28.297487 14 17
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 229 4.8547395 1387.4934410 16.908103 11.6387525 1982-1999 –> 2000-2009 8.1793072 3.3245677 3502.95655 27.394478 17 21
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 229 4.8923143 1391.0246327 16.318560 11.6473601 1982-1999 –> 2000-2009 8.2240106 3.3316963 3508.20556 26.599720 19 24
Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 229 4.4763207 1350.3249041 36.064914 10.9233586 1982-1999 –> 2000-2009 8.3773679 3.9010472 3594.03213 169.388802 6 27
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 229 4.5169014 1354.4582584 16.073354 9.9230401 1982-1999 –> 2000-2009 8.4011689 3.8842675 3594.70837 151.778254 7 25
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 375 3.7063441 2060.7383748 260.845438 12.7144350 2000-2009 –> 2010-2019 7.6698200 3.9634759 3355.33382 439.825914 7 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 375 3.5560427 2029.6901516 260.968140 12.5323613 2000-2009 –> 2010-2019 7.9585117 4.4024689 3372.39580 449.460460 3 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 375 3.7241904 2064.3410095 10.897851 12.7014202 2000-2009 –> 2010-2019 7.9719311 4.2477407 3390.66021 27.093350 8 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 375 3.7253837 2064.5812866 9.527239 12.7150766 2000-2009 –> 2010-2019 8.0511277 4.3257440 3399.23468 25.907282 9 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 375 3.7301739 2065.5450490 9.002556 12.7149865 2000-2009 –> 2010-2019 8.1316473 4.4014734 3408.14712 26.088819 10 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 375 3.5756157 2033.8069432 10.996677 12.5295534 2000-2009 –> 2010-2019 8.3189808 4.7433651 3410.67083 25.372933 4 18
Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 375 3.9401030 2106.6090483 171.368943 17.8593116 2000-2009 –> 2010-2019 8.4164237 4.4763207 3456.93395 207.433857 23 29
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 375 3.5787492 2034.4639174 9.555994 12.5235071 2000-2009 –> 2010-2019 8.4334887 4.8547395 3421.95736 26.464097 5 22
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 375 3.9278334 2104.2698844 171.038074 17.5482849 2000-2009 –> 2010-2019 8.4447348 4.5169014 3458.72814 187.111428 21 28
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 375 3.9071822 2100.3162329 171.331553 17.4537837 2000-2009 –> 2010-2019 8.4595928 4.5524106 3458.36094 181.684324 18 26
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 349 2.7897829 1720.5418253 50.963251 8.2938402 1982-1999 –> 2000-2009 5.7013184 2.9115354 4406.24476 124.417920 2 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 349 2.8374382 1732.3644250 49.355841 7.0725614 1982-1999 –> 2000-2009 5.7112396 2.8738014 4404.05714 122.583406 4 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 349 2.7872420 1719.9058058 51.135544 8.6086277 1982-1999 –> 2000-2009 5.7119233 2.9246812 4410.44701 124.943218 1 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 349 2.8884963 1744.8128724 54.247025 9.7481634 1982-1999 –> 2000-2009 5.7211004 2.8326040 4400.99783 138.544364 6 16
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 349 2.9583286 1761.4869525 69.381104 7.8045425 1982-1999 –> 2000-2009 5.7317285 2.7733999 4394.98638 152.318704 10 15
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 349 2.8339212 1731.4987004 64.899126 6.7788019 1982-1999 –> 2000-2009 5.7320279 2.8981068 4412.23664 152.242454 3 17
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 349 3.0119081 1774.0155963 55.514502 7.9273056 1982-1999 –> 2000-2009 5.7540845 2.7421764 4395.35515 135.768056 13 16
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 349 2.8414209 1731.3434549 9.456858 7.4486308 1982-1999 –> 2000-2009 5.8128623 2.9714414 4436.92007 25.643115 5 23
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 349 3.1103213 1796.4578581 62.998750 9.0526528 1982-1999 –> 2000-2009 5.8211202 2.7107990 4405.43728 144.650153 20 22
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 349 3.0167903 1775.1461308 50.527728 9.1467264 1982-1999 –> 2000-2009 5.8225570 2.8057667 4421.10703 135.744131 14 22
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 481 4.2068492 2761.1376964 43.458599 11.8792255 2000-2009 –> 2010-2019 7.0953455 2.8884963 4505.95057 97.705624 3 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 481 4.1775819 2754.4216147 43.665948 11.6553892 2000-2009 –> 2010-2019 7.1943722 3.0167903 4529.56775 94.193676 2 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 481 4.4648882 2818.4057650 39.665703 11.5942647 2000-2009 –> 2010-2019 7.2546711 2.7897829 4538.94759 90.628954 15 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 481 4.4692066 2819.3357559 39.724857 11.6005919 2000-2009 –> 2010-2019 7.2564487 2.7872420 4539.24156 90.860401 16 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 481 4.4372381 2812.4297717 39.389213 11.4850943 2000-2009 –> 2010-2019 7.2746763 2.8374382 4544.79420 88.745054 14 18
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 481 4.3228421 2787.3032588 97.181065 11.1099554 2000-2009 –> 2010-2019 7.2811707 2.9583286 4548.79021 166.562169 9 19
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 481 4.1647820 2751.4695651 43.253952 11.5873859 2000-2009 –> 2010-2019 7.2833559 3.1185739 4549.77698 93.923560 1 22
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 481 4.3056692 2783.4739990 95.793801 10.9614512 2000-2009 –> 2010-2019 7.3175772 3.0119081 4557.48960 151.308303 7 20
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 481 4.2897677 2779.9146178 96.428977 10.9131125 2000-2009 –> 2010-2019 7.4000890 3.1103213 4576.37248 159.427728 6 26
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 481 4.3450711 2790.2373923 27.460788 11.8751839 2000-2009 –> 2010-2019 7.4109217 3.0658506 4574.64337 46.529559 11 26
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 608 2.3475140 2777.1112472 188.420686 9.5904686 1982-1999 –> 2000-2009 3.9477148 1.6002008 6750.59706 396.547034 5 6
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 608 2.2928387 2748.4546966 127.987773 7.4420077 1982-1999 –> 2000-2009 4.0129119 1.7200732 6873.35077 202.165762 2 5
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 608 2.2866398 2745.1626946 55.491395 10.1494234 1982-1999 –> 2000-2009 4.0184170 1.7317771 6884.27234 106.835366 1 5
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 608 2.3804077 2792.0317475 66.475121 12.1080638 1982-1999 –> 2000-2009 4.0679617 1.6875540 6874.92208 241.467352 7 9
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 608 2.3088391 2756.9109710 120.402379 6.6777043 1982-1999 –> 2000-2009 4.0896869 1.7808478 6954.58586 194.540583 3 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 608 2.3600504 2783.5877679 55.390009 10.1496010 1982-1999 –> 2000-2009 4.1600178 1.7999674 7003.64584 106.702180 6 12
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 608 2.3417709 2774.1326927 137.762793 6.2344179 1982-1999 –> 2000-2009 4.1616374 1.8198665 7017.23540 211.931195 4 12
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 608 2.4055192 2804.7924443 22.184879 11.9380551 1982-1999 –> 2000-2009 4.2100163 1.8044971 7028.11852 61.602837 9 16
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 608 2.3936416 2800.7733760 55.439883 10.0856281 1982-1999 –> 2000-2009 4.2224433 1.8288017 7054.14187 106.746092 8 17
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 608 2.4675238 2835.7388855 4.166806 11.8759522 1982-1999 –> 2000-2009 4.3343257 1.8668019 7130.21331 10.671137 10 20
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 871 2.5548659 4119.7864861 90.301378 8.2370209 2000-2009 –> 2010-2019 4.8477046 2.2928387 6868.24118 218.289151 2 4
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 871 2.5674225 4128.3270065 89.454169 8.0502390 2000-2009 –> 2010-2019 4.8762615 2.3088391 6885.23798 209.856548 3 6
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 871 2.5343084 4105.7129550 260.204064 12.6696714 2000-2009 –> 2010-2019 4.8818225 2.3475140 6882.82420 448.624750 1 6
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 871 2.5983775 4149.2044522 96.354642 8.2156763 2000-2009 –> 2010-2019 4.9401484 2.3417709 6923.33714 234.117435 4 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 871 2.6751232 4199.9110021 100.937712 11.0700729 2000-2009 –> 2010-2019 5.2107487 2.5356254 7070.75570 248.644239 5 17
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 871 2.9405984 4364.7349596 37.358349 13.3426324 2000-2009 –> 2010-2019 5.2272383 2.2866398 7109.89765 92.849744 7 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 871 2.9734960 4384.1151414 37.489285 13.4610400 2000-2009 –> 2010-2019 5.3335464 2.3600504 7167.70291 92.879294 9 15
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 871 2.9852067 4390.9622829 37.499661 13.4750012 2000-2009 –> 2010-2019 5.3788483 2.3936416 7191.73566 92.939544 10 18
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 871 2.9508239 4368.7819767 29.515615 13.2037790 2000-2009 –> 2010-2019 5.4914274 2.5406035 7240.01165 52.212427 8 21
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 871 3.1523908 4483.8876276 195.958486 14.1258034 2000-2009 –> 2010-2019 5.5327985 2.3804077 7275.91938 262.433606 14 21
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 846 2.2393046 3778.8758192 140.190301 6.5917570 1982-1999 –> 2000-2009 3.7234458 1.4841412 8323.68536 315.712899 4 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 846 2.3548705 3864.0178652 112.671650 11.9224933 1982-1999 –> 2000-2009 3.7405755 1.3857050 8237.39647 334.300335 8 9
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 846 2.2387557 3778.4610407 113.690573 6.5630353 1982-1999 –> 2000-2009 3.7465669 1.5078112 8362.79584 263.021762 3 9
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 846 2.2339159 3774.7992432 128.094870 6.6045349 1982-1999 –> 2000-2009 3.7876507 1.5537348 8434.08025 279.173233 2 11
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 846 2.2964927 3821.5441318 521.660168 6.7620173 1982-1999 –> 2000-2009 3.7947821 1.4982894 8390.05411 1036.024258 6 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 846 2.2989916 3823.3842257 180.483239 7.9363546 1982-1999 –> 2000-2009 3.8125052 1.5135136 8417.14848 403.677107 7 14
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 846 2.3871670 3887.0655698 44.722848 12.0322270 1982-1999 –> 2000-2009 3.8350874 1.4479204 8370.15460 81.306050 10 12
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 846 2.4018665 3897.4524968 43.745109 12.0543774 1982-1999 –> 2000-2009 3.8716108 1.4697443 8417.91188 80.896212 12 15
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 846 2.4413423 3923.0352627 112.666285 11.1769094 1982-1999 –> 2000-2009 3.9693298 1.5279875 8538.57460 307.604767 13 21
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 846 2.1538992 3713.0814203 101.614713 7.6527862 1982-1999 –> 2000-2009 4.0644247 1.9105255 8888.74095 253.800103 1 26
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1200 2.1583873 5265.9196952 194.712233 8.6014816 2000-2009 –> 2010-2019 4.3122866 2.1538992 8979.00112 296.326945 2 3
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1200 2.0642782 5158.9259459 268.965235 9.8876666 2000-2009 –> 2010-2019 4.3632698 2.2989916 8982.31017 449.448474 1 8
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1200 2.2461388 5361.5628622 249.230903 9.5999981 2000-2009 –> 2010-2019 4.4800547 2.2339159 9136.36211 377.325773 4 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1200 2.1772858 5286.8422447 272.278423 10.1467906 2000-2009 –> 2010-2019 4.5559355 2.3786497 9167.86000 426.794706 3 13
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1200 2.3461972 5466.1624069 229.568820 8.1168415 2000-2009 –> 2010-2019 4.5855018 2.2393046 9245.03823 369.759121 9 13
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1200 2.3506947 5470.7586718 218.346842 8.1892797 2000-2009 –> 2010-2019 4.5894505 2.2387557 9249.21971 332.037416 10 13
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate 1200 2.3509927 5469.0628810 189.885409 8.2355695 2000-2009 –> 2010-2019 4.5919764 2.2409836 9247.20689 281.182721 11 16
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1200 2.3387258 5458.5075222 692.813644 12.0539811 2000-2009 –> 2010-2019 4.6614307 2.3227049 9299.25476 1668.885727 7 15
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + silicate 1200 2.2971815 5413.4915303 192.800228 8.8729984 2000-2009 –> 2010-2019 4.6853206 2.3881391 9299.24594 289.161756 5 17
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1200 2.3350517 5454.7341169 179.272673 11.7773627 2000-2009 –> 2010-2019 4.6899222 2.3548705 9318.75198 291.944322 6 15
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1750 2.7179063 8479.8012522 237.259577 17.2088066 1982-1999 –> 2000-2009 4.2561052 1.5381989 15263.15689 807.324330 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1750 2.9626455 8781.5740624 168.027560 13.3205641 1982-1999 –> 2000-2009 4.6430225 1.6803770 15888.49561 499.040176 2 6
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1750 3.0475351 8880.4506829 212.709571 18.1193148 1982-1999 –> 2000-2009 4.6938661 1.6463310 15912.45577 725.934456 3 5
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1750 3.0788863 8914.2726208 212.579042 19.7109662 1982-1999 –> 2000-2009 4.7323532 1.6534669 15960.10746 725.707202 4 7
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1750 3.1340712 8978.4498686 212.096004 13.5396325 1982-1999 –> 2000-2009 4.9526184 1.8185472 16374.58379 691.710343 5 10
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1750 3.1948359 9045.6599413 87.702298 13.8735164 1982-1999 –> 2000-2009 5.2654189 2.0705830 16916.83349 271.357682 9 19
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1750 3.4560604 9320.7375088 159.201544 13.5081944 1982-1999 –> 2000-2009 5.2791275 1.8230671 16725.95677 464.709926 14 20
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1750 3.4830571 9345.9712197 157.241256 15.0866503 1982-1999 –> 2000-2009 5.3075828 1.8245257 16752.11769 458.674164 15 22
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1750 3.4846575 9349.5790007 199.033505 13.7999710 1982-1999 –> 2000-2009 5.4163679 1.9317104 16966.65942 841.400401 16 24
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1750 3.1586290 9005.7680681 264.204361 12.8205705 1982-1999 –> 2000-2009 5.5296523 2.3710234 17372.84040 1173.368742 6 24
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1924 3.3761395 10156.0636067 635.988876 14.8161686 2000-2009 –> 2010-2019 6.0940457 2.7179063 18635.86486 873.248453 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1924 3.4162413 10201.5009397 418.480657 14.6710692 2000-2009 –> 2010-2019 6.3788869 2.9626455 18983.07500 586.508218 2 4
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1924 3.4889854 10282.5785722 758.996250 11.7340652 2000-2009 –> 2010-2019 6.6476144 3.1586290 19288.34664 1023.200611 10 16
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1924 3.4704131 10262.0403879 386.250991 11.5040074 2000-2009 –> 2010-2019 6.6502549 3.1798418 19291.23535 523.676669 7 15
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1924 3.5713497 10372.3623928 586.912405 15.4535615 2000-2009 –> 2010-2019 6.7054209 3.1340712 19350.81226 799.008409 16 21
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1924 3.5749019 10374.1879042 533.675852 15.4474214 2000-2009 –> 2010-2019 6.7380414 3.1631394 19382.95038 743.915926 18 25
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1924 3.5785001 10378.0590136 385.868989 15.5014622 2000-2009 –> 2010-2019 6.7743171 3.1958170 19422.79352 516.174041 19 29
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1924 3.5938125 10396.4894778 157.466844 9.8112094 2000-2009 –> 2010-2019 6.7886484 3.1948359 19442.14942 245.169142 20 29
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1924 3.7708320 10581.5091746 440.996454 9.7714931 2000-2009 –> 2010-2019 6.8183670 3.0475351 19461.95986 653.706026 33 36
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1924 3.6059986 10407.5153667 156.902071 9.9795262 2000-2009 –> 2010-2019 6.8551120 3.2491134 19510.13780 244.193033 23 34
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3255 2.2306682 14474.2705730 36.584144 13.7444772 1982-1999 –> 2000-2009 3.5134984 1.2828302 25914.12028 105.681255 1 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3255 2.2511963 14533.9060724 37.953057 14.6999922 1982-1999 –> 2000-2009 3.5276487 1.2764524 25939.61480 98.701900 2 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3255 2.2537691 14541.3416504 37.156039 14.4692340 1982-1999 –> 2000-2009 3.5300721 1.2763030 25946.24894 108.479575 3 4
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3255 2.2934487 14652.9587127 19.305461 15.9719296 1982-1999 –> 2000-2009 3.6806652 1.3872165 26626.68739 33.854718 4 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3255 2.3088795 14696.6128227 18.280506 16.6872874 1982-1999 –> 2000-2009 3.6917163 1.3828367 26648.68020 32.306835 5 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3255 2.3116192 14704.3328115 18.555562 16.5155471 1982-1999 –> 2000-2009 3.6938056 1.3821864 26653.17797 33.486274 6 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3255 2.3278757 14751.9541956 86.688825 12.5428869 1982-1999 –> 2000-2009 3.6940173 1.3661417 26622.81779 305.111902 7 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3255 2.4339163 15039.9453344 36.391523 17.6201667 1982-1999 –> 2000-2009 3.7848026 1.3508863 26831.88625 90.710016 12 16
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 3255 2.3783226 14889.5242235 18.165615 14.2635760 1982-1999 –> 2000-2009 3.8446720 1.4663494 27243.26818 31.731842 9 19
Atlantic (27.5,27.75] 3 cstar_tref ~ sal + temp + phosphate_star 3255 2.4415679 15058.3789385 16.851014 18.1873313 1982-1999 –> 2000-2009 3.8695919 1.4280240 27228.70564 30.145371 13 22
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3862 1.5628417 14422.6917198 48.160607 9.4661778 2000-2009 –> 2010-2019 3.7935099 2.2306682 28896.96229 84.744752 2 3
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3862 1.5686546 14451.3676187 46.559773 9.3034422 2000-2009 –> 2010-2019 3.8198510 2.2511963 28985.27369 84.512829 4 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3862 1.5665685 14441.0888222 49.794291 9.3410096 2000-2009 –> 2010-2019 3.8203376 2.2537691 28982.43047 86.950330 3 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3862 1.5719987 14467.8160236 164.683872 11.1293449 2000-2009 –> 2010-2019 3.8998743 2.3278757 29219.77022 251.372697 5 13
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3862 1.5598880 14408.0800686 822.615753 10.5352346 2000-2009 –> 2010-2019 3.9018825 2.3419945 29199.39881 1577.695235 1 10
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 3862 1.5723057 14467.3246707 158.586110 11.0574016 2000-2009 –> 2010-2019 3.9279631 2.3556574 29294.51161 240.220081 6 17
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3862 1.6571887 14875.4484731 568.885861 9.7016632 2000-2009 –> 2010-2019 3.9279729 2.2707842 29465.75357 1110.912100 8 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3862 1.6572109 14873.5516755 22.058913 9.6866772 2000-2009 –> 2010-2019 3.9506596 2.2934487 29526.51039 41.364373 9 14
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3862 1.6574150 14874.5028209 21.481505 9.7542541 2000-2009 –> 2010-2019 3.9662945 2.3088795 29571.11564 39.762011 11 17
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3862 1.6572781 14873.8649949 22.693645 9.7295076 2000-2009 –> 2010-2019 3.9688973 2.3116192 29578.19781 41.249207 10 17
