Last updated: 2021-08-19

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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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, 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_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") &
           str_detect(lm_coeff_filter, "nitrate")) %>%
  select(-lm_coeff_filter)

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, "phosphate") &
           str_detect(lm_coeff_filter, "oxygen")) %>%
  select(-lm_coeff_filter)

lm_rm <- bind_rows(lm_rm_ph, lm_rm_si) %>%
  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:

  • 56

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
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 348 3.6421740 1.901217e+03 777.559604 13.4809807 1982-1999 –> 2000-2009 8.4251719 4.7829979 5.376664e+03 1326.049862 1 2
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 348 3.6451070 1.901778e+03 390.869653 13.3237885 1982-1999 –> 2000-2009 8.4798727 4.8347657 5.389712e+03 708.408104 2 4
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 348 3.6782000 1.908068e+03 641.878608 13.3359287 1982-1999 –> 2000-2009 8.5812953 4.9030953 5.412282e+03 971.344767 4 7
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 348 3.7187370 1.913697e+03 53.359894 15.5444504 1982-1999 –> 2000-2009 8.7611018 5.0423648 5.448400e+03 109.072189 5 9
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 348 3.7329686 1.916355e+03 28.577284 15.5711197 1982-1999 –> 2000-2009 8.8100038 5.0770352 5.459008e+03 54.023920 6 11
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 348 3.7662921 1.922541e+03 212.562674 15.5998254 1982-1999 –> 2000-2009 8.9327929 5.1665008 5.485456e+03 398.750363 7 13
Indian (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 348 3.8565173 1.939017e+03 591.405146 15.6602049 1982-1999 –> 2000-2009 9.1888165 5.3322991 5.538574e+03 1108.298054 8 15
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 348 3.6483855 1.900403e+03 25.526786 12.8815424 1982-1999 –> 2000-2009 9.4418649 5.7934794 5.596182e+03 54.472977 3 14
Indian (-Inf,26] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 348 4.6918439 2.075476e+03 271.887817 20.9311756 1982-1999 –> 2000-2009 10.0408263 5.3489825 5.678656e+03 515.369701 10 18
Indian (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 348 4.8363756 2.096592e+03 174.009783 21.2600681 1982-1999 –> 2000-2009 10.4330838 5.5967082 5.752288e+03 336.539318 11 20
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 192 5.0334007 1.179453e+03 451.401431 16.9740043 2000-2009 –> 2010-2019 8.6755747 3.6421740 3.080671e+03 1228.961036 1 2
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 192 5.0515665 1.180837e+03 209.097592 17.1729508 2000-2009 –> 2010-2019 8.6966735 3.6451070 3.082614e+03 599.967244 2 4
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 192 5.0941189 1.184058e+03 406.272857 17.3862834 2000-2009 –> 2010-2019 8.7723189 3.6782000 3.092126e+03 1048.151465 3 7
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 192 5.1418014 1.185635e+03 70.849973 19.8695856 2000-2009 –> 2010-2019 8.8605384 3.7187370 3.099332e+03 124.209867 4 9
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 192 5.1612001 1.187081e+03 31.627592 20.0540666 2000-2009 –> 2010-2019 8.8941687 3.7329686 3.103436e+03 60.204877 5 11
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 192 5.2221682 1.191591e+03 245.242070 20.5168491 2000-2009 –> 2010-2019 8.9884604 3.7662921 3.114131e+03 457.804744 6 13
Indian (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 192 5.3420906 1.200309e+03 550.033587 21.1016516 2000-2009 –> 2010-2019 9.1986079 3.8565173 3.139327e+03 1141.438733 7 15
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 192 5.8827340 1.237329e+03 29.534889 25.1492329 2000-2009 –> 2010-2019 9.5311195 3.6483855 3.137732e+03 55.061675 8 11
Indian (-Inf,26] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 192 5.8951709 1.238140e+03 252.773734 15.0012146 2000-2009 –> 2010-2019 10.5870148 4.6918439 3.313616e+03 524.661551 9 19
Indian (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 192 6.1085357 1.251792e+03 127.736852 15.0219065 2000-2009 –> 2010-2019 10.9449113 4.8363756 3.348385e+03 301.746636 10 21
Indian (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 662 4.7476386 3.955000e+03 191.082532 21.4793965 1982-1999 –> 2000-2009 9.6920527 4.9444141 9.381851e+03 383.236940 1 2
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 662 4.7515431 3.956088e+03 107.865030 21.4488488 1982-1999 –> 2000-2009 9.7413742 4.9898312 9.399343e+03 219.600216 2 4
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 662 4.7592143 3.958224e+03 232.007281 21.3977679 1982-1999 –> 2000-2009 9.8183305 5.0591162 9.426218e+03 429.309078 3 6
Indian (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 662 5.1007462 4.047983e+03 129.114616 22.3517690 1982-1999 –> 2000-2009 10.2656519 5.1649057 9.551104e+03 320.131347 7 11
Indian (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 662 5.1366775 4.057277e+03 81.398994 22.3093801 1982-1999 –> 2000-2009 10.3785804 5.2419029 9.586945e+03 190.092083 8 13
Indian (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 662 5.1867745 4.070127e+03 175.800266 22.2358039 1982-1999 –> 2000-2009 10.5295535 5.3427790 9.633991e+03 365.279492 9 15
Indian (26,26.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 662 4.9768731 4.015432e+03 37.554006 20.0127305 1982-1999 –> 2000-2009 10.8597308 5.8828577 9.752052e+03 69.276061 4 11
Indian (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 662 4.9794769 4.016125e+03 20.286961 19.9965105 1982-1999 –> 2000-2009 10.8947534 5.9152764 9.762604e+03 36.285537 5 13
Indian (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate 662 4.9905723 4.019072e+03 181.814617 19.9247361 1982-1999 –> 2000-2009 11.0229662 6.0323939 9.800724e+03 341.557558 6 15
Indian (26,26.5] 3 cstar_tref ~ temp + phosphate + phosphate_star 662 5.8387476 4.224894e+03 32.221368 21.5654750 1982-1999 –> 2000-2009 12.0915260 6.2527783 1.006892e+04 61.399552 11 21
Indian (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 314 5.1947545 1.939817e+03 261.622681 19.4998508 2000-2009 –> 2010-2019 9.9423931 4.7476386 5.894817e+03 452.705213 1 2
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 314 5.2125409 1.941964e+03 132.435579 19.4940790 2000-2009 –> 2010-2019 9.9640840 4.7515431 5.898052e+03 240.300608 2 4
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 314 5.2587702 1.947509e+03 411.764518 19.7506976 2000-2009 –> 2010-2019 10.0179845 4.7592143 5.905733e+03 643.771799 3 6
Indian (26,26.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 314 5.3582454 1.957277e+03 42.903122 15.8218637 2000-2009 –> 2010-2019 10.3351186 4.9768731 5.972709e+03 80.457127 4 8
Indian (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 314 5.3706514 1.958730e+03 21.528281 15.8479185 2000-2009 –> 2010-2019 10.3501284 4.9794769 5.974854e+03 41.815242 5 10
Indian (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate 314 5.4231552 1.964839e+03 221.331775 15.9693894 2000-2009 –> 2010-2019 10.4137275 4.9905723 5.983911e+03 403.146392 7 13
Indian (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 314 5.3963074 1.961722e+03 227.466368 22.4163612 2000-2009 –> 2010-2019 10.4970536 5.1007462 6.009705e+03 356.580984 6 13
Indian (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 314 5.4426022 1.967087e+03 117.420056 22.4060493 2000-2009 –> 2010-2019 10.5792797 5.1366775 6.024364e+03 198.819050 8 16
Indian (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 314 5.5462174 1.978930e+03 395.337328 22.7125538 2000-2009 –> 2010-2019 10.7329918 5.1867745 6.049057e+03 571.137594 9 18
Indian (26,26.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 314 5.9058296 2.018384e+03 14.436821 15.1391975 2000-2009 –> 2010-2019 11.2846922 5.3788626 6.136658e+03 34.432891 12 22
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 973 3.2177256 5.049496e+03 124.621135 17.7683448 1982-1999 –> 2000-2009 7.2111742 3.9934486 1.046322e+04 244.762289 1 2
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 973 3.2182992 5.049842e+03 92.970839 17.7201579 1982-1999 –> 2000-2009 7.2157990 3.9974998 1.046552e+04 172.275846 2 4
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 973 3.2203696 5.051094e+03 136.063955 17.5987413 1982-1999 –> 2000-2009 7.2275969 4.0072273 1.047145e+04 296.042136 3 6
Indian (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 973 3.4098560 5.160354e+03 84.698424 18.3438768 1982-1999 –> 2000-2009 7.4944755 4.0846195 1.061555e+04 204.086487 7 11
Indian (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 973 3.4154970 5.163571e+03 73.146267 18.2625612 1982-1999 –> 2000-2009 7.5070028 4.0915058 1.062201e+04 152.442289 8 13
Indian (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 973 3.4269552 5.170088e+03 135.714470 18.1637811 1982-1999 –> 2000-2009 7.5336144 4.1066592 1.063565e+04 278.441539 9 15
Indian (26.5,26.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 973 3.3840813 5.145589e+03 19.806843 14.8916631 1982-1999 –> 2000-2009 7.7500753 4.3659940 1.072909e+04 38.492119 4 11
Indian (26.5,26.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 973 3.3842506 5.145686e+03 11.611714 14.8839726 1982-1999 –> 2000-2009 7.7519192 4.3676686 1.072993e+04 29.320000 5 13
Indian (26.5,26.75] 4 cstar_tref ~ sal + temp + aou + phosphate 973 3.3868402 5.147175e+03 100.363475 14.7885706 1982-1999 –> 2000-2009 7.7748143 4.3879741 1.074035e+04 240.768032 6 15
Indian (26.5,26.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 973 3.4878220 5.204348e+03 14.695596 16.2904462 1982-1999 –> 2000-2009 8.0113641 4.5235421 1.085613e+04 30.854854 10 23
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 332 4.2576951 1.918131e+03 225.307866 12.7580947 2000-2009 –> 2010-2019 7.4780646 3.2203696 6.969224e+03 361.371821 1 4
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 332 4.2611283 1.918666e+03 118.816613 12.7796888 2000-2009 –> 2010-2019 7.4788539 3.2177256 6.968161e+03 243.437748 3 4
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 332 4.2613288 1.918697e+03 74.759000 12.7844431 2000-2009 –> 2010-2019 7.4796280 3.2182992 6.968539e+03 167.729839 5 7
Indian (26.5,26.75] 4 cstar_tref ~ sal + temp + aou + phosphate 332 4.2578353 1.916152e+03 158.367563 12.7061419 2000-2009 –> 2010-2019 7.6446755 3.3868402 7.063327e+03 258.731038 2 8
Indian (26.5,26.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 332 4.2611880 1.916675e+03 15.188394 12.7456193 2000-2009 –> 2010-2019 7.6452694 3.3840813 7.062264e+03 34.995237 4 8
Indian (26.5,26.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 332 4.2614023 1.916708e+03 11.275170 12.7467892 2000-2009 –> 2010-2019 7.6456529 3.3842506 7.062395e+03 22.886883 6 11
Indian (26.5,26.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 332 4.2694949 1.917968e+03 10.463707 13.0665829 2000-2009 –> 2010-2019 7.7573169 3.4878220 7.122317e+03 25.159303 7 17
Indian (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 332 4.5019636 1.953172e+03 114.313318 12.6267376 2000-2009 –> 2010-2019 7.9118195 3.4098560 7.113527e+03 199.011742 9 16
Indian (26.5,26.75] 3 cstar_tref ~ sal + temp + phosphate_star 332 4.3367790 1.926351e+03 9.326184 11.9887813 2000-2009 –> 2010-2019 7.9171069 3.5803279 7.179639e+03 19.215339 8 19
Indian (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 332 4.5019902 1.953176e+03 72.215981 12.6649038 2000-2009 –> 2010-2019 7.9174872 3.4154970 7.116747e+03 145.362249 10 18
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 934 2.9553427 4.688769e+03 406.011673 7.6877763 1982-1999 –> 2000-2009 5.6330317 2.6776891 1.140963e+04 577.124324 1 2
Indian (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 934 2.9627006 4.693414e+03 180.038840 7.7145402 1982-1999 –> 2000-2009 5.6414733 2.6787727 1.141540e+04 269.144062 2 5
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 934 2.9629449 4.693568e+03 164.265617 7.7177039 1982-1999 –> 2000-2009 5.6416537 2.6787088 1.141549e+04 249.640157 3 5
Indian (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 934 2.9631277 4.691684e+03 47.046433 7.7221041 1982-1999 –> 2000-2009 5.6442899 2.6811622 1.141416e+04 75.890402 4 10
Indian (26.75,27] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 934 2.9660796 4.693544e+03 162.499323 7.6747507 1982-1999 –> 2000-2009 5.6463508 2.6802712 1.141509e+04 231.747610 6 10
Indian (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 934 2.9660596 4.693531e+03 160.565730 7.6740382 1982-1999 –> 2000-2009 5.6470401 2.6809805 1.141582e+04 234.962567 5 10
Indian (26.75,27] 3 cstar_tref ~ sal + nitrate + phosphate_star 934 2.9660866 4.691548e+03 17.166436 7.6763675 1982-1999 –> 2000-2009 5.6521539 2.6860673 1.141712e+04 23.591096 7 14
Indian (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate 934 2.9828613 4.704083e+03 264.019448 7.7092961 1982-1999 –> 2000-2009 5.6941332 2.7112719 1.145772e+04 379.184194 10 20
Indian (26.75,27] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 934 2.9879874 4.707290e+03 60.596943 7.8091953 1982-1999 –> 2000-2009 5.6973315 2.7093442 1.145894e+04 88.411572 16 25
Indian (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate_star 934 2.9903554 4.708770e+03 60.383034 7.7990869 1982-1999 –> 2000-2009 5.6995080 2.7091526 1.146022e+04 88.358896 17 25
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 534 2.4588554 2.490302e+03 228.622530 9.5560763 2000-2009 –> 2010-2019 5.4141980 2.9553427 7.179071e+03 634.634203 1 2
Indian (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 534 2.4622669 2.491782e+03 76.007210 9.6955014 2000-2009 –> 2010-2019 5.4249675 2.9627006 7.185197e+03 256.046050 3 5
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 534 2.4639012 2.492491e+03 75.177074 9.7434358 2000-2009 –> 2010-2019 5.4268461 2.9629449 7.186059e+03 239.442690 5 8
Indian (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate 534 2.4588614 2.488304e+03 144.325569 9.5537157 2000-2009 –> 2010-2019 5.4417227 2.9828613 7.192387e+03 408.345017 2 12
Indian (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 534 2.4822066 2.498396e+03 66.676476 9.4905472 2000-2009 –> 2010-2019 5.4482662 2.9660596 7.191927e+03 227.242206 7 12
Indian (26.75,27] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 534 2.4624201 2.489849e+03 36.105759 9.6861740 2000-2009 –> 2010-2019 5.4504075 2.9879874 7.197139e+03 96.702702 4 20
Indian (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate_star 534 2.4640893 2.490573e+03 36.003991 9.7310163 2000-2009 –> 2010-2019 5.4544447 2.9903554 7.199342e+03 96.387026 6 23
Indian (26.75,27] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 534 2.4937292 2.503343e+03 60.932463 9.3215598 2000-2009 –> 2010-2019 5.4598088 2.9660796 7.196886e+03 223.431786 9 15
Indian (26.75,27] 3 cstar_tref ~ sal + aou + phosphate_star 534 2.4849357 2.497570e+03 15.263470 9.4947171 2000-2009 –> 2010-2019 5.4846004 2.9996647 7.210146e+03 46.182450 8 29
Indian (26.75,27] 3 cstar_tref ~ sal + phosphate + phosphate_star 534 2.5036026 2.505563e+03 17.268438 9.2755865 2000-2009 –> 2010-2019 5.5079328 3.0043302 7.221042e+03 51.930364 10 34
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 921 1.4717419 3.339520e+03 271.112684 4.3480545 1982-1999 –> 2000-2009 2.8200384 1.3482965 8.335083e+03 409.300044 2 3
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 921 1.4716074 3.339351e+03 425.767776 4.3741755 1982-1999 –> 2000-2009 2.8207893 1.3491819 8.336818e+03 627.702883 1 3
Indian (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 921 1.4727060 3.338726e+03 126.467084 4.3443896 1982-1999 –> 2000-2009 2.8221230 1.3494169 8.334698e+03 208.541445 3 6
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 921 1.4739712 3.342308e+03 877.975350 4.0793280 1982-1999 –> 2000-2009 2.8248567 1.3508854 8.343434e+03 1188.425139 6 10
Indian (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 921 1.4728666 3.338927e+03 332.116847 4.2532585 1982-1999 –> 2000-2009 2.8391589 1.3662923 8.370941e+03 527.613505 4 13
Indian (27,27.25] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 921 1.4732014 3.339345e+03 218.557762 4.2013202 1982-1999 –> 2000-2009 2.8394860 1.3662846 8.371343e+03 347.018366 5 13
Indian (27,27.25] 3 cstar_tref ~ temp + nitrate + phosphate_star 921 1.4760395 3.340890e+03 88.919816 4.0938970 1982-1999 –> 2000-2009 2.8423987 1.3663592 8.371046e+03 123.984578 7 17
Indian (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 921 1.4761925 3.343081e+03 717.261527 4.1612174 1982-1999 –> 2000-2009 2.8436907 1.3674982 8.377654e+03 1013.737015 8 19
Indian (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate 921 1.5250713 3.403085e+03 125.925487 4.7350226 1982-1999 –> 2000-2009 2.8780563 1.3529850 8.406715e+03 201.262833 9 15
Indian (27,27.25] 3 cstar_tref ~ temp + nitrate + phosphate 921 1.5280737 3.404707e+03 117.926411 4.5884644 1982-1999 –> 2000-2009 2.8959224 1.3678487 8.438023e+03 193.040156 10 22
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 578 1.8103763 2.340419e+03 196.716366 5.3220357 2000-2009 –> 2010-2019 3.2821183 1.4717419 5.679939e+03 467.829050 1 3
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 578 1.8108362 2.340713e+03 285.779907 5.3131232 2000-2009 –> 2010-2019 3.2824436 1.4716074 5.680064e+03 711.547683 2 3
Indian (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 578 1.8108369 2.338713e+03 107.348529 5.3125123 2000-2009 –> 2010-2019 3.2835429 1.4727060 5.677439e+03 233.815613 3 6
Indian (27,27.25] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 578 1.8152300 2.341514e+03 174.089823 5.2366971 2000-2009 –> 2010-2019 3.2884314 1.4732014 5.680859e+03 392.647586 4 9
Indian (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 578 1.8160710 2.342050e+03 281.984519 5.2263930 2000-2009 –> 2010-2019 3.2889376 1.4728666 5.680976e+03 614.101366 5 9
Indian (27,27.25] 3 cstar_tref ~ temp + nitrate + phosphate_star 578 1.8161562 2.340104e+03 42.290978 5.2183315 2000-2009 –> 2010-2019 3.2921957 1.4760395 5.680994e+03 131.210794 6 13
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 578 1.8236588 2.348870e+03 534.594309 5.3576783 2000-2009 –> 2010-2019 3.2976301 1.4739712 5.691177e+03 1412.569659 7 13
Indian (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 578 1.8291287 2.350332e+03 534.006836 5.2658664 2000-2009 –> 2010-2019 3.3053212 1.4761925 5.693413e+03 1251.268364 8 16
Indian (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate 578 1.8693132 2.375453e+03 108.827981 6.0587412 2000-2009 –> 2010-2019 3.3943845 1.5250713 5.778538e+03 234.753468 9 18
Indian (27,27.25] 3 cstar_tref ~ temp + nitrate + phosphate 578 1.8757323 2.377416e+03 74.600285 5.9985287 2000-2009 –> 2010-2019 3.4038060 1.5280737 5.782123e+03 192.526696 10 20
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1170 1.6486465 4.504210e+03 926.058613 10.8689016 1982-1999 –> 2000-2009 3.3003852 1.6517388 1.109107e+04 1635.861706 1 2
Indian (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1170 1.7506045 4.642625e+03 210.910579 8.6682877 1982-1999 –> 2000-2009 3.4490275 1.6984229 1.132287e+04 379.379712 2 11
Indian (27.25,27.5] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1170 1.8013581 4.709502e+03 906.299964 11.4548779 1982-1999 –> 2000-2009 3.4691367 1.6677787 1.132744e+04 1615.188891 3 7
Indian (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1170 1.8518466 4.774185e+03 922.020620 10.3231670 1982-1999 –> 2000-2009 3.5127771 1.6609306 1.137804e+04 1775.364772 5 7
Indian (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1170 1.9003408 4.834674e+03 856.829675 10.7651613 1982-1999 –> 2000-2009 3.5633263 1.6629855 1.144276e+04 1500.110451 10 13
Indian (27.25,27.5] 3 cstar_tref ~ sal + nitrate + phosphate_star 1170 1.8662682 4.790338e+03 39.335696 9.5530882 1982-1999 –> 2000-2009 3.5784590 1.7121908 1.149621e+04 54.860347 6 17
Indian (27.25,27.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1170 1.8390221 4.757924e+03 213.786630 7.6028954 1982-1999 –> 2000-2009 3.5802519 1.7412298 1.152334e+04 381.816342 4 17
Indian (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1170 1.8978844 4.831647e+03 321.758471 8.6107889 1982-1999 –> 2000-2009 3.5908697 1.6929853 1.150092e+04 473.601851 8 15
Indian (27.25,27.5] 3 cstar_tref ~ sal + aou + nitrate 1170 1.8995806 4.831738e+03 89.809965 8.8338195 1982-1999 –> 2000-2009 3.5936254 1.6940447 1.150115e+04 119.076911 9 17
Indian (27.25,27.5] 3 cstar_tref ~ sal + temp + nitrate 1170 1.9311155 4.870265e+03 39.683689 9.4414550 1982-1999 –> 2000-2009 3.6312221 1.7001065 1.155190e+04 70.663500 13 23
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 674 1.9569980 2.831792e+03 787.894944 7.4215882 2000-2009 –> 2010-2019 3.6056445 1.6486465 7.336002e+03 1713.953556 1 2
Indian (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 674 2.0539284 2.894958e+03 227.654511 5.4946925 2000-2009 –> 2010-2019 3.8045329 1.7506045 7.537583e+03 438.565090 5 7
Indian (27.25,27.5] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 674 2.0134101 2.868100e+03 771.218377 7.4038407 2000-2009 –> 2010-2019 3.8147681 1.8013581 7.577602e+03 1677.518341 2 5
Indian (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 674 2.0517316 2.893515e+03 954.306256 6.5416584 2000-2009 –> 2010-2019 3.9035782 1.8518466 7.667700e+03 1876.326875 4 9
Indian (27.25,27.5] 3 cstar_tref ~ sal + nitrate + phosphate_star 674 2.0900075 2.916431e+03 21.891302 6.0237309 2000-2009 –> 2010-2019 3.9562758 1.8662682 7.706769e+03 61.226998 7 13
Indian (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate 674 2.0644644 2.901855e+03 697.602541 6.5611694 2000-2009 –> 2010-2019 3.9648052 1.9003408 7.736529e+03 1554.432216 6 16
Indian (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 674 2.0298325 2.879050e+03 785.840020 7.8157796 2000-2009 –> 2010-2019 3.9735381 1.9437056 7.766522e+03 1701.005451 3 17
Indian (27.25,27.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 674 2.1495546 2.956301e+03 232.422495 6.2206223 2000-2009 –> 2010-2019 3.9885768 1.8390221 7.714224e+03 446.209125 14 18
Indian (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 674 2.1038277 2.927315e+03 228.527461 6.0981034 2000-2009 –> 2010-2019 4.0017121 1.8978844 7.758963e+03 550.285932 8 16
Indian (27.25,27.5] 3 cstar_tref ~ sal + aou + nitrate 674 2.1039140 2.925371e+03 44.987114 6.0993147 2000-2009 –> 2010-2019 4.0034946 1.8995806 7.757108e+03 134.797079 9 18
Indian (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1544 1.2445286 5.071203e+03 748.255941 5.8706431 1982-1999 –> 2000-2009 2.5035630 1.2590344 1.158668e+04 1746.200352 1 2
Indian (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1544 1.2765460 5.147642e+03 648.606041 5.9724129 1982-1999 –> 2000-2009 2.5356320 1.2590860 1.166128e+04 1101.097368 8 10
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1544 1.2472398 5.077923e+03 818.178494 5.6147099 1982-1999 –> 2000-2009 2.5403136 1.2930738 1.169856e+04 1796.611153 2 6
Indian (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1544 1.2585723 5.103854e+03 21.704432 5.3186801 1982-1999 –> 2000-2009 2.5553162 1.2967439 1.173366e+04 40.043032 4 9
Indian (27.5,27.75] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1544 1.2812367 5.158968e+03 321.948373 5.5447036 1982-1999 –> 2000-2009 2.5560282 1.2747915 1.172147e+04 575.130144 10 13
Indian (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1544 1.2678925 5.126638e+03 22.346151 5.2615794 1982-1999 –> 2000-2009 2.5650178 1.2971253 1.175761e+04 40.135932 6 12
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1544 1.2661514 5.124394e+03 752.579748 5.8428062 1982-1999 –> 2000-2009 2.5653078 1.2991565 1.176353e+04 1720.778699 5 13
Indian (27.5,27.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1544 1.2474195 5.076368e+03 365.734574 5.6769825 1982-1999 –> 2000-2009 2.5680411 1.3206216 1.177810e+04 923.942504 3 17
Indian (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1544 1.2752642 5.144540e+03 20.959630 5.3519440 1982-1999 –> 2000-2009 2.5731964 1.2979322 1.177796e+04 43.943150 7 14
Indian (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 1544 1.2920806 5.184994e+03 96.021148 5.4890548 1982-1999 –> 2000-2009 2.5983803 1.3062997 1.184375e+04 167.432320 12 23
Indian (27.5,27.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 900 1.6504380 3.467963e+03 486.336581 5.2332801 2000-2009 –> 2010-2019 2.8978575 1.2474195 8.544331e+03 852.071154 1 2
Indian (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 900 1.6573389 3.475473e+03 24.240005 5.1379125 2000-2009 –> 2010-2019 2.9159112 1.2585723 8.579327e+03 45.944438 2 4
Indian (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 900 1.6632714 3.481905e+03 22.943439 5.1059359 2000-2009 –> 2010-2019 2.9311639 1.2678925 8.608543e+03 45.289589 4 7
Indian (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 900 1.6597821 3.478125e+03 744.106030 4.9498849 2000-2009 –> 2010-2019 2.9363281 1.2765460 8.625767e+03 1392.712072 3 8
Indian (27.5,27.75] 3 cstar_tref ~ sal + nitrate + phosphate_star 900 1.6647085 3.481459e+03 8.965306 4.9861271 2000-2009 –> 2010-2019 2.9422387 1.2775302 8.629481e+03 16.769511 5 11
Indian (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 900 1.6723842 3.491740e+03 30.728588 5.1518938 2000-2009 –> 2010-2019 2.9476485 1.2752642 8.636280e+03 51.688219 7 11
Indian (27.5,27.75] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 900 1.6744888 3.494004e+03 337.756296 5.0532585 2000-2009 –> 2010-2019 2.9557255 1.2812367 8.652972e+03 659.704669 8 15
Indian (27.5,27.75] 3 cstar_tref ~ sal + aou + phosphate_star 900 1.6747014 3.492232e+03 12.232288 5.0579054 2000-2009 –> 2010-2019 2.9581428 1.2834414 8.654509e+03 22.141533 9 17
Indian (27.5,27.75] 3 cstar_tref ~ sal + phosphate + phosphate_star 900 1.6782655 3.496059e+03 8.787410 5.0782190 2000-2009 –> 2010-2019 2.9735135 1.2952480 8.686613e+03 16.470893 10 20
Indian (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 900 1.6845970 3.504837e+03 88.841217 5.1984720 2000-2009 –> 2010-2019 2.9766776 1.2920806 8.689831e+03 184.862365 11 20
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate_star 759 1.0416673 2.227917e+03 20.299860 4.0638660 1982-1999 –> 2000-2009 1.9285454 0.8868781 4.759765e+03 35.012629 1 5
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 759 1.0440762 2.231424e+03 25.489444 4.0877283 1982-1999 –> 2000-2009 1.9308525 0.8867763 4.763049e+03 42.294091 2 5
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 759 1.0484933 2.237832e+03 75.624029 4.0956938 1982-1999 –> 2000-2009 1.9351022 0.8866089 4.769092e+03 141.924900 3 5
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 759 1.0546991 2.246791e+03 22.513710 4.2048761 1982-1999 –> 2000-2009 1.9420844 0.8873853 4.779748e+03 38.890946 4 9
Indian (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 759 1.0646992 2.261116e+03 766.537655 4.2029739 1982-1999 –> 2000-2009 1.9508807 0.8861815 4.791439e+03 1235.396686 5 6
Indian (27.75,27.85] 3 cstar_tref ~ sal + temp + phosphate 759 1.0848435 2.287568e+03 6.473263 3.8012578 1982-1999 –> 2000-2009 1.9882916 0.9034481 4.853328e+03 18.436051 12 19
Indian (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 759 1.0767743 2.278235e+03 244.055273 4.1519579 1982-1999 –> 2000-2009 1.9930693 0.9162951 4.873387e+03 884.717149 6 15
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 759 1.1049436 2.317436e+03 139.198696 4.2468389 1982-1999 –> 2000-2009 1.9948723 0.8899288 4.855946e+03 224.201840 17 23
Indian (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 759 1.0777434 2.279600e+03 250.516205 4.1044666 1982-1999 –> 2000-2009 1.9950773 0.9173339 4.876951e+03 876.165525 7 18
Indian (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 759 1.0821535 2.285799e+03 209.297115 4.1513951 1982-1999 –> 2000-2009 1.9988222 0.9166686 4.881742e+03 779.346068 11 21
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate_star 481 0.8931009 1.268259e+03 19.169425 2.4426873 2000-2009 –> 2010-2019 1.9347681 1.0416673 3.496177e+03 39.469284 4 5
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 481 0.8914791 1.266511e+03 22.879997 2.4497814 2000-2009 –> 2010-2019 1.9355553 1.0440762 3.497935e+03 48.369440 3 5
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 481 0.8943019 1.269552e+03 100.279265 2.4372351 2000-2009 –> 2010-2019 1.9427952 1.0484933 3.507384e+03 175.903294 6 9
Indian (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 481 0.8794745 1.253469e+03 661.615524 2.3727657 2000-2009 –> 2010-2019 1.9441737 1.0646992 3.514584e+03 1428.153180 1 6
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 481 0.8898102 1.264708e+03 21.862116 2.4313524 2000-2009 –> 2010-2019 1.9445094 1.0546991 3.511499e+03 44.375825 2 6
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 481 0.8963376 1.271739e+03 130.908961 2.4815785 2000-2009 –> 2010-2019 2.0012812 1.1049436 3.589176e+03 270.107657 7 20
Indian (27.75,27.85] 3 cstar_tref ~ sal + temp + phosphate 481 0.9356242 1.311006e+03 15.378563 2.5686105 2000-2009 –> 2010-2019 2.0204677 1.0848435 3.598574e+03 21.851827 10 19
Indian (27.75,27.85] 3 cstar_tref ~ temp + nitrate + phosphate_star 481 0.9510593 1.326747e+03 18.098897 2.6988842 2000-2009 –> 2010-2019 2.0292462 1.0781869 3.604972e+03 39.701372 11 17
Indian (27.75,27.85] 3 cstar_tref ~ temp + aou + phosphate_star 481 0.9639858 1.339734e+03 15.875837 2.7267117 2000-2009 –> 2010-2019 2.0451263 1.0811405 3.622112e+03 36.090290 15 22
Indian (27.75,27.85] 3 cstar_tref ~ temp + phosphate + phosphate_star 481 0.9634543 1.339203e+03 20.372719 2.7278210 2000-2009 –> 2010-2019 2.0455132 1.0820589 3.622870e+03 45.861853 14 22
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate 962 1.0833489 2.896068e+03 287.430025 9.5712398 1982-1999 –> 2000-2009 1.7393788 0.6560299 5.339704e+03 749.746921 1 2
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 962 1.0940562 2.914990e+03 26.685979 9.7884425 1982-1999 –> 2000-2009 1.7511412 0.6570851 5.362544e+03 38.807640 2 4
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 962 1.0975146 2.921062e+03 33.643073 9.8127132 1982-1999 –> 2000-2009 1.7573440 0.6598294 5.378778e+03 48.738998 4 7
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 962 1.1035962 2.931694e+03 27.993403 9.8416593 1982-1999 –> 2000-2009 1.7736490 0.6700527 5.426894e+03 41.724481 7 12
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 962 1.1059344 2.935766e+03 95.831746 9.9150290 1982-1999 –> 2000-2009 1.7750260 0.6690916 5.427467e+03 167.426233 11 15
Indian (27.85,27.95] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 962 1.1161620 2.953478e+03 863.285727 9.9204576 1982-1999 –> 2000-2009 1.8015299 0.6853680 5.503775e+03 1449.439093 14 20
Indian (27.85,27.95] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 962 1.1039952 2.932390e+03 272.761238 9.6477894 1982-1999 –> 2000-2009 1.8187072 0.7147121 5.584897e+03 637.180742 8 15
Indian (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 962 1.1025592 2.929886e+03 247.323828 9.5413257 1982-1999 –> 2000-2009 1.8226534 0.7200941 5.600684e+03 543.242983 5 13
Indian (27.85,27.95] 3 cstar_tref ~ temp + nitrate + phosphate_star 962 1.1044522 2.931186e+03 27.976772 9.7345926 1982-1999 –> 2000-2009 1.8394818 0.7350296 5.650033e+03 41.064198 9 19
Indian (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + phosphate 962 1.1132818 2.948507e+03 231.298906 9.7092530 1982-1999 –> 2000-2009 1.8408605 0.7275787 5.644514e+03 544.657791 12 21
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate 626 0.6401803 1.230112e+03 727.701164 2.6541494 2000-2009 –> 2010-2019 1.7235293 1.0833489 4.126180e+03 1015.131190 1 2
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 626 0.6554200 1.259567e+03 14.666457 2.7852131 2000-2009 –> 2010-2019 1.7494761 1.0940562 4.174557e+03 41.352436 2 4
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 626 0.6573445 1.263238e+03 18.407898 2.8061995 2000-2009 –> 2010-2019 1.7548591 1.0975146 4.184301e+03 52.050971 3 7
Indian (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 626 0.6642217 1.276269e+03 522.460201 2.3580556 2000-2009 –> 2010-2019 1.7667809 1.1025592 4.206154e+03 769.784029 5 10
Indian (27.85,27.95] 3 cstar_tref ~ temp + aou + phosphate_star 626 0.6642704 1.274360e+03 11.389162 2.4040766 2000-2009 –> 2010-2019 1.7671349 1.1028645 4.202779e+03 37.590176 6 12
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 626 0.6612753 1.270702e+03 88.545504 2.9100289 2000-2009 –> 2010-2019 1.7672097 1.1059344 4.206469e+03 184.377250 4 15
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 626 0.6656192 1.278900e+03 13.999921 2.9012758 2000-2009 –> 2010-2019 1.7692154 1.1035962 4.210594e+03 41.993325 7 14
Indian (27.85,27.95] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 626 0.6657778 1.279198e+03 597.432831 2.4778314 2000-2009 –> 2010-2019 1.7697730 1.1039952 4.211588e+03 870.194069 8 16
Indian (27.85,27.95] 3 cstar_tref ~ temp + phosphate + phosphate_star 626 0.6658447 1.277324e+03 14.606475 2.4270975 2000-2009 –> 2010-2019 1.7711740 1.1053293 4.210038e+03 47.081718 9 19
Indian (27.85,27.95] 3 cstar_tref ~ temp + nitrate + phosphate_star 626 0.6674089 1.280262e+03 13.163457 2.7221605 2000-2009 –> 2010-2019 1.7718611 1.1044522 4.211448e+03 41.140229 10 19
Indian (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1483 1.1699875 4.686213e+03 572.044269 6.0000070 1982-1999 –> 2000-2009 1.6439915 0.4740040 7.331328e+03 1235.722255 5 8
Indian (27.95,28.05] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1483 1.1752420 4.699504e+03 574.817860 6.1377130 1982-1999 –> 2000-2009 1.6456810 0.4704391 7.315055e+03 1403.834544 13 15
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1483 1.1659584 4.675982e+03 91.561898 6.3626589 1982-1999 –> 2000-2009 1.6501303 0.4841719 7.404210e+03 106.848564 2 11
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1483 1.1716855 4.690515e+03 282.406393 6.4503987 1982-1999 –> 2000-2009 1.6525739 0.4808883 7.392095e+03 410.440832 8 15
Indian (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1483 1.1788116 4.708499e+03 489.186331 6.1564072 1982-1999 –> 2000-2009 1.6529970 0.4741855 7.355112e+03 1190.418098 17 21
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1483 1.1700597 4.686396e+03 166.841233 6.3879940 1982-1999 –> 2000-2009 1.6534815 0.4834218 7.408553e+03 197.699389 6 14
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1483 1.1805248 4.712806e+03 117.324297 6.4359153 1982-1999 –> 2000-2009 1.6562931 0.4757683 7.372469e+03 140.571557 19 25
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 1483 1.1953141 4.749733e+03 824.348509 6.7381102 1982-1999 –> 2000-2009 1.6608426 0.4655285 7.324193e+03 1082.218786 29 30
Indian (27.95,28.05] 3 cstar_tref ~ temp + aou + nitrate 1483 1.2115949 4.787859e+03 130.663511 6.8033848 1982-1999 –> 2000-2009 1.6860207 0.4744258 7.434456e+03 224.952651 33 38
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1483 1.1572238 4.653679e+03 363.522865 6.0703013 1982-1999 –> 2000-2009 1.7092869 0.5520631 7.895774e+03 873.513520 1 11