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1235 1.0671433 3679.2916820 167.416936 12.7130556 1982-1999 –> 2000-2009 1.7413732 0.6742300 6083.01920 473.830948 1 2
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 1235 1.0833753 3714.5794359 14.906315 12.1878650 1982-1999 –> 2000-2009 1.7648266 0.6814513 6141.15103 30.304754 3 5
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1235 1.0684334 3680.2759597 150.535544 12.7245092 1982-1999 –> 2000-2009 1.8217043 0.7532709 6340.51428 388.406392 2 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1235 1.1321141 3825.2725258 167.081711 12.0021791 1982-1999 –> 2000-2009 1.8562343 0.7241202 6395.47255 461.183847 5 8
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 1235 1.1341171 3827.6385913 15.262231 11.7862751 1982-1999 –> 2000-2009 1.8606465 0.7265294 6403.58454 29.949976 6 10
Atlantic (27.75,27.85] 3 cstar_tref ~ sal + aou + nitrate 1235 1.0834809 3712.8200604 8.120202 12.1999866 1982-1999 –> 2000-2009 1.8786577 0.7951768 6497.31192 21.257506 4 18
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1235 1.1610195 3887.5455721 110.241444 12.0932816 1982-1999 –> 2000-2009 1.9332656 0.7722460 6607.80002 273.388445 9 19
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1235 1.1652504 3896.5301511 116.059564 12.0802971 1982-1999 –> 2000-2009 1.9352568 0.7700064 6610.01155 288.978395 10 17
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1235 1.1671896 3900.6373372 84.911886 12.0945412 1982-1999 –> 2000-2009 1.9360648 0.7688751 6610.69007 194.983548 12 18
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1235 1.1657510 3895.5910062 24.663029 11.7609300 1982-1999 –> 2000-2009 1.9387545 0.7730035 6616.13174 42.504607 11 22
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1358 0.6487147 2692.4546355 327.281833 3.1983469 2000-2009 –> 2010-2019 1.7158579 1.0671433 6371.74632 494.698770 5 6
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1358 0.6616782 2744.1942631 300.973960 3.1568144 2000-2009 –> 2010-2019 1.7301115 1.0684334 6424.47022 451.509504 7 9
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 1358 0.6548046 2715.8325192 13.914170 3.4019889 2000-2009 –> 2010-2019 1.7381799 1.0833753 6430.41196 28.820486 6 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1358 0.6148707 2546.9287153 318.200631 2.7861734 2000-2009 –> 2010-2019 1.7469848 1.1321141 6372.20124 485.282342 1 6
Atlantic (27.75,27.85] 3 cstar_tref ~ sal + aou + nitrate 1358 0.6647877 2754.9281533 9.807914 3.2560690 2000-2009 –> 2010-2019 1.7482686 1.0834809 6467.74821 17.928116 10 14
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1358 0.6286606 2607.1682119 197.421343 2.8067711 2000-2009 –> 2010-2019 1.7896801 1.1610195 6494.71378 307.662787 4 13
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1358 0.6273013 2601.2893268 206.831843 2.8348644 2000-2009 –> 2010-2019 1.7925517 1.1652504 6497.81948 322.891407 3 13
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1358 0.6269343 2599.6998538 148.163891 2.8383391 2000-2009 –> 2010-2019 1.7941239 1.1671896 6500.33719 233.075777 2 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 1358 0.6626762 2748.2878872 14.083420 3.2293856 2000-2009 –> 2010-2019 1.7967933 1.1341171 6575.92648 29.345651 8 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1358 0.6946731 2876.3606736 277.073104 2.6727019 2000-2009 –> 2010-2019 1.8368206 1.1421474 6721.42703 415.423471 15 22
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1237 2.5612592 5851.2485135 202.110046 21.8623223 1982-1999 –> 2000-2009 3.1407258 0.5794666 8093.88775 458.752164 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1237 2.5698805 5859.5621150 220.384009 21.9337022 1982-1999 –> 2000-2009 3.1549355 0.5850550 8126.69509 406.621886 2 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1237 2.5704835 5860.1424890 95.228888 21.9394406 1982-1999 –> 2000-2009 3.1551317 0.5846482 8125.50065 192.369991 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1237 2.5758703 5865.3216638 197.369788 21.9746278 1982-1999 –> 2000-2009 3.1588586 0.5829883 8123.42383 371.405108 4 6
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1237 2.5794523 5866.7596334 63.276676 21.9896964 1982-1999 –> 2000-2009 3.2296204 0.6501681 8401.19257 107.705446 5 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1237 2.7409229 6016.9749465 31.641953 23.2579339 1982-1999 –> 2000-2009 3.3342832 0.5933603 8318.08081 53.373068 17 22
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1237 2.7455938 6021.1874019 109.368360 23.2887119 1982-1999 –> 2000-2009 3.3456908 0.6000970 8351.10416 152.027589 19 26
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1237 2.7467321 6022.2129518 16.140456 23.3008129 1982-1999 –> 2000-2009 3.3464547 0.5997225 8350.53662 26.552575 20 26
Atlantic (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1237 2.5951274 5881.7484220 326.843100 21.9241392 1982-1999 –> 2000-2009 3.3482183 0.7530909 8791.21074 729.496869 7 20
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1237 2.7535098 6028.3100888 84.308302 23.3546116 1982-1999 –> 2000-2009 3.3539232 0.6004134 8359.57217 117.326335 21 29
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1268 0.6849277 2652.6991073 290.461073 6.4919262 2000-2009 –> 2010-2019 3.2461869 2.5612592 8503.94762 492.571120 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1268 0.6936370 2684.7429304 235.652892 6.5195349 2000-2009 –> 2010-2019 3.2635176 2.5698805 8544.30505 456.036901 4 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1268 0.6931332 2682.9000321 132.904999 6.5153792 2000-2009 –> 2010-2019 3.2636166 2.5704835 8543.04252 228.133887 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1268 0.6927751 2681.5896805 218.007768 6.4714746 2000-2009 –> 2010-2019 3.2686454 2.5758703 8546.91134 415.377556 2 6
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1268 0.7369344 2836.2978143 84.973491 7.1020438 2000-2009 –> 2010-2019 3.3163867 2.5794523 8703.05745 148.250167 9 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 1268 0.8491873 3195.8543035 244.497425 6.5938148 2000-2009 –> 2010-2019 3.4329206 2.5837333 9066.71650 394.692152 15 21
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1268 0.6985957 2700.8076108 21.304908 6.9154163 2000-2009 –> 2010-2019 3.4395185 2.7409229 8717.78256 52.946862 5 22
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1268 0.7079454 2734.5233005 59.512109 6.9548801 2000-2009 –> 2010-2019 3.4535391 2.7455938 8755.71070 168.880469 7 26
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1268 0.7075107 2732.9657387 11.409623 6.9516095 2000-2009 –> 2010-2019 3.4542428 2.7467321 8755.17869 27.550079 6 26
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1268 0.7081812 2735.3679760 46.158857 6.9373182 2000-2009 –> 2010-2019 3.4616910 2.7535098 8763.67806 130.467159 8 29
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1278 2.2497691 5711.2821946 863.968587 17.3791335 1982-1999 –> 2000-2009 4.2136020 1.9638329 12222.55121 1578.605403 1 2
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate 1278 2.2497692 5709.2822699 504.272161 17.3796720 1982-1999 –> 2000-2009 4.3771636 2.1273945 12466.87082 1070.568420 2 4
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + nitrate + phosphate 1278 3.3402467 6719.4570842 411.740612 22.0371711 1982-1999 –> 2000-2009 5.9825116 2.6422649 14149.80190 828.782402 5 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1278 3.2056811 6618.3541327 162.568685 22.9035729 1982-1999 –> 2000-2009 6.2536357 3.0479546 14496.05650 261.226939 3 7
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1278 3.2788776 6674.0599130 129.636742 22.7538390 1982-1999 –> 2000-2009 6.3563302 3.0774526 14579.65827 180.132227 4 9
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1278 3.3763289 6748.9195279 48.358319 22.4052788 1982-1999 –> 2000-2009 6.4568080 3.0804791 14657.56903 89.840196 6 12
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 1278 3.4025650 6766.7044526 39.366255 22.3650149 1982-1999 –> 2000-2009 6.4922960 3.0897310 14682.66245 66.653358 7 14
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1278 3.6484306 6949.0302898 250.998047 22.2421735 1982-1999 –> 2000-2009 6.9710464 3.3226158 15094.55086 373.809197 8 16
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1278 3.6564339 6954.6310277 52.912234 22.2431052 1982-1999 –> 2000-2009 6.9829854 3.3265515 15103.82616 93.565321 9 21
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1278 3.6618498 6956.4142266 69.089453 21.9484357 1982-1999 –> 2000-2009 6.9849271 3.3230772 15100.36583 119.718525 10 19
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate 1446 2.0649282 6210.5463550 794.102681 8.4558185 2000-2009 –> 2010-2019 4.3146974 2.2497692 11919.82862 1298.374842 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1446 2.5720253 6849.6242602 137.441898 14.9150072 2000-2009 –> 2010-2019 5.7777064 3.2056811 13467.97839 300.010583 2 4
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1446 2.5903936 6868.2042604 80.658915 14.9677499 2000-2009 –> 2010-2019 5.8692712 3.2788776 13542.26417 210.295657 4 7
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1446 2.5779110 6854.2346196 60.075465 15.0681834 2000-2009 –> 2010-2019 5.9542399 3.3763289 13603.15415 108.433784 3 8
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 1446 2.5904962 6866.3188576 46.980579 14.9889029 2000-2009 –> 2010-2019 5.9930612 3.4025650 13633.02331 86.346833 5 11
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + nitrate + phosphate 1446 2.6739177 6957.9815565 535.338943 11.8169853 2000-2009 –> 2010-2019 6.0141645 3.3402467 13677.43864 947.079554 6 10
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1446 2.8137580 7109.4048505 174.109178 17.1854773 2000-2009 –> 2010-2019 6.4621886 3.6484306 14058.43514 425.107225 7 14
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1446 2.8152497 7110.9376033 58.271413 17.1978969 2000-2009 –> 2010-2019 6.4716835 3.6564339 14065.56863 111.183648 8 16
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1446 2.8161782 7109.8912993 78.558781 17.1510087 2000-2009 –> 2010-2019 6.4780281 3.6618498 14066.30553 147.648234 10 19
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1446 2.8167180 7110.4455738 34.150929 17.1686633 2000-2009 –> 2010-2019 6.4864835 3.6697655 14072.37902 58.302447 11 21
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 673 0.2283846 -63.7797932 73.468761 1.0870796 1982-1999 –> 2000-2009 0.4741180 0.2457335 -24.56589 173.617170 1 7
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + silicate 673 0.2284409 -65.4474919 54.146344 1.0681133 1982-1999 –> 2000-2009 0.4747420 0.2463010 -24.46414 107.727371 2 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 673 0.2482550 46.5112611 433.767662 1.7843550 1982-1999 –> 2000-2009 0.4928891 0.2446340 76.39810 1059.647588 3 8
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 673 0.2752237 187.3211277 170.478183 1.4802757 1982-1999 –> 2000-2009 0.5125120 0.2372882 169.39087 374.210238 6 7
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 673 0.2614902 116.4226756 63.978954 2.0430640 1982-1999 –> 2000-2009 0.5141618 0.2526716 199.13241 140.626106 4 12
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 673 0.2821667 220.8548972 70.799589 1.5693423 1982-1999 –> 2000-2009 0.5251855 0.2430188 241.91698 165.843637 7 11
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 673 0.2831527 225.5501345 208.889003 1.5862270 1982-1999 –> 2000-2009 0.5260390 0.2428863 245.72152 469.181330 8 11
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 673 0.2832694 226.1048350 35.264751 1.5891526 1982-1999 –> 2000-2009 0.5261469 0.2428775 246.21678 81.219861 9 11
Atlantic (28.05,28.1] 3 cstar_tref ~ sal + aou + nitrate 673 0.2740072 177.3585399 53.647747 1.9341201 1982-1999 –> 2000-2009 0.5318143 0.2578071 290.94565 97.441395 5 14
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 673 0.3114822 351.8994005 11.893934 2.0480995 1982-1999 –> 2000-2009 0.5854917 0.2740094 567.08042 33.844916 10 21
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 809 0.2650035 161.1190269 143.889314 1.7911838 2000-2009 –> 2010-2019 0.4933881 0.2283846 97.33923 217.358075 8 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + silicate 809 0.2659571 164.9303168 63.840953 1.6960713 2000-2009 –> 2010-2019 0.4943980 0.2284409 99.48282 117.987297 10 12
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 809 0.2222871 -123.2820974 278.907066 1.5194544 2000-2009 –> 2010-2019 0.4975109 0.2752237 64.03903 449.385249 1 7
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 809 0.2251802 -102.3596351 135.823338 1.4723159 2000-2009 –> 2010-2019 0.5073469 0.2821667 118.49526 206.622926 4 11
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 809 0.2599583 128.0176065 719.471910 1.6653136 2000-2009 –> 2010-2019 0.5082133 0.2482550 174.52887 1153.239572 6 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 809 0.2251243 -102.7613536 362.341145 1.4755681 2000-2009 –> 2010-2019 0.5082770 0.2831527 122.78878 571.230148 2 10
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 809 0.2251306 -102.7160217 65.872836 1.4759821 2000-2009 –> 2010-2019 0.5084000 0.2832694 123.38881 101.137587 3 12
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 809 0.2650036 159.1190926 92.672479 1.7907534 2000-2009 –> 2010-2019 0.5264937 0.2614902 275.54177 156.651433 9 13
Atlantic (28.05,28.1] 3 cstar_tref ~ sal + aou + nitrate 809 0.2678620 174.4781061 58.132307 1.8205567 2000-2009 –> 2010-2019 0.5418692 0.2740072 351.83665 111.780054 11 16
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 809 0.2639997 152.9785275 27.839146 2.1920729 2000-2009 –> 2010-2019 0.5754820 0.3114822 504.87793 39.733080 7 17
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1098 0.2873211 391.2366507 64.989165 1.5506174 1982-1999 –> 2000-2009 0.5252552 0.2379341 371.62431 101.601042 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1098 0.2879273 395.8651717 689.449669 1.6232402 1982-1999 –> 2000-2009 0.5268561 0.2389288 384.58794 1097.549469 2 4
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + silicate 1098 0.2889028 401.2929632 48.781049 1.8222007 1982-1999 –> 2000-2009 0.5283095 0.2394067 392.00815 77.056569 3 6
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1098 0.2975828 466.2990217 636.367278 2.1388631 1982-1999 –> 2000-2009 0.5405100 0.2429272 486.18127 907.541174 4 8
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1098 0.3029386 505.4705763 273.507861 2.2461022 1982-1999 –> 2000-2009 0.5516411 0.2487026 572.29742 402.604825 5 10
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 1098 0.3107868 561.6375707 40.094043 2.2068936 1982-1999 –> 2000-2009 0.5686451 0.2578583 700.69769 67.424820 6 12
Atlantic (28.1,28.15] 3 cstar_tref ~ sal + aou + nitrate 1098 0.3170388 603.3751656 39.084064 1.7618994 1982-1999 –> 2000-2009 0.5812010 0.2641623 788.69330 65.216613 7 14
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1098 0.3411892 766.5901504 522.530343 2.2512845 1982-1999 –> 2000-2009 0.6391668 0.2979776 1194.57685 915.711942 8 21
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1098 0.3592248 881.7092544 201.241047 2.2704677 1982-1999 –> 2000-2009 0.6451992 0.2859744 1229.54592 299.422854 15 23
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1098 0.3465711 800.9593465 551.928623 2.2963066 1982-1999 –> 2000-2009 0.6494996 0.3029285 1261.87033 963.899759 9 26
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1248 0.2523835 119.1643727 181.631066 0.7845676 2000-2009 –> 2010-2019 0.5397046 0.2873211 510.40102 246.620231 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1248 0.2547738 140.6917311 581.717211 1.2637581 2000-2009 –> 2010-2019 0.5523565 0.2975828 606.99075 1218.084489 3 6
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + silicate 1248 0.2640587 230.0375476 56.649794 1.2846499 2000-2009 –> 2010-2019 0.5529616 0.2889028 631.33051 105.430842 5 7
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1248 0.2547561 140.5186709 330.837734 1.1837269 2000-2009 –> 2010-2019 0.5576947 0.3029386 645.98925 604.345595 2 6
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 1248 0.2557782 150.5130626 72.326589 1.0462042 2000-2009 –> 2010-2019 0.5665650 0.3107868 712.15063 112.420632 4 9
Atlantic (28.1,28.15] 3 cstar_tref ~ sal + aou + nitrate 1248 0.2697581 281.3371465 54.799937 1.2097202 2000-2009 –> 2010-2019 0.5867968 0.3170388 884.71231 93.884001 6 12
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1248 0.2902550 468.1302286 465.379691 1.5555737 2000-2009 –> 2010-2019 0.6494799 0.3592248 1349.83948 666.620738 8 19
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1248 0.3027974 573.7213221 196.846829 1.8738131 2000-2009 –> 2010-2019 0.6598319 0.3570345 1441.99949 262.427149 9 16
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1248 0.3031856 576.9187003 499.796996 1.8785465 2000-2009 –> 2010-2019 0.6609830 0.3577975 1449.88489 726.522696 10 19
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1248 0.3032123 577.1385105 95.868668 1.8795168 2000-2009 –> 2010-2019 0.6609877 0.3577754 1449.96943 138.281198 11 19
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1971 0.2699148 444.8196596 58.915298 5.7933012 1982-1999 –> 2000-2009 0.5408278 0.2709130 873.45978 101.431795 2 3
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1971 0.2699116 444.7728702 643.192369 5.7366378 1982-1999 –> 2000-2009 0.5437710 0.2738594 913.11123 1334.853633 1 3
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1971 0.2699172 444.8544790 643.892254 5.7378528 1982-1999 –> 2000-2009 0.5438382 0.2739210 914.01869 1370.243505 3 6
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1971 0.2703529 451.2125175 643.907410 5.7348306 1982-1999 –> 2000-2009 0.5450295 0.2746766 930.48615 1337.386370 5 9
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1971 0.2699862 443.8624875 51.649318 5.7707030 1982-1999 –> 2000-2009 0.5464782 0.2764920 945.31260 84.908742 4 10
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1971 0.2758869 531.0888663 636.847937 5.7675384 1982-1999 –> 2000-2009 0.5506975 0.2748106 1012.15236 937.148160 6 11
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1971 0.2776087 553.6136938 309.200283 5.2914964 1982-1999 –> 2000-2009 0.5579678 0.2803592 1106.03902 446.984095 7 14
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1971 0.2828128 626.8274511 450.806188 4.7596749 1982-1999 –> 2000-2009 0.5649782 0.2821654 1202.82135 681.933375 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 1971 0.2856850 666.6595083 55.156180 3.9762400 1982-1999 –> 2000-2009 0.5702947 0.2846098 1274.30893 95.826797 9 18
Atlantic (28.15,28.2] 3 cstar_tref ~ sal + aou + nitrate 1971 0.2924637 757.1031060 31.827895 3.3476681 1982-1999 –> 2000-2009 0.5778634 0.2853997 1372.92448 62.340241 11 21
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2553 0.1949080 -1090.3714436 107.290185 0.7312656 2000-2009 –> 2010-2019 0.4648228 0.2699148 -645.55178 166.205482 1 3
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2553 0.2073510 -774.3852423 718.677684 0.9559057 2000-2009 –> 2010-2019 0.4772626 0.2699116 -329.61237 1361.870052 2 3
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2553 0.2074210 -772.6609268 720.573040 0.9544540 2000-2009 –> 2010-2019 0.4773382 0.2699172 -327.80645 1364.465294 3 6
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2553 0.2081550 -754.6249772 742.476468 0.9480387 2000-2009 –> 2010-2019 0.4785079 0.2703529 -303.41246 1386.383878 4 9
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2553 0.2118575 -666.6019072 102.933948 0.8420002 2000-2009 –> 2010-2019 0.4818437 0.2699862 -222.73942 154.583266 5 9
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2553 0.2133784 -630.0787379 741.231623 0.9499836 2000-2009 –> 2010-2019 0.5044302 0.2910518 109.94786 1325.799808 6 15
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2553 0.2349738 -137.8241573 443.147372 1.1129458 2000-2009 –> 2010-2019 0.5125824 0.2776087 415.78954 752.347654 10 16
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2553 0.2430831 35.4194243 586.886120 1.2162695 2000-2009 –> 2010-2019 0.5258959 0.2828128 662.24688 1037.692308 13 20
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 2553 0.2486941 151.9389535 92.004276 1.2025132 2000-2009 –> 2010-2019 0.5343790 0.2856850 818.59846 147.160456 18 26
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2553 0.2194311 -485.2579295 651.525311 1.0751636 2000-2009 –> 2010-2019 0.5375656 0.3181345 607.49996 1150.539732 7 18
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 877 0.2276382 -93.0979452 785.629692 1.0752933 1982-1999 –> 2000-2009 0.4114260 0.1837879 -1122.57936 1609.325865 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 877 0.2316630 -62.3570042 774.698312 1.0902140 1982-1999 –> 2000-2009 0.4196027 0.1879397 -1007.08435 1589.361848 2 4
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 877 0.2715892 214.5410677 433.423344 1.2607858 1982-1999 –> 2000-2009 0.5295591 0.2579699 469.45662 964.346902 3 7
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 877 0.2958920 366.8659168 132.300544 0.9052149 1982-1999 –> 2000-2009 0.5516418 0.2557498 590.98897 228.734070 4 7
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 877 0.3467565 643.1000237 39.004813 1.8793786 1982-1999 –> 2000-2009 0.6557928 0.3090362 1583.27109 65.467377 5 10
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 877 0.3544432 681.5566027 112.544798 2.1770721 1982-1999 –> 2000-2009 0.6718140 0.3173708 1722.69475 246.233404 6 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 877 0.4165010 964.5483820 83.452024 2.8473365 1982-1999 –> 2000-2009 0.7430661 0.3265652 2114.03790 119.344035 8 15
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 877 0.4174937 966.7239877 24.863159 2.7843871 1982-1999 –> 2000-2009 0.7482602 0.3307665 2162.71283 44.683894 9 17
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 877 0.4494863 1100.2321602 718.758188 1.5335483 1982-1999 –> 2000-2009 0.9340971 0.4846108 3749.27670 929.883847 11 20
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate 877 0.4101762 937.7086920 761.711423 1.6983886 1982-1999 –> 2000-2009 1.0413280 0.6311518 4587.12881 1558.104604 7 38
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1977 0.1740412 -1288.9408335 688.704461 0.6420705 2000-2009 –> 2010-2019 0.4699332 0.2958920 -922.07492 821.005005 3 4
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 1977 0.1793514 -1172.1044181 631.796461 0.6078287 2000-2009 –> 2010-2019 0.5261079 0.3467565 -529.00439 670.801274 6 8
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 1977 0.1741067 -1289.4520351 210.147849 0.6478499 2000-2009 –> 2010-2019 0.5906077 0.4165010 -324.90365 293.599873 4 7
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 1977 0.1836582 -1080.2761718 155.660016 0.6557363 2000-2009 –> 2010-2019 0.6011519 0.4174937 -113.55218 180.523174 9 13
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1977 0.2218042 -330.0846533 380.220533 0.7754176 2000-2009 –> 2010-2019 0.6712904 0.4494863 770.14751 1098.978721 16 21
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1977 0.2222817 -323.5817557 277.890532 0.7622700 2000-2009 –> 2010-2019 0.7103081 0.4880265 918.94202 995.596674 18 24
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + silicate 1977 0.2260636 -256.8733865 203.701483 0.8771301 2000-2009 –> 2010-2019 0.7408984 0.5148348 1079.44813 263.333226 23 30
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1977 0.2239394 -294.2023788 285.796899 0.7638268 2000-2009 –> 2010-2019 0.7762513 0.5523119 1165.36716 579.039104 20 29
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + nitrate + silicate 1977 0.2302179 -186.8720102 146.289971 0.8926746 2000-2009 –> 2010-2019 0.7824757 0.5522578 1270.52561 162.154039 27 35
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + temp + nitrate 1977 0.2394350 -31.6540017 26.043131 0.8941913 2000-2009 –> 2010-2019 0.7935403 0.5541053 1431.60156 38.326447 28 38
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2480 5.8078483 15777.6174938 22.251125 42.1686677 1982-1999 –> 2000-2009 10.8402767 5.0324284 23773.24981 50.296314 3 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2480 5.5383448 15541.9457277 102.612623 30.8704130 1982-1999 –> 2000-2009 10.8602068 5.3218620 23684.64921 197.097860 1 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2480 5.6641808 15653.3799822 102.361282 22.7639672 1982-1999 –> 2000-2009 11.0023963 5.3382155 23804.15276 205.026795 2 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2480 5.9090823 15863.3281933 17.185529 46.3283296 1982-1999 –> 2000-2009 11.0632751 5.1541929 23921.83823 30.748479 5 7
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2480 6.0003329 15939.3372533 20.071908 44.2887149 1982-1999 –> 2000-2009 11.2125110 5.2121781 24027.26989 36.527144 6 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2480 6.0984776 16019.8094242 16.690453 21.1185094 1982-1999 –> 2000-2009 11.2892877 5.1908101 24096.93786 39.846772 7 10
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2480 5.8962869 15850.5762698 102.262469 24.6781542 1982-1999 –> 2000-2009 11.3241055 5.4278186 24043.12779 196.746695 4 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2480 6.2731868 16159.9061892 6.559125 20.9707546 1982-1999 –> 2000-2009 11.6338388 5.3606520 24321.70967 12.721317 9 17
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2480 6.3088805 16188.0479985 8.804260 21.2089795 1982-1999 –> 2000-2009 11.7005142 5.3916337 24365.00773 17.774045 10 19
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 2480 6.3677893 16232.1468350 15.219314 23.4645018 1982-1999 –> 2000-2009 11.7200981 5.3523088 24387.85385 36.985006 11 18
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3623 5.4148762 22535.2096441 156.767330 54.3917361 2000-2009 –> 2010-2019 10.9532210 5.5383448 38077.15537 259.379953 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3623 5.5062464 22656.4579875 156.886037 43.4586719 2000-2009 –> 2010-2019 11.1704272 5.6641808 38309.83797 259.247318 3 5
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3623 5.4895235 22634.4178041 26.403430 43.5003359 2000-2009 –> 2010-2019 11.2973718 5.8078483 38412.03530 48.654555 2 5
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3623 5.5672851 22736.3405351 15.755496 47.9517575 2000-2009 –> 2010-2019 11.4763674 5.9090823 38599.66873 32.941024 4 9
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3623 5.6769195 22875.6463330 156.766916 38.9348463 2000-2009 –> 2010-2019 11.5732064 5.8962869 38726.22260 259.029384 6 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3623 5.6450270 22836.8241312 19.664184 47.8923674 2000-2009 –> 2010-2019 11.6453599 6.0003329 38776.16138 39.736092 5 11
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3623 5.8596927 23107.2606422 26.158537 21.7762249 2000-2009 –> 2010-2019 11.9581703 6.0984776 39127.07007 42.848989 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3623 5.9483857 23216.1151815 14.977734 62.6812492 2000-2009 –> 2010-2019 12.1319005 6.1835148 39304.60910 27.734740 8 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3623 6.0229364 23306.3644562 9.544506 21.7477979 2000-2009 –> 2010-2019 12.2961232 6.2731868 39466.27065 16.103631 9 18
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3623 6.0797345 23374.3762366 9.917281 21.5417433 2000-2009 –> 2010-2019 12.3886150 6.3088805 39562.42424 18.721542 11 21
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2424 4.0715331 13699.7011015 528.151730 15.5649843 1982-1999 –> 2000-2009 7.7703101 3.6987770 24959.60481 1370.555453 1 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2424 4.2744797 13935.5212146 55.386793 16.2665014 1982-1999 –> 2000-2009 7.8434718 3.5689921 25048.11981 106.579746 6 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2424 4.2658132 13925.6820138 523.641971 14.5148556 1982-1999 –> 2000-2009 7.8751714 3.6093581 25084.66207 1410.973259 4 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2424 4.0824106 13712.6356718 55.722491 18.1206670 1982-1999 –> 2000-2009 7.8757570 3.7933464 25076.65540 102.732787 2 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2424 4.4328914 14111.9383759 30.275068 17.1496475 1982-1999 –> 2000-2009 8.0706622 3.6377708 25303.25523 48.002342 10 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2424 4.2688922 13929.1799306 55.818131 13.7284081 1982-1999 –> 2000-2009 8.0946959 3.8258037 25328.33599 109.139657 5 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2424 4.2774601 13938.9004008 19.237399 13.3033102 1982-1999 –> 2000-2009 8.1236279 3.8461678 25359.94956 29.247615 7 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2424 4.4738692 14156.5475707 32.945585 17.3156862 1982-1999 –> 2000-2009 8.1264170 3.6525478 25364.58256 51.864863 12 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2424 4.2491001 13906.6505714 30.159309 18.3066112 1982-1999 –> 2000-2009 8.1265504 3.8774503 25361.10634 46.801238 3 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2424 4.2945277 13958.2060424 26.812176 13.4105135 1982-1999 –> 2000-2009 8.1525631 3.8580353 25391.96046 41.159314 9 18
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2864 3.5338442 15372.6286364 56.100906 17.1412088 2000-2009 –> 2010-2019 7.6162548 4.0824106 29085.26431 111.823396 1 3
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2864 3.7760763 15752.3902058 467.358048 34.1947857 2000-2009 –> 2010-2019 7.8476094 4.0715331 29452.09131 995.509778 4 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2864 3.6259848 15520.0651999 19.040636 18.2666890 2000-2009 –> 2010-2019 7.8750849 4.2491001 29426.71577 49.199944 2 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2864 3.6533896 15563.1940902 19.143462 18.4499331 2000-2009 –> 2010-2019 7.9345072 4.2811176 29506.23799 51.310120 3 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2864 3.9071168 15947.7966632 55.820008 17.0302162 2000-2009 –> 2010-2019 8.1760090 4.2688922 29876.97659 111.638139 5 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2864 3.9508531 16011.5596750 13.934579 17.5926570 2000-2009 –> 2010-2019 8.2283132 4.2774601 29950.46008 33.171978 6 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2864 3.9834185 16058.5799091 17.753843 17.7202726 2000-2009 –> 2010-2019 8.2779462 4.2945277 30016.78595 44.566019 7 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2864 4.0749822 16188.7545054 47.496489 21.3305067 2000-2009 –> 2010-2019 8.3494618 4.2744797 30124.27572 102.883283 8 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2864 4.0812344 16197.5362642 294.779539 26.8011164 2000-2009 –> 2010-2019 8.5212840 4.4400495 30317.29678 570.934908 9 20
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2864 4.2986675 16494.8515256 429.512667 39.4714093 2000-2009 –> 2010-2019 8.5644808 4.2658132 30420.53354 953.154638 16 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2172 4.3988951 12612.8681452 120.824486 23.4082151 1982-1999 –> 2000-2009 7.1554335 2.7565384 21458.34676 228.606881 3 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2172 4.3129258 12527.1310794 689.195942 23.5322542 1982-1999 –> 2000-2009 7.1745311 2.8616053 21508.39743 1436.339613 1 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2172 4.4094733 12623.3018214 123.421752 25.3731178 1982-1999 –> 2000-2009 7.3728823 2.9634090 21731.46391 231.007470 4 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2172 4.5099704 12721.1953573 56.825158 24.3675140 1982-1999 –> 2000-2009 7.3897779 2.8798074 21725.47829 102.373092 8 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2172 4.5226863 12733.4259912 61.706886 24.3815096 1982-1999 –> 2000-2009 7.4203689 2.8976826 21760.17095 111.417941 9 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2172 4.3752386 12589.4438358 114.710351 18.2550369 1982-1999 –> 2000-2009 7.5404539 3.1652153 21936.75323 192.481426 2 12
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2172 4.5080184 12719.3146937 27.929730 26.3434283 1982-1999 –> 2000-2009 7.5939977 3.0859794 21974.59628 48.686189 7 15
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2172 4.5254404 12736.0705376 41.615673 26.4332715 1982-1999 –> 2000-2009 7.6330572 3.1076168 22016.71517 72.905626 10 19
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2172 4.7003781 12898.8299452 685.037685 24.3738565 1982-1999 –> 2000-2009 7.6913978 2.9910197 22038.65703 1426.020158 14 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2172 4.4902746 12702.1828170 54.538787 18.7664591 1982-1999 –> 2000-2009 7.7913535 3.3010789 22202.05486 95.108210 5 18
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2621 3.4449101 13935.8940960 84.632685 14.6564649 2000-2009 –> 2010-2019 7.8201487 4.3752386 26525.33793 199.343036 1 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2621 3.5597533 14107.7973095 550.668317 16.0074145 2000-2009 –> 2010-2019 7.8726791 4.3129258 26634.92839 1239.864259 3 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2621 3.5575006 14104.4789573 46.454604 15.7404572 2000-2009 –> 2010-2019 8.0477752 4.4902746 26806.66177 100.993392 2 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2621 3.5746702 14129.7176642 47.299096 15.8350474 2000-2009 –> 2010-2019 8.0737086 4.4990384 26840.37052 104.783488 4 10
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2621 3.6784806 14279.7796053 92.891312 16.6100482 2000-2009 –> 2010-2019 8.0879539 4.4094733 26903.08143 216.313063 6 10
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2621 3.5904474 14150.8029039 471.365573 16.1469390 2000-2009 –> 2010-2019 8.2073332 4.6168858 26971.77732 1072.426131 5 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2621 3.8326652 14495.0195863 21.428358 16.4380370 2000-2009 –> 2010-2019 8.3406835 4.5080184 27214.33428 49.358088 8 15
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2621 3.8638056 14537.4387962 29.967243 16.5653687 2000-2009 –> 2010-2019 8.3892461 4.5254404 27273.50933 71.582916 10 20
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 2621 3.7121159 14325.4937400 82.967155 16.3118246 2000-2009 –> 2010-2019 8.4655671 4.7534511 27273.09793 197.660059 7 22
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2621 3.9279976 14623.8121220 47.088417 14.9747207 2000-2009 –> 2010-2019 8.5538953 4.6258976 27455.25748 96.255695 12 24
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3129 3.6830430 17052.5179119 159.895711 14.5372088 1982-1999 –> 2000-2009 6.3736905 2.6906475 27968.38654 268.196473 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3129 3.7651191 17190.4454260 83.110373 15.8210754 1982-1999 –> 2000-2009 6.6592287 2.8941096 28436.23958 142.060335 2 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3129 3.7698735 17198.3427734 94.828274 15.8089893 1982-1999 –> 2000-2009 6.6846402 2.9147666 28476.32702 162.900131 3 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3129 3.8893403 17393.5805179 839.809307 14.8675362 1982-1999 –> 2000-2009 6.7097235 2.8203832 28522.58245 1464.158251 6 8
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3129 3.8984002 17406.1410717 808.579380 15.0437610 1982-1999 –> 2000-2009 6.7276509 2.8292507 28547.35074 1406.211989 8 11
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3129 3.8894129 17393.6972991 155.352580 17.4710216 1982-1999 –> 2000-2009 6.8857026 2.9962897 28796.53122 265.734733 7 13
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3129 3.7981957 17245.1819077 54.242726 14.6458526 1982-1999 –> 2000-2009 6.8888090 3.0906133 28788.29825 93.439493 4 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3129 3.8035846 17252.0544527 50.714278 14.8832563 1982-1999 –> 2000-2009 6.9110500 3.1074654 28817.78266 87.703410 5 14
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3129 3.9250981 17448.8524233 154.466492 17.6480142 1982-1999 –> 2000-2009 6.9361907 3.0110926 28871.99164 262.601235 9 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3129 3.9827673 17542.1286983 37.807076 18.8713564 1982-1999 –> 2000-2009 7.2154735 3.2327061 29288.68899 68.086159 10 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3252 3.0766042 16552.1434695 110.235719 20.8334867 2000-2009 –> 2010-2019 6.9660171 3.8894129 33945.84077 265.588299 1 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3252 3.1036495 16603.9649714 605.000544 18.3813734 2000-2009 –> 2010-2019 6.9929899 3.8893403 33997.54549 1444.809851 2 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3252 3.3546736 17114.9217585 114.589790 20.7903724 2000-2009 –> 2010-2019 7.0377166 3.6830430 34167.43967 274.485501 5 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3252 3.1685803 16738.5885192 28.363975 21.9793896 2000-2009 –> 2010-2019 7.1513476 3.9827673 34280.71722 66.171051 3 13
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3252 3.1852608 16772.7274789 41.145311 22.0695948 2000-2009 –> 2010-2019 7.1735964 3.9883357 34323.59941 103.058411 4 15
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3252 3.4534253 17298.2998268 64.185573 22.0160190 2000-2009 –> 2010-2019 7.2185444 3.7651191 34488.74525 147.295946 8 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3252 3.4672068 17324.1955710 72.752412 22.0744255 2000-2009 –> 2010-2019 7.2370803 3.7698735 34522.53834 167.580686 10 13
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3252 3.4579894 17306.8873280 44.841890 16.7797976 2000-2009 –> 2010-2019 7.2561851 3.7981957 34552.06924 99.084617 9 13
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3252 3.7098799 17762.0570974 604.595286 21.2213018 2000-2009 –> 2010-2019 7.6082801 3.8984002 35168.19817 1413.174666 18 26
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3252 3.8082707 17932.2514770 40.686603 18.7339436 2000-2009 –> 2010-2019 7.6118553 3.8035846 35184.30593 91.400881 20 25
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3604 2.3991705 16549.5960245 151.610074 10.8548338 1982-1999 –> 2000-2009 4.2007992 1.8016287 26023.54675 244.751276 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3604 2.4606253 16731.9038685 656.161688 7.9288434 1982-1999 –> 2000-2009 4.3879392 1.9273139 26523.61403 1218.498040 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3604 2.5169707 16895.0971084 76.554012 11.7227231 1982-1999 –> 2000-2009 4.4576536 1.9406829 26719.37957 136.628973 3 6
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3604 2.5404866 16960.1284945 629.037855 8.6120518 1982-1999 –> 2000-2009 4.4951041 1.9546174 26816.12330 1112.461359 5 9
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3604 2.5331237 16941.2076677 87.736524 11.7988041 1982-1999 –> 2000-2009 4.5003558 1.9672321 26829.51487 155.939614 4 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3604 2.5530567 16997.7048882 133.682126 9.3245367 1982-1999 –> 2000-2009 4.5124129 1.9593562 26867.10968 231.491072 6 11
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3604 2.5821885 17077.4865810 133.567243 9.7859470 1982-1999 –> 2000-2009 4.5444282 1.9622397 26951.82067 225.010031 7 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3604 2.6759208 17336.4967611 26.938738 10.3844170 1982-1999 –> 2000-2009 4.7716767 2.0957560 27523.01147 54.762735 8 16