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 942 0.6542293 1.885904e+03 24.187729 5.3802892 2000-2009 –> 2010-2019 1.8201877 1.1659584 6.561885e+03 115.749627 2 4
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 942 0.6547522 1.887409e+03 39.558957 5.3867617 2000-2009 –> 2010-2019 1.8248120 1.1700597 6.573806e+03 206.400190 3 8
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 942 0.6576104 1.895615e+03 150.583592 5.4548378 2000-2009 –> 2010-2019 1.8292959 1.1716855 6.586130e+03 432.989985 5 12
Indian (27.95,28.05] 3 cstar_tref ~ temp + aou + phosphate_star 942 0.6570557 1.892026e+03 22.993712 5.4730074 2000-2009 –> 2010-2019 1.8303467 1.1732909 6.584602e+03 78.597986 4 13
Indian (27.95,28.05] 3 cstar_tref ~ temp + phosphate + phosphate_star 942 0.6576674 1.893779e+03 27.776544 5.4803502 2000-2009 –> 2010-2019 1.8339742 1.1763068 6.593969e+03 92.934558 6 18
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 942 0.6541307 1.885620e+03 29.677267 5.3919120 2000-2009 –> 2010-2019 1.8346555 1.1805248 6.598426e+03 147.001565 1 15
Indian (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 942 0.6592513 1.898311e+03 24.392291 5.5070681 2000-2009 –> 2010-2019 1.8406105 1.1813592 6.611213e+03 81.980744 7 24
Indian (27.95,28.05] 3 cstar_tref ~ temp + aou + phosphate 942 0.6600676 1.900642e+03 76.925577 5.5336856 2000-2009 –> 2010-2019 1.8408683 1.1808007 6.612141e+03 176.857434 8 23
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 942 0.6842655 1.970473e+03 593.425494 5.9518168 2000-2009 –> 2010-2019 1.8414893 1.1572238 6.624152e+03 956.948359 12 13
Indian (27.95,28.05] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 942 0.6848253 1.972014e+03 916.831241 5.7729881 2000-2009 –> 2010-2019 1.8526373 1.1678119 6.652707e+03 1422.447436 13 17
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 1071 0.7567236 2.454268e+03 667.328245 3.7592871 1982-1999 –> 2000-2009 1.1943186 0.4375951 4.190377e+03 1116.319890 6 7
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1071 0.7527451 2.442977e+03 457.974838 3.9410633 1982-1999 –> 2000-2009 1.2001592 0.4474141 4.243660e+03 693.781220 3 14
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1071 0.7510335 2.438101e+03 136.592186 4.0440960 1982-1999 –> 2000-2009 1.2003184 0.4492849 4.250927e+03 165.628669 2 17
Indian (28.05,28.1] 3 cstar_tref ~ temp + aou + nitrate 1071 0.7636357 2.471745e+03 315.173540 3.6651741 1982-1999 –> 2000-2009 1.2012332 0.4375975 4.205870e+03 667.605328 10 12
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1071 0.7530619 2.443878e+03 233.120612 4.0644660 1982-1999 –> 2000-2009 1.2016444 0.4485825 4.252151e+03 280.892744 4 17
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1071 0.7459411 2.423528e+03 881.414351 4.3054458 1982-1999 –> 2000-2009 1.2027044 0.4567632 4.284392e+03 1813.051463 1 20
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1071 0.7601230 2.463869e+03 192.106155 4.2421134 1982-1999 –> 2000-2009 1.2053954 0.4452724 4.250590e+03 229.814126 8 17
Indian (28.05,28.1] 3 cstar_tref ~ sal + temp + phosphate 1071 0.7530642 2.441885e+03 34.987176 4.0762539 1982-1999 –> 2000-2009 1.2099188 0.4568546 4.301331e+03 47.534715 5 25
Indian (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate 1071 0.7693295 2.487657e+03 192.944153 3.7758850 1982-1999 –> 2000-2009 1.2167767 0.4474472 4.286556e+03 376.715017 11 23
Indian (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate_star 1071 0.7701626 2.489975e+03 95.191213 3.7871677 1982-1999 –> 2000-2009 1.2194696 0.4493070 4.300944e+03 123.315839 12 28
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 734 0.4880522 1.041957e+03 57.846384 3.8722325 2000-2009 –> 2010-2019 1.2390858 0.7510335 3.480058e+03 194.438570 2 3
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 734 0.4882023 1.042408e+03 76.078037 3.8723056 2000-2009 –> 2010-2019 1.2412641 0.7530619 3.486287e+03 309.198649 3 6
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 734 0.4922477 1.054523e+03 311.369360 3.8076323 2000-2009 –> 2010-2019 1.2449927 0.7527451 3.497500e+03 769.344198 9 11
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 734 0.4877528 1.041056e+03 59.254315 3.8609162 2000-2009 –> 2010-2019 1.2478759 0.7601230 3.504926e+03 251.360469 1 8
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 734 0.4926529 1.055731e+03 596.360525 3.5633056 2000-2009 –> 2010-2019 1.2493765 0.7567236 3.509999e+03 1263.688770 10 15
Indian (28.05,28.1] 3 cstar_tref ~ sal + temp + phosphate 734 0.5509235 1.217840e+03 20.886786 3.5657289 2000-2009 –> 2010-2019 1.3039877 0.7530642 3.659725e+03 55.873962 13 17
Indian (28.05,28.1] 3 cstar_tref ~ sal + temp + phosphate_star 734 0.4892177 1.043459e+03 21.132885 3.9043696 2000-2009 –> 2010-2019 1.3050961 0.8158784 3.656949e+03 62.237494 7 25
Indian (28.05,28.1] 3 cstar_tref ~ sal + aou + phosphate_star 734 0.4884054 1.041019e+03 28.622936 3.9082736 2000-2009 –> 2010-2019 1.3076628 0.8192574 3.663363e+03 103.789170 5 24
Indian (28.05,28.1] 3 cstar_tref ~ sal + nitrate + phosphate_star 734 0.4882286 1.040488e+03 28.042700 3.9064661 2000-2009 –> 2010-2019 1.3085049 0.8202763 3.665494e+03 102.140612 4 24
Indian (28.05,28.1] 3 cstar_tref ~ sal + phosphate + phosphate_star 734 0.4885490 1.041451e+03 28.678181 3.9078488 2000-2009 –> 2010-2019 1.3096290 0.8210801 3.668554e+03 101.696823 6 27
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3154 0.8575491 7.995271e+03 291.432183 10.8710024 1982-1999 –> 2000-2009 1.2878360 0.4302869 1.276057e+04 522.856163 2 3
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3154 0.8572344 7.992956e+03 324.745004 10.6966691 1982-1999 –> 2000-2009 1.2895219 0.4322875 1.279654e+04 524.790634 1 3
Indian (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3154 0.8618342 8.026713e+03 530.520789 10.8726137 1982-1999 –> 2000-2009 1.2956155 0.4337813 1.285877e+04 1283.393339 4 7
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3154 0.8684510 8.074958e+03 278.853841 10.9989960 1982-1999 –> 2000-2009 1.3025522 0.4341012 1.291310e+04 500.472316 6 10
Indian (28.1,28.2] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 3154 0.8793532 8.151653e+03 263.537650 10.9317272 1982-1999 –> 2000-2009 1.3138726 0.4345194 1.299574e+04 449.196893 9 14
Indian (28.1,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 3154 0.8663820 8.057912e+03 265.344459 11.0387729 1982-1999 –> 2000-2009 1.3143206 0.4479386 1.315305e+04 456.151227 5 11
Indian (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 3154 0.9059010 8.339274e+03 60.420878 11.9000853 1982-1999 –> 2000-2009 1.3701846 0.4642836 1.373023e+04 127.539389 10 17
Indian (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 3154 0.8575608 7.993357e+03 55.724986 10.8457771 1982-1999 –> 2000-2009 1.3722624 0.5147016 1.423523e+04 115.923191 3 18
Indian (28.1,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3154 0.9143197 8.397625e+03 509.024383 11.9852745 1982-1999 –> 2000-2009 1.3839493 0.4696296 1.388308e+04 1223.057188 11 21
Indian (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3154 0.9176555 8.420598e+03 23.283698 12.0352402 1982-1999 –> 2000-2009 1.3860162 0.4683607 1.388372e+04 39.035693 12 20
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2101 0.5176691 3.209703e+03 275.224309 5.2087975 2000-2009 –> 2010-2019 1.3752182 0.8575491 1.120497e+04 566.656491 1 3
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2101 0.5211964 3.238237e+03 260.037648 5.2692988 2000-2009 –> 2010-2019 1.3784308 0.8572344 1.123119e+04 584.782652 2 3
Indian (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2101 0.5270173 3.284906e+03 995.036829 5.4608783 2000-2009 –> 2010-2019 1.3888515 0.8618342 1.131162e+04 1525.557619 3 7
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2101 0.5293992 3.303856e+03 266.692650 5.5330940 2000-2009 –> 2010-2019 1.3978502 0.8684510 1.137881e+04 545.546491 4 10
Indian (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2101 0.5487608 3.452790e+03 83.998037 4.4202574 2000-2009 –> 2010-2019 1.4063215 0.8575608 1.144615e+04 139.723023 6 9
Indian (28.1,28.2] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2101 0.5315003 3.318499e+03 207.056446 5.5131074 2000-2009 –> 2010-2019 1.4108534 0.8793532 1.147015e+04 470.594096 5 14
Indian (28.1,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2101 0.5517730 3.475793e+03 259.890879 5.5604733 2000-2009 –> 2010-2019 1.4181550 0.8663820 1.153370e+04 525.235338 7 12
Indian (28.1,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2101 0.5921952 3.772872e+03 248.223635 4.8602596 2000-2009 –> 2010-2019 1.4620923 0.8698971 1.185633e+04 533.755382 8 15
Indian (28.1,28.2] 3 cstar_tref ~ sal + aou + nitrate 2101 0.6000682 3.826368e+03 63.667370 4.4571959 2000-2009 –> 2010-2019 1.4701213 0.8700531 1.190895e+04 101.287800 9 17
Indian (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 2101 0.6007266 3.832976e+03 93.017265 5.9799355 2000-2009 –> 2010-2019 1.5066276 0.9059010 1.217225e+04 153.438144 10 20
Indian (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + phosphate_star 799 0.2460453 3.868474e+01 30.524585 1.2800110 1982-1999 –> 2000-2009 0.3630148 0.1169696 -1.144344e+03 44.840795 1 5
Indian (28.2,28.3] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 799 0.2497952 6.285560e+01 26.822221 1.2520557 1982-1999 –> 2000-2009 0.3672131 0.1174179 -1.113883e+03 41.163237 2 8
Indian (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + phosphate 799 0.2502302 6.563601e+01 34.268627 1.2422913 1982-1999 –> 2000-2009 0.3678517 0.1176215 -1.108255e+03 48.402925 3 10
Indian (28.2,28.3] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 799 0.2508921 6.985778e+01 309.604281 1.2434337 1982-1999 –> 2000-2009 0.3682816 0.1173895 -1.107279e+03 398.635041 4 9
Indian (28.2,28.3] 3 cstar_tref ~ sal + phosphate + phosphate_star 799 0.2608499 1.300550e+02 19.206174 1.2384524 1982-1999 –> 2000-2009 0.3786637 0.1178139 -1.043150e+03 33.378858 7 15
Indian (28.2,28.3] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 799 0.2604881 1.298370e+02 27.045945 1.6498318 1982-1999 –> 2000-2009 0.3930921 0.1326040 -8.469460e+02 40.594142 6 23
Indian (28.2,28.3] 3 cstar_tref ~ sal + aou + phosphate 799 0.2562422 1.015753e+02 28.820908 1.3485419 1982-1999 –> 2000-2009 0.3943028 0.1380607 -8.109118e+02 38.227909 5 26
Indian (28.2,28.3] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 799 0.2704574 1.898540e+02 321.160146 1.7253161 1982-1999 –> 2000-2009 0.4010930 0.1306356 -8.115154e+02 398.442624 13 28
Indian (28.2,28.3] 4 cstar_tref ~ sal + temp + nitrate + phosphate 799 0.2624326 1.417216e+02 777.288722 1.0063211 1982-1999 –> 2000-2009 0.4058705 0.1434379 -7.059501e+02 1270.930445 8 30
Indian (28.2,28.3] 3 cstar_tref ~ sal + nitrate + phosphate 799 0.2640616 1.496100e+02 745.040501 1.0104767 1982-1999 –> 2000-2009 0.4096918 0.1456302 -6.751247e+02 1237.050811 9 32
Indian (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + phosphate_star 554 0.0910799 -1.070605e+03 27.875342 0.4916359 2000-2009 –> 2010-2019 0.3371251 0.2460453 -1.031920e+03 58.399927 5 6
Indian (28.2,28.3] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 554 0.0910372 -1.071124e+03 59.269924 0.4989735 2000-2009 –> 2010-2019 0.3408323 0.2497952 -1.008269e+03 86.092145 3 5
Indian (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + phosphate 554 0.0910453 -1.071025e+03 80.380228 0.4969084 2000-2009 –> 2010-2019 0.3412755 0.2502302 -1.005389e+03 114.648855 4 7
Indian (28.2,28.3] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 554 0.0910366 -1.071131e+03 287.427298 0.4991905 2000-2009 –> 2010-2019 0.3419287 0.2508921 -1.001274e+03 597.031580 2 6
Indian (28.2,28.3] 3 cstar_tref ~ sal + phosphate + phosphate_star 554 0.0912261 -1.070827e+03 39.995657 0.4764816 2000-2009 –> 2010-2019 0.3520759 0.2608499 -9.407723e+02 59.201830 6 13
Indian (28.2,28.3] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 554 0.0924573 -1.053974e+03 49.977626 0.5298655 2000-2009 –> 2010-2019 0.3529453 0.2604881 -9.241368e+02 77.023571 7 13
Indian (28.2,28.3] 3 cstar_tref ~ sal + aou + phosphate 554 0.0989114 -9.812085e+02 17.862648 0.3335904 2000-2009 –> 2010-2019 0.3551535 0.2562422 -8.796332e+02 46.683556 13 18
Indian (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + nitrate 554 0.0899779 -1.084092e+03 90.956638 0.5465894 2000-2009 –> 2010-2019 0.3563492 0.2663713 -9.185651e+02 129.763375 1 11
Indian (28.2,28.3] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 554 0.0933489 -1.043340e+03 246.733881 0.5001824 2000-2009 –> 2010-2019 0.3638063 0.2704574 -8.534858e+02 567.894027 8 19
Indian (28.2,28.3] 3 cstar_tref ~ sal + aou + nitrate 554 0.0953037 -1.022377e+03 20.067946 0.4190673 2000-2009 –> 2010-2019 0.3666012 0.2712975 -8.295667e+02 52.226528 10 22
Indian (28.3, Inf] 3 cstar_tref ~ temp + aou + phosphate 56 0.0013607 -5.702527e+02 33.821684 0.0044871 1982-1999 –> 2000-2009 0.0088808 0.0075201 -1.219787e+03 102.537802 11 12
Indian (28.3, Inf] 3 cstar_tref ~ temp + phosphate + phosphate_star 56 0.0013667 -5.697611e+02 59.917443 0.0045159 1982-1999 –> 2000-2009 0.0089517 0.0075850 -1.217663e+03 100.589640 12 14
Indian (28.3, Inf] 3 cstar_tref ~ aou + phosphate + phosphate_star 56 0.0013669 -5.697433e+02 76.110540 0.0045168 1982-1999 –> 2000-2009 0.0089525 0.0075856 -1.217630e+03 918.850467 13 16
Indian (28.3, Inf] 3 cstar_tref ~ temp + aou + phosphate_star 56 0.0013869 -5.681171e+02 25.204242 0.0046141 1982-1999 –> 2000-2009 0.0091331 0.0077463 -1.212022e+03 100.867648 14 19
Indian (28.3, Inf] 2 cstar_tref ~ phosphate + phosphate_star 56 0.0016918 -5.478597e+02 51.874625 0.0040070 1982-1999 –> 2000-2009 0.0092872 0.0075954 -1.197502e+03 59.960777 17 21
Indian (28.3, Inf] 3 cstar_tref ~ temp + nitrate + phosphate_star 56 0.0009458 -6.109828e+02 41.515703 0.0036675 1982-1999 –> 2000-2009 0.0115174 0.0105716 -1.195806e+03 83.746179 1 7
Indian (28.3, Inf] 3 cstar_tref ~ aou + nitrate + phosphate_star 56 0.0009459 -6.109821e+02 53.757091 0.0036692 1982-1999 –> 2000-2009 0.0116256 0.0106798 -1.193870e+03 941.516055 2 9
Indian (28.3, Inf] 2 cstar_tref ~ nitrate + phosphate_star 56 0.0009615 -6.111415e+02 34.972526 0.0035164 1982-1999 –> 2000-2009 0.0118323 0.0108708 -1.192661e+03 46.274535 3 11
Indian (28.3, Inf] 3 cstar_tref ~ temp + aou + nitrate 56 0.0011693 -5.872290e+02 36.351364 0.0029965 1982-1999 –> 2000-2009 0.0149733 0.0138040 -1.121362e+03 130.318729 7 16
Indian (28.3, Inf] 2 cstar_tref ~ nitrate + phosphate 56 0.0033639 -4.708803e+02 997.752189 0.0078225 1982-1999 –> 2000-2009 0.0311611 0.0277973 -8.740174e+02 1300.050094 19 29
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 139 1.4324478 5.083739e+02 686.704741 6.1669639 1982-1999 –> 2000-2009 3.7408056 2.3083578 1.041133e+03 1083.475108 1 2
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 139 1.4332157 5.085229e+02 563.316002 6.1448976 1982-1999 –> 2000-2009 3.7497349 2.3165191 1.042094e+03 816.013775 2 4
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 139 1.4347611 5.088224e+02 614.719423 6.1071238 1982-1999 –> 2000-2009 3.7577412 2.3229801 1.043034e+03 872.440187 3 6
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 139 1.4379246 5.094347e+02 603.974301 6.0293626 1982-1999 –> 2000-2009 3.7644991 2.3265745 1.044002e+03 863.472156 4 8
N_Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 139 1.5259044 5.239442e+02 305.518564 5.9756905 1982-1999 –> 2000-2009 3.8984392 2.3725348 1.061011e+03 560.131178 6 11
N_Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate 139 1.4635119 5.123381e+02 338.831215 6.3693961 1982-1999 –> 2000-2009 3.9596163 2.4961044 1.061082e+03 403.093670 5 12
N_Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + nitrate + phosphate 139 1.5546627 5.291348e+02 563.247137 7.1586042 1982-1999 –> 2000-2009 4.0478254 2.4931628 1.077608e+03 785.374366 8 14
N_Atlantic (-Inf,26] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 139 1.5290665 5.245197e+02 533.284367 6.9003184 1982-1999 –> 2000-2009 4.1251260 2.5960595 1.082294e+03 658.692726 7 15
N_Atlantic (-Inf,26] 3 cstar_tref ~ sal + nitrate + phosphate 139 1.5565228 5.274672e+02 298.551338 7.1690477 1982-1999 –> 2000-2009 4.1546964 2.5981736 1.083429e+03 357.399067 9 18
N_Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 139 1.6856681 5.516259e+02 63.461980 7.1130241 1982-1999 –> 2000-2009 4.4482958 2.7626278 1.123704e+03 95.948001 10 20
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 163 1.8392552 6.752256e+02 820.027336 7.0160964 2000-2009 –> 2010-2019 3.2717029 1.4324478 1.183599e+03 1506.732078 1 2
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 163 1.8406280 6.754688e+02 627.028659 6.9991643 2000-2009 –> 2010-2019 3.2738437 1.4332157 1.183992e+03 1190.344660 2 4
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 163 1.8418176 6.756794e+02 626.454285 6.9898944 2000-2009 –> 2010-2019 3.2765787 1.4347611 1.184502e+03 1241.173709 3 6
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 163 1.8464360 6.764958e+02 636.020212 6.9307112 2000-2009 –> 2010-2019 3.2843606 1.4379246 1.185931e+03 1239.994513 4 8
N_Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate 163 1.8685696 6.783804e+02 247.755772 7.0800792 2000-2009 –> 2010-2019 3.3320814 1.4635119 1.190719e+03 586.586988 5 10
N_Atlantic (-Inf,26] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 163 1.8943459 6.828468e+02 522.357750 7.3323444 2000-2009 –> 2010-2019 3.4234124 1.5290665 1.207366e+03 1055.642117 7 14
N_Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + nitrate + phosphate 163 1.8882134 6.817897e+02 621.533947 7.4833189 2000-2009 –> 2010-2019 3.4428760 1.5546627 1.210924e+03 1184.781084 6 14