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3604 2.6841149 17356.5351788 26.852458 10.6352536 1982-1999 –> 2000-2009 4.7802623 2.0961474 27541.92977 49.600413 9 18
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3604 2.6879586 17368.8497153 47.428210 10.4443199 1982-1999 –> 2000-2009 4.8077357 2.1197771 27609.06530 88.706388 10 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4087 1.9801270 17196.5616414 125.387125 9.0021909 2000-2009 –> 2010-2019 4.3792976 2.3991705 33746.15767 276.997200 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4087 2.0486520 17474.6493644 632.686023 8.5400263 2000-2009 –> 2010-2019 4.5092773 2.4606253 34206.55323 1288.847711 2 4
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4087 2.0556272 17500.4326867 616.325239 8.2162415 2000-2009 –> 2010-2019 4.5961138 2.5404866 34460.56118 1245.363094 3 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4087 2.1137143 17730.2073214 55.363387 9.5334482 2000-2009 –> 2010-2019 4.6306850 2.5169707 34625.30443 131.917399 4 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4087 2.1267839 17780.5934646 62.689904 9.5846513 2000-2009 –> 2010-2019 4.6599076 2.5331237 34721.80113 150.426427 6 10
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4087 2.1146007 17733.6344029 111.049417 9.7274247 2000-2009 –> 2010-2019 4.6676574 2.5530567 34731.33929 244.731543 5 11
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4087 2.1603317 17906.5232945 111.012673 8.8768345 2000-2009 –> 2010-2019 4.7425202 2.5821885 34984.00988 244.579916 7 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4087 2.2072802 18084.2585703 22.863638 10.5668013 2000-2009 –> 2010-2019 4.8832010 2.6759208 35420.75533 49.802376 8 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4087 2.2176538 18122.5842699 32.765260 10.6270178 2000-2009 –> 2010-2019 4.9056124 2.6879586 35491.43399 80.193470 9 19
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4087 2.2944391 18398.8156902 21.592437 9.3875181 2000-2009 –> 2010-2019 4.9785540 2.6841149 35755.35087 48.444895 10 19
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4421 1.6823669 17159.8776695 200.045056 8.7755050 1982-1999 –> 2000-2009 3.1190877 1.4367208 28538.58349 318.433947 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4421 1.7438528 17477.2636163 193.129476 8.0684045 1982-1999 –> 2000-2009 3.2093351 1.4654823 28982.42775 423.085501 2 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4421 1.7570294 17543.8226850 40.825511 9.2121367 1982-1999 –> 2000-2009 3.2738793 1.5168499 29268.78645 80.186881 3 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4421 1.7686651 17602.1847734 45.540590 9.2830389 1982-1999 –> 2000-2009 3.2992159 1.5305508 29384.51709 89.776195 4 11
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4421 1.8052589 17781.2594953 135.051197 9.0756196 1982-1999 –> 2000-2009 3.3097005 1.5044416 29451.81847 234.364848 6 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4421 1.8040557 17777.3640530 40.559192 8.5219310 1982-1999 –> 2000-2009 3.3243880 1.5203323 29516.95858 93.530084 5 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4421 1.8107520 17810.1232369 48.534131 8.5550983 1982-1999 –> 2000-2009 3.3384085 1.5276566 29580.37974 117.437520 7 13
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4421 1.8570996 18031.5931838 16.294558 9.5384109 1982-1999 –> 2000-2009 3.4136966 1.5565970 29919.58400 33.684442 8 16
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 4421 1.8650040 18069.1478692 18.817675 9.6093620 1982-1999 –> 2000-2009 3.4312724 1.5662684 29996.65594 41.890605 9 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4421 2.0311903 18825.8901626 23.664446 7.9873126 1982-1999 –> 2000-2009 3.7001933 1.6690029 31160.72248 44.054910 10 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5129 1.6032923 19411.8547790 205.442614 9.4918988 2000-2009 –> 2010-2019 3.2856592 1.6823669 36571.73245 405.487670 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5129 1.6629476 19786.6053298 203.987273 9.8348936 2000-2009 –> 2010-2019 3.4068005 1.7438528 37263.86895 397.116749 2 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5129 1.6866407 19931.7259594 41.125814 9.9088625 2000-2009 –> 2010-2019 3.4436701 1.7570294 37475.54864 81.951325 4 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5129 1.6964924 19991.4687752 45.600833 9.9645044 2000-2009 –> 2010-2019 3.4651575 1.7686651 37593.65355 91.141423 5 9
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5129 1.6638552 19790.2018115 141.450334 9.9836858 2000-2009 –> 2010-2019 3.4691141 1.8052589 37571.46131 276.501531 3 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5129 1.7355758 20225.1092143 38.958891 10.2547707 2000-2009 –> 2010-2019 3.5396314 1.8040557 38002.47327 79.518083 6 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5129 1.7434638 20271.6251193 39.430825 10.2723723 2000-2009 –> 2010-2019 3.5542158 1.8107520 38081.74836 87.964956 8 15
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 5129 1.7358709 20224.8535306 17.062838 10.3417253 2000-2009 –> 2010-2019 3.5929705 1.8570996 38256.44671 33.357396 7 15
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 5129 1.7439527 20272.5014887 19.436891 10.3858852 2000-2009 –> 2010-2019 3.6089568 1.8650040 38341.64936 38.254567 9 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5129 1.9609427 21477.4687291 20.849939 9.0795988 2000-2009 –> 2010-2019 3.9921331 2.0311903 40303.35889 44.514385 10 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4760 1.4806325 17258.6034012 436.324052 7.6908446 1982-1999 –> 2000-2009 2.8120288 1.3313963 28284.57046 899.118707 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4760 1.5262130 17547.2508668 20.451722 7.3416318 1982-1999 –> 2000-2009 2.8680516 1.3418386 28623.67123 34.010021 4 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4760 1.5037256 17405.9383794 66.622395 7.8050250 1982-1999 –> 2000-2009 2.8733229 1.3695973 28614.59258 133.480543 2 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4760 1.5061875 17421.5119388 81.481278 7.8072842 1982-1999 –> 2000-2009 2.8815647 1.3753772 28657.36253 165.937826 3 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4760 1.6322262 18186.5695439 101.064455 6.9831845 1982-1999 –> 2000-2009 2.9855187 1.3532926 29317.88159 164.762283 6 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4760 1.6395644 18229.2742404 319.333182 9.2956325 1982-1999 –> 2000-2009 3.0111640 1.3715995 29447.36269 506.418618 7 12
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4760 1.6396832 18227.9637018 263.131162 9.2864859 1982-1999 –> 2000-2009 3.0456176 1.4059345 29603.72352 437.700990 8 17
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4760 1.5939330 17958.5624104 20.040267 7.2134474 1982-1999 –> 2000-2009 3.0627698 1.4688367 29616.97946 33.228831 5 17
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4760 1.6671395 18388.0552868 26.192938 9.4907920 1982-1999 –> 2000-2009 3.0660238 1.3988842 29733.34916 49.465330 9 16
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4760 1.6726029 18419.2024203 30.470017 9.5292793 1982-1999 –> 2000-2009 3.0779097 1.4053068 29794.07833 57.014157 11 19
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5535 1.2998423 18624.6785959 471.539375 10.1726531 2000-2009 –> 2010-2019 2.7804748 1.4806325 35883.28200 907.863426 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5535 1.3276753 18859.2140223 73.826502 10.2697314 2000-2009 –> 2010-2019 2.8314008 1.5037256 36265.15240 140.448897 3 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5535 1.3071816 18687.0079566 14.054276 9.9156252 2000-2009 –> 2010-2019 2.8333946 1.5262130 36234.25882 34.505998 2 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5535 1.3306018 18883.5881855 85.504209 10.2575833 2000-2009 –> 2010-2019 2.8367893 1.5061875 36305.10012 166.985487 4 7
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 5535 1.3837806 19315.3997022 13.344246 9.5186657 2000-2009 –> 2010-2019 2.9777137 1.5939330 37273.96211 33.384514 9 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5535 1.3460332 19011.2319753 83.400502 9.7002196 2000-2009 –> 2010-2019 2.9782594 1.6322262 37197.80152 184.464957 5 11
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5535 1.3570651 19101.5902704 319.335312 11.4563981 2000-2009 –> 2010-2019 2.9966295 1.6395644 37330.86451 638.668493 6 13
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5535 1.3582753 19109.4576935 248.810076 11.3886206 2000-2009 –> 2010-2019 2.9979585 1.6396832 37337.42140 511.941238 7 15
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5535 1.3837219 19316.9294416 25.949191 11.6321464 2000-2009 –> 2010-2019 3.0508614 1.6671395 37704.98473 52.142129 8 17
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 5535 1.3874200 19344.4760930 16.392409 11.5192614 2000-2009 –> 2010-2019 3.0561259 1.6687058 37739.47143 41.320157 10 20
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1845 0.8111546 4477.5786729 452.915280 3.6417391 1982-1999 –> 2000-2009 1.5051587 0.6940041 7125.73135 735.623223 3 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1845 0.8111068 4477.3612445 62.717235 3.6664524 1982-1999 –> 2000-2009 1.5138960 0.7027892 7156.96183 109.125078 1 3
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1845 0.8111457 4477.5380252 69.750103 3.6733344 1982-1999 –> 2000-2009 1.5172332 0.7060875 7168.84419 121.268310 2 5
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1845 0.8590218 4689.1470383 560.060131 3.8780985 1982-1999 –> 2000-2009 1.6589070 0.7998853 7692.27591 1160.268057 4 8
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1845 0.8744641 4752.8918929 451.932721 4.1262758 1982-1999 –> 2000-2009 1.6754669 0.8010028 7757.51103 723.649280 7 12
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1845 0.8695677 4734.1723181 95.198751 3.9314501 1982-1999 –> 2000-2009 1.6924082 0.8228405 7808.03631 195.546877 5 11
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1845 0.8724782 4746.5024076 106.014656 3.9411809 1982-1999 –> 2000-2009 1.7032322 0.8307539 7844.29466 221.733993 6 14
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1845 0.8845102 4795.0420040 62.662252 4.1791571 1982-1999 –> 2000-2009 1.7087401 0.8242299 7871.12373 107.496366 8 15
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1845 0.8875324 4807.6284286 69.711979 4.1923325 1982-1999 –> 2000-2009 1.7199984 0.8324660 7908.56757 119.086709 9 18
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1845 1.0007708 5252.7264261 497.213577 3.4754370 1982-1999 –> 2000-2009 1.9485172 0.9477464 8679.90187 1026.453359 10 21
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2075 0.7118159 4491.8608901 414.272100 5.0608427 2000-2009 –> 2010-2019 1.5229705 0.8111546 8969.43956 867.187380 1 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2075 0.7157733 4514.8689252 57.564896 5.0538107 2000-2009 –> 2010-2019 1.5268801 0.8111068 8992.23017 120.282131 2 3
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2075 0.7170144 4522.0584040 60.798135 5.0518346 2000-2009 –> 2010-2019 1.5281600 0.8111457 8999.59643 130.548238 3 5
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2075 0.7565359 4744.7231982 705.995122 5.9146626 2000-2009 –> 2010-2019 1.6155577 0.8590218 9433.87024 1266.055253 4 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2075 0.7710663 4823.6743657 122.208439 5.9652766 2000-2009 –> 2010-2019 1.6406341 0.8695677 9557.84668 217.407190 5 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2075 0.7747751 4843.5876341 133.851394 5.9841468 2000-2009 –> 2010-2019 1.6472534 0.8724782 9590.09004 239.866050 6 12
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2075 0.7786814 4862.4588628 414.206968 5.6144166 2000-2009 –> 2010-2019 1.6531456 0.8744641 9615.35076 866.139689 7 14
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2075 0.7929867 4938.0070575 57.484963 5.6647730 2000-2009 –> 2010-2019 1.6774969 0.8845102 9733.04906 120.147215 9 17
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2075 0.7973752 4960.9108291 60.722069 5.6799173 2000-2009 –> 2010-2019 1.6849077 0.8875324 9768.53926 130.434048 10 19
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2075 0.8067371 5011.3517861 568.495909 6.1095907 2000-2009 –> 2010-2019 1.8075080 1.0007708 10264.07821 1065.709486 11 21
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2246 0.8149637 5468.7558763 512.364299 3.6815757 1982-1999 –> 2000-2009 1.5017918 0.6868282 8320.44319 916.381113 8 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2246 0.8134672 5460.4999687 148.510459 3.6831446 1982-1999 –> 2000-2009 1.5053235 0.6918563 8332.02714 271.892000 7 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2246 0.8128957 5457.3430923 158.172437 3.6835966 1982-1999 –> 2000-2009 1.5071120 0.6942163 8338.13298 286.977775 6 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2246 0.8012029 5392.2601604 570.813896 3.1414003 1982-1999 –> 2000-2009 1.5284155 0.7272126 8399.35406 1156.279741 2 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2246 0.8012707 5392.6406279 44.793888 3.1315397 1982-1999 –> 2000-2009 1.5356407 0.7343699 8426.37419 91.541957 3 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2246 0.8012872 5392.7328696 49.677576 3.1302448 1982-1999 –> 2000-2009 1.5370292 0.7357420 8431.54360 103.102819 4 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2246 0.8008619 5390.3477993 569.993561 3.5266729 1982-1999 –> 2000-2009 1.5524125 0.7515506 8486.98314 1158.065240 1 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2246 0.8117390 5450.9464081 164.833227 3.5557932 1982-1999 –> 2000-2009 1.5811008 0.7693618 8611.29170 305.640763 5 15
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2246 0.8155296 5471.8741158 183.018921 3.5649698 1982-1999 –> 2000-2009 1.5916914 0.7761618 8656.15462 343.680452 9 22
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 2246 0.8796465 5809.8393598 464.626204 3.6350145 1982-1999 –> 2000-2009 1.6421936 0.7625472 8943.98488 809.463545 13 21
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2502 0.5435353 4063.6268916 557.627043 4.2293712 2000-2009 –> 2010-2019 1.3447382 0.8012029 9455.88705 1128.440939 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2502 0.5453001 4079.8474377 51.923829 4.2186308 2000-2009 –> 2010-2019 1.3465708 0.8012707 9472.48807 96.717717 3 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2502 0.5454622 4081.3352431 54.972660 4.2175468 2000-2009 –> 2010-2019 1.3467494 0.8012872 9474.06811 104.650236 4 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2502 0.5872233 4450.4887425 599.883967 4.2657873 2000-2009 –> 2010-2019 1.3880852 0.8008619 9840.83654 1169.877527 8 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2502 0.5990867 4550.5746866 172.292551 4.3008391 2000-2009 –> 2010-2019 1.4108257 0.8117390 10001.52109 337.125778 10 15
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2502 0.6028818 4582.1739648 187.172101 4.3132744 2000-2009 –> 2010-2019 1.4184114 0.8155296 10054.04808 370.191022 11 20
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2502 0.5260364 3899.8745948 320.955295 4.3583888 2000-2009 –> 2010-2019 1.4266097 0.9005733 9817.32734 757.691656 1 20
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2502 0.6135800 4670.1914547 129.141939 3.6119806 2000-2009 –> 2010-2019 1.4270472 0.8134672 10130.69142 277.652398 14 21
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2502 0.6141588 4674.9095228 133.610535 3.6054009 2000-2009 –> 2010-2019 1.4270545 0.8128957 10132.25262 291.782972 16 22
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2502 0.6124076 4660.6208958 452.913653 3.6253415 2000-2009 –> 2010-2019 1.4273712 0.8149637 10129.37677 965.277951 13 21
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2487 0.6948668 5261.0898683 489.566799 3.0234064 1982-1999 –> 2000-2009 1.4099864 0.7151195 8738.38089 983.587501 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2487 0.6951880 5263.3886412 43.635813 3.0166908 1982-1999 –> 2000-2009 1.4139661 0.7187781 8756.98864 83.557775 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2487 0.6952367 5263.7366184 48.918176 3.0156674 1982-1999 –> 2000-2009 1.4147144 0.7194777 8760.44590 95.449550 3 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2487 0.7040404 5326.3263251 44.585128 2.9235505 1982-1999 –> 2000-2009 1.4824580 0.7784176 9074.68097 83.101212 4 10
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate 2487 0.7985285 5950.7267275 341.018772 2.8737705 1982-1999 –> 2000-2009 1.5525306 0.7540021 9595.23152 599.216871 6 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2487 0.8049848 5992.7813724 250.615337 3.6447036 1982-1999 –> 2000-2009 1.5907921 0.7858073 9771.33315 395.064777 7 14
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2487 0.7867060 5876.5341468 3.746036 2.9032406 1982-1999 –> 2000-2009 1.5959117 0.8092057 9746.86178 11.618886 5 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2487 0.8397844 6203.2898184 764.126495 3.2182324 1982-1999 –> 2000-2009 1.6585453 0.8187609 10113.13486 925.787962 15 26
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 2487 0.8053666 5993.1393806 461.461238 3.6580594 1982-1999 –> 2000-2009 1.6590557 0.8536892 10034.49763 948.510162 9 29
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2487 0.8394914 6201.5539791 763.518459 3.2157838 1982-1999 –> 2000-2009 1.6594027 0.8199113 10115.88646 925.606656 14 26
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3145 0.3715429 2711.4508690 543.311316 3.7767936 2000-2009 –> 2010-2019 1.0664097 0.6948668 7972.54074 1032.878116 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3145 0.3724000 2725.9454649 44.389217 3.7781252 2000-2009 –> 2010-2019 1.0675881 0.6951880 7989.33411 88.025030 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3145 0.3725039 2727.6990688 48.513836 3.7783993 2000-2009 –> 2010-2019 1.0677406 0.6952367 7991.43569 97.432012 3 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3145 0.3817369 2881.7053946 45.639210 3.8356414 2000-2009 –> 2010-2019 1.0857773 0.7040404 8208.03172 90.224339 4 8
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3145 0.4023887 3211.1046439 6.307317 4.0724731 2000-2009 –> 2010-2019 1.1890946 0.7867060 9087.63879 10.053354 6 11
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate 3145 0.3918017 3043.3973196 300.219425 4.1977126 2000-2009 –> 2010-2019 1.1903302 0.7985285 8994.12405 641.238197 5 11
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3145 0.4072175 3288.1382484 263.028306 4.1401209 2000-2009 –> 2010-2019 1.2122024 0.8049848 9280.91962 513.643643 7 14
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3145 0.4770844 4284.1339847 524.927391 4.2817115 2000-2009 –> 2010-2019 1.2822890 0.8052046 10278.27305 1279.718821 15 23
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3145 0.4774551 4289.0190962 493.660412 4.2822014 2000-2009 –> 2010-2019 1.2828695 0.8054144 10284.45425 1179.886902 16 26
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 3145 0.4776621 4289.7468103 32.070231 4.2813317 2000-2009 –> 2010-2019 1.2831186 0.8054565 10283.44138 70.656664 17 28
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1478 0.5486602 2433.9664979 40.141103 2.6059108 1982-1999 –> 2000-2009 1.1522203 0.6035601 4248.60324 97.438379 1 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1478 0.5658851 2525.3414781 450.348704 2.6145287 1982-1999 –> 2000-2009 1.1568077 0.5909227 4298.29219 945.846259 2 3
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1478 0.5661065 2526.4980002 46.914747 2.6208534 1982-1999 –> 2000-2009 1.1585923 0.5924858 4304.65299 102.300531 3 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1478 0.5661426 2526.6865421 53.962795 2.6216535 1982-1999 –> 2000-2009 1.1588945 0.5927519 4305.72623 120.808188 4 7
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate 1478 0.5945019 2669.1697625 422.554779 2.8032911 1982-1999 –> 2000-2009 1.2089244 0.6144224 4516.94569 839.131147 5 10
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1478 0.6323816 2851.7592120 3.538520 3.5803172 1982-1999 –> 2000-2009 1.2874366 0.6550550 4825.68707 11.138210 6 12
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1478 0.6731693 3036.5202667 30.541330 2.9701314 1982-1999 –> 2000-2009 1.3568980 0.6837287 5094.84698 66.522518 9 17
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1478 0.6777466 3056.5518760 36.190103 3.1099924 1982-1999 –> 2000-2009 1.3592735 0.6815269 5108.52436 70.969384 11 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1478 0.6666563 3007.7815710 39.304310 3.9428431 1982-1999 –> 2000-2009 1.3598093 0.6931530 5093.07660 87.733610 8 19
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1478 0.6831489 3080.0208630 36.955521 3.2195589 1982-1999 –> 2000-2009 1.3679567 0.6848078 5141.45412 73.128655 12 21
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1783 0.3399773 1226.6614010 42.933932 4.4862526 2000-2009 –> 2010-2019 0.8886375 0.5486602 3660.62790 83.075035 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1783 0.3420028 1247.8433646 452.104519 4.5911063 2000-2009 –> 2010-2019 0.9078878 0.5658851 3773.18484 902.453223 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1783 0.3420538 1248.3753483 47.435213 4.5879319 2000-2009 –> 2010-2019 0.9081603 0.5661065 3774.87335 94.349960 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1783 0.3420597 1248.4374828 52.557941 4.5875750 2000-2009 –> 2010-2019 0.9082024 0.5661426 3775.12402 106.520736 4 8
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate 1783 0.3503088 1331.4138714 324.781980 4.8008450 2000-2009 –> 2010-2019 0.9448107 0.5945019 4000.58363 747.336759 5 10
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1783 0.3535075 1363.8272752 3.762684 4.7462516 2000-2009 –> 2010-2019 0.9858891 0.6323816 4215.58649 7.301203 6 12
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1783 0.3760965 1584.7093160 24.724291 5.2508436 2000-2009 –> 2010-2019 1.0492658 0.6731693 4621.22958 55.265621 8 17
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1783 0.3761046 1584.7867027 30.257878 5.2456884 2000-2009 –> 2010-2019 1.0538512 0.6777466 4641.33858 66.447981 9 20
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1783 0.3777420 1602.2774400 232.684172 5.4485063 2000-2009 –> 2010-2019 1.0551183 0.6773763 4659.21414 513.518390 11 21
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1783 0.3755100 1579.1444556 27.828093 5.2231431 2000-2009 –> 2010-2019 1.0586589 0.6831489 4659.16532 64.783615 7 19
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3582 0.7122037 7747.8765446 563.696722 2.2615792 1982-1999 –> 2000-2009 1.3795751 0.6673713 12294.79595 952.680053 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3582 0.7147209 7773.1520763 426.280973 2.2443244 1982-1999 –> 2000-2009 1.3877605 0.6730396 12357.85976 783.155693 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3582 0.7162018 7787.9802303 352.846741 2.2349530 1982-1999 –> 2000-2009 1.3901094 0.6739076 12378.44674 635.209764 5 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3582 0.7491962 8110.6397006 25.322353 3.4315388 1982-1999 –> 2000-2009 1.4099349 0.6607387 12612.93192 63.808355 7 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3582 0.7005058 7629.2309514 555.579667 2.5210340 1982-1999 –> 2000-2009 1.4242043 0.7236985 12538.18473 1120.234503 1 10
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 3582 0.7159236 7783.1967364 468.338144 2.2244027 1982-1999 –> 2000-2009 1.4641915 0.7482680 12839.32034 818.322141 4 14
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 3582 0.7823850 8419.1705467 16.107936 3.8840105 1982-1999 –> 2000-2009 1.4707459 0.6883609 13102.44885 30.258333 12 17
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3582 0.7797218 8396.7430815 281.730208 3.5972986 1982-1999 –> 2000-2009 1.4755306 0.6958088 13130.10443 678.279392 11 17
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3582 0.7796320 8395.9179531 29.829489 3.5946586 1982-1999 –> 2000-2009 1.4768020 0.6971700 13138.01143 72.618192 10 17
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3582 0.7796209 8395.8159045 36.382137 3.5940417 1982-1999 –> 2000-2009 1.4770262 0.6974053 13139.41742 91.138224 9 17
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3635 0.4982662 5265.2503096 718.095329 5.2433780 2000-2009 –> 2010-2019 1.1987720 0.7005058 12894.48126 1273.674996 6 7
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3635 0.4896201 5137.9907010 37.121916 5.0253629 2000-2009 –> 2010-2019 1.2388163 0.7491962 13248.63040 62.444269 1 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3635 0.5357945 5793.1691315 590.429782 4.3806906 2000-2009 –> 2010-2019 1.2479982 0.7122037 13541.04568 1154.126504 12 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3635 0.5142511 5494.8158732 232.244103 5.7839051 2000-2009 –> 2010-2019 1.2481662 0.7339151 13457.82279 447.217801 8 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3635 0.5392920 5840.4717192 304.926061 4.4043614 2000-2009 –> 2010-2019 1.2540129 0.7147209 13613.62380 731.207034 13 16
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3635 0.5400806 5851.0943982 270.060265 4.4051407 2000-2009 –> 2010-2019 1.2562823 0.7162018 13639.07463 622.907007 14 19
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3635 0.4917845 5170.0574405 472.222991 5.1654145 2000-2009 –> 2010-2019 1.2715063 0.7797218 13566.80052 753.953199 2 13
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3635 0.4919752 5172.8753545 45.703883 5.1668744 2000-2009 –> 2010-2019 1.2715961 0.7796209 13568.69126 82.086021 4 13
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3635 0.4919652 5172.7290148 40.101975 5.1665578 2000-2009 –> 2010-2019 1.2715973 0.7796320 13568.64697 69.931464 3 13
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 3635 0.5639623 6163.6611109 580.658591 4.7657762 2000-2009 –> 2010-2019 1.2798859 0.7159236 13946.85785 1048.996735 25 29
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 9357 0.4811707 12878.1020800 276.716256 1.9820399 1982-1999 –> 2000-2009 1.1019634 0.6207927 24450.77294 403.240189 2 3
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 9357 0.4808632 12866.1396027 133.353568 2.2436214 1982-1999 –> 2000-2009 1.1272692 0.6464060 24934.81161 203.506707 1 3
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 9357 0.5075520 13877.0036938 282.912875 2.2099681 1982-1999 –> 2000-2009 1.1666476 0.6590955 26184.17430 418.089866 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 9357 0.5089622 13928.9263444 221.062154 2.2219301 1982-1999 –> 2000-2009 1.1701498 0.6611875 26274.97475 320.325855 5 9
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 9357 0.5079966 13891.3880171 272.094815 2.1629189 1982-1999 –> 2000-2009 1.1738348 0.6658382 26321.42548 395.580766 4 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 9357 0.5116464 14027.3612204 185.539724 2.2254079 1982-1999 –> 2000-2009 1.1753762 0.6637298 26420.48988 262.631600 6 11
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 9357 0.5138785 14106.8269921 132.450339 2.4304721 1982-1999 –> 2000-2009 1.2028522 0.6889737 26955.89471 160.954807 7 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 9357 0.5429863 15139.9155085 163.864171 2.9291139 1982-1999 –> 2000-2009 1.2646497 0.7216634 28559.67553 253.941056 8 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 9357 0.5950471 16853.3040087 203.584987 3.5746837 1982-1999 –> 2000-2009 1.3543957 0.7593486 30897.53121 285.912558 10 22
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 9357 0.5848442 16527.6443544 159.111497 3.1716319 1982-1999 –> 2000-2009 1.3670419 0.7821976 30933.57477 198.345316 9 26
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 12551 0.4811853 17270.0121166 115.650375 2.4088986 2000-2009 –> 2010-2019 0.9620485 0.4808632 30136.15172 249.003943 4 5
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12551 0.4878969 17617.7173113 270.437177 2.5829973 2000-2009 –> 2010-2019 0.9690676 0.4811707 30495.81939 547.153433 6 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 12551 0.4802339 17220.3286739 281.203340 2.5557399 2000-2009 –> 2010-2019 0.9877859 0.5075520 31097.33237 564.116215 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 12551 0.4802003 17218.5714205 119.373419 2.5622557 2000-2009 –> 2010-2019 0.9891625 0.5089622 31147.49776 340.435574 2 7
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 12551 0.4801068 17213.6877024 111.646832 2.5926322 2000-2009 –> 2010-2019 0.9917532 0.5116464 31241.04892 297.186555 1 7
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 12551 0.4813437 17276.2710769 65.113899 2.4765536 2000-2009 –> 2010-2019 0.9952222 0.5138785 31383.09807 197.564238 5 12
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 12551 0.4879041 17616.0865611 264.999002 2.5679426 2000-2009 –> 2010-2019 0.9959007 0.5079966 31507.47458 537.093817 7 11
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 12551 0.5019895 18332.4973804 150.530132 3.0146844 2000-2009 –> 2010-2019 1.0449758 0.5429863 33472.41289 314.394302 10 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 12551 0.4909115 17772.3351840 139.346050 3.5077207 2000-2009 –> 2010-2019 1.0859586 0.5950471 34625.63919 342.931037 8 18
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 12551 0.5023166 18346.8464229 85.911546 3.1225600 2000-2009 –> 2010-2019 1.0871608 0.5848442 34874.49078 245.023042 12 21
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2182 0.2057927 -692.7387319 139.544976 0.9200453 1982-1999 –> 2000-2009 0.4107212 0.2049286 -1196.81105 355.939733 1 3
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2182 0.2288010 -230.2271168 204.197017 0.9713659 1982-1999 –> 2000-2009 0.4170066 0.1882056 -999.72439 548.816182 9 10
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2182 0.2125922 -550.8812744 52.642275 1.0982978 1982-1999 –> 2000-2009 0.4327071 0.2201149 -832.05289 131.796026 4 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2182 0.2125758 -551.2171339 52.509186 1.0981597 1982-1999 –> 2000-2009 0.4327988 0.2202230 -830.85802 131.458729 3 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2182 0.2127025 -548.6172692 207.033032 1.0983110 1982-1999 –> 2000-2009 0.4328430 0.2201405 -829.42589 491.908460 5 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2182 0.2121336 -560.3050334 99.391191 1.0973478 1982-1999 –> 2000-2009 0.4333023 0.2211688 -826.58441 185.595780 2 9
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 2182 0.2265365 -275.6347549 52.095442 1.0662268 1982-1999 –> 2000-2009 0.4468446 0.2203081 -556.07100 129.327865 8 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2182 0.2151801 -498.0781731 59.702008 1.1396008 1982-1999 –> 2000-2009 0.4520647 0.2368846 -550.31603 148.753310 6 15
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 2182 0.2323301 -165.4296253 48.537675 1.0779910 1982-1999 –> 2000-2009 0.4545084 0.2221783 -419.50872 118.777327 10 18
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 2182 0.2343303 -128.0200500 56.578610 1.1185497 1982-1999 –> 2000-2009 0.4726178 0.2382876 -163.84568 138.526788 11 21
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1442 0.2255511 -188.6582604 189.341473 1.0153461 2000-2009 –> 2010-2019 0.4313438 0.2057927 -881.39699 328.886449 1 2
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1442 0.2406348 -1.9663479 241.498501 1.0251464 2000-2009 –> 2010-2019 0.4527684 0.2121336 -562.27138 340.889693 2 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1442 0.2411117 3.7426557 92.673117 1.0236299 2000-2009 –> 2010-2019 0.4536874 0.2125758 -547.47448 145.182303 3 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1442 0.2411467 4.1619738 92.972088 1.0236821 2000-2009 –> 2010-2019 0.4537389 0.2125922 -546.71930 145.614363 4 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1442 0.2412530 5.4324879 322.498443 1.0227801 2000-2009 –> 2010-2019 0.4539554 0.2127025 -543.18478 529.531475 5 10
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1442 0.2495262 102.6748278 114.225687 1.1091657 2000-2009 –> 2010-2019 0.4647063 0.2151801 -395.40335 173.927695 6 12
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1442 0.2552577 166.1693542 58.147805 1.1586841 2000-2009 –> 2010-2019 0.4728575 0.2175998 -285.10898 89.303102 9 16
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1442 0.2501112 107.4287736 90.942837 0.9262970 2000-2009 –> 2010-2019 0.4766477 0.2265365 -168.20598 143.038279 7 15
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1442 0.2526299 138.3255735 203.121358 0.7833830 2000-2009 –> 2010-2019 0.4814309 0.2288010 -91.90154 407.318374 8 17
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1442 0.2593558 212.1040581 82.267767 0.9160848 2000-2009 –> 2010-2019 0.4916859 0.2323301 46.67443 130.805442 10 20
SO (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 20 0.4106445 35.1564466 96.648755 0.8352914 1982-1999 –> 2000-2009 1.3790676 0.9684231 99.08313 191.639771 9 10
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 20 0.3564496 29.4950453 869.770668 1.1545171 1982-1999 –> 2000-2009 1.3938155 1.0373659 95.89748 1235.518656 2 4
SO (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 20 0.3517186 28.9605827 983.447985 1.1713600 1982-1999 –> 2000-2009 1.3981082 1.0463897 95.67482 1226.493459 1 5
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 20 0.4046423 34.5674706 101.897877 0.8190721 1982-1999 –> 2000-2009 1.4569290 1.0522867 101.48402 203.086425 8 14
SO (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 20 0.4124832 35.3351528 79.050815 0.8398664 1982-1999 –> 2000-2009 1.4578291 1.0453459 102.01346 175.493188 11 14
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 20 0.4124009 35.3271648 132.236248 0.8397166 1982-1999 –> 2000-2009 1.4589588 1.0465580 102.04719 244.732736 10 15
SO (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 20 0.3866197 30.7449908 878.313153 1.2985274 1982-1999 –> 2000-2009 1.4869363 1.1003166 97.26830 1052.886440 5 14
SO (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 20 0.3892075 31.0118314 779.294509 1.2992370 1982-1999 –> 2000-2009 1.4888712 1.0996638 97.51378 945.890478 6 14
SO (26,26.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 20 0.4160021 33.6749407 727.181816 1.3065805 1982-1999 –> 2000-2009 1.5244483 1.1084462 100.46326 1140.528229 13 23
SO (26,26.5] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 20 0.4001523 32.1211377 627.290835 0.7322040 1982-1999 –> 2000-2009 1.5962226 1.1960703 101.64842 1116.633504 7 21
SO (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate 11 0.2339930 11.2624359 415.074984 0.3734581 2000-2009 –> 2010-2019 0.7013233 0.4673303 49.59122 458.013505 7 8
SO (26,26.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 11 0.2634159 13.8681864 437.111270 0.4411358 2000-2009 –> 2010-2019 0.7526530 0.4892371 54.02940 480.358897 9 12
SO (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 11 0.2638280 13.9025706 384.045213 0.4458081 2000-2009 –> 2010-2019 0.7550290 0.4912011 54.22404 428.730330 10 14
SO (26,26.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 11 0.2578786 13.4007845 403.388728 0.4254433 2000-2009 –> 2010-2019 0.7563462 0.4984676 54.30966 455.823502 8 13
SO (26,26.5] 3 cstar_tref ~ sal + temp + phosphate_star 11 0.2638484 11.9042734 94.591262 0.4466045 2000-2009 –> 2010-2019 0.7957399 0.5318915 53.40919 119.911890 11 18
SO (26,26.5] 4 cstar_tref ~ sal + temp + aou + silicate 11 0.1030829 -6.7722389 845.076979 0.1635201 2000-2009 –> 2010-2019 0.9122988 0.8092159 53.51772 896.000364 2 13
SO (26,26.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate 11 0.4452522 25.4161325 441.712662 1.0448239 2000-2009 –> 2010-2019 0.9342495 0.4889972 65.55774 742.016336 21 23
SO (26,26.5] 3 cstar_tref ~ temp + nitrate + phosphate 11 0.5944152 29.7727491 341.748124 1.2581976 2000-2009 –> 2010-2019 1.1179208 0.5235056 70.64199 562.317818 26 32
SO (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 11 0.4842268 27.2622042 404.119417 0.8644208 2000-2009 –> 2010-2019 1.1197226 0.6354959 77.88576 460.215769 22 30
SO (26,26.5] 4 cstar_tref ~ sal + temp + nitrate + silicate 11 0.1371038 -0.4977303 413.359860 0.2053360 2000-2009 –> 2010-2019 1.1541250 1.0170212 68.93493 469.244600 4 23
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 68 1.0095981 208.2747593 57.316434 3.5260509 1982-1999 –> 2000-2009 2.2739856 1.2643875 387.62739 142.007414 1 2
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 68 1.0188817 209.5196130 54.591696 3.3986311 1982-1999 –> 2000-2009 2.4338792 1.4149975 400.12624 139.103568 2 5
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 68 1.1819541 229.7106331 64.285986 3.9067325 1982-1999 –> 2000-2009 2.5258481 1.3438940 415.16163 168.152505 4 6
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 68 1.0949411 217.3109191 53.282378 3.7848137 1982-1999 –> 2000-2009 2.5347656 1.4398245 407.65689 137.205439 3 8
SO (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 68 1.2050738 232.3451956 80.686373 3.7113842 1982-1999 –> 2000-2009 2.7029638 1.4978900 428.64479 200.488672 5 11
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 68 1.2835648 240.9268469 57.373373 4.0298041 1982-1999 –> 2000-2009 2.7069892 1.4234244 432.12725 138.240461 8 12
SO (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 68 1.2710448 237.5937768 53.275297 4.2207897 1982-1999 –> 2000-2009 2.8005516 1.5295068 433.98216 156.204802 6 13
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 68 1.2784758 240.3865634 55.107558 3.8861912 1982-1999 –> 2000-2009 2.8483066 1.5698309 441.37720 137.052936 7 15
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 68 1.3628690 247.0801558 53.426558 4.3254634 1982-1999 –> 2000-2009 2.9810760 1.6182070 449.10588 133.160924 9 18
SO (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 68 1.4264682 255.2830580 237.032480 4.0886653 1982-1999 –> 2000-2009 3.1399458 1.7134776 465.02941 569.305916 10 21
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 23 0.9666863 77.7126364 80.197033 2.6448842 2000-2009 –> 2010-2019 1.9762844 1.0095981 285.98740 137.513468 1 2
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 23 0.9879452 78.7132819 73.483218 2.7023337 2000-2009 –> 2010-2019 2.1698993 1.1819541 308.42392 137.769204 2 6
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 23 1.0010822 79.3209268 60.113834 2.7123664 2000-2009 –> 2010-2019 2.2846470 1.2835648 320.24777 117.487208 3 11
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 23 1.4059227 94.9430887 47.739601 3.7615668 2000-2009 –> 2010-2019 2.4248045 1.0188817 304.46270 102.331297 5 7
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 23 1.4826584 95.3876619 29.406929 3.2546553 2000-2009 –> 2010-2019 2.5775996 1.0949411 312.69858 82.689307 7 10
SO (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 23 1.0799476 82.8091464 818.339211 2.7448530 2000-2009 –> 2010-2019 2.5885646 1.5086170 345.70708 1315.535181 4 15
SO (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 23 1.4781500 97.2475728 37.370808 3.9092858 2000-2009 –> 2010-2019 2.6832238 1.2050738 329.59277 118.057181 6 11