N_Atlantic (-Inf,26] 3 cstar_tref ~ sal + nitrate + phosphate 163 1.9004273 6.818916e+02 179.098785 7.4693627 2000-2009 –> 2010-2019 3.4569501 1.5565228 1.209359e+03 477.650123 8 17
N_Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 163 1.9627194 6.944058e+02 296.675149 6.7386652 2000-2009 –> 2010-2019 3.4886237 1.5259044 1.218350e+03 602.193712 9 15
N_Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 163 2.0368601 7.064934e+02 55.598796 7.2627068 2000-2009 –> 2010-2019 3.7225282 1.6856681 1.258119e+03 119.060776 10 20
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 373 2.4798670 1.750049e+03 493.541994 8.0986517 1982-1999 –> 2000-2009 5.4268973 2.9470302 3.748840e+03 744.422421 1 2
N_Atlantic (26,26.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 373 2.4823646 1.748800e+03 472.132524 8.1919351 1982-1999 –> 2000-2009 5.4432712 2.9609066 3.749321e+03 722.727622 2 4
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 373 2.4940204 1.754295e+03 776.326676 8.1270531 1982-1999 –> 2000-2009 5.4658464 2.9718260 3.759738e+03 1145.118684 3 6
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 373 2.5088898 1.758729e+03 605.735931 8.1638733 1982-1999 –> 2000-2009 5.4993583 2.9904685 3.769138e+03 960.651033 4 8
N_Atlantic (26,26.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 373 3.0848461 1.910898e+03 746.018249 9.0550099 1982-1999 –> 2000-2009 6.9785931 3.8937470 4.128877e+03 1108.550771 5 11
N_Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate 373 3.5945481 2.024974e+03 561.679750 15.5042812 1982-1999 –> 2000-2009 7.0047706 3.4102225 4.137673e+03 814.225463 13 18
N_Atlantic (26,26.5] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 373 3.3473776 1.971828e+03 547.605229 11.7020091 1982-1999 –> 2000-2009 7.2734131 3.9260355 4.196364e+03 818.321324 9 16
N_Atlantic (26,26.5] 3 cstar_tref ~ sal + nitrate + phosphate 373 3.6117250 2.026531e+03 546.261534 15.4263196 1982-1999 –> 2000-2009 7.5596354 3.9479104 4.253478e+03 793.148491 14 22
N_Atlantic (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 373 3.2662927 1.953535e+03 497.202113 8.2193110 1982-1999 –> 2000-2009 7.7053819 4.4390892 4.275589e+03 850.917330 6 15
N_Atlantic (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 373 3.3204020 1.965792e+03 688.409989 8.2699034 1982-1999 –> 2000-2009 7.8514565 4.5310545 4.304127e+03 979.624976 7 17
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 477 2.4651053 2.228399e+03 245.226822 12.5773969 2000-2009 –> 2010-2019 4.9449723 2.4798670 3.978448e+03 738.768816 1 2
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 477 2.4704971 2.230483e+03 665.828214 12.6147503 2000-2009 –> 2010-2019 4.9645175 2.4940204 3.984778e+03 1442.154891 2 5
N_Atlantic (26,26.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 477 2.4906493 2.236234e+03 197.551283 12.6382779 2000-2009 –> 2010-2019 4.9730138 2.4823646 3.985034e+03 669.683807 4 6
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 477 2.4788891 2.233719e+03 292.512089 12.6170392 2000-2009 –> 2010-2019 4.9877789 2.5088898 3.992448e+03 898.248019 3 7
N_Atlantic (26,26.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 477 3.2523896 2.490805e+03 485.446204 12.3660555 2000-2009 –> 2010-2019 6.3372357 3.0848461 4.401704e+03 1231.464453 7 12
N_Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate 477 2.8747026 2.373043e+03 267.541575 11.5322638 2000-2009 –> 2010-2019 6.4692508 3.5945481 4.398017e+03 829.221325 5 18
N_Atlantic (26,26.5] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 477 3.2305752 2.484385e+03 285.342905 11.7234436 2000-2009 –> 2010-2019 6.5779529 3.3473776 4.456214e+03 832.948135 6 15
N_Atlantic (26,26.5] 3 cstar_tref ~ sal + nitrate + phosphate 477 3.2710427 2.494261e+03 259.899079 12.0840574 2000-2009 –> 2010-2019 6.8827678 3.6117250 4.520792e+03 806.160612 8 22
N_Atlantic (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 477 3.8312900 2.647082e+03 291.050264 18.0087222 2000-2009 –> 2010-2019 7.0975827 3.2662927 4.600617e+03 788.252377 9 15
N_Atlantic (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 477 3.9225699 2.669544e+03 594.698287 18.2265871 2000-2009 –> 2010-2019 7.2429718 3.3204020 4.635336e+03 1283.108276 10 17
N_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 432 2.3619656 1.980566e+03 636.528155 8.6258600 1982-1999 –> 2000-2009 4.9775902 2.6156245 3.839788e+03 1068.642611 1 2
N_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 432 2.4462780 2.010869e+03 603.919355 8.7965002 1982-1999 –> 2000-2009 5.1261283 2.6798503 3.888916e+03 1007.073373 2 4
N_Atlantic (26.5,26.75] 3 cstar_tref ~ aou + nitrate + phosphate_star 432 2.4645883 2.015312e+03 245.253211 8.2678149 1982-1999 –> 2000-2009 5.2187932 2.7542050 3.912597e+03 428.677982 3 6
N_Atlantic (26.5,26.75] 3 cstar_tref ~ aou + nitrate + phosphate 432 2.7088498 2.096960e+03 413.349861 10.8272431 1982-1999 –> 2000-2009 5.4915406 2.7826908 4.002229e+03 712.401385 4 8
N_Atlantic (26.5,26.75] 4 cstar_tref ~ sal + temp + aou + nitrate 432 2.8329667 2.137667e+03 219.124340 8.8207388 1982-1999 –> 2000-2009 6.2928278 3.4598611 4.213957e+03 319.140566 5 11
N_Atlantic (26.5,26.75] 3 cstar_tref ~ nitrate + phosphate + phosphate_star 432 3.1469411 2.226479e+03 563.277193 12.0561381 1982-1999 –> 2000-2009 6.3370831 3.1901420 4.237786e+03 947.198498 8 13
N_Atlantic (26.5,26.75] 3 cstar_tref ~ sal + aou + nitrate 432 2.8458053 2.139574e+03 141.828005 9.4322908 1982-1999 –> 2000-2009 6.4063028 3.5604974 4.236113e+03 220.832203 6 14
N_Atlantic (26.5,26.75] 3 cstar_tref ~ temp + aou + nitrate 432 3.0177618 2.190264e+03 156.405884 8.0589396 1982-1999 –> 2000-2009 6.5148248 3.4970630 4.272853e+03 246.797462 7 14
N_Atlantic (26.5,26.75] 3 cstar_tref ~ temp + nitrate + phosphate 432 3.6749911 2.360503e+03 634.771017 12.7286500 1982-1999 –> 2000-2009 7.8137806 4.1387895 4.573832e+03 1065.818844 13 22
N_Atlantic (26.5,26.75] 2 cstar_tref ~ nitrate + phosphate 432 3.7949354 2.386252e+03 370.379019 12.3325818 1982-1999 –> 2000-2009 8.4508604 4.6559250 4.688945e+03 637.227609 15 25
N_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 367 2.2879086 1.660987e+03 476.315643 10.1890886 2000-2009 –> 2010-2019 4.6498742 2.3619656 3.641553e+03 1112.843798 2 3
N_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 367 2.2690544 1.654913e+03 448.159354 10.2581074 2000-2009 –> 2010-2019 4.7153324 2.4462780 3.665783e+03 1052.078709 1 3
N_Atlantic (26.5,26.75] 3 cstar_tref ~ aou + nitrate + phosphate 367 2.3054221 1.664584e+03 373.246748 10.6829619 2000-2009 –> 2010-2019 5.0142719 2.7088498 3.761544e+03 786.596609 3 7
N_Atlantic (26.5,26.75] 3 cstar_tref ~ aou + nitrate + phosphate_star 367 2.6069818 1.754815e+03 197.424774 8.6670626 2000-2009 –> 2010-2019 5.0715700 2.4645883 3.770127e+03 442.677985 5 8
N_Atlantic (26.5,26.75] 3 cstar_tref ~ nitrate + phosphate + phosphate_star 367 2.5811762 1.747513e+03 409.100430 12.1496508 2000-2009 –> 2010-2019 5.7281173 3.1469411 3.973992e+03 972.377623 4 12
N_Atlantic (26.5,26.75] 4 cstar_tref ~ sal + temp + aou + nitrate 367 3.2056304 1.908544e+03 122.245042 11.4659877 2000-2009 –> 2010-2019 6.0385970 2.8329667 4.046211e+03 341.369381 7 12
N_Atlantic (26.5,26.75] 3 cstar_tref ~ sal + aou + nitrate 367 3.2138636 1.908427e+03 98.914617 11.5224739 2000-2009 –> 2010-2019 6.0596690 2.8458053 4.048001e+03 240.742622 8 14
N_Atlantic (26.5,26.75] 3 cstar_tref ~ temp + aou + nitrate 367 3.5711485 1.985800e+03 110.734401 11.2631265 2000-2009 –> 2010-2019 6.5889103 3.0177618 4.176064e+03 267.140285 9 16
N_Atlantic (26.5,26.75] 3 cstar_tref ~ temp + nitrate + phosphate 367 3.1796029 1.900560e+03 447.290693 14.3740182 2000-2009 –> 2010-2019 6.8545940 3.6749911 4.261063e+03 1082.061710 6 19
N_Atlantic (26.5,26.75] 2 cstar_tref ~ nitrate + phosphate 367 3.8598062 2.040854e+03 324.791146 17.0158053 2000-2009 –> 2010-2019 7.6547416 3.7949354 4.427105e+03 695.170164 10 25
N_Atlantic (26.75,27] 3 cstar_tref ~ aou + nitrate + phosphate_star 711 2.7311813 3.456463e+03 234.191214 12.9778406 1982-1999 –> 2000-2009 5.0439534 2.3127721 6.437182e+03 559.713410 4 5
N_Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + aou + nitrate 711 2.6300807 3.404825e+03 129.364492 12.8118352 1982-1999 –> 2000-2009 5.2467273 2.6166467 6.550000e+03 265.312719 2 4
N_Atlantic (26.75,27] 3 cstar_tref ~ sal + aou + nitrate 711 2.6303883 3.402992e+03 112.286095 12.7998228 1982-1999 –> 2000-2009 5.2920707 2.6616824 6.568624e+03 244.418206 3 6
N_Atlantic (26.75,27] 3 cstar_tref ~ aou + nitrate + phosphate 711 2.6298796 3.402717e+03 516.501684 12.4262563 1982-1999 –> 2000-2009 5.3774618 2.7475822 6.610149e+03 1194.017655 1 5
N_Atlantic (26.75,27] 3 cstar_tref ~ nitrate + phosphate + phosphate_star 711 2.7832012 3.483292e+03 722.270535 12.4614454 1982-1999 –> 2000-2009 6.0513108 3.2681096 6.919038e+03 1589.301009 5 11
N_Atlantic (26.75,27] 3 cstar_tref ~ temp + aou + nitrate 711 3.1211649 3.646260e+03 122.786174 12.3332412 1982-1999 –> 2000-2009 6.0943847 2.9732198 6.957556e+03 258.062336 11 16
N_Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 711 3.0132089 3.598205e+03 36.349263 13.3177854 1982-1999 –> 2000-2009 6.4516893 3.4384804 7.102827e+03 70.453706 6 13
N_Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate_star 711 3.0179240 3.600428e+03 22.811243 13.3316172 1982-1999 –> 2000-2009 6.4629531 3.4450292 7.107554e+03 45.873346 7 15
N_Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate 711 3.0647912 3.622341e+03 216.781897 13.4138276 1982-1999 –> 2000-2009 6.5639011 3.4991099 7.149966e+03 430.655904 8 17
N_Atlantic (26.75,27] 3 cstar_tref ~ sal + aou + phosphate 711 3.0651371 3.620502e+03 185.282897 13.3988851 1982-1999 –> 2000-2009 6.5652413 3.5001042 7.146500e+03 398.101628 9 19
N_Atlantic (26.75,27] 3 cstar_tref ~ aou + nitrate + phosphate 602 2.8856399 2.994337e+03 545.258599 15.1618918 2000-2009 –> 2010-2019 5.5155195 2.6298796 6.397054e+03 1061.760283 1 2
N_Atlantic (26.75,27] 3 cstar_tref ~ nitrate + phosphate + phosphate_star 602 3.0103497 3.045278e+03 744.279730 15.2566832 2000-2009 –> 2010-2019 5.7935509 2.7832012 6.528570e+03 1466.550265 2 7
N_Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + aou + nitrate 602 3.2013358 3.121338e+03 137.597276 16.5109611 2000-2009 –> 2010-2019 5.8314164 2.6300807 6.526163e+03 266.961768 4 6
N_Atlantic (26.75,27] 3 cstar_tref ~ aou + nitrate + phosphate_star 602 3.1007546 3.080903e+03 276.005720 15.1661029 2000-2009 –> 2010-2019 5.8319359 2.7311813 6.537366e+03 510.196934 3 7
N_Atlantic (26.75,27] 3 cstar_tref ~ sal + aou + nitrate 602 3.2017706 3.119502e+03 115.524279 16.5406438 2000-2009 –> 2010-2019 5.8321588 2.6303883 6.522493e+03 227.810374 5 8
N_Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 602 3.7824319 3.322164e+03 47.523584 17.5044389 2000-2009 –> 2010-2019 6.7956408 3.0132089 6.920369e+03 83.872848 7 13
N_Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate_star 602 3.7842640 3.322747e+03 31.285422 17.5045702 2000-2009 –> 2010-2019 6.8021880 3.0179240 6.923175e+03 54.096665 8 15
N_Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate 602 3.8241883 3.335383e+03 236.455300 17.4087649 2000-2009 –> 2010-2019 6.8889795 3.0647912 6.957724e+03 453.237198 10 18
N_Atlantic (26.75,27] 3 cstar_tref ~ sal + aou + phosphate 602 3.8364009 3.337222e+03 204.375314 17.2559403 2000-2009 –> 2010-2019 6.9015381 3.0651371 6.957724e+03 389.658210 12 21
N_Atlantic (26.75,27] 3 cstar_tref ~ temp + aou + nitrate 602 3.7876333 3.321819e+03 133.738798 14.4741190 2000-2009 –> 2010-2019 6.9087982 3.1211649 6.968079e+03 256.524972 9 20
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 821 2.5963675 3.910551e+03 642.678411 13.3360631 1982-1999 –> 2000-2009 4.8308518 2.2344844 9.424127e+03 1494.923759 1 2
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 821 2.6157374 3.922756e+03 619.357912 14.4366712 1982-1999 –> 2000-2009 4.8592758 2.2435383 9.446336e+03 1497.906169 2 4
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 821 2.6162195 3.921058e+03 339.806603 16.0270491 1982-1999 –> 2000-2009 4.8705675 2.2543481 9.454530e+03 900.642884 3 7
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + aou + nitrate 821 2.6553666 3.945446e+03 40.588987 18.2927761 1982-1999 –> 2000-2009 4.9013559 2.2459894 9.469727e+03 107.351961 5 8
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 821 2.6952906 3.969950e+03 149.103839 19.3774785 1982-1999 –> 2000-2009 4.9640414 2.2687508 9.519177e+03 412.576617 6 11
N_Atlantic (27,27.25] 3 cstar_tref ~ sal + aou + nitrate 821 2.7088739 3.976204e+03 40.326530 18.3843785 1982-1999 –> 2000-2009 5.0141630 2.3052891 9.562958e+03 106.596948 7 13
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 821 2.8469064 4.059812e+03 26.863602 20.5274250 1982-1999 –> 2000-2009 5.4155736 2.5686672 9.916205e+03 62.693214 9 16
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + aou + phosphate_star 821 2.9566868 4.121939e+03 17.016533 22.3977126 1982-1999 –> 2000-2009 5.5851180 2.6284312 1.003523e+04 42.454967 11 19
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 821 2.9581961 4.122777e+03 23.039288 22.5573935 1982-1999 –> 2000-2009 5.5882370 2.6300409 1.003759e+04 56.061582 12 21
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + aou + phosphate 821 2.9669586 4.127633e+03 89.815232 23.1301265 1982-1999 –> 2000-2009 5.6221861 2.6552275 1.006602e+04 204.329490 13 23
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 793 3.3319750 4.173291e+03 586.429296 13.5702236 2000-2009 –> 2010-2019 5.9477125 2.6157374 8.096047e+03 1205.787208 1 3
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 793 3.3611801 4.187132e+03 639.591267 13.1247375 2000-2009 –> 2010-2019 5.9575475 2.5963675 8.097683e+03 1282.269678 2 3
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 793 3.3661885 4.187493e+03 513.514421 13.3023322 2000-2009 –> 2010-2019 5.9824080 2.6162195 8.108552e+03 853.321024 3 6
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + aou + nitrate 793 3.4200786 4.212683e+03 62.052905 16.4211440 2000-2009 –> 2010-2019 6.0754451 2.6553666 8.158129e+03 102.641892 4 9
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 793 3.5293398 4.262558e+03 246.436885 17.6061692 2000-2009 –> 2010-2019 6.2246304 2.6952906 8.232508e+03 395.540725 5 11
N_Atlantic (27,27.25] 3 cstar_tref ~ sal + aou + nitrate 793 3.5433367 4.266836e+03 61.784326 15.8436968 2000-2009 –> 2010-2019 6.2522105 2.7088739 8.243040e+03 102.110856 6 13
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate 793 3.6819397 4.329692e+03 392.720795 13.7711268 2000-2009 –> 2010-2019 6.3271166 2.6451769 8.268825e+03 675.215713 7 11
N_Atlantic (27,27.25] 3 cstar_tref ~ sal + nitrate + phosphate 793 3.9682995 4.446480e+03 391.405791 12.3491014 2000-2009 –> 2010-2019 6.7988617 2.8305622 8.494838e+03 648.381619 8 16
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 793 4.0763976 4.491105e+03 39.175710 28.6849637 2000-2009 –> 2010-2019 6.9233040 2.8469064 8.550917e+03 66.039312 10 19
N_Atlantic (27,27.25] 3 cstar_tref ~ sal + nitrate + phosphate_star 793 4.1567828 4.520076e+03 27.687247 27.5640227 2000-2009 –> 2010-2019 7.0663279 2.9095451 8.613624e+03 48.062117 17 27
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1235 2.1568505 5.417341e+03 349.144620 13.9203266 1982-1999 –> 2000-2009 4.0223389 1.8654885 1.036184e+04 670.023867 3 4
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1235 2.1535857 5.413600e+03 513.463928 13.9729597 1982-1999 –> 2000-2009 4.0322288 1.8786432 1.037506e+04 1176.548856 1 4
N_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1235 2.1672225 5.427191e+03 275.710272 13.4779618 1982-1999 –> 2000-2009 4.0377396 1.8705172 1.037619e+04 567.663900 5 7
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1235 2.1625062 5.423810e+03 310.436751 13.7882794 1982-1999 –> 2000-2009 4.0488772 1.8863711 1.039518e+04 593.679697 4 8
N_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1235 2.1543666 5.412495e+03 453.448576 13.8644728 1982-1999 –> 2000-2009 4.0522765 1.8979099 1.039659e+04 1053.695831 2 8
N_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1235 2.1883124 5.451111e+03 119.338881 12.8915265 1982-1999 –> 2000-2009 4.0934525 1.9051401 1.044439e+04 281.871652 6 13
N_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1235 2.2222729 5.489149e+03 20.941179 12.4649916 1982-1999 –> 2000-2009 4.1177265 1.8954536 1.047012e+04 122.049861 11 16
N_Atlantic (27.25,27.5] 3 cstar_tref ~ sal + aou + nitrate 1235 2.2265369 5.491883e+03 20.940673 12.6013002 1982-1999 –> 2000-2009 4.1327253 1.9061884 1.048449e+04 121.942105 12 20
N_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1235 2.2172234 5.483530e+03 247.442523 13.1399315 1982-1999 –> 2000-2009 4.1911778 1.9739543 1.056246e+04 546.247845 9 18
N_Atlantic (27.25,27.5] 3 cstar_tref ~ sal + nitrate + phosphate 1235 2.2189961 5.483504e+03 234.714085 13.2727275 1982-1999 –> 2000-2009 4.2443705 2.0253743 1.062251e+04 525.083484 10 20
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 985 3.7881669 5.433117e+03 360.594156 44.5518096 2000-2009 –> 2010-2019 5.9417526 2.1535857 1.084672e+04 874.058083 1 2
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 985 3.8574674 5.468830e+03 180.278573 47.8941233 2000-2009 –> 2010-2019 6.0143178 2.1568505 1.088617e+04 529.423193 2 5
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 985 3.9333948 5.507230e+03 150.570919 48.2661174 2000-2009 –> 2010-2019 6.0959010 2.1625062 1.093104e+04 461.007669 5 9
N_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 985 4.0302678 5.553160e+03 338.953573 46.5042268 2000-2009 –> 2010-2019 6.1846344 2.1543666 1.096565e+04 792.402148 7 9
N_Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 985 3.8677760 5.472088e+03 846.097906 31.6447620 2000-2009 –> 2010-2019 6.2365526 2.3687766 1.111893e+04 1596.709787 3 18
N_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate 985 4.0576000 5.566475e+03 148.568080 55.8655654 2000-2009 –> 2010-2019 6.2748235 2.2172234 1.105000e+04 396.010603 9 18
N_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 985 4.0919386 5.583076e+03 35.567252 39.2911898 2000-2009 –> 2010-2019 6.2947457 2.2028071 1.105049e+04 50.257342 11 18
N_Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 985 3.9188363 5.497925e+03 327.668948 35.9078650 2000-2009 –> 2010-2019 6.3020142 2.3831779 1.115974e+04 811.721252 4 23
N_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 985 4.1989675 5.633941e+03 153.618994 54.1861718 2000-2009 –> 2010-2019 6.3661900 2.1672225 1.106113e+04 429.329266 14 19
N_Atlantic (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 985 3.9960073 5.536341e+03 180.225371 39.6716810 2000-2009 –> 2010-2019 6.3742856 2.3782783 1.119307e+04 490.526207 6 23
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1646 2.8959326 8.185553e+03 443.619545 30.9350934 1982-1999 –> 2000-2009 5.2158669 2.3199343 1.577215e+04 885.612569 1 2
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1646 2.9078744 8.199100e+03 181.522709 31.6514513 1982-1999 –> 2000-2009 5.2429144 2.3350400 1.580744e+04 404.430379 2 4
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1646 2.9100933 8.199611e+03 175.211461 31.8901195 1982-1999 –> 2000-2009 5.2451590 2.3350658 1.580599e+04 394.986032 3 6
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1646 2.9386482 8.233756e+03 164.623077 32.6456515 1982-1999 –> 2000-2009 5.2773107 2.3386626 1.584729e+04 360.652566 4 8
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1646 2.9730613 8.270083e+03 164.366972 33.9900045 1982-1999 –> 2000-2009 5.3118192 2.3387579 1.588175e+04 351.616104 5 11
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1646 2.9974726 8.299003e+03 149.351847 32.4125396 1982-1999 –> 2000-2009 5.3872114 2.3897388 1.598491e+04 318.283263 6 14
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1646 3.0928011 8.400068e+03 164.600761 36.1917218 1982-1999 –> 2000-2009 5.4315511 2.3387501 1.601173e+04 357.985148 7 12
N_Atlantic (27.5,27.75] 3 cstar_tref ~ sal + nitrate + phosphate 1646 3.1015474 8.407364e+03 163.969037 36.0119004 1982-1999 –> 2000-2009 5.4403239 2.3387766 1.601706e+04 351.171905 8 15
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1646 3.1393158 8.449210e+03 94.928029 30.0625316 1982-1999 –> 2000-2009 5.5529172 2.4136014 1.616641e+04 233.441229 11 20
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1646 3.1503485 8.460759e+03 26.646789 23.9453992 1982-1999 –> 2000-2009 5.5843388 2.4339903 1.620614e+04 87.993099 14 26
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1596 3.6443473 8.671074e+03 297.667867 25.5240813 2000-2009 –> 2010-2019 6.5402799 2.8959326 1.685663e+04 741.287413 1 2
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1596 3.7405197 8.754217e+03 159.869435 26.4417893 2000-2009 –> 2010-2019 6.6483940 2.9078744 1.695332e+04 341.392144 3 5
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1596 3.8216829 8.820737e+03 155.822518 26.4930694 2000-2009 –> 2010-2019 6.7317761 2.9100933 1.702035e+04 331.033980 5 8
N_Atlantic (27.5,27.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1596 3.6476126 8.671932e+03 259.700669 24.8174815 2000-2009 –> 2010-2019 6.7864792 3.1388665 1.712067e+04 583.197806 2 12
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1596 3.9109962 8.896476e+03 104.368966 28.9958876 2000-2009 –> 2010-2019 6.8496444 2.9386482 1.713023e+04 268.992043 6 10
N_Atlantic (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1596 3.7469902 8.757733e+03 130.268450 27.6662728 2000-2009 –> 2010-2019 6.8602098 3.1132196 1.717946e+04 307.999625 4 13
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1596 4.0044438 8.971848e+03 87.394077 27.9767858 2000-2009 –> 2010-2019 7.0019164 2.9974726 1.727085e+04 236.745924 8 14
N_Atlantic (27.5,27.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1596 3.9202926 8.902055e+03 99.193758 30.4904895 2000-2009 –> 2010-2019 7.0687118 3.1484191 1.736080e+04 240.820284 7 19
N_Atlantic (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1596 4.0124378 8.976213e+03 80.818055 29.2370868 2000-2009 –> 2010-2019 7.1890473 3.1766095 1.746430e+04 211.596633 9 24
N_Atlantic (27.5,27.75] 3 cstar_tref ~ aou + nitrate + phosphate 1596 4.0635772 9.014639e+03 115.980547 39.2222019 2000-2009 –> 2010-2019 7.2696681 3.2060909 1.753114e+04 290.983528 10 27
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1087 3.2280162 5.646413e+03 22.529608 24.2281067 1982-1999 –> 2000-2009 5.1669179 1.9389018 9.576968e+03 51.026657 3 4
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1087 3.2257440 5.644882e+03 181.414130 24.2770790 1982-1999 –> 2000-2009 5.1916857 1.9659417 9.601503e+03 352.049203 1 3
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1087 3.2396942 5.654264e+03 26.590812 23.9431483 1982-1999 –> 2000-2009 5.2069455 1.9672513 9.612137e+03 59.010887 6 9
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1087 3.2353849 5.649370e+03 21.509642 24.4569535 1982-1999 –> 2000-2009 5.2406709 2.0052860 9.641283e+03 45.561388 5 11
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1087 3.2451104 5.657895e+03 23.873192 23.7928667 1982-1999 –> 2000-2009 5.2443023 1.9991919 9.646080e+03 53.561417 8 13
N_Atlantic (27.75,27.85] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1087 3.2257462 5.642884e+03 107.605729 24.2738320 1982-1999 –> 2000-2009 5.2481328 2.0223866 9.650778e+03 221.349178 2 10
N_Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1087 3.2283254 5.644621e+03 20.378487 24.1770127 1982-1999 –> 2000-2009 5.2485050 2.0201796 9.650460e+03 41.165817 4 11
N_Atlantic (27.75,27.85] 3 cstar_tref ~ aou + nitrate + phosphate 1087 3.2620625 5.665222e+03 15.299549 24.2548132 1982-1999 –> 2000-2009 5.2844493 2.0223869 9.671117e+03 30.295048 10 19
N_Atlantic (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1087 3.2411241 5.653223e+03 18.154772 23.8376078 1982-1999 –> 2000-2009 5.2933546 2.0522305 9.688686e+03 42.741137 7 18
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1087 3.3741845 5.740690e+03 15.459158 24.7953692 1982-1999 –> 2000-2009 5.3421618 1.9679773 9.697259e+03 37.675774 13 17
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1181 3.0344040 5.987388e+03 182.553319 12.3078629 2000-2009 –> 2010-2019 6.2601480 3.2257440 1.163227e+04 363.967449 1 2
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1181 3.0604700 6.007592e+03 18.847488 13.1180049 2000-2009 –> 2010-2019 6.2884862 3.2280162 1.165400e+04 41.377096 2 5
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1181 3.0931280 6.030663e+03 17.930516 13.2832426 2000-2009 –> 2010-2019 6.3285128 3.2353849 1.168003e+04 39.440158 3 8
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1181 3.1008301 6.038537e+03 24.004826 14.1426421 2000-2009 –> 2010-2019 6.3405242 3.2396942 1.169280e+04 50.595639 4 10
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1181 3.1829702 6.100291e+03 25.311692 15.4009978 2000-2009 –> 2010-2019 6.4280806 3.2451104 1.175819e+04 49.184885 5 13
N_Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1181 3.2091122 6.117611e+03 17.509525 16.3690252 2000-2009 –> 2010-2019 6.4374376 3.2283254 1.176223e+04 37.888012 6 10
N_Atlantic (27.75,27.85] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1181 3.2517624 6.148796e+03 65.610788 19.2868494 2000-2009 –> 2010-2019 6.4775085 3.2257462 1.179168e+04 173.216517 8 10
N_Atlantic (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1181 3.2668374 6.159721e+03 17.709116 18.1411090 2000-2009 –> 2010-2019 6.5079615 3.2411241 1.181294e+04 35.863887 9 16
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1181 3.2410626 6.141012e+03 17.907105 14.9914423 2000-2009 –> 2010-2019 6.6152471 3.3741845 1.188170e+04 33.366263 7 20
N_Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1181 3.3780465 6.238790e+03 25.197187 21.4329490 2000-2009 –> 2010-2019 6.6252904 3.2472439 1.189611e+04 49.054634 11 20
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3780 4.2986605 2.176595e+04 143.054344 25.1532630 1982-1999 –> 2000-2009 7.8769764 3.5783160 3.589562e+04 365.731209 4 5
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3780 4.2911191 2.175267e+04 16.804619 24.8193501 1982-1999 –> 2000-2009 7.8828689 3.5917498 3.590198e+04 39.836858 2 4
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3780 4.2890367 2.174901e+04 14.574409 24.6912871 1982-1999 –> 2000-2009 7.8901317 3.6010950 3.591193e+04 37.671660 1 4
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3780 4.2928365 2.175570e+04 13.377447 24.9264490 1982-1999 –> 2000-2009 7.9075848 3.6147482 3.593845e+04 38.140979 3 8
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 3780 4.3182829 2.179838e+04 14.457119 23.9478476 1982-1999 –> 2000-2009 7.9311533 3.6128704 3.597641e+04 30.101388 8 12
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate 3780 4.3348577 2.182734e+04 10.243982 23.3727422 1982-1999 –> 2000-2009 8.0041320 3.6692743 3.608655e+04 25.155549 10 16
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 3780 4.3052896 2.177560e+04 5.865433 24.5487591 1982-1999 –> 2000-2009 8.0216770 3.7163874 3.610166e+04 15.462990 6 14
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 3780 4.3100802 2.178401e+04 13.380194 24.5134217 1982-1999 –> 2000-2009 8.0719838 3.7619036 3.617385e+04 33.817449 7 17
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate 3780 4.3303385 2.181946e+04 5.474617 24.3683228 1982-1999 –> 2000-2009 8.0957216 3.7653832 3.621415e+04 13.519973 9 20
N_Atlantic (27.85,27.95] 3 cstar_tref ~ sal + aou + nitrate 3780 4.3539322 2.185854e+04 8.911328 23.2275339 1982-1999 –> 2000-2009 8.1625368 3.8086045 3.631103e+04 20.068820 13 28
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3651 5.3949416 2.268233e+04 15.240319 57.7255150 2000-2009 –> 2010-2019 9.6860607 4.2911191 4.443501e+04 32.044938 1 3
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3651 5.4176737 2.271303e+04 10.718961 60.1861250 2000-2009 –> 2010-2019 9.7105102 4.2928365 4.446873e+04 24.096408 2 5
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3651 5.4297678 2.272932e+04 11.073857 61.6976655 2000-2009 –> 2010-2019 9.7188045 4.2890367 4.447832e+04 25.648266 3 4
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3651 5.4558586 2.276432e+04 125.038708 60.9593871 2000-2009 –> 2010-2019 9.7545191 4.2986605 4.453027e+04 268.093052 4 8
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 3651 5.4891968 2.280680e+04 5.031680 54.1262269 2000-2009 –> 2010-2019 9.7944864 4.3052896 4.458240e+04 10.897113 7 13
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate 3651 5.4836967 2.279948e+04 4.811983 65.1567621 2000-2009 –> 2010-2019 9.8140352 4.3303385 4.461894e+04 10.286601 6 15
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate 3651 5.4800226 2.279459e+04 7.662434 53.2451998 2000-2009 –> 2010-2019 9.8148803 4.3348577 4.462193e+04 17.906416 5 15
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3651 5.5662021 2.290853e+04 6.836889 64.3718914 2000-2009 –> 2010-2019 9.8651877 4.2989857 4.467305e+04 14.064717 9 14
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 3651 5.6139293 2.297087e+04 13.825966 46.3780664 2000-2009 –> 2010-2019 9.9322121 4.3182829 4.476925e+04 28.283085 10 18
N_Atlantic (27.85,27.95] 3 cstar_tref ~ sal + nitrate + phosphate 3651 5.4967272 2.281481e+04 2.501924 58.8278546 2000-2009 –> 2010-2019 9.9740322 4.4773049 4.488459e+04 5.451236 8 26
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2445 1.2610158 8.086686e+03 169.674924 8.1193232 1982-1999 –> 2000-2009 2.2674486 1.0064328 1.515617e+04 327.927163 1 2
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2445 1.2611502 8.087208e+03 168.838599 8.1375457 1982-1999 –> 2000-2009 2.2678299 1.0066797 1.515791e+04 326.410082 2 4
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2445 1.2611915 8.087368e+03 166.990391 8.1442408 1982-1999 –> 2000-2009 2.2680461 1.0068546 1.515893e+04 379.500541 3 6
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2445 1.2613024 8.087798e+03 313.539774 8.1598156 1982-1999 –> 2000-2009 2.2685131 1.0072107 1.516111e+04 943.792082 4 8
N_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 2445 1.2669482 8.107637e+03 23.444314 8.5785795 1982-1999 –> 2000-2009 2.3427718 1.0758236 1.550516e+04 69.205039 5 10
N_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2445 1.2881875 8.188934e+03 130.883230 9.2223807 1982-1999 –> 2000-2009 2.3719081 1.0837206 1.562266e+04 275.485118 7 13
N_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2445 1.2821750 8.166057e+03 59.510880 9.1923392 1982-1999 –> 2000-2009 2.3866177 1.1044427 1.569354e+04 104.512436 6 13
N_Atlantic (27.95,28.05] 3 cstar_tref ~ sal + aou + nitrate 2445 1.2881880 8.186936e+03 21.754316 9.2202552 1982-1999 –> 2000-2009 2.3943032 1.1061152 1.571991e+04 60.317503 8 16
N_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2445 1.3152415 8.290569e+03 17.744873 9.6435910 1982-1999 –> 2000-2009 2.4331210 1.1178795 1.587791e+04 33.137137 9 18
N_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2445 1.3217372 8.314660e+03 35.835864 10.1110080 1982-1999 –> 2000-2009 2.4469142 1.1251770 1.593421e+04 57.992924 10 22
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2304 2.4516168 1.068468e+04 169.085838 9.8750450 2000-2009 –> 2010-2019 3.7129191 1.2613024 1.877248e+04 482.625612 1 5
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2304 2.4695302 1.071823e+04 72.579545 9.9048839 2000-2009 –> 2010-2019 3.7307217 1.2611915 1.880560e+04 239.569936 2 5
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2304 2.4804047 1.073848e+04 67.233598 10.0201422 2000-2009 –> 2010-2019 3.7415549 1.2611502 1.882568e+04 236.072197 3 5
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2304 2.4815266 1.074056e+04 99.939133 10.1163097 2000-2009 –> 2010-2019 3.7425424 1.2610158 1.882725e+04 269.614056 4 5
N_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 2304 2.4838096 1.074280e+04 62.683287 10.5191243 2000-2009 –> 2010-2019 3.8919579 1.4081483 1.936713e+04 157.203518 5 17
N_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2304 2.6158279 1.098143e+04 70.183100 13.4355211 2000-2009 –> 2010-2019 3.9310694 1.3152415 1.927200e+04 87.927974 7 16
N_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2304 2.6794446 1.109216e+04 65.403341 12.7808313 2000-2009 –> 2010-2019 3.9676321 1.2881875 1.928109e+04 196.286571 9 16
N_Atlantic (27.95,28.05] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2304 2.5976309 1.094926e+04 91.500991 9.2584048 2000-2009 –> 2010-2019 4.0347496 1.4371188 1.967318e+04 195.547157 6 26
N_Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2304 2.6188663 1.098678e+04 61.800407 10.0107445 2000-2009 –> 2010-2019 4.0576298 1.4387635 1.971630e+04 142.882871 8 29
N_Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2304 2.6820524 1.109664e+04 64.708933 10.7809172 2000-2009 –> 2010-2019 4.1222124 1.4401600 1.983090e+04 132.996469 10 32
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 917 1.4918111 3.349917e+03 567.629177 9.2694516 1982-1999 –> 2000-2009 2.5040498 1.0122387 5.779618e+03 1037.353098 1 3
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 917 1.4930050 3.351384e+03 567.641469 9.2401718 1982-1999 –> 2000-2009 2.5042996 1.0112946 5.779510e+03 1039.073584 2 3
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 917 1.4938894 3.350470e+03 540.030658 9.3653382 1982-1999 –> 2000-2009 2.5142878 1.0203984 5.791724e+03 1006.202639 3 6
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate 917 1.5336347 3.398626e+03 547.420708 8.5055156 1982-1999 –> 2000-2009 2.5996246 1.0659899 5.913664e+03 911.094163 7 11
N_Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 917 1.5311271 3.395625e+03 875.695292 8.0900154 1982-1999 –> 2000-2009 2.6111590 1.0800319 5.932753e+03 1204.780407 4 9
N_Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + phosphate 917 1.5316647 3.396269e+03 384.892760 8.0859527 1982-1999 –> 2000-2009 2.6142388 1.0825741 5.937366e+03 531.185218 5 11
N_Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 917 1.5321516 3.396852e+03 382.452404 8.0844463 1982-1999 –> 2000-2009 2.6163998 1.0842482 5.940557e+03 526.952090 6 14
N_Atlantic (28.05,28.1] 3 cstar_tref ~ aou + nitrate + phosphate 917 1.5356589 3.399045e+03 188.280102 8.2621009 1982-1999 –> 2000-2009 2.6193322 1.0836732 5.939855e+03 291.465669 8 15
N_Atlantic (28.05,28.1] 3 cstar_tref ~ aou + nitrate + phosphate_star 917 1.5709528 3.440719e+03 119.820574 7.7609120 1982-1999 –> 2000-2009 2.6907258 1.1197730 6.036844e+03 189.884804 9 18
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 917 1.6706883 3.555608e+03 846.704412 8.5552336 1982-1999 –> 2000-2009 2.8982191 1.2275308 6.308824e+03 1324.457845 10 20
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1126 1.2614761 3.732550e+03 909.141026 7.5218010 2000-2009 –> 2010-2019 2.7532871 1.4918111 7.082466e+03 1476.770203 2 3
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1126 1.2610459 3.731782e+03 910.865391 7.4997281 2000-2009 –> 2010-2019 2.7540509 1.4930050 7.083165e+03 1478.506860 1 3
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1126 1.2711453 3.747746e+03 893.407702 7.6577760 2000-2009 –> 2010-2019 2.7650346 1.4938894 7.098215e+03 1433.438359 3 6