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 23 1.5259409 98.7112893 21.246613 4.0312585 2000-2009 –> 2010-2019 2.8044167 1.2784758 339.09785 76.354171 8 15
SO (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 23 1.5592528 97.7046828 24.607605 3.3614943 2000-2009 –> 2010-2019 2.8302976 1.2710448 335.29846 77.882903 9 15
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 23 1.6069297 99.0901376 14.242286 3.4947606 2000-2009 –> 2010-2019 2.9697987 1.3628690 346.17029 67.668844 10 19
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 181 1.8150025 743.4391934 68.186291 5.6512292 1982-1999 –> 2000-2009 3.7444050 1.9294025 1654.33552 120.764253 1 2
SO (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 181 1.9569189 770.6921485 62.271710 6.2271436 1982-1999 –> 2000-2009 4.0039421 2.0470232 1707.15262 118.750833 2 6
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 181 2.0556473 788.5096135 57.875902 6.0220468 1982-1999 –> 2000-2009 4.0048089 1.9491616 1703.80758 111.268332 4 6
SO (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 181 2.1312994 799.5926703 56.226367 5.8678687 1982-1999 –> 2000-2009 4.0833725 1.9520732 1713.53545 107.481883 5 8
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 181 2.0115209 780.6543202 64.523697 6.4838804 1982-1999 –> 2000-2009 4.1195526 2.1080317 1729.80179 126.116687 3 10
SO (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 181 2.2663080 823.8267974 55.445491 6.5689760 1982-1999 –> 2000-2009 4.3410768 2.0747688 1766.10332 115.442158 7 12
SO (26.75,27] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 181 2.3394144 833.3197747 52.261352 6.2367469 1982-1999 –> 2000-2009 4.4164186 2.0770042 1774.06151 107.757058 10 16
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 181 2.3083947 830.4877042 56.340987 6.8663669 1982-1999 –> 2000-2009 4.4501984 2.1418037 1786.50122 115.465248 9 17
SO (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 181 2.2126883 815.1591145 348.038010 7.0168426 1982-1999 –> 2000-2009 4.4823907 2.2697024 1796.22881 770.566317 6 16
SO (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 181 2.4024006 842.9373394 55.123126 6.4100192 1982-1999 –> 2000-2009 4.5446317 2.1422311 1797.03707 114.245927 19 28
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 144 1.6143248 560.5823266 58.677255 5.3755973 2000-2009 –> 2010-2019 3.4293273 1.8150025 1304.02152 126.863546 3 4
SO (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 144 1.6604340 568.6930472 60.982777 5.4386496 2000-2009 –> 2010-2019 3.6173529 1.9569189 1339.38520 123.254486 4 6
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 144 1.7322570 580.8887423 57.698541 5.6927040 2000-2009 –> 2010-2019 3.7437778 2.0115209 1361.54306 122.222238 9 12
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 144 1.8128842 593.9909894 50.724888 7.7315299 2000-2009 –> 2010-2019 3.8685315 2.0556473 1382.50060 108.600791 12 16
SO (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 144 1.8230508 593.6015772 48.558202 7.7649767 2000-2009 –> 2010-2019 3.9543502 2.1312994 1393.19425 104.784569 13 18
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 144 1.5904561 556.2923016 28.244312 4.4043345 2000-2009 –> 2010-2019 3.9786166 2.3881605 1399.07752 66.911758 1 18
SO (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 144 1.6088467 559.6033541 33.860116 4.4667040 2000-2009 –> 2010-2019 4.0133544 2.4045077 1404.85806 83.007462 2 22
SO (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate_star 144 1.6616550 566.9047480 23.323865 5.2549474 2000-2009 –> 2010-2019 4.0731120 2.4114571 1411.20418 50.951594 5 27
SO (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 144 1.6896192 573.7112130 24.895827 4.7864164 2000-2009 –> 2010-2019 4.0972184 2.4075992 1419.43105 59.930943 6 27
SO (26.75,27] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 144 1.6897779 571.7382693 23.459732 5.3115915 2000-2009 –> 2010-2019 4.1314273 2.4416494 1420.54193 51.885524 7 34
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 686 1.6340340 2634.5067726 35.337422 8.3128769 1982-1999 –> 2000-2009 3.3443320 1.7102980 4795.76233 70.815098 2 3
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 686 1.6538234 2651.0229032 46.485383 7.8189244 1982-1999 –> 2000-2009 3.3673161 1.7134927 4814.32753 98.033295 3 5
SO (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 686 1.6575375 2654.1006532 35.081836 7.8125975 1982-1999 –> 2000-2009 3.3734260 1.7158885 4818.93941 70.658276 4 7
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 686 1.6091143 2613.4219960 43.397678 10.0415090 1982-1999 –> 2000-2009 3.3906326 1.7815182 4819.47411 94.869549 1 7
SO (27,27.25] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 686 1.6762305 2667.4868282 34.905294 7.3635341 1982-1999 –> 2000-2009 3.3988927 1.7226622 4834.65159 67.607144 5 9
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 686 1.6917114 2682.0998807 60.077126 8.1468102 1982-1999 –> 2000-2009 3.4434415 1.7517301 4869.63751 128.369116 6 11
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 686 1.8216018 2783.5943183 277.215719 10.8203960 1982-1999 –> 2000-2009 3.6714663 1.8498646 5030.98227 576.181687 7 14
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 686 1.8340391 2792.9300900 276.273761 10.5366896 1982-1999 –> 2000-2009 3.6849880 1.8509489 5040.96146 562.454717 8 16
SO (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 686 1.8385250 2794.2817786 35.054468 10.0835484 1982-1999 –> 2000-2009 3.6896859 1.8511609 5040.43890 67.635978 9 18
SO (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 686 1.8395401 2797.0390604 637.343742 9.3793838 1982-1999 –> 2000-2009 3.7158755 1.8763354 5060.02760 1342.711913 10 22
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 405 1.3681659 1417.2517788 37.276270 5.7477208 2000-2009 –> 2010-2019 3.0021999 1.6340340 4051.75855 72.613692 1 3
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 405 1.4104205 1441.8894161 62.430157 4.3877845 2000-2009 –> 2010-2019 3.0195348 1.6091143 4055.31141 105.827836 14 15
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 405 1.4639940 1472.0865294 52.599796 5.9226189 2000-2009 –> 2010-2019 3.1178174 1.6538234 4123.10943 99.085179 18 21
SO (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 405 1.4696133 1475.1896254 37.225967 5.9102485 2000-2009 –> 2010-2019 3.1271508 1.6575375 4129.29028 72.307804 20 24
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 405 1.4874449 1484.9586846 84.695919 5.9063941 2000-2009 –> 2010-2019 3.1791563 1.6917114 4167.05857 144.773045 22 28
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 405 1.3802696 1424.3860757 228.300690 5.9260822 2000-2009 –> 2010-2019 3.2018714 1.8216018 4207.98039 505.516410 4 11
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 405 1.3847777 1427.0273189 223.106989 5.9765570 2000-2009 –> 2010-2019 3.2188169 1.8340391 4219.95741 499.380749 7 15
SO (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 405 1.3991211 1433.3740411 37.272369 6.2399402 2000-2009 –> 2010-2019 3.2376461 1.8385250 4227.65582 72.326837 11 20
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 405 1.3988554 1435.2201957 279.652062 5.9407226 2000-2009 –> 2010-2019 3.2572500 1.8583946 4246.25012 638.248788 10 21
SO (27,27.25] 4 cstar_tref ~ sal + temp + aou + nitrate 405 1.4978027 1488.5795327 51.442829 4.9171619 2000-2009 –> 2010-2019 3.3727341 1.8749314 4309.76409 85.632591 24 36
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1122 1.4559981 4041.1501891 633.457639 8.2711339 1982-1999 –> 2000-2009 2.5871429 1.1311447 7013.02972 1211.144712 1 2
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1122 1.4632036 4052.2279812 880.909017 8.2988762 1982-1999 –> 2000-2009 2.6013682 1.1381646 7035.97380 1657.944326 2 4
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1122 1.4661172 4056.6918799 772.786054 8.2324843 1982-1999 –> 2000-2009 2.6052688 1.1391515 7042.10016 1350.531846 3 6
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1122 1.4685145 4060.3580711 114.241878 8.0758116 1982-1999 –> 2000-2009 2.6079559 1.1394415 7046.25442 242.361420 4 8
SO (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1122 1.4685760 4058.4521351 104.260034 8.0852326 1982-1999 –> 2000-2009 2.6080192 1.1394431 7042.35129 231.892358 5 10
SO (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1122 1.4764516 4072.4538854 501.535516 9.5329451 1982-1999 –> 2000-2009 2.6222739 1.1458223 7069.06106 974.048345 7 13
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1122 1.4766730 4072.7904437 703.111953 9.4924153 1982-1999 –> 2000-2009 2.6260407 1.1493677 7075.32305 1361.710086 8 15
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1122 1.4705783 4063.5095628 94.598204 8.8587077 1982-1999 –> 2000-2009 2.6373143 1.1667359 7094.80856 194.805605 6 18
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1122 1.4852159 4085.7350933 500.650755 9.5241604 1982-1999 –> 2000-2009 2.6404384 1.1552225 7098.01307 949.582407 10 18
SO (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1122 1.4766991 4070.8300841 83.131504 9.4726582 1982-1999 –> 2000-2009 2.6435603 1.1668611 7100.33487 172.499050 9 22
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 674 1.8141344 2729.6092833 907.259772 5.4830074 2000-2009 –> 2010-2019 3.2701325 1.4559981 6770.75947 1540.717411 1 2
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 674 1.8185218 2732.8654646 905.351977 5.3402731 2000-2009 –> 2010-2019 3.2846390 1.4661172 6789.55734 1678.138031 5 7
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 674 1.8171356 2731.8375150 202.363964 5.2623141 2000-2009 –> 2010-2019 3.2856501 1.4685145 6792.19559 316.605841 4 7
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 674 1.8162809 2731.2033611 143.355975 5.5453952 2000-2009 –> 2010-2019 3.2868593 1.4705783 6794.71292 237.954179 2 7
SO (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 674 1.8264332 2736.7171223 195.000136 5.6888058 2000-2009 –> 2010-2019 3.2950092 1.4685760 6795.16926 299.260170 12 16
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 674 1.8217490 2735.2555335 745.356020 5.5763841 2000-2009 –> 2010-2019 3.2984220 1.4766730 6808.04598 1448.467973 6 13
SO (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 674 1.8225354 2735.8372809 671.478388 5.4870173 2000-2009 –> 2010-2019 3.2989869 1.4764516 6808.29117 1173.013904 7 13
SO (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 674 1.8229447 2734.1400244 128.149120 5.4157999 2000-2009 –> 2010-2019 3.2996439 1.4766991 6804.97011 211.280624 8 16
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 674 1.8281843 2740.0089167 622.696545 5.3499197 2000-2009 –> 2010-2019 3.3134002 1.4852159 6825.74401 1123.347300 13 22
SO (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 674 1.8162861 2729.2072255 131.632194 5.5494705 2000-2009 –> 2010-2019 3.3161754 1.4998893 6835.00333 225.878201 3 13
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1852 1.3152717 6284.8046723 347.062350 5.9549342 1982-1999 –> 2000-2009 2.4711654 1.1558936 10924.56137 589.989022 1 2
SO (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + nitrate 1852 1.3361034 6341.0099411 187.378623 5.3780706 1982-1999 –> 2000-2009 2.4955572 1.1594538 10987.86330 428.828344 2 5
SO (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 1852 1.3874454 6480.6757572 345.155623 5.0063002 1982-1999 –> 2000-2009 2.5435555 1.1561101 11118.98645 501.456388 4 6
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1852 1.3701771 6436.2862070 79.960154 5.4524308 1982-1999 –> 2000-2009 2.5504836 1.1803064 11137.86611 190.707387 3 8
SO (27.5,27.75] 3 cstar_tref ~ temp + aou + nitrate 1852 1.4050411 6525.3547851 181.088446 5.5358385 1982-1999 –> 2000-2009 2.5649102 1.1598691 11171.26756 326.326339 7 11
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1852 1.3955545 6504.2612164 454.485543 5.1659992 1982-1999 –> 2000-2009 2.5829744 1.1874199 11223.61484 739.854968 5 18
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 1852 1.4149723 6553.4435029 54.809361 5.0996924 1982-1999 –> 2000-2009 2.5973875 1.1824152 11258.30368 115.319519 9 16
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1852 1.4036609 6525.7145447 77.990685 5.1365102 1982-1999 –> 2000-2009 2.5974091 1.1937482 11260.79080 187.717743 6 23
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1852 1.4153819 6554.5156831 533.668224 5.0756280 1982-1999 –> 2000-2009 2.6017707 1.1863888 11269.29979 934.827384 10 21
SO (27.5,27.75] 3 cstar_tref ~ sal + aou + nitrate 1852 1.4153877 6552.5308820 45.136924 5.0767503 1982-1999 –> 2000-2009 2.6048187 1.1894310 11272.89012 105.025052 11 26
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1113 1.8333459 4521.8306835 470.268272 6.3371127 2000-2009 –> 2010-2019 3.1486176 1.3152717 10806.63536 817.330622 3 4
SO (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + nitrate 1113 1.8383381 4525.8838551 417.623015 6.4620477 2000-2009 –> 2010-2019 3.1744415 1.3361034 10866.89380 605.001637 10 12
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1113 1.8245604 4511.1380289 162.035694 6.6855779 2000-2009 –> 2010-2019 3.1947376 1.3701771 10947.42424 241.995848 1 4
SO (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 1113 1.8339589 4520.5748878 267.672460 6.4657193 2000-2009 –> 2010-2019 3.2214043 1.3874454 11001.25065 612.828084 5 9
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1113 1.8422513 4532.6172140 580.097005 7.0042994 2000-2009 –> 2010-2019 3.2378058 1.3955545 11036.87843 1034.582548 22 27
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1113 1.8398571 4529.7224582 158.070847 6.9979638 2000-2009 –> 2010-2019 3.2435180 1.4036609 11055.43700 236.061532 18 24
SO (27.5,27.75] 3 cstar_tref ~ temp + aou + nitrate 1113 1.8395498 4525.3506441 199.825628 6.6839349 2000-2009 –> 2010-2019 3.2445909 1.4050411 11050.70543 380.914075 16 23
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1113 1.8419081 4532.2025158 245.637947 7.0456411 2000-2009 –> 2010-2019 3.2517857 1.4098776 11074.28554 420.010171 21 29
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1113 1.8390637 4526.7622828 629.070946 6.7748203 2000-2009 –> 2010-2019 3.2544456 1.4153819 11081.27797 1162.739170 14 24
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 1113 1.8428646 4531.3582311 96.484666 6.4413260 2000-2009 –> 2010-2019 3.2578369 1.4149723 11084.80173 151.294027 24 33
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 729 1.2751408 2437.1888962 399.070443 7.8496743 1982-1999 –> 2000-2009 2.2506613 0.9755205 4213.40009 556.489525 11 12
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 729 1.2640549 2424.4578413 255.662187 7.5893865 1982-1999 –> 2000-2009 2.2641541 1.0000992 4232.12155 382.954363 1 11
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 729 1.2694597 2430.6786265 113.151516 7.7286888 1982-1999 –> 2000-2009 2.2670688 0.9976091 4235.19116 164.700064 5 13
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 729 1.2745196 2436.4785080 439.220117 7.8133498 1982-1999 –> 2000-2009 2.2673351 0.9928155 4234.90280 659.061735 10 15
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 729 1.2784662 2440.9862464 96.016688 7.9291881 1982-1999 –> 2000-2009 2.2698659 0.9913997 4237.60674 147.721391 14 17
SO (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 729 1.2781120 2438.5821932 115.877610 7.9373433 1982-1999 –> 2000-2009 2.2710686 0.9929566 4235.18615 237.565491 13 19
SO (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 729 1.2868722 2448.5412565 543.437678 7.8146279 1982-1999 –> 2000-2009 2.2714565 0.9845843 4234.44242 924.632950 31 33
SO (27.75,27.85] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 729 1.2679841 2426.9828673 995.628634 7.7462096 1982-1999 –> 2000-2009 2.2868644 1.0188803 4256.16341 1496.189184 3 17
SO (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 729 1.2976323 2460.6816312 23.277469 8.3147723 1982-1999 –> 2000-2009 2.2903995 0.9927672 4257.04443 47.491397 36 40
SO (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + silicate 729 1.2797028 2440.3958200 226.875425 7.5476958 1982-1999 –> 2000-2009 2.2907457 1.0110429 4259.81585 329.041017 19 31
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 575 1.8240060 2336.9697518 287.635995 5.3267166 2000-2009 –> 2010-2019 3.0991468 1.2751408 4774.15865 686.706438 1 12
SO (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 575 1.8305564 2339.0922465 141.361805 5.1383358 2000-2009 –> 2010-2019 3.1086683 1.2781120 4777.67444 257.239415 2 15
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 575 1.8915209 2378.7677089 246.621975 6.5268221 2000-2009 –> 2010-2019 3.1555758 1.2640549 4803.22555 502.284161 3 4
SO (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 575 1.8916678 2376.8570447 47.653160 6.5612072 2000-2009 –> 2010-2019 3.1584856 1.2668178 4802.49821 102.656376 4 6
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 575 1.8955300 2381.2025687 104.160701 6.4758101 2000-2009 –> 2010-2019 3.1649897 1.2694597 4811.88120 217.312217 7 12
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 575 1.8942809 2380.4445269 441.198005 6.4399657 2000-2009 –> 2010-2019 3.1688006 1.2745196 4816.92303 880.418122 5 15
SO (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 575 1.8998525 2381.8220143 107.785705 6.6766779 2000-2009 –> 2010-2019 3.1691577 1.2693051 4810.32309 243.467313 9 13
SO (27.75,27.85] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 575 1.9012248 2382.6523544 902.675890 6.5920020 2000-2009 –> 2010-2019 3.1692089 1.2679841 4809.63522 1898.304524 10 13
SO (27.75,27.85] 3 cstar_tref ~ aou + silicate + phosphate_star 575 1.9012256 2380.6528608 44.262712 6.5900215 2000-2009 –> 2010-2019 3.1712142 1.2699886 4807.93875 87.563942 11 18
SO (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 575 1.9023322 2383.3220331 52.306142 6.6643200 2000-2009 –> 2010-2019 3.1717969 1.2694647 4812.00637 113.034169 12 18
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 820 1.5962808 3108.0485362 482.115935 12.2034344 1982-1999 –> 2000-2009 3.0324669 1.4361860 5633.15921 561.196286 1 4
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 820 1.6353271 3147.6814214 786.067440 12.5684918 1982-1999 –> 2000-2009 3.0432557 1.4079286 5644.77334 1016.610442 6 7
SO (27.85,27.95] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 820 1.6384687 3148.8290138 534.035786 12.6216431 1982-1999 –> 2000-2009 3.0496274 1.4111587 5647.15205 760.065618 11 13
SO (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate 820 1.6054705 3115.4627985 663.344687 12.3717643 1982-1999 –> 2000-2009 3.0674298 1.4619594 5663.65253 1191.858070 2 20
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 820 1.6296526 3141.9808341 194.070776 12.6778605 1982-1999 –> 2000-2009 3.0715214 1.4418688 5672.65968 234.324744 4 10
SO (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 820 1.6331228 3143.4693662 169.752537 12.6545508 1982-1999 –> 2000-2009 3.0793252 1.4462024 5676.37964 231.576655 5 13
SO (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 820 1.6389686 3149.3292622 49.443652 12.7847225 1982-1999 –> 2000-2009 3.0864998 1.4475313 5683.53456 74.839014 12 23
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 820 1.6471517 3159.4971608 584.727010 12.8873042 1982-1999 –> 2000-2009 3.0867355 1.4395838 5687.93969 706.058005 19 23
SO (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + silicate 820 1.6359042 3146.2601350 47.030065 12.7602170 1982-1999 –> 2000-2009 3.0871827 1.4512785 5684.11072 78.142877 7 20