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1126 1.3431929 3.871901e+03 503.909050 7.2206029 2000-2009 –> 2010-2019 2.8768276 1.5336347 7.270527e+03 1051.329759 4 11
N_Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1126 1.3714251 3.918745e+03 424.815059 6.5342599 2000-2009 –> 2010-2019 2.9025522 1.5311271 7.314370e+03 1300.510351 5 9
N_Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1126 1.3741274 3.923178e+03 173.433595 6.5466608 2000-2009 –> 2010-2019 2.9057921 1.5316647 7.319446e+03 558.326356 6 11
N_Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1126 1.3761065 3.926419e+03 170.938149 6.5588873 2000-2009 –> 2010-2019 2.9082581 1.5321516 7.323270e+03 553.390553 8 14
N_Atlantic (28.05,28.1] 3 cstar_tref ~ aou + nitrate + phosphate 1126 1.3750780 3.922735e+03 96.653488 6.4401069 2000-2009 –> 2010-2019 2.9107369 1.5356589 7.321780e+03 284.933591 7 15
N_Atlantic (28.05,28.1] 3 cstar_tref ~ aou + nitrate + phosphate_star 1126 1.4573904 4.053660e+03 63.360984 6.5737015 2000-2009 –> 2010-2019 3.0283432 1.5709528 7.494378e+03 183.181558 9 18
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1126 1.4997041 4.120113e+03 591.971068 7.5891695 2000-2009 –> 2010-2019 3.1703924 1.6706883 7.675720e+03 1438.675479 10 20
N_Atlantic (28.1,28.15] 3 cstar_tref ~ temp + nitrate + phosphate 652 0.5876778 1.167120e+03 417.386168 3.3803712 1982-1999 –> 2000-2009 1.2230817 0.6354040 2.650388e+03 682.649177 1 6
N_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 652 0.7164285 1.427442e+03 830.354872 4.4060602 1982-1999 –> 2000-2009 1.2863808 0.5699523 2.746821e+03 1204.621694 6 7
N_Atlantic (28.1,28.15] 3 cstar_tref ~ aou + nitrate + phosphate 652 0.6887037 1.373977e+03 216.138933 4.0207507 1982-1999 –> 2000-2009 1.2960071 0.6073034 2.788220e+03 341.699257 4 7
N_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 652 0.7943312 1.562044e+03 284.850236 3.7003650 1982-1999 –> 2000-2009 1.3851729 0.5908417 2.936352e+03 440.272658 10 12
N_Atlantic (28.1,28.15] 3 cstar_tref ~ aou + nitrate + phosphate_star 652 0.7515620 1.487871e+03 191.297094 4.1960071 1982-1999 –> 2000-2009 1.3862251 0.6346631 2.969359e+03 306.641178 8 12
N_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 652 0.6655602 1.331403e+03 224.475873 4.7047405 1982-1999 –> 2000-2009 1.4051653 0.7396051 3.048402e+03 349.800935 2 12
N_Atlantic (28.1,28.15] 3 cstar_tref ~ temp + nitrate + phosphate_star 652 0.6710306 1.340077e+03 69.043122 4.4870707 1982-1999 –> 2000-2009 1.4163776 0.7453470 3.066878e+03 139.755258 3 15
N_Atlantic (28.1,28.15] 2 cstar_tref ~ nitrate + phosphate 652 0.7136733 1.418418e+03 48.007970 3.3278871 1982-1999 –> 2000-2009 1.4174366 0.7037633 3.055614e+03 86.003786 5 14
N_Atlantic (28.1,28.15] 3 cstar_tref ~ sal + aou + nitrate 652 0.8079016 1.582133e+03 187.792894 4.0082457 1982-1999 –> 2000-2009 1.4597868 0.6518852 3.104478e+03 312.784143 12 18
N_Atlantic (28.1,28.15] 3 cstar_tref ~ sal + nitrate + phosphate_star 652 0.7208984 1.433553e+03 221.763725 4.5828118 1982-1999 –> 2000-2009 1.4688198 0.7479214 3.165615e+03 343.284330 7 20
N_Atlantic (28.1,28.15] 3 cstar_tref ~ temp + nitrate + phosphate 1289 0.6560814 2.581473e+03 201.754649 3.6881117 2000-2009 –> 2010-2019 1.2437592 0.5876778 3.748593e+03 619.140817 2 3
N_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 1289 0.5923022 2.319826e+03 172.713423 2.9094485 2000-2009 –> 2010-2019 1.3866334 0.7943312 3.881870e+03 457.563659 1 11
N_Atlantic (28.1,28.15] 3 cstar_tref ~ aou + nitrate + phosphate 1289 0.6999673 2.748395e+03 115.096711 2.7980209 2000-2009 –> 2010-2019 1.3886710 0.6887037 4.122372e+03 331.235644 3 7
N_Atlantic (28.1,28.15] 2 cstar_tref ~ nitrate + phosphate 1289 0.7471571 2.914588e+03 42.691226 3.6787408 2000-2009 –> 2010-2019 1.4608304 0.7136733 4.333006e+03 90.699195 4 9
N_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1289 0.8089976 3.123592e+03 327.424287 3.9763543 2000-2009 –> 2010-2019 1.4745577 0.6655602 4.454996e+03 551.900160 8 10
N_Atlantic (28.1,28.15] 3 cstar_tref ~ temp + nitrate + phosphate_star 1289 0.8234603 3.167273e+03 57.939462 4.5909461 2000-2009 –> 2010-2019 1.4944909 0.6710306 4.507350e+03 126.982584 10 13
N_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1289 0.7796400 3.028300e+03 351.197176 4.5953245 2000-2009 –> 2010-2019 1.4960685 0.7164285 4.455742e+03 1181.552047 5 11
N_Atlantic (28.1,28.15] 3 cstar_tref ~ aou + nitrate + phosphate_star 1289 0.7797021 3.026505e+03 93.707776 4.5975865 2000-2009 –> 2010-2019 1.5312641 0.7515620 4.514377e+03 285.004870 6 14
N_Atlantic (28.1,28.15] 3 cstar_tref ~ sal + nitrate + phosphate_star 1289 0.8331733 3.197503e+03 310.731027 4.6200594 2000-2009 –> 2010-2019 1.5540716 0.7208984 4.631056e+03 532.494752 11 18
N_Atlantic (28.1,28.15] 3 cstar_tref ~ sal + aou + nitrate 1289 0.7846189 3.042711e+03 89.405975 4.7801146 2000-2009 –> 2010-2019 1.5925205 0.8079016 4.624844e+03 277.198869 7 19
N_Atlantic (28.15,28.2] 3 cstar_tref ~ sal + temp + aou 26 0.3280029 2.581870e+01 3.643941 0.9441922 1982-1999 –> 2000-2009 0.3413576 0.0133547 -5.108985e+01 32.781503 2 3
N_Atlantic (28.15,28.2] 3 cstar_tref ~ temp + nitrate + phosphate_star 26 0.3286186 2.591622e+01 1.117004 0.7212308 1982-1999 –> 2000-2009 0.3514957 0.0228771 -3.484419e+01 295.801808 3 5
N_Atlantic (28.15,28.2] 3 cstar_tref ~ sal + aou + nitrate 26 0.3385149 2.745907e+01 2.111818 0.9560860 1982-1999 –> 2000-2009 0.3747973 0.0362824 -1.946548e+01 500.570936 4 11
N_Atlantic (28.15,28.2] 3 cstar_tref ~ sal + aou + phosphate 26 0.3182672 2.425188e+01 1.115315 0.8631077 1982-1999 –> 2000-2009 0.3799330 0.0616658 -6.760753e+00 483.384214 1 10
N_Atlantic (28.15,28.2] 3 cstar_tref ~ temp + phosphate + phosphate_star 26 0.3667635 3.162682e+01 1.112155 0.7435364 1982-1999 –> 2000-2009 0.3976704 0.0309069 -2.010830e+01 673.760247 7 13
N_Atlantic (28.15,28.2] 3 cstar_tref ~ temp + aou + phosphate_star 26 0.3688486 3.192161e+01 4.063228 0.7402345 1982-1999 –> 2000-2009 0.3990217 0.0301732 -2.053429e+01 119.601065 8 12
N_Atlantic (28.15,28.2] 3 cstar_tref ~ temp + aou + phosphate 26 0.3699085 3.207082e+01 1.647804 0.7413787 1982-1999 –> 2000-2009 0.4002056 0.0302971 -2.026214e+01 341.645277 9 14
N_Atlantic (28.15,28.2] 3 cstar_tref ~ temp + aou + nitrate 26 0.3957778 3.558588e+01 2.590292 0.8299126 1982-1999 –> 2000-2009 0.4224265 0.0266487 -2.059642e+01 855.485345 13 16
N_Atlantic (28.15,28.2] 3 cstar_tref ~ sal + aou + phosphate_star 26 0.3582197 3.040115e+01 2.388608 0.9942879 1982-1999 –> 2000-2009 0.4455831 0.0873634 9.838935e+00 344.064019 6 17
N_Atlantic (28.15,28.2] 2 cstar_tref ~ aou + nitrate 26 0.3971499 3.376585e+01 1.913354 0.7939120 1982-1999 –> 2000-2009 0.5608122 0.1636623 3.003550e+01 476.352751 14 27
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 6 0.0075858 -2.955047e+01 886.683723 0.0135815 2000-2009 –> 2010-2019 0.2835714 0.2759856 -1.071080e+01 890.353811 8 10
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 6 0.0084046 -2.832041e+01 190.641031 0.0150792 2000-2009 –> 2010-2019 0.2839882 0.2755835 -9.556557e+00 202.163211 10 11
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 6 0.0053979 -3.363375e+01 750.672851 0.0095870 2000-2009 –> 2010-2019 0.2843008 0.2789029 -1.424731e+01 811.568452 2 6
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 6 0.0084315 -2.828213e+01 131.206824 0.0151206 2000-2009 –> 2010-2019 0.2849117 0.2764802 -9.349356e+00 133.740846 11 14
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 6 0.0057178 -3.294286e+01 244.066267 0.0101717 2000-2009 –> 2010-2019 0.2891685 0.2834508 -1.271533e+01 247.475193 3 8
N_Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 6 0.0060939 -3.217839e+01 505.318749 0.0108228 2000-2009 –> 2010-2019 0.3183839 0.3122900 -6.912377e+00 567.920409 5 11
N_Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 6 0.0060240 -3.231688e+01 745.706697 0.0106831 2000-2009 –> 2010-2019 0.3190455 0.3130216 -6.929201e+00 763.920417 4 13
N_Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 6 0.0065253 -3.135753e+01 325.051305 0.0115668 2000-2009 –> 2010-2019 0.3192170 0.3126917 -6.024676e+00 343.630375 6 13
N_Atlantic (28.15,28.2] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 6 0.0067194 -3.100590e+01 545.550265 0.0119331 2000-2009 –> 2010-2019 0.3196630 0.3129437 -5.631163e+00 563.740982 7 15
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 6 0.0081957 -2.862248e+01 327.777483 0.0147524 2000-2009 –> 2010-2019 0.3441968 0.3360011 4.490104e-01 337.880444 9 23
N_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 65 0.1753780 -2.784348e+01 435.265923 0.3883052 1982-1999 –> 2000-2009 0.3224097 0.1470316 -4.672264e+01 1158.786393 1 2
N_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 65 0.1821787 -2.289776e+01 430.827350 0.3839497 1982-1999 –> 2000-2009 0.3319206 0.1497420 -4.057137e+01 1369.215915 2 4
N_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 65 0.1835559 -2.191864e+01 318.024364 0.3805123 1982-1999 –> 2000-2009 0.3396347 0.1560787 -3.685674e+01 908.546711 4 7
N_Atlantic (28.2, Inf] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 65 0.1825661 -2.462156e+01 223.334648 0.4012000 1982-1999 –> 2000-2009 0.3702235 0.1876574 -2.939869e+01 912.637853 3 10
N_Atlantic (28.2, Inf] 4 cstar_tref ~ temp + aou + nitrate + phosphate 65 0.1886182 -2.038198e+01 427.991403 0.3965931 1982-1999 –> 2000-2009 0.3768515 0.1882334 -2.495683e+01 1340.046633 5 13
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 65 0.1953523 -1.582159e+01 171.269478 0.4722178 1982-1999 –> 2000-2009 0.3778334 0.1824811 -2.244482e+01 334.040832 7 13
N_Atlantic (28.2, Inf] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 65 0.1894288 -1.982445e+01 155.085329 0.3932052 1982-1999 –> 2000-2009 0.3794010 0.1899722 -2.379241e+01 594.213228 6 15
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 65 0.2465843 1.445534e+01 312.434926 0.7298999 1982-1999 –> 2000-2009 0.4033833 0.1567990 -2.178911e+00 498.714340 11 15
N_Atlantic (28.2, Inf] 3 cstar_tref ~ aou + nitrate + phosphate 65 0.2000904 -1.470619e+01 27.692262 0.4843827 1982-1999 –> 2000-2009 0.4261402 0.2260499 -9.198228e+00 50.316997 8 30
N_Atlantic (28.2, Inf] 3 cstar_tref ~ aou + nitrate + phosphate_star 65 0.2606894 1.968666e+01 45.995121 0.7031112 1982-1999 –> 2000-2009 0.4561944 0.1955051 1.561345e+01 73.612148 12 26
N_Atlantic (28.2, Inf] 3 cstar_tref ~ aou + nitrate + phosphate 7 0.0100059 -3.459905e+01 232.458324 0.0167471 2000-2009 –> 2010-2019 0.2100962 0.2000904 -4.930525e+01 260.150586 5 6
N_Atlantic (28.2, Inf] 3 cstar_tref ~ temp + aou + nitrate 7 0.0157478 -2.824961e+01 512.537434 0.0269390 2000-2009 –> 2010-2019 0.2222849 0.2065371 -3.883340e+01 562.658327 10 12
N_Atlantic (28.2, Inf] 3 cstar_tref ~ aou + nitrate + phosphate_star 7 0.0076094 -3.843211e+01 291.807287 0.0131044 2000-2009 –> 2010-2019 0.2682987 0.2606894 -1.874545e+01 337.802408 3 6
N_Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 7 0.0098175 -3.486517e+01 200.019408 0.0164630 2000-2009 –> 2010-2019 0.2733457 0.2635282 -1.377049e+01 220.913789 4 8
N_Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + phosphate_star 7 0.0047059 -4.516014e+01 302.012473 0.0084147 2000-2009 –> 2010-2019 0.3283580 0.3236521 2.650696e+00 481.366681 2 8
N_Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + phosphate 7 0.0104254 -3.402400e+01 220.153672 0.0176287 2000-2009 –> 2010-2019 0.3330726 0.3226472 1.338256e+01 277.322466 6 11
N_Atlantic (28.2, Inf] 2 cstar_tref ~ sal + aou 7 0.0363415 -1.854197e+01 6.678170 0.0654926 2000-2009 –> 2010-2019 0.3651272 0.3287856 2.931462e+01 13.578117 17 24
N_Atlantic (28.2, Inf] 3 cstar_tref ~ nitrate + phosphate + phosphate_star 7 0.0155000 -2.847164e+01 552.921616 0.0301100 2000-2009 –> 2010-2019 0.4475117 0.4320116 5.688102e+01 680.054321 9 19
N_Atlantic (28.2, Inf] 2 cstar_tref ~ aou + phosphate_star 7 0.0205815 -2.650196e+01 34.411631 0.0364674 2000-2009 –> 2010-2019 0.4478465 0.4272650 5.541444e+01 56.463941 11 19
N_Atlantic (28.2, Inf] 2 cstar_tref ~ aou + phosphate 7 0.0259142 -2.327636e+01 13.109045 0.0475322 2000-2009 –> 2010-2019 0.4544022 0.4284880 5.901163e+01 19.636336 13 22
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2156 6.4267489 1.415480e+04 434.032496 112.9906394 1982-1999 –> 2000-2009 13.4241903 6.9974414 2.062861e+04 1008.638660 1 2
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2156 6.4334010 1.415927e+04 133.160895 112.0497900 1982-1999 –> 2000-2009 13.5040820 7.0706809 2.065306e+04 231.057347 3 5
N_Pacific (-Inf,26] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2156 6.4319523 1.415629e+04 223.985311 116.4744045 1982-1999 –> 2000-2009 13.5169672 7.0850149 2.065198e+04 475.382344 2 5
N_Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2156 6.4340749 1.415772e+04 127.868310 112.1891495 1982-1999 –> 2000-2009 13.5298248 7.0957499 2.065631e+04 218.209857 4 8
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2156 6.5454509 1.423372e+04 124.677077 105.4977682 1982-1999 –> 2000-2009 13.6471886 7.1017377 2.073593e+04 228.930244 7 12
N_Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2156 6.4615069 1.417606e+04 83.064823 120.7300847 1982-1999 –> 2000-2009 13.8206770 7.3591701 2.074464e+04 144.394024 5 15
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2156 6.6477319 1.430058e+04 146.097007 100.8642073 1982-1999 –> 2000-2009 13.9227593 7.2750274 2.084908e+04 265.816844 8 17
N_Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2156 6.7642256 1.437349e+04 108.292379 85.2003914 1982-1999 –> 2000-2009 13.9739204 7.2096948 2.090267e+04 208.664409 10 17
N_Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2156 6.6512271 1.430085e+04 103.565568 119.7177725 1982-1999 –> 2000-2009 14.0895862 7.4383591 2.088998e+04 207.724580 9 20
N_Pacific (-Inf,26] 3 cstar_tref ~ aou + nitrate + phosphate_star 2156 6.4675644 1.417810e+04 79.632869 122.8506297 1982-1999 –> 2000-2009 14.1767271 7.7091627 2.083389e+04 139.665706 6 20
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4152 5.8789011 2.650632e+04 604.680900 78.8855538 2000-2009 –> 2010-2019 12.3056500 6.4267489 4.066113e+04 1038.713396 2 3
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4152 5.8740816 2.649951e+04 123.589226 76.9689934 2000-2009 –> 2010-2019 12.3074827 6.4334010 4.065878e+04 256.750121 1 4
N_Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4152 5.9014743 2.653614e+04 100.757519 80.4538501 2000-2009 –> 2010-2019 12.3355492 6.4340749 4.069386e+04 228.625830 5 9
N_Pacific (-Inf,26] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4152 5.9289564 2.657473e+04 241.663286 87.3522991 2000-2009 –> 2010-2019 12.3609086 6.4319523 4.073102e+04 465.648597 6 8
N_Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4152 5.9300248 2.657622e+04 76.537669 88.6906879 2000-2009 –> 2010-2019 12.3915317 6.4615069 4.075228e+04 159.602492 7 12
N_Pacific (-Inf,26] 3 cstar_tref ~ aou + nitrate + phosphate_star 4152 5.9303068 2.657462e+04 76.319172 88.4516476 2000-2009 –> 2010-2019 12.3978712 6.4675644 4.075272e+04 155.952041 8 14
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4152 5.8864285 2.651695e+04 124.980972 77.3701336 2000-2009 –> 2010-2019 12.4318794 6.5454509 4.075067e+04 249.658049 3 10
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4152 5.9305642 2.657898e+04 167.411673 74.6273581 2000-2009 –> 2010-2019 12.5782960 6.6477319 4.087956e+04 313.508681 9 17
N_Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4152 5.8888579 2.651837e+04 86.892142 75.2801505 2000-2009 –> 2010-2019 12.6530835 6.7642256 4.089186e+04 195.184521 4 14
N_Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4152 6.0071788 2.668357e+04 87.701006 92.1542262 2000-2009 –> 2010-2019 12.6584059 6.6512271 4.098441e+04 191.266574 11 20
N_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1287 6.7859598 8.595186e+03 66.562259 29.8759819 1982-1999 –> 2000-2009 14.0459880 7.2600282 1.417375e+04 151.452682 1 3
N_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1287 6.8025102 8.601457e+03 109.308251 29.8928920 1982-1999 –> 2000-2009 14.0625344 7.2600241 1.418002e+04 230.811594 5 6
N_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1287 6.7976105 8.599602e+03 457.633263 29.9924122 1982-1999 –> 2000-2009 14.0959981 7.2983876 1.418679e+04 919.552104 2 10
N_Pacific (26,26.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1287 6.8028434 8.599583e+03 7.956586 29.9321320 1982-1999 –> 2000-2009 14.1105339 7.3076905 1.418685e+04 19.700376 6 16
N_Pacific (26,26.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1287 6.8529916 8.618488e+03 10.500809 29.1522702 1982-1999 –> 2000-2009 14.1136763 7.2606847 1.419520e+04 22.373270 12 15
N_Pacific (26,26.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1287 6.8013652 8.599023e+03 14.091006 30.0638583 1982-1999 –> 2000-2009 14.1345836 7.3332185 1.419200e+04 44.102137 3 22
N_Pacific (26,26.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1287 6.8021965 8.599338e+03 95.507430 30.0538650 1982-1999 –> 2000-2009 14.1360536 7.3338571 1.419245e+04 272.737501 4 25
N_Pacific (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1287 6.8511612 8.617800e+03 16.567801 28.6019976 1982-1999 –> 2000-2009 14.1407195 7.2895583 1.420100e+04 31.189204 10 17
N_Pacific (26,26.5] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1287 6.8138636 8.603749e+03 17.993532 30.1228346 1982-1999 –> 2000-2009 14.1491108 7.3352472 1.419718e+04 50.268285 9 35
N_Pacific (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1287 6.8028762 8.599595e+03 12.220452 29.9996790 1982-1999 –> 2000-2009 14.1503307 7.3474545 1.419574e+04 34.292597 7 41
N_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1853 6.0013179 1.191366e+04 85.021372 29.1633488 2000-2009 –> 2010-2019 12.7872777 6.7859598 2.050885e+04 151.583631 1 2
N_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1853 6.0054399 1.191621e+04 127.282861 29.2097460 2000-2009 –> 2010-2019 12.8079501 6.8025102 2.051766e+04 236.591112 2 7
N_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1853 6.0205385 1.192551e+04 508.720657 29.9545197 2000-2009 –> 2010-2019 12.8181490 6.7976105 2.052511e+04 966.353920 4 6
N_Pacific (26,26.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1853 6.0324715 1.193085e+04 9.804845 30.2444475 2000-2009 –> 2010-2019 12.8353149 6.8028434 2.053043e+04 17.761431 7 13
N_Pacific (26,26.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1853 6.0558417 1.194518e+04 91.211219 30.4012963 2000-2009 –> 2010-2019 12.8580382 6.8021965 2.054452e+04 186.718649 10 14
N_Pacific (26,26.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1853 6.0613532 1.194855e+04 17.710925 30.2977219 2000-2009 –> 2010-2019 12.8627183 6.8013652 2.054757e+04 31.801931 12 15
N_Pacific (26,26.5] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1853 6.0525939 1.194319e+04 20.449359 30.5172595 2000-2009 –> 2010-2019 12.8664574 6.8138636 2.054694e+04 38.442891 8 17
N_Pacific (26,26.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1853 6.0149083 1.192004e+04 11.276542 28.6040806 2000-2009 –> 2010-2019 12.8678999 6.8529916 2.053853e+04 21.777350 3 15
N_Pacific (26,26.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1853 6.0272182 1.192762e+04 20.276249 28.2306047 2000-2009 –> 2010-2019 12.8792300 6.8520118 2.054574e+04 45.941565 5 16
N_Pacific (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1853 6.0284939 1.192840e+04 16.010528 28.2990263 2000-2009 –> 2010-2019 12.8796552 6.8511612 2.054621e+04 32.578329 6 16
N_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1084 5.4230074 6.755589e+03 72.890105 15.7662219 1982-1999 –> 2000-2009 10.7357943 5.3127869 1.050735e+04 175.010071 1 2
N_Pacific (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1084 5.4830124 6.777446e+03 61.568244 15.8674406 1982-1999 –> 2000-2009 10.8191850 5.3361727 1.053252e+04 153.824122 5 7
N_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1084 5.4428454 6.763505e+03 59.345094 16.1072889 1982-1999 –> 2000-2009 10.8211285 5.3782831 1.053009e+04 140.650533 2 5
N_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1084 5.5027232 6.785226e+03 46.711876 16.1976674 1982-1999 –> 2000-2009 10.9015502 5.3988271 1.055442e+04 118.699506 6 10
N_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1084 5.5221003 6.794847e+03 435.414358 17.1027547 1982-1999 –> 2000-2009 11.0718420 5.5497417 1.059940e+04 1035.385280 9 14
N_Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1084 5.4668258 6.771036e+03 25.662068 16.7024034 1982-1999 –> 2000-2009 11.0729907 5.6061649 1.058583e+04 59.333139 3 10
N_Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1084 5.4784059 6.775624e+03 23.379691 16.8442260 1982-1999 –> 2000-2009 11.0975330 5.6191271 1.059321e+04 55.229360 4 12
N_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1084 5.5807137 6.815737e+03 400.100433 17.1118853 1982-1999 –> 2000-2009 11.1498393 5.5691256 1.062251e+04 987.171846 12 18
N_Pacific (26.5,26.75] 3 cstar_tref ~ temp + phosphate + phosphate_star 1084 5.5062240 6.784605e+03 14.063065 16.5579644 1982-1999 –> 2000-2009 11.1733990 5.6671749 1.061050e+04 32.066403 7 17
N_Pacific (26.5,26.75] 3 cstar_tref ~ temp + aou + phosphate_star 1084 5.5192243 6.789717e+03 11.195287 16.7072389 1982-1999 –> 2000-2009 11.1940163 5.6747920 1.061723e+04 25.281642 8 19
N_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1494 5.4672431 9.329726e+03 67.519616 18.8072241 2000-2009 –> 2010-2019 10.8902505 5.4230074 1.608532e+04 140.409721 1 2
N_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1494 5.4759693 9.334492e+03 50.336639 19.0153024 2000-2009 –> 2010-2019 10.9188148 5.4428454 1.609800e+04 109.681732 3 5
N_Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1494 5.4721341 9.330398e+03 17.093716 18.5596014 2000-2009 –> 2010-2019 10.9389598 5.4668258 1.610143e+04 42.755785 2 5
N_Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1494 5.4846169 9.337207e+03 15.453987 18.7323210 2000-2009 –> 2010-2019 10.9630228 5.4784059 1.611283e+04 38.833678 4 8
N_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1494 5.5372823 9.367762e+03 414.896195 19.8192854 2000-2009 –> 2010-2019 11.0593826 5.5221003 1.616261e+04 850.310552 6 15
N_Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1494 5.4993291 9.345211e+03 11.388228 19.6433220 2000-2009 –> 2010-2019 11.0618681 5.5625390 1.615388e+04 28.880789 5 16
N_Pacific (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1494 5.6019289 9.400444e+03 67.196672 19.0107459 2000-2009 –> 2010-2019 11.0849413 5.4830124 1.617789e+04 128.764916 8 13
N_Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + aou + phosphate 1494 5.5536817 9.374598e+03 120.948366 19.6432920 2000-2009 –> 2010-2019 11.1028050 5.5491233 1.617803e+04 231.942288 7 17
N_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1494 5.6106113 9.405071e+03 49.968831 19.1684628 2000-2009 –> 2010-2019 11.1133345 5.5027232 1.619030e+04 96.680707 9 15
N_Pacific (26.5,26.75] 3 cstar_tref ~ temp + phosphate + phosphate_star 1494 5.6214390 9.408832e+03 11.827469 18.7478467 2000-2009 –> 2010-2019 11.1276630 5.5062240 1.619344e+04 25.890534 10 17
N_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1397 3.7053163 7.638008e+03 73.095126 15.2958936 1982-1999 –> 2000-2009 7.4987758 3.7934595 1.167575e+04 172.732852 1 2
N_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1397 3.7376397 7.662276e+03 58.832267 15.5924147 1982-1999 –> 2000-2009 7.5935278 3.8558881 1.172388e+04 140.508082 2 4
N_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1397 3.8405370 7.738155e+03 185.796034 16.4340888 1982-1999 –> 2000-2009 7.8816147 4.0410777 1.186834e+04 402.338556 3 8
N_Pacific (26.75,27] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1397 3.9773728 7.833971e+03 45.019762 16.5280390 1982-1999 –> 2000-2009 7.9195503 3.9421775 1.192593e+04 104.922750 7 10
N_Pacific (26.75,27] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1397 3.8576862 7.748603e+03 25.577268 15.8272329 1982-1999 –> 2000-2009 8.0164773 4.1587911 1.191877e+04 59.130177 4 10
N_Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1397 4.0118875 7.858112e+03 31.442533 16.7810219 1982-1999 –> 2000-2009 8.0189412 4.0070537 1.197394e+04 72.787004 8 12
N_Pacific (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1397 3.8718752 7.758861e+03 22.992427 15.9212575 1982-1999 –> 2000-2009 8.0436375 4.1717623 1.193358e+04 54.735467 5 12
N_Pacific (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate 1397 3.9425705 7.809415e+03 75.220005 16.4500047 1982-1999 –> 2000-2009 8.2066208 4.2640503 1.201612e+04 145.845262 6 19
N_Pacific (26.75,27] 3 cstar_tref ~ temp + phosphate + phosphate_star 1397 4.0136913 7.857368e+03 17.930062 16.6180464 1982-1999 –> 2000-2009 8.2072751 4.1935838 1.203771e+04 36.814555 9 18
N_Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1397 4.0348100 7.874030e+03 21.780191 15.4120672 1982-1999 –> 2000-2009 8.2434988 4.2086887 1.206163e+04 62.013686 11 21
N_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2052 4.4074755 1.191899e+04 56.557563 16.5368617 2000-2009 –> 2010-2019 8.1127918 3.7053163 1.955700e+04 129.652688 1 2
N_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2052 4.4441180 1.195295e+04 45.583026 16.2339819 2000-2009 –> 2010-2019 8.1817576 3.7376397 1.961523e+04 104.415293 2 4
N_Pacific (26.75,27] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2052 4.4901358 1.199321e+04 23.791068 15.2846276 2000-2009 –> 2010-2019 8.3478220 3.8576862 1.974181e+04 49.368336 3 7
N_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2052 4.5408000 1.204710e+04 160.934756 16.4903414 2000-2009 –> 2010-2019 8.3813369 3.8405370 1.978525e+04 346.730790 7 10
N_Pacific (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2052 4.5161363 1.201689e+04 20.511247 15.4455551 2000-2009 –> 2010-2019 8.3880114 3.8718752 1.977575e+04 43.503674 5 10
N_Pacific (26.75,27] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2052 4.5143342 1.201526e+04 33.597693 16.4316347 2000-2009 –> 2010-2019 8.4917070 3.9773728 1.984923e+04 78.617455 4 11
N_Pacific (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate 2052 4.5959201 1.209462e+04 85.264153 16.0183054 2000-2009 –> 2010-2019 8.5384906 3.9425705 1.990403e+04 160.484157 10 16
N_Pacific (26.75,27] 3 cstar_tref ~ temp + phosphate + phosphate_star 2052 4.5337776 1.203089e+04 19.419925 16.0598579 2000-2009 –> 2010-2019 8.5474689 4.0136913 1.988825e+04 37.349987 6 15
N_Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2052 4.5552277 1.205225e+04 23.657132 16.6361635 2000-2009 –> 2010-2019 8.5671153 4.0118875 1.991036e+04 55.099665 8 16
N_Pacific (26.75,27] 3 cstar_tref ~ temp + aou + phosphate_star 2052 4.5670726 1.206090e+04 14.652450 16.2982738 2000-2009 –> 2010-2019 8.6036806 4.0366080 1.993418e+04 28.511380 9 21
N_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1689 1.8857645 6.949952e+03 46.048263 7.2172175 1982-1999 –> 2000-2009 3.6895277 1.8037632 1.037090e+04 100.052870 1 2
N_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1689 1.8951585 6.966738e+03 37.310245 7.2685794 1982-1999 –> 2000-2009 3.7108770 1.8157185 1.039889e+04 81.706468 2 4
N_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1689 1.9272470 7.023455e+03 116.927624 7.3913446 1982-1999 –> 2000-2009 3.7791183 1.8518714 1.048904e+04 236.851017 3 6
N_Pacific (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1689 2.1114754 7.329847e+03 11.341477 8.8587304 1982-1999 –> 2000-2009 4.2542688 2.1427935 1.104091e+04 26.348247 7 11
N_Pacific (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1689 2.2114415 7.486106e+03 6.787974 8.7338660 1982-1999 –> 2000-2009 4.4383594 2.2269179 1.126247e+04 15.252786 12 17
N_Pacific (27,27.25] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1689 2.0899738 7.295272e+03 13.552290 8.1614151 1982-1999 –> 2000-2009 4.4501648 2.3601911 1.117022e+04 22.580000 4 20
N_Pacific (27,27.25] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1689 2.0921785 7.298834e+03 11.074269 8.1810086 1982-1999 –> 2000-2009 4.4515301 2.3593516 1.117318e+04 18.860493 5 20
N_Pacific (27,27.25] 4 cstar_tref ~ sal + temp + aou + phosphate 1689 2.1069552 7.322608e+03 58.700771 8.2511485 1982-1999 –> 2000-2009 4.4682121 2.3612570 1.119832e+04 96.599140 6 23
N_Pacific (27,27.25] 4 cstar_tref ~ sal + temp + aou + nitrate 1689 2.2322289 7.517710e+03 6.940522 8.5733482 1982-1999 –> 2000-2009 4.4757623 2.2435334 1.130669e+04 14.896854 15 21
N_Pacific (27,27.25] 3 cstar_tref ~ sal + temp + phosphate_star 1689 2.1250614 7.349513e+03 8.243203 8.6115915 1982-1999 –> 2000-2009 4.4883813 2.3633199 1.122471e+04 15.223825 9 29
N_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2442 2.3514464 1.112007e+04 49.249178 10.9961105 2000-2009 –> 2010-2019 4.2372108 1.8857645 1.807002e+04 95.297441 1 2
N_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2442 2.3628820 1.114376e+04 40.049418 11.0415215 2000-2009 –> 2010-2019 4.2580405 1.8951585 1.811050e+04 77.359663 2 4
N_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2442 2.3950674 1.120984e+04 134.305663 11.1292196 2000-2009 –> 2010-2019 4.3223144 1.9272470 1.823329e+04 251.233288 3 6
N_Pacific (27,27.25] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2442 2.4907720 1.139920e+04 20.482246 10.5004335 2000-2009 –> 2010-2019 4.5807458 2.0899738 1.869447e+04 34.034536 4 8
N_Pacific (27,27.25] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2442 2.4962610 1.140995e+04 13.642034 10.5343357 2000-2009 –> 2010-2019 4.5884396 2.0921785 1.870878e+04 24.716303 5 10
N_Pacific (27,27.25] 4 cstar_tref ~ sal + temp + aou + phosphate 2442 2.5140866 1.144470e+04 74.525667 10.5936946 2000-2009 –> 2010-2019 4.6210418 2.1069552 1.876731e+04 133.226438 6 12
N_Pacific (27,27.25] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2442 2.5390683 1.149299e+04 347.808036 10.7075176 2000-2009 –> 2010-2019 4.6620164 2.1229481 1.884115e+04 600.061058 7 15
N_Pacific (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2442 2.6138687 1.163480e+04 10.889148 11.1534339 2000-2009 –> 2010-2019 4.7253441 2.1114754 1.896464e+04 22.230625 8 15
N_Pacific (27,27.25] 3 cstar_tref ~ sal + temp + phosphate_star 2442 2.6145681 1.163410e+04 8.280235 11.2185967 2000-2009 –> 2010-2019 4.7396295 2.1250614 1.898362e+04 16.523438 9 18
N_Pacific (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2442 2.6360202 1.167601e+04 41.311969 10.7414095 2000-2009 –> 2010-2019 4.8321314 2.1961112 1.913862e+04 85.528979 16 26
N_Pacific (27.25,27.5] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2506 1.2704240 8.323346e+03 326.213680 5.8030820 1982-1999 –> 2000-2009 2.4908842 1.2204602 1.210567e+04 522.712337 1 3
N_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2506 1.2780399 8.355302e+03 295.811376 5.7756508 1982-1999 –> 2000-2009 2.5060523 1.2280125 1.215400e+04 548.438200 2 6
N_Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + phosphate 2506 1.2790001 8.357066e+03 150.662753 5.8467579 1982-1999 –> 2000-2009 2.5080838 1.2290837 1.215580e+04 238.665148 3 8
N_Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2506 1.2963715 8.424681e+03 528.738071 5.0100472 1982-1999 –> 2000-2009 2.5162917 1.2199202 1.220598e+04 996.767518 8 9
N_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2506 1.2826834 8.373479e+03 32.459162 5.8582042 1982-1999 –> 2000-2009 2.5167575 1.2340741 1.218365e+04 67.503186 4 11
N_Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2506 1.2832446 8.373671e+03 12.706649 5.9113169 1982-1999 –> 2000-2009 2.5180864 1.2348418 1.218329e+04 20.925977 5 13
N_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2506 1.2846690 8.381231e+03 40.432768 5.8814371 1982-1999 –> 2000-2009 2.5212019 1.2365330 1.219604e+04 83.922246 6 15
N_Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2506 1.2851011 8.380917e+03 17.834783 5.9274073 1982-1999 –> 2000-2009 2.5223294 1.2372283 1.219504e+04 30.802378 7 18
N_Pacific (27.25,27.5] 3 cstar_tref ~ aou + phosphate + phosphate_star 2506 1.3153797 8.495636e+03 84.599577 5.1158537 1982-1999 –> 2000-2009 2.5418807 1.2265010 1.228747e+04 131.285636 12 15
N_Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2506 1.3129411 8.488336e+03 54.099887 5.0446099 1982-1999 –> 2000-2009 2.5437650 1.2308239 1.229037e+04 100.422376 10 16
N_Pacific (27.25,27.5] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3506 1.2294604 1.141010e+04 386.855075 6.1003883 2000-2009 –> 2010-2019 2.4998844 1.2704240 1.973345e+04 713.068755 1 2
N_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3506 1.2332885 1.143390e+04 374.438643 6.1119740 2000-2009 –> 2010-2019 2.5113283 1.2780399 1.978920e+04 670.250018 2 4
N_Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + phosphate 3506 1.2357316 1.144578e+04 156.048835 6.1207242 2000-2009 –> 2010-2019 2.5147317 1.2790001 1.980284e+04 306.711588 3 6
N_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3506 1.2367442 1.145352e+04 42.939455 6.1301364 2000-2009 –> 2010-2019 2.5194276 1.2826834 1.982700e+04 75.398617 4 8
N_Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3506 1.2382535 1.146007e+04 13.928633 6.1312939 2000-2009 –> 2010-2019 2.5214981 1.2832446 1.983375e+04 26.635282 5 10
N_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3506 1.2384299 1.146307e+04 52.863721 6.1362883 2000-2009 –> 2010-2019 2.5230989 1.2846690 1.984431e+04 93.296490 6 12
N_Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3506 1.2396780 1.146814e+04 19.788304 6.1354651 2000-2009 –> 2010-2019 2.5247791 1.2851011 1.984905e+04 37.623087 7 14
N_Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 3506 1.2471260 1.151014e+04 11.279920 6.2020274 2000-2009 –> 2010-2019 2.5547036 1.3075776 1.997796e+04 24.924929 8 17
N_Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate 3506 1.2522464 1.153887e+04 9.878500 6.2556269 2000-2009 –> 2010-2019 2.5673143 1.3150680 2.003532e+04 21.638130 10 21
N_Pacific (27.25,27.5] 3 cstar_tref ~ sal + temp + aou 3506 1.2498086 1.152321e+04 1.398288 6.1677940 2000-2009 –> 2010-2019 2.5678123 1.3180037 2.002883e+04 2.996627 9 22
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2990 0.4983533 4.334505e+03 24.429416 1.9307582 1982-1999 –> 2000-2009 1.1156383 0.6172850 6.895823e+03 46.021727 1 2
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2990 0.4983925 4.334976e+03 19.410452 1.9330182 1982-1999 –> 2000-2009 1.1158417 0.6174492 6.897017e+03 36.157904 2 4
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2990 0.4983949 4.335004e+03 200.703704 1.9339687 1982-1999 –> 2000-2009 1.1161232 0.6177283 6.898275e+03 381.676663 3 6
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2990 0.4991858 4.344486e+03 205.567489 1.9586866 1982-1999 –> 2000-2009 1.1186448 0.6194590 6.915367e+03 389.263926 5 12
N_Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2990 0.5052059 4.414173e+03 86.776818 2.2465423 1982-1999 –> 2000-2009 1.1551610 0.6499551 7.113769e+03 160.025273 7 16
N_Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 2990 0.5077668 4.444409e+03 190.850152 2.3502257 1982-1999 –> 2000-2009 1.1626693 0.6549025 7.164631e+03 351.940988 8 19
N_Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2990 0.5077679 4.444422e+03 19.131202 2.3512772 1982-1999 –> 2000-2009 1.1636777 0.6559097 7.168824e+03 35.859568 9 21