SO (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 820 1.6500599 3160.3902038 112.467443 12.9358248 1982-1999 –> 2000-2009 3.0918223 1.4417624 5688.96497 166.989635 24 29
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 903 1.6377128 3467.5039402 381.087566 8.7907637 2000-2009 –> 2010-2019 3.2730399 1.6353271 6615.18536 1167.155006 3 9
SO (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 903 1.6449668 3473.4856253 370.933023 9.1294678 2000-2009 –> 2010-2019 3.2841476 1.6391808 6623.02726 953.287466 8 22
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 903 1.6368619 3466.5653146 56.962006 8.8186982 2000-2009 –> 2010-2019 3.2857421 1.6488802 6627.78262 267.415916 2 22
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 903 1.6396420 3469.6301181 117.485861 8.8682271 2000-2009 –> 2010-2019 3.2867937 1.6471517 6629.12728 702.212871 5 24
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 903 1.6345887 3464.0555495 135.935367 8.7809351 2000-2009 –> 2010-2019 3.2879629 1.6533741 6629.73648 731.916112 1 32
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 903 1.6967201 3531.4298114 75.800859 8.6270345 2000-2009 –> 2010-2019 3.2930009 1.5962808 6639.47835 557.916794 23 24
SO (27.85,27.95] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 903 1.6445043 3472.9778557 33.345946 9.1694920 2000-2009 –> 2010-2019 3.2946681 1.6501638 6633.47132 118.698192 7 33
SO (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 903 1.6426639 3470.9555611 75.517987 9.1463861 2000-2009 –> 2010-2019 3.2961360 1.6534721 6634.73368 260.643643 6 38
SO (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 903 1.6462375 3474.8802583 61.847986 9.1794505 2000-2009 –> 2010-2019 3.2980240 1.6517865 6636.98563 203.901169 10 39
SO (27.85,27.95] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 903 1.6385412 3466.4172719 39.139012 8.6807474 2000-2009 –> 2010-2019 3.2983102 1.6597690 6636.42910 184.252106 4 50
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 917 1.8939955 3787.6882195 516.326442 7.8024283 1982-1999 –> 2000-2009 3.4735991 1.5796036 7152.42505 940.373206 1 8
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 917 1.9279648 3820.2899963 391.090059 8.0705332 1982-1999 –> 2000-2009 3.4819399 1.5539751 7155.81199 775.490368 6 7
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 917 1.9289591 3821.2355493 177.654036 8.2331325 1982-1999 –> 2000-2009 3.5099586 1.5809996 7187.55008 334.597273 7 15
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 917 1.9413526 3832.9812216 74.477412 8.2788185 1982-1999 –> 2000-2009 3.5195710 1.5782184 7196.15124 145.381427 11 16
SO (27.95,28.05] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 917 1.9619230 3850.3119589 255.655293 8.1834071 1982-1999 –> 2000-2009 3.5302216 1.5682985 7200.22062 519.726535 19 21
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 917 1.9514350 3842.4814998 225.916049 8.3045327 1982-1999 –> 2000-2009 3.5325978 1.5811628 7208.98042 447.047856 15 24
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 917 1.9560882 3846.8494797 95.723748 8.3429290 1982-1999 –> 2000-2009 3.5342989 1.5782107 7210.01069 191.619178 18 22
SO (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 917 1.9476981 3836.9661209 603.690006 8.2142901 1982-1999 –> 2000-2009 3.5387070 1.5910089 7212.55219 1073.064553 13 27
SO (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + silicate 917 1.9536402 3842.5527740 33.178694 8.2667559 1982-1999 –> 2000-2009 3.5387351 1.5850950 7211.48775 65.743289 16 27
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 917 1.9695436 3859.4218247 174.961764 8.4793340 1982-1999 –> 2000-2009 3.5475274 1.5779839 7222.32636 359.762215 25 28
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1685 1.6560828 6495.8363608 351.971273 11.9791887 2000-2009 –> 2010-2019 3.5500783 1.8939955 10283.52458 868.297715 5 6
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1685 1.6500903 6483.6200997 300.719745 12.4511284 2000-2009 –> 2010-2019 3.5780552 1.9279648 10303.91010 691.809805 2 8
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1685 1.6616782 6507.2034878 32.469405 12.4443713 2000-2009 –> 2010-2019 3.6030308 1.9413526 10340.18471 106.946817 7 18
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1685 1.6501162 6483.6729216 43.912274 12.5419476 2000-2009 –> 2010-2019 3.6062044 1.9560882 10330.52240 139.636022 3 21
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1685 1.6565899 6496.8681403 75.190371 12.5867973 2000-2009 –> 2010-2019 3.6080249 1.9514350 10339.34964 301.106420 6 21
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1685 1.6462129 6475.6919216 61.697549 12.5473536 2000-2009 –> 2010-2019 3.6157565 1.9695436 10335.11375 236.659313 1 26
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1685 1.6909312 6566.0144145 55.839800 12.4804234 2000-2009 –> 2010-2019 3.6198903 1.9289591 10387.24996 233.493836 9 16
SO (27.95,28.05] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1685 1.6501886 6481.8208171 38.913658 12.5014087 2000-2009 –> 2010-2019 3.7050715 2.0548829 10417.03547 107.004856 4 42
SO (27.95,28.05] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1685 1.6618180 6505.4869094 27.507643 12.3853321 2000-2009 –> 2010-2019 3.7208458 2.0590278 10444.39722 72.681110 8 48
SO (27.95,28.05] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1685 1.8253991 6821.8842255 346.350163 15.0638533 2000-2009 –> 2010-2019 3.7271341 1.9017351 10615.05157 727.034320 23 26
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 542 1.1241146 1678.9526820 738.581074 5.3305523 1982-1999 –> 2000-2009 2.3504984 1.2263838 3747.68132 1342.327264 1 2
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 542 1.1289238 1683.5803792 538.119319 5.4006878 1982-1999 –> 2000-2009 2.3589056 1.2299818 3756.01782 983.107752 2 4
SO (28.05,28.1] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 542 1.1291443 1681.7921335 264.325652 5.3851918 1982-1999 –> 2000-2009 2.3593153 1.2301710 3752.42421 452.889915 3 6
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 542 1.1348665 1689.2716741 753.755330 5.3278194 1982-1999 –> 2000-2009 2.3869868 1.2521203 3784.29323 1364.803357 5 10
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 542 1.1363013 1690.6413165 100.933176 5.3737237 1982-1999 –> 2000-2009 2.3881797 1.2518783 3785.41819 199.504742 7 11
SO (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 542 1.1363249 1688.6638395 26.076666 5.3729883 1982-1999 –> 2000-2009 2.3884750 1.2521500 3781.71543 47.323639 8 14
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 542 1.1354494 1689.8282800 808.891627 5.3198982 1982-1999 –> 2000-2009 2.3885925 1.2531431 3785.88354 1464.554457 6 13
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 542 1.1374632 1691.7491251 71.966410 5.3522836 1982-1999 –> 2000-2009 2.3906683 1.2532051 3787.86704 129.798339 9 17
SO (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 542 1.1374785 1689.7636984 13.720650 5.3492469 1982-1999 –> 2000-2009 2.3908718 1.2533933 3784.07172 26.314151 10 19
SO (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + silicate 542 1.1391508 1691.3562081 32.510340 5.2309183 1982-1999 –> 2000-2009 2.3942396 1.2550889 3787.37566 56.057197 11 21
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1032 1.2878616 3464.8463443 267.287850 9.7819989 2000-2009 –> 2010-2019 2.4196907 1.1318291 5151.21283 747.619292 1 5
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1032 1.3094697 3499.1894255 480.554116 9.9338547 2000-2009 –> 2010-2019 2.4335843 1.1241146 5178.14211 1219.135189 2 3
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1032 1.3125613 3504.0567176 285.815170 10.1913197 2000-2009 –> 2010-2019 2.4414851 1.1289238 5187.63710 823.934489 4 6
SO (28.05,28.1] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1032 1.3188714 3511.9555007 153.755106 10.0632568 2000-2009 –> 2010-2019 2.4480157 1.1291443 5193.74763 418.080758 13 16
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1032 1.3105980 3500.9670886 45.895879 10.0864422 2000-2009 –> 2010-2019 2.4480612 1.1374632 5192.71621 117.862289 3 12
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1032 1.3153034 3508.3641864 517.231907 10.0796968 2000-2009 –> 2010-2019 2.4507528 1.1354494 5198.19247 1326.123534 5 11
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1032 1.3168439 3510.7800799 489.131796 10.1036688 2000-2009 –> 2010-2019 2.4517104 1.1348665 5200.05175 1242.887126 9 14
SO (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1032 1.3177320 3510.1716157 9.306991 10.1032401 2000-2009 –> 2010-2019 2.4552105 1.1374785 5199.93531 23.027640 10 20
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1032 1.3157853 3509.1201639 68.126943 10.3247096 2000-2009 –> 2010-2019 2.4560362 1.1402509 5203.52272 174.446990 6 20
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1032 1.3166791 3510.5217911 80.620151 10.3912790 2000-2009 –> 2010-2019 2.4581803 1.1415012 5206.11230 195.904816 8 28
SO (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 185 0.4790805 266.7292000 273.175497 1.7513174 1982-1999 –> 2000-2009 0.9021778 0.4230973 478.53928 1212.321711 1 2
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 185 0.4865290 272.4375401 178.284024 1.7623036 1982-1999 –> 2000-2009 0.9174961 0.4309671 490.77162 484.236332 4 8
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 185 0.4871492 272.9088453 41.023771 1.7674539 1982-1999 –> 2000-2009 0.9176936 0.4305444 490.89558 154.767337 5 8
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 185 0.4848571 271.1638407 30.924383 1.7758341 1982-1999 –> 2000-2009 0.9183761 0.4335190 491.58795 129.627405 3 8
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 185 0.4885411 273.9645253 76.867275 1.7721295 1982-1999 –> 2000-2009 0.9184604 0.4299193 491.43693 382.314092 6 8
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 185 0.4825317 269.3850459 63.169343 1.8288765 1982-1999 –> 2000-2009 0.9204252 0.4378935 493.36333 360.429467 2 9
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 185 0.4984107 279.3648252 12.690245 1.9053006 1982-1999 –> 2000-2009 0.9360422 0.4376316 501.13128 79.496854 7 13
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + silicate 185 0.5488435 315.0287696 9.693950 2.1033026 1982-1999 –> 2000-2009 0.9949594 0.4461158 543.59247 26.711084 8 16
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + silicate 185 0.7090923 409.8125130 10.862869 2.3175214 1982-1999 –> 2000-2009 1.1585252 0.4494329 640.99863 75.456043 11 21
SO (28.1,28.15] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 185 0.6906948 400.0860838 371.297094 2.8659758 1982-1999 –> 2000-2009 1.1725911 0.4818963 655.96097 1072.212322 9 21
SO (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 283 0.6083466 535.8113149 338.171388 2.3416958 2000-2009 –> 2010-2019 1.0874271 0.4790805 802.54051 611.346885 1 2
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 283 0.6134707 540.5586768 40.259076 2.4006225 2000-2009 –> 2010-2019 1.0983277 0.4848571 811.72252 71.183459 4 7
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 283 0.6127411 539.8851576 140.942632 2.3385957 2000-2009 –> 2010-2019 1.0992701 0.4865290 812.32270 319.226656 2 6
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 283 0.6133979 540.4915415 44.113859 2.3419879 2000-2009 –> 2010-2019 1.1005471 0.4871492 813.40039 85.137630 3 8
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 283 0.6201855 546.7202659 73.603851 2.6647324 2000-2009 –> 2010-2019 1.1027172 0.4825317 816.10531 136.773193 7 9
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 283 0.6159938 542.8817928 85.406280 2.3472274 2000-2009 –> 2010-2019 1.1045349 0.4885411 816.84632 162.273556 5 11
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 283 0.6207905 545.2721057 33.133774 2.3889276 2000-2009 –> 2010-2019 1.1192011 0.4984107 824.63693 45.824019 8 15
SO (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 283 0.6181251 544.8367332 360.728375 2.1677129 2000-2009 –> 2010-2019 1.1658979 0.5477728 861.14296 777.789747 6 14
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + silicate 283 0.7050247 617.2894781 7.756867 2.6057827 2000-2009 –> 2010-2019 1.2538682 0.5488435 932.31825 17.450816 11 20
SO (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 283 0.7774796 674.6582191 874.727757 4.2702480 2000-2009 –> 2010-2019 1.3543162 0.5768366 1010.09286 1874.676798 13 23
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1310 0.8799639 3396.5879163 332.552892 3.9406181 1982-1999 –> 2000-2009 1.8838197 1.0038559 7456.99413 612.007304 17 18
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1310 0.8716290 3371.6534974 239.880253 4.1188271 1982-1999 –> 2000-2009 1.8887618 1.0171328 7469.42775 405.644334 1 4
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1310 0.8741948 3379.3546624 48.199478 4.1240377 1982-1999 –> 2000-2009 1.8911441 1.0169493 7476.61570 87.741806 5 7
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1310 0.8741950 3379.3552977 63.309364 4.1236516 1982-1999 –> 2000-2009 1.8921050 1.0179099 7479.30154 113.035055 6 10
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1310 0.8741854 3379.3265236 65.792142 4.1245202 1982-1999 –> 2000-2009 1.8921318 1.0179464 7479.37472 115.512194 4 9
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1310 0.8741410 3379.1932559 68.666581 4.1232218 1982-1999 –> 2000-2009 1.8922291 1.0180881 7479.63741 118.406564 2 8
SO (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1310 0.8741966 3377.3599142 7.029273 4.1231191 1982-1999 –> 2000-2009 1.8923725 1.0181759 7476.04918 14.267948 7 14
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1310 0.8741444 3379.2036827 50.640763 4.1199654 1982-1999 –> 2000-2009 1.8941300 1.0199856 7484.94338 90.503764 3 11
SO (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + silicate 1310 0.8742244 3377.4434066 7.860484 4.1270739 1982-1999 –> 2000-2009 1.8947221 1.0204977 7482.61066 17.725387 8 17
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1310 0.8745214 3380.3331183 797.512669 4.1759096 1982-1999 –> 2000-2009 1.8998130 1.0252916 7500.82916 1439.923327 9 19
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1928 0.7384895 4316.4866597 207.274065 4.0387832 2000-2009 –> 2010-2019 1.6101185 0.8716290 7688.14016 447.154318 5 6
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1928 0.7382927 4315.4590346 55.869403 4.0452123 2000-2009 –> 2010-2019 1.6124371 0.8741444 7694.66272 106.510166 1 4
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1928 0.7383697 4315.8613734 80.768275 4.0366465 2000-2009 –> 2010-2019 1.6125107 0.8741410 7695.05463 149.434856 2 4
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1928 0.7383824 4315.9277730 70.644650 4.0371465 2000-2009 –> 2010-2019 1.6125679 0.8741854 7695.25430 136.436792 3 7
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1928 0.7384126 4316.0852784 70.805723 4.0380554 2000-2009 –> 2010-2019 1.6126076 0.8741950 7695.44058 134.115087 4 10
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1928 0.7388170 4318.1966053 52.262648 4.0227022 2000-2009 –> 2010-2019 1.6130119 0.8741948 7697.55127 100.462126 13 18
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1928 0.7387134 4317.6558672 685.741236 4.0400484 2000-2009 –> 2010-2019 1.6132348 0.8745214 7697.98899 1483.253905 11 20
SO (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + silicate 1928 0.7392167 4318.2820948 12.474854 4.0618125 2000-2009 –> 2010-2019 1.6134412 0.8742244 7695.72550 20.335338 21 29
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1928 0.7385746 4316.9311905 689.361139 4.0362581 2000-2009 –> 2010-2019 1.6158000 0.8772254 7705.35300 1489.817752 6 19
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1928 0.7386272 4317.2057103 770.389182 4.0382890 2000-2009 –> 2010-2019 1.6159304 0.8773032 7705.85967 1641.339442 9 24
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 201 0.2996046 99.8860234 30.103559 1.1276293 1982-1999 –> 2000-2009 0.5895370 0.2899325 198.87670 164.513748 2 4
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 201 0.3003931 100.9426975 67.008425 1.1369917 1982-1999 –> 2000-2009 0.5898008 0.2894076 199.08185 404.847077 4 5
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 201 0.2996068 99.8889452 137.315818 1.1283514 1982-1999 –> 2000-2009 0.5899111 0.2903043 199.48200 402.386662 3 6
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 201 0.2996036 99.8846393 24.215224 1.1277876 1982-1999 –> 2000-2009 0.5931133 0.2935097 204.63886 127.826473 1 5
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 201 0.3015355 102.4685606 57.952353 1.0858702 1982-1999 –> 2000-2009 0.6002613 0.2987258 215.50193 349.807129 5 10
SO (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + silicate 201 0.3323187 139.5456374 6.489597 1.0481802 1982-1999 –> 2000-2009 0.6531366 0.3208179 284.11233 22.792815 6 12
SO (28.15,28.2] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 201 0.4351810 247.9520497 249.816386 1.4555563 1982-1999 –> 2000-2009 0.7872928 0.3521118 436.26404 1212.902466 9 19
SO (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + silicate 201 0.4595508 269.8559737 9.154351 1.3580599 1982-1999 –> 2000-2009 0.7893573 0.3298064 427.40989 78.166423 11 18
SO (28.15,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate 201 0.4742323 282.4979810 12.645734 1.4594844 1982-1999 –> 2000-2009 0.8040856 0.3298533 440.11862 109.620597 12 20
SO (28.15,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 201 0.5065655 309.0124070 143.774676 1.4810988 1982-1999 –> 2000-2009 0.8968724 0.3903069 545.72726 461.140079 13 24
SO (28.15,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 340 0.3164266 196.4267745 459.294888 0.9368498 2000-2009 –> 2010-2019 0.6132500 0.2968233 292.56359 769.234258 2 3
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 340 0.3155273 194.4913201 99.995712 0.9563595 2000-2009 –> 2010-2019 0.6170628 0.3015355 296.95988 157.948065 1 8
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 340 0.3205303 205.1887752 48.437311 0.9744469 2000-2009 –> 2010-2019 0.6201349 0.2996046 305.07480 78.540871 3 6
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 340 0.3206231 205.3857000 144.614840 0.9764944 2000-2009 –> 2010-2019 0.6202299 0.2996068 305.27465 281.930658 4 8
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 340 0.3208670 205.9028128 37.496124 0.9823134 2000-2009 –> 2010-2019 0.6204706 0.2996036 305.78745 61.711348 5 7
SO (28.15,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 340 0.3209313 204.0390494 23.731972 0.9862240 2000-2009 –> 2010-2019 0.6205381 0.2996068 301.92800 32.519559 6 11
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 340 0.3219890 208.2764070 110.904063 0.9835573 2000-2009 –> 2010-2019 0.6223821 0.3003931 309.21910 177.912487 7 13
SO (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 340 0.3466792 258.5166014 549.440398 1.1626729 2000-2009 –> 2010-2019 0.6591866 0.3125073 375.35269 948.115479 9 17
SO (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + silicate 340 0.3528274 268.4703313 6.427116 1.0700884 2000-2009 –> 2010-2019 0.6851461 0.3323187 408.01597 12.916713 10 19
SO (28.15,28.2] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 340 0.3890835 334.9845819 19.958843 1.4294478 2000-2009 –> 2010-2019 0.7736234 0.3845399 533.20332 43.841391 11 21
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1708 0.6745935 3516.4028173 223.406331 3.5609615 1982-1999 –> 2000-2009 1.3703550 0.6957615 6768.68174 302.286656 2 3
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1708 0.6743961 3515.4029601 115.674708 3.5519279 1982-1999 –> 2000-2009 1.3714167 0.6970206 6773.22558 183.777073 1 3