N_Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2990 0.5079837 4.446963e+03 22.988618 2.3594735 1982-1999 –> 2000-2009 1.1645618 0.6565782 7.174135e+03 41.924171 11 25
N_Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + nitrate 2990 0.4984209 4.333317e+03 15.551060 1.9522745 1982-1999 –> 2000-2009 1.1683524 0.6699315 7.115252e+03 23.940858 4 21
N_Pacific (27.5,27.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2990 0.5494617 4.916332e+03 168.250004 1.7229043 1982-1999 –> 2000-2009 1.1696010 0.6201393 7.488198e+03 293.860050 13 21
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4149 0.4433427 5.038657e+03 20.793055 1.7144019 2000-2009 –> 2010-2019 0.9416959 0.4983533 9.373162e+03 45.222471 3 4
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4149 0.4433165 5.038168e+03 210.991392 1.7173080 2000-2009 –> 2010-2019 0.9417114 0.4983949 9.373172e+03 411.695095 1 4
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4149 0.4433238 5.038304e+03 19.714959 1.7162841 2000-2009 –> 2010-2019 0.9417163 0.4983925 9.373279e+03 39.125411 2 4
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4149 0.4434978 5.041560e+03 292.826541 1.7356899 2000-2009 –> 2010-2019 0.9426836 0.4991858 9.386046e+03 498.394030 4 9
N_Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + nitrate 4149 0.4470300 5.105387e+03 19.534247 1.8447667 2000-2009 –> 2010-2019 0.9454509 0.4984209 9.438703e+03 35.085307 5 9
N_Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 4149 0.4523551 5.203650e+03 95.573938 2.1612314 2000-2009 –> 2010-2019 0.9575610 0.5052059 9.617823e+03 182.350756 6 13
N_Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 4149 0.4557559 5.265800e+03 195.989919 2.2729921 2000-2009 –> 2010-2019 0.9635227 0.5077668 9.710209e+03 386.840071 7 15
N_Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 4149 0.4559378 5.269111e+03 14.836994 2.2786095 2000-2009 –> 2010-2019 0.9637057 0.5077679 9.713533e+03 33.968197 8 17
N_Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 4149 0.4562691 5.275140e+03 19.115847 2.2890856 2000-2009 –> 2010-2019 0.9642528 0.5079837 9.722103e+03 42.104465 9 20
N_Pacific (27.5,27.75] 3 cstar_tref ~ sal + temp + aou 4149 0.4584018 5.311835e+03 1.758054 2.2858841 2000-2009 –> 2010-2019 0.9661699 0.5077681 9.754260e+03 3.541148 10 20
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1460 0.3007327 6.488231e+02 90.738262 1.8429551 1982-1999 –> 2000-2009 0.6408275 0.3400948 1.094460e+03 167.854061 1 2
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1460 0.3021764 6.628070e+02 200.217756 1.8480207 1982-1999 –> 2000-2009 0.6431340 0.3409576 1.111657e+03 404.679884 2 4
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1460 0.3034197 6.747967e+02 88.164669 1.8497081 1982-1999 –> 2000-2009 0.6450139 0.3415942 1.126012e+03 120.911760 3 6
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1460 0.3035713 6.762557e+02 83.849445 1.8495157 1982-1999 –> 2000-2009 0.6453043 0.3417330 1.127986e+03 119.301008 4 8
N_Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1460 0.3076235 7.129747e+02 63.202508 1.8318308 1982-1999 –> 2000-2009 0.6517131 0.3440896 1.171419e+03 130.831479 5 10
N_Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 1460 0.3086893 7.230738e+02 192.956594 1.8371738 1982-1999 –> 2000-2009 0.6533767 0.3446874 1.183719e+03 396.218008 6 12
N_Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1460 0.3095190 7.309123e+02 20.008387 1.8393619 1982-1999 –> 2000-2009 0.6546386 0.3451196 1.193146e+03 41.252846 8 15
N_Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1460 0.3097465 7.330577e+02 19.818314 1.8397526 1982-1999 –> 2000-2009 0.6549916 0.3452451 1.195753e+03 40.861447 9 17
N_Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1460 0.3087742 7.238770e+02 17.196493 1.8047446 1982-1999 –> 2000-2009 0.6882920 0.3795178 1.306585e+03 33.696271 7 16
N_Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1460 0.3954140 1.446061e+03 74.658865 2.5750452 1982-1999 –> 2000-2009 0.8239711 0.4285571 2.182858e+03 100.897472 10 21
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2052 0.3403880 1.414570e+03 109.597802 2.3649719 2000-2009 –> 2010-2019 0.6411208 0.3007327 2.063393e+03 200.336064 1 2
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2052 0.3421595 1.435873e+03 345.021952 2.3751158 2000-2009 –> 2010-2019 0.6443359 0.3021764 2.098680e+03 545.239708 2 4
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2052 0.3434126 1.450876e+03 120.853494 2.3785471 2000-2009 –> 2010-2019 0.6468323 0.3034197 2.125673e+03 209.018163 3 6
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2052 0.3435098 1.452037e+03 113.816491 2.3789662 2000-2009 –> 2010-2019 0.6470812 0.3035713 2.128293e+03 197.665936 4 8
N_Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2052 0.3445608 1.462574e+03 26.450859 2.3772221 2000-2009 –> 2010-2019 0.6533350 0.3087742 2.186451e+03 43.647352 5 12
N_Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2052 0.3461065 1.480944e+03 68.370388 2.3220043 2000-2009 –> 2010-2019 0.6537300 0.3076235 2.193919e+03 131.572896 6 11
N_Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 2052 0.3476615 1.499341e+03 339.998638 2.3331767 2000-2009 –> 2010-2019 0.6563508 0.3086893 2.222415e+03 532.955232 7 13
N_Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2052 0.3485885 1.510270e+03 28.832383 2.3373448 2000-2009 –> 2010-2019 0.6581076 0.3095190 2.241182e+03 48.840770 8 16
N_Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2052 0.3488414 1.513246e+03 28.559962 2.3382713 2000-2009 –> 2010-2019 0.6585879 0.3097465 2.246304e+03 48.378276 9 18
N_Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2052 0.3724463 1.781958e+03 110.754343 2.1319783 2000-2009 –> 2010-2019 0.7678604 0.3954140 3.228018e+03 185.413208 10 20
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1858 0.3603082 1.493499e+03 163.040645 2.6304342 1982-1999 –> 2000-2009 0.8427922 0.4824840 2.637934e+03 295.039605 1 2
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1858 0.3610736 1.501385e+03 217.567605 2.6352448 1982-1999 –> 2000-2009 0.8439915 0.4829179 2.647292e+03 435.319323 2 4
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1858 0.3614794 1.505558e+03 171.544564 2.6376819 1982-1999 –> 2000-2009 0.8445466 0.4830672 2.651972e+03 285.937196 3 6
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1858 0.3616343 1.507151e+03 173.821590 2.6380109 1982-1999 –> 2000-2009 0.8447102 0.4830759 2.653593e+03 292.223114 5 9
N_Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1858 0.3615527 1.504313e+03 138.294726 2.6667506 1982-1999 –> 2000-2009 0.8605600 0.4990072 2.701903e+03 257.786464 4 17
N_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1858 0.3622264 1.511230e+03 195.529764 2.6701863 1982-1999 –> 2000-2009 0.8611593 0.4989329 2.708577e+03 404.639475 6 18
N_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1858 0.3625670 1.514722e+03 16.711532 2.6715347 1982-1999 –> 2000-2009 0.8614908 0.4989238 2.712039e+03 33.445026 7 18
N_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1858 0.3627360 1.516455e+03 16.531830 2.6722792 1982-1999 –> 2000-2009 0.8616548 0.4989188 2.713755e+03 33.099237 8 18
N_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1858 0.3809134 1.698154e+03 8.898606 2.5309932 1982-1999 –> 2000-2009 0.8642719 0.4833585 2.843555e+03 19.130369 9 14
N_Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1858 0.4326208 2.171163e+03 49.161475 2.4245781 1982-1999 –> 2000-2009 0.9271710 0.4945502 3.354058e+03 104.174013 10 16
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2971 0.4525025 3.733552e+03 195.208683 2.8275795 2000-2009 –> 2010-2019 0.8128106 0.3603082 5.227051e+03 358.249328 1 2
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2971 0.4538460 3.751168e+03 588.183544 2.8345172 2000-2009 –> 2010-2019 0.8149196 0.3610736 5.252553e+03 805.751149 2 4
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2971 0.4542918 3.757002e+03 250.233295 2.8366521 2000-2009 –> 2010-2019 0.8157711 0.3614794 5.262560e+03 421.777859 4 7
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2971 0.4542817 3.756870e+03 265.127789 2.8345722 2000-2009 –> 2010-2019 0.8159159 0.3616343 5.264021e+03 438.949379 3 8
N_Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2971 0.4610920 3.843287e+03 149.650755 2.9639648 2000-2009 –> 2010-2019 0.8226447 0.3615527 5.347600e+03 287.945481 11 15
N_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 2971 0.4620791 3.855995e+03 390.760132 2.9681935 2000-2009 –> 2010-2019 0.8243055 0.3622264 5.367225e+03 586.289897 12 18
N_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2971 0.4622321 3.857962e+03 28.670952 2.9674513 2000-2009 –> 2010-2019 0.8247990 0.3625670 5.372684e+03 45.382484 13 20
N_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2971 0.4623621 3.859633e+03 28.361525 2.9675373 2000-2009 –> 2010-2019 0.8250981 0.3627360 5.376088e+03 44.893355 14 22
N_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2971 0.4543067 3.755198e+03 19.714020 2.8435550 2000-2009 –> 2010-2019 0.8352201 0.3809134 5.453352e+03 28.612627 5 14
N_Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2971 0.4556111 3.772234e+03 143.055899 2.7578574 2000-2009 –> 2010-2019 0.8882320 0.4326208 5.943397e+03 192.217374 9 19
N_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3347 0.2300584 -3.239366e+02 281.419417 1.9091574 1982-1999 –> 2000-2009 0.4613677 0.2313093 -4.420558e+02 542.409537 1 2
N_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3347 0.2301846 -3.202655e+02 277.081244 1.9085444 1982-1999 –> 2000-2009 0.4615739 0.2313893 -4.373709e+02 532.693944 2 4
N_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3347 0.2307135 -3.049024e+02 550.360335 1.9094523 1982-1999 –> 2000-2009 0.4625606 0.2318471 -4.162117e+02 1019.741912 3 6
N_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3347 0.2362798 -1.473187e+02 20.564349 1.9319410 1982-1999 –> 2000-2009 0.4709494 0.2346696 -2.251499e+02 39.877843 4 8
N_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3347 0.2433930 5.123120e+01 33.221698 2.0284029 1982-1999 –> 2000-2009 0.4961116 0.2527186 1.906555e+02 65.261017 5 10
N_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3347 0.2436289 5.771497e+01 32.636719 2.0286637 1982-1999 –> 2000-2009 0.4965169 0.2528880 1.991044e+02 63.927947 6 12
N_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 3347 0.2440560 6.944179e+01 253.555765 2.0292670 1982-1999 –> 2000-2009 0.4972066 0.2531506 2.138739e+02 570.779092 7 15
N_Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3347 0.2535070 3.237708e+02 117.396783 1.8622776 1982-1999 –> 2000-2009 0.5065085 0.2530015 4.664752e+02 221.915802 8 15
N_Pacific (27.95,28.05] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3347 0.2537182 3.293449e+02 118.221784 1.8531527 1982-1999 –> 2000-2009 0.5069868 0.2532686 4.751433e+02 223.393523 9 18
N_Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3347 0.2548657 3.595531e+02 281.055821 1.8804926 1982-1999 –> 2000-2009 0.5091032 0.2542375 5.165467e+02 519.945224 10 20
N_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4556 0.2565945 5.486936e+02 796.087511 2.9119819 2000-2009 –> 2010-2019 0.4867791 0.2301846 2.284280e+02 1073.168755 1 3
N_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4556 0.2568109 5.563774e+02 815.778836 2.8976691 2000-2009 –> 2010-2019 0.4868693 0.2300584 2.324408e+02 1097.198253 2 3
N_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4556 0.2660159 8.752645e+02 29.070773 2.8143443 2000-2009 –> 2010-2019 0.5022956 0.2362798 7.279458e+02 49.635122 5 8
N_Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4556 0.2610366 7.030894e+02 453.148644 3.3149795 2000-2009 –> 2010-2019 0.5145436 0.2535070 1.026860e+03 570.545427 3 9
N_Pacific (27.95,28.05] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 4556 0.2616691 7.251421e+02 460.474219 3.3078616 2000-2009 –> 2010-2019 0.5153873 0.2537182 1.054487e+03 578.696003 4 11
N_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 4556 0.2998052 1.964849e+03 36.719563 3.2262361 2000-2009 –> 2010-2019 0.5431982 0.2433930 2.016080e+03 69.941260 7 11
N_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 4556 0.3000522 1.972352e+03 35.882445 3.2274086 2000-2009 –> 2010-2019 0.5436810 0.2436289 2.030067e+03 68.519163 8 13
N_Pacific (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 4556 0.2988178 1.932788e+03 8.408024 2.8132542 2000-2009 –> 2010-2019 0.5579671 0.2591494 2.401916e+03 13.092522 6 14
N_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 4556 0.3207868 2.581220e+03 713.879021 3.0285279 2000-2009 –> 2010-2019 0.6240658 0.3032790 4.104969e+03 815.288531 12 21
N_Pacific (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate 4556 0.3209207 2.583023e+03 227.708356 2.9913744 2000-2009 –> 2010-2019 0.6269782 0.3060575 4.165820e+03 306.981943 14 26
N_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3212 0.1074855 -5.200823e+03 79.654516 0.7689139 1982-1999 –> 2000-2009 0.2237807 0.1162952 -7.164142e+03 152.051877 1 2
N_Pacific (28.05,28.1] 3 cstar_tref ~ temp + nitrate + phosphate_star 3212 0.1079447 -5.175438e+03 2.217731 0.7677968 1982-1999 –> 2000-2009 0.2245718 0.1166271 -7.133074e+03 4.356360 2 4
N_Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 3212 0.1097262 -5.068285e+03 745.897406 0.7833693 1982-1999 –> 2000-2009 0.2284305 0.1187043 -6.976325e+03 1300.583510 3 6
N_Pacific (28.05,28.1] 3 cstar_tref ~ sal + nitrate + phosphate_star 3212 0.1103936 -5.031325e+03 79.365812 0.7944094 1982-1999 –> 2000-2009 0.2291300 0.1187363 -6.940638e+03 151.721911 5 9
N_Pacific (28.05,28.1] 3 cstar_tref ~ aou + nitrate + phosphate_star 3212 0.1101841 -5.043531e+03 729.472633 0.7862479 1982-1999 –> 2000-2009 0.2292465 0.1190625 -6.945450e+03 1244.223112 4 9
N_Pacific (28.05,28.1] 2 cstar_tref ~ nitrate + phosphate_star 3212 0.1107166 -5.014561e+03 1.730771 0.7957891 1982-1999 –> 2000-2009 0.2297941 0.1190776 -6.918138e+03 3.072223 6 12
N_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3212 0.1235226 -4.307448e+03 88.005750 0.8515002 1982-1999 –> 2000-2009 0.2536579 0.1301353 -5.967621e+03 162.611859 7 14
N_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3212 0.1235313 -4.307000e+03 86.045058 0.8514829 1982-1999 –> 2000-2009 0.2536766 0.1301453 -5.966965e+03 158.150037 8 16
N_Pacific (28.05,28.1] 3 cstar_tref ~ sal + aou + phosphate_star 3212 0.1237662 -4.296795e+03 79.111108 0.8441711 1982-1999 –> 2000-2009 0.2548463 0.1310802 -5.939464e+03 146.464204 9 18
N_Pacific (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate_star 3212 0.1247918 -4.243780e+03 2.291749 0.8579528 1982-1999 –> 2000-2009 0.2564114 0.1316196 -5.875377e+03 4.479947 10 20
N_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 5075 0.1018481 -8.771139e+03 92.205518 0.8249457 2000-2009 –> 2010-2019 0.2093336 0.1074855 -1.397196e+04 171.860035 1 2
N_Pacific (28.05,28.1] 3 cstar_tref ~ temp + nitrate + phosphate_star 5075 0.1019001 -8.767966e+03 2.035728 0.8292881 2000-2009 –> 2010-2019 0.2098448 0.1079447 -1.394340e+04 4.253459 2 4
N_Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 5075 0.1048669 -8.474671e+03 950.979216 0.8497744 2000-2009 –> 2010-2019 0.2145930 0.1097262 -1.354296e+04 1696.876621 3 6
N_Pacific (28.05,28.1] 3 cstar_tref ~ sal + nitrate + phosphate_star 5075 0.1048724 -8.476132e+03 92.134221 0.8491990 2000-2009 –> 2010-2019 0.2152661 0.1103936 -1.350746e+04 171.500033 4 8
N_Pacific (28.05,28.1] 2 cstar_tref ~ nitrate + phosphate_star 5075 0.1049534 -8.470296e+03 1.126037 0.8548453 2000-2009 –> 2010-2019 0.2156700 0.1107166 -1.348486e+04 2.856809 5 10
N_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 5075 0.1131813 -7.700233e+03 104.671097 0.8926215 2000-2009 –> 2010-2019 0.2367039 0.1235226 -1.200768e+04 192.676847 6 12
N_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 5075 0.1131820 -7.700166e+03 103.549566 0.8925927 2000-2009 –> 2010-2019 0.2367133 0.1235313 -1.200717e+04 189.594625 7 14
N_Pacific (28.05,28.1] 3 cstar_tref ~ sal + aou + phosphate_star 5075 0.1132409 -7.696884e+03 98.128272 0.8898481 2000-2009 –> 2010-2019 0.2370071 0.1237662 -1.199368e+04 177.239381 10 18
N_Pacific (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate_star 5075 0.1132000 -7.700556e+03 2.053760 0.8944696 2000-2009 –> 2010-2019 0.2379918 0.1247918 -1.194434e+04 4.345509 9 18
N_Pacific (28.05,28.1] 3 cstar_tref ~ temp + phosphate + phosphate_star 5075 0.1131971 -7.700817e+03 2.028037 0.8942506 2000-2009 –> 2010-2019 0.2380348 0.1248377 -1.194224e+04 4.241851 8 18
N_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2494 0.0134146 -1.441566e+04 312.569366 0.0549129 1982-1999 –> 2000-2009 0.0310189 0.0176043 -1.883260e+04 577.746150 1 2
N_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 2494 0.0211043 -1.215542e+04 391.824015 0.0786781 1982-1999 –> 2000-2009 0.0479487 0.0268444 -1.585932e+04 709.866178 2 4
N_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2494 0.0211693 -1.214010e+04 74.053026 0.0779335 1982-1999 –> 2000-2009 0.0480681 0.0268988 -1.584058e+04 163.436922 3 6
N_Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2494 0.0211827 -1.213692e+04 213.768413 0.0777975 1982-1999 –> 2000-2009 0.0480938 0.0269111 -1.583663e+04 478.497995 4 8
N_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2494 0.0211861 -1.213612e+04 77.292909 0.0777520 1982-1999 –> 2000-2009 0.0480995 0.0269133 -1.583569e+04 175.127150 5 10
N_Pacific (28.1,28.2] 3 cstar_tref ~ sal + phosphate + phosphate_star 2494 0.0228677 -1.175714e+04 61.714492 0.0681383 1982-1999 –> 