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1708 0.6746748 3516.8144426 115.617436 3.5630986 1982-1999 –> 2000-2009 1.3716962 0.6970214 6774.64064 258.064061 3 6
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1708 0.6753727 3520.3463239 245.779077 3.5907871 1982-1999 –> 2000-2009 1.3726239 0.6972512 6779.18283 313.139470 4 9
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1708 0.6904917 3595.9740422 91.409491 3.8238032 1982-1999 –> 2000-2009 1.3917433 0.7012516 6872.35119 242.848083 16 22
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1708 0.6998437 3639.9295077 81.979764 3.6986984 1982-1999 –> 2000-2009 1.3968656 0.6970219 6895.75762 136.104297 39 43
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1708 0.6970929 3628.4760777 42.111572 3.8664950 1982-1999 –> 2000-2009 1.4004455 0.7033526 6914.02574 62.202696 35 43
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 1708 0.7064869 3672.2025555 35.727657 3.7413912 1982-1999 –> 2000-2009 1.4100481 0.7035612 6956.66139 50.184337 44 53
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1708 0.6895328 3591.2265732 79.938719 3.7452590 1982-1999 –> 2000-2009 1.4338446 0.7443119 7050.31717 97.253710 15 27
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1708 0.7462895 3859.4300273 87.535942 3.2627302 1982-1999 –> 2000-2009 1.4475411 0.7012516 7133.80718 154.476612 54 61
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2833 0.7119602 6128.7772761 82.862807 3.8263874 2000-2009 –> 2010-2019 1.3866350 0.6746748 9645.59172 198.480243 1 4
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2833 0.7124399 6132.5935125 45.907747 3.8234900 2000-2009 –> 2010-2019 1.3868360 0.6743961 9647.99647 161.582456 2 3
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2833 0.7127030 6134.6850782 57.431100 3.8177637 2000-2009 –> 2010-2019 1.3880757 0.6753727 9655.03140 303.210176 3 7
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2833 0.7141444 6146.1326014 69.934128 3.8210557 2000-2009 –> 2010-2019 1.3887379 0.6745935 9662.53542 293.340459 8 10
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2833 0.7136302 6142.0515746 120.630501 4.1772999 2000-2009 –> 2010-2019 1.4001900 0.6865598 9718.51810 239.584341 6 19
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2833 0.7138883 6144.1008178 49.335906 4.1729622 2000-2009 –> 2010-2019 1.4002752 0.6863868 9719.70656 162.567954 7 19
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2833 0.7156395 6157.9823096 49.496795 4.1718522 2000-2009 –> 2010-2019 1.4022796 0.6866401 9734.84831 162.821252 10 24
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2833 0.7135500 6141.4152977 26.307112 4.0234071 2000-2009 –> 2010-2019 1.4030828 0.6895328 9732.64187 106.245832 5 24
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2833 0.7165486 6165.1755838 53.992276 4.1776762 2000-2009 –> 2010-2019 1.4032972 0.6867486 9742.58133 182.549165 11 26
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2833 0.7141825 6146.4350069 91.878586 3.6897179 2000-2009 –> 2010-2019 1.4046742 0.6904917 9742.40905 183.288077 9 29
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1803 0.5432028 2930.0497011 330.717233 2.4699671 1982-1999 –> 2000-2009 1.2088704 0.6656676 6874.55541 719.805381 26 27
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1803 0.5417359 2920.2983476 252.297377 2.4721742 1982-1999 –> 2000-2009 1.2119554 0.6702195 6891.27302 277.400178 10 12
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1803 0.5419807 2921.9274260 282.270211 2.5029866 1982-1999 –> 2000-2009 1.2174911 0.6755104 6923.44329 304.242999 11 15
SO (28.2,28.3] 4 cstar_tref ~ sal + aou + nitrate + silicate 1803 0.5467874 2951.7674009 246.632318 2.3325811 1982-1999 –> 2000-2009 1.2179051 0.6711177 6925.94353 268.422739 44 47
SO (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1803 0.5443751 2935.8231809 191.817249 2.3397723 1982-1999 –> 2000-2009 1.2238682 0.6794931 6958.17093 211.017456 37 42
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1803 0.5421452 2923.0217002 355.697436 2.5421803 1982-1999 –> 2000-2009 1.2253971 0.6832519 6968.79570 638.568898 13 22
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1803 0.5423145 2924.1478182 350.204163 2.5363712 1982-1999 –> 2000-2009 1.2254801 0.6831656 6969.43136 383.855287 14 20
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1803 0.5423423 2924.3323447 354.106087 2.5399803 1982-1999 –> 2000-2009 1.2255550 0.6832128 6969.88388 385.177730 17 24
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1803 0.5423300 2924.2507839 370.174412 2.5426509 1982-1999 –> 2000-2009 1.2255785 0.6832485 6970.00535 401.241597 15 23
SO (28.2,28.3] 4 cstar_tref ~ sal + aou + silicate + phosphate 1803 0.5462004 2947.8943336 303.204455 2.4587396 1982-1999 –> 2000-2009 1.2294784 0.6832779 6991.81630 329.973592 41 51
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2483 0.6765095 5119.6923361 105.284174 3.4686931 2000-2009 –> 2010-2019 1.2182454 0.5417359 8039.99068 357.581551 2 12
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2483 0.6768678 5122.3214921 225.820561 3.4703025 2000-2009 –> 2010-2019 1.2190129 0.5421452 8045.34319 581.517998 7 20
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2483 0.6766859 5120.9873451 170.207499 3.4664491 2000-2009 –> 2010-2019 1.2190282 0.5423423 8045.31969 524.313586 4 21
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2483 0.6767937 5121.7782350 170.042118 3.4677175 2000-2009 –> 2010-2019 1.2191082 0.5423145 8045.92605 520.246281 5 19
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2483 0.6768582 5122.2515549 170.306062 3.4670336 2000-2009 –> 2010-2019 1.2191882 0.5423300 8046.50234 540.480474 6 21
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2483 0.6772668 5125.2486200 128.609674 3.4763597 2000-2009 –> 2010-2019 1.2192475 0.5419807 8047.17605 410.879885 11 22
SO (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + silicate 2483 0.6772389 5123.0437388 10.237598 3.4603953 2000-2009 –> 2010-2019 1.2195702 0.5423313 8045.30354 16.915093 10 26
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2483 0.6764236 5119.0620765 255.444296 3.4576701 2000-2009 –> 2010-2019 1.2196265 0.5432028 8049.11178 586.161529 1 26
SO (28.2,28.3] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2483 0.6813895 5153.3858598 714.045437 3.6442496 2000-2009 –> 2010-2019 1.2201070 0.5387175 8051.53661 1465.080972 30 31
SO (28.2,28.3] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 2483 0.6772249 5122.9411787 76.044352 3.4981105 2000-2009 –> 2010-2019 1.2204659 0.5432410 8051.24415 167.882612 9 35
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2617 0.9202918 7005.9647102 517.215621 6.1393192 1982-1999 –> 2000-2009 1.7139596 0.7936679 14527.16599 999.076348 1 4
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2617 0.9239754 7026.8730467 236.797875 5.2693101 1982-1999 –> 2000-2009 1.7341042 0.8101287 14677.81205 316.748287 6 11
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2617 0.9238984 7026.4366742 155.587893 5.2584115 1982-1999 –> 2000-2009 1.7341227 0.8102243 14678.12119 235.587055 5 11
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2617 0.9247297 7031.1437789 177.549887 5.2634065 1982-1999 –> 2000-2009 1.7352963 0.8105667 14685.49815 339.394546 8 15
SO (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2617 0.9455301 7147.5701561 336.464681 4.6810704 1982-1999 –> 2000-2009 1.7358334 0.7903033 14641.92283 734.802744 14 16
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2617 0.9275306 7046.9733663 509.742835 5.2387040 1982-1999 –> 2000-2009 1.7414297 0.8138990 14727.25687 684.511387 9 17
SO (28.3, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate 2617 0.9246310 7028.5853759 16.816278 5.4563965 1982-1999 –> 2000-2009 1.7417058 0.8170748 14731.48097 39.093476 7 19
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2617 0.9538997 7193.6966596 384.057589 4.9646190 1982-1999 –> 2000-2009 1.7436935 0.7897938 14683.97304 788.484448 18 19
SO (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 2617 0.9539133 7191.7712433 301.443478 4.9892388 1982-1999 –> 2000-2009 1.7476989 0.7937856 14711.90992 690.784816 19 23
SO (28.3, Inf] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2617 0.9459432 7147.8565264 177.549439 4.8048334 1982-1999 –> 2000-2009 1.7658241 0.8198808 14872.41972 239.329703 15 29
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4827 1.0870866 14518.5538342 229.322931 7.4436001 2000-2009 –> 2010-2019 2.0110620 0.9239754 21545.42688 466.120806 2 5
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4827 1.0875621 14522.7758657 180.669776 7.4403293 2000-2009 –> 2010-2019 2.0114605 0.9238984 21549.21254 336.257669 3 5
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4827 1.0876422 14523.4865406 253.523065 7.4482126 2000-2009 –> 2010-2019 2.0123719 0.9247297 21554.63032 431.072951 4 9
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4827 1.0915999 14558.5517712 498.401849 7.4488039 2000-2009 –> 2010-2019 2.0191305 0.9275306 21605.52514 1008.144684 6 12
SO (28.3, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4827 1.1136507 14751.6232827 788.739160 7.9672842 2000-2009 –> 2010-2019 2.0363077 0.9226570 21771.02253 1147.253282 9 10
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4827 1.0867883 14515.9045252 748.730379 7.7735970 2000-2009 –> 2010-2019 2.0406880 0.9538997 21709.60118 1132.787968 1 16
SO (28.3, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4827 1.0879692 14524.3884492 175.335621 7.5116012 2000-2009 –> 2010-2019 2.0462889 0.9583198 21740.28166 330.856662 5 22
SO (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4827 1.1049719 14676.0938018 695.842729 7.2848314 2000-2009 –> 2010-2019 2.0505020 0.9455301 21823.66396 1032.307410 7 18
SO (28.3, Inf] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 4827 1.1065193 14687.6038084 220.367870 7.5149352 2000-2009 –> 2010-2019 2.0524625 0.9459432 21835.46033 397.917309 8 20
SO (28.3, Inf] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4827 1.1269264 14864.0267446 209.640664 7.0977620 2000-2009 –> 2010-2019 2.0589559 0.9320295 21934.32546 332.837774 10 20

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2009 5.9608029 947.90866
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 4.6027170 738.28866
Atlantic (26,26.5] 1982-1999 –> 2000-2009 7.9226159 3491.25668
Atlantic (26,26.5] 2000-2009 –> 2010-2019 8.1856258 3413.24229
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 5.7519962 4408.77893
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 7.2768628 4546.55743
Atlantic (26.75,27] 1982-1999 –> 2000-2009 4.1225133 6957.10830
Atlantic (26.75,27] 2000-2009 –> 2010-2019 5.1720545 7061.56635
Atlantic (27,27.25] 1982-1999 –> 2000-2009 3.8345979 8438.05425
Atlantic (27,27.25] 2000-2009 –> 2010-2019 4.5515149 9192.42509
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 5.0076115 16413.32073
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 6.6450709 19276.93251
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 3.6830490 26565.52074
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 3.8977243 29271.99245
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 1.8666784 6430.56869
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 1.7689372 6485.68019
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 3.2567842 8304.12044
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 3.3600265 8690.03305
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 6.1071306 14255.39130
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 5.9821524 13610.63756
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 0.5163100 198.77727
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 0.5161379 193.23192
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 0.5756284 738.20832
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 0.5987362 968.32678
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 0.5541746 1054.46346
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 0.4994628 78.49602
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 0.6706588 1484.99040
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 0.6662565 474.64968
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2009 11.2646510 24042.57968
Indo-Pacific (-Inf,26] 2000-2009 –> 2010-2019 11.6890763 38836.14554
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2009 8.0059227 25227.82322
Indo-Pacific (26,26.5] 2000-2009 –> 2010-2019 8.1390951 29817.66380
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2009 7.4763254 21835.26339
Indo-Pacific (26.5,26.75] 2000-2009 –> 2010-2019 8.1858991 26989.83564
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2009 6.7992160 28651.41791
Indo-Pacific (26.75,27] 2000-2009 –> 2010-2019 7.2253613 34463.09995
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2009 4.5458368 26940.51154
Indo-Pacific (27,27.25] 2000-2009 –> 2010-2019 4.6952826 34814.32670
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2009 3.3419177 29580.04340
Indo-Pacific (27.25,27.5] 2000-2009 –> 2010-2019 3.5358309 37946.19415
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2009 2.9683972 29169.35715
Indo-Pacific (27.5,27.75] 2000-2009 –> 2010-2019 2.9339608 36927.22990
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2009 1.6643558 7701.32484
Indo-Pacific (27.75,27.85] 2000-2009 –> 2010-2019 1.6304514 9492.40904
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2009 1.5482711 8494.62895
Indo-Pacific (27.85,27.95] 2000-2009 –> 2010-2019 1.3963463 9850.84971
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2009 1.5437363 9470.74418
Indo-Pacific (27.95,28.05] 2000-2009 –> 2010-2019 1.1727420 9037.01934
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2009 1.2566813 4693.78095
Indo-Pacific (28.05,28.1] 2000-2009 –> 2010-2019 0.9760482 4178.09279
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2009 1.4355880 12753.15216
Indo-Pacific (28.1,28.2] 2000-2009 –> 2010-2019 1.2538634 13504.56752
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2009 1.2104181 27193.33252
Indo-Pacific (28.2,28.3] 2000-2009 –> 2010-2019 1.0109036 31998.09657
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2009 0.4385415 -720.51981
Indo-Pacific (28.3, Inf] 2000-2009 –> 2010-2019 0.4632822 -397.49923
SO (26,26.5] 1982-1999 –> 2000-2009 1.4641187 99.30939
SO (26,26.5] 2000-2009 –> 2010-2019 0.8999408 60.21017
SO (26.5,26.75] 1982-1999 –> 2000-2009 2.6948311 426.08389
SO (26.5,26.75] 2000-2009 –> 2010-2019 2.5309536 322.76868
SO (26.75,27] 1982-1999 –> 2000-2009 4.2190797 1742.85649
SO (26.75,27] 2000-2009 –> 2010-2019 3.8907068 1383.57574
SO (27,27.25] 1982-1999 –> 2000-2009 3.5080057 4912.52027
SO (27,27.25] 2000-2009 –> 2010-2019 3.1734178 4173.81361
SO (27.25,27.5] 1982-1999 –> 2000-2009 2.6179383 7061.72500
SO (27.25,27.5] 2000-2009 –> 2010-2019 3.2948919 6802.44492
SO (27.5,27.75] 1982-1999 –> 2000-2009 2.5610032 11162.54440
SO (27.5,27.75] 2000-2009 –> 2010-2019 3.2229184 11000.55901
SO (27.75,27.85] 1982-1999 –> 2000-2009 2.2729620 4239.58746
SO (27.75,27.85] 2000-2009 –> 2010-2019 3.1537044 4802.62645
SO (27.85,27.95] 1982-1999 –> 2000-2009 3.0695867 5668.23264
SO (27.85,27.95] 2000-2009 –> 2010-2019 3.2897825 6630.59571
SO (27.95,28.05] 1982-1999 –> 2000-2009 3.5207157 7195.75164
SO (27.95,28.05] 2000-2009 –> 2010-2019 3.6334092 10379.63394
SO (28.05,28.1] 1982-1999 –> 2000-2009 2.3796733 3775.27482
SO (28.05,28.1] 2000-2009 –> 2010-2019 2.4462727 5191.12704
SO (28.1,28.15] 1982-1999 –> 2000-2009 0.9756747 527.82780
SO (28.1,28.15] 2000-2009 –> 2010-2019 1.1486108 850.11287
SO (28.1,28.2] 1982-1999 –> 2000-2009 1.8921229 7478.57836
SO (28.1,28.2] 2000-2009 –> 2010-2019 1.6131660 7697.10308
SO (28.15,28.2] 1982-1999 –> 2000-2009 0.6893368 315.12135
SO (28.15,28.2] 2000-2009 –> 2010-2019 0.6452024 343.33794
SO (28.2, Inf] 1982-1999 –> 2000-2009 1.3966580 6891.86511
SO (28.2, Inf] 2000-2009 –> 2010-2019 1.3964084 9700.18602
SO (28.2,28.3] 1982-1999 –> 2000-2009 1.2211579 6944.33188
SO (28.2,28.3] 2000-2009 –> 2010-2019 1.2193600 8046.74541
SO (28.3, Inf] 1982-1999 –> 2000-2009 1.7393668 14693.75607
SO (28.3, Inf] 2000-2009 –> 2010-2019 2.0339230 21706.91500

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

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26] 6 5 6 7 10 7 8
(26,26.5] 8 6 8 7 8 6 7
(26.5,26.75] 7 6 7 6 7 8 8
(26.75,27] 8 4 7 7 3 10 8
(27,27.25] 8 6 7 5 6 10 7
(27.25,27.5] 7 10 6 6 5 5 9
(27.5,27.75] 4 2 4 8 10 5 10
(27.75,27.85] 7 6 3 4 10 6 8
(27.85,27.95] 5 2 5 8 9 6 9
(27.95,28.05] 1 7 5 7 6 5 9
(28.05,28.1] 7 6 2 5 10 7 7
(28.1,28.15] 9 10 2 4 8 4 5
(28.15,28.2] 9 10 3 4 10 3 5
(28.2, Inf] 8 10 3 3 10 3 6
total 94.00 90.00 68.00 81.00 112.00 85.00 106.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 6 6 6 8 10 8 6
(26,26.5] 9 7 7 7 7 6 7
(26.5,26.75] 6 7 7 7 6 6 10
(26.75,27] 8 5 8 6 5 10 6
(27,27.25] 9 8 5 4 6 10 6
(27.25,27.5] 8 10 5 5 9 5 5
(27.5,27.75] 6 4 5 7 10 6 8
(27.75,27.85] 8 5 4 3 10 7 7
(27.85,27.95] 5 2 5 7 10 6 9
(27.95,28.05] 2 6 4 8 5 6 9
(28.05,28.1] 7 6 2 5 10 7 7
(28.1,28.15] 8 7 3 4 10 6 6
(28.15,28.2] 8 10 5 4 9 3 6
(28.2, Inf] 4 10 0 3 10 6 6
total 94.00 93.00 66.00 78.00 117.00 92.00 98.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 8 4 8 7 10 4 7
(26,26.5] 8 7 7 7 7 6 8
(26.5,26.75] 8 8 7 7 5 6 8
(26.75,27] 7 10 6 7 5 4 8
(27,27.25] 8 10 7 7 3 4 8
(27.25,27.5] 6 10 6 7 4 4 10
(27.5,27.75] 6 10 6 6 5 6 9
(27.75,27.85] 7 9 7 6 4 4 10
(27.85,27.95] 7 6 7 6 7 6 10
(27.95,28.05] 6 4 5 6 9 8 9
(28.05,28.1] 4 3 4 8 9 10 6
(28.1,28.2] 6 7 6 6 5 10 8
(28.2,28.3] 6 10 7 6 4 10 4
(28.3, Inf] 5 4 5 9 10 10 4
total 92.00 102.00 88.00 95.00 87.00 92.00 109.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 8 5 7 7 10 5 7
(26,26.5] 8 6 8 7 6 8 7
(26.5,26.75] 7 5 7 7 4 10 8
(26.75,27] 6 10 6 8 5 5 8
(27,27.25] 8 10 7 7 3 4 8
(27.25,27.5] 6 10 6 7 4 4 10
(27.5,27.75] 7 10 5 6 4 6 9
(27.75,27.85] 7 9 7 6 4 4 10
(27.85,27.95] 7 7 7 6 7 7 9
(27.95,28.05] 5 5 4 7 7 10 9
(28.05,28.1] 5 3 4 7 10 10 6
(28.1,28.2] 6 7 7 6 6 10 7
(28.2,28.3] 6 10 7 6 4 10 4
(28.3, Inf] 5 3 5 9 10 10 5
total 91.00 100.00 87.00 96.00 84.00 103.00 107.00
SO - 1982-1999 --> 2000-2009
(26,26.5] 6 6 8 7 5 6 8
(26.5,26.75] 7 10 7 7 3 4 9
(26.75,27] 7 10 7 7 4 3 9
(27,27.25] 5 5 4 8 10 7 9
(27.25,27.5] 6 10 4 6 6 6 10
(27.5,27.75] 8 8 3 2 8 6 7
(27.75,27.85] 7 5 4 6 8 7 8
(27.85,27.95] 6 6 5 4 10 5 8
(27.95,28.05] 6 5 5 6 10 8 7
(28.05,28.1] 6 8 5 6 10 4 7
(28.1,28.15] 5 4 4 6 10 9 8
(28.1,28.2] 7 4 4 7 10 9 7
(28.15,28.2] 5 4 5 5 10 8 8
(28.2, Inf] 8 10 4 6 10 4 5
(28.2,28.3] 7 5 4 6 10 10 5
(28.3, Inf] 4 10 9 5 10 4 5
total 100.00 110.00 82.00 94.00 134.00 100.00 120.00
SO - 2000-2009 --> 2010-2019
(26,26.5] 4 5 4 4 9 2 10
(26.5,26.75] 7 10 7 7 4 3 9
(26.75,27] 6 6 4 9 8 4 10
(27,27.25] 6 7 4 6 10 5 10
(27.25,27.5] 5 10 4 6 6 6 10
(27.5,27.75] 8 7 3 3 8 7 8
(27.75,27.85] 8 2 4 7 7 9 6
(27.85,27.95] 7 1 7 7 6 10 7
(27.95,28.05] 6 5 4 8 9 10 5
(28.05,28.1] 6 6 6 9 10 5 6
(28.1,28.15] 7 4 4 7 10 9 7
(28.1,28.2] 7 5 6 6 10 7 8
(28.15,28.2] 7 3 3 7 10 10 7
(28.2, Inf] 7 6 6 8 10 6 7
(28.2,28.3] 7 4 4 7 10 9 6
(28.3, Inf] 7 10 8 7 8 3 4
total 105.00 91.00 78.00 108.00 135.00 105.00 120.00

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

sessionInfo()
R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

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

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

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

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

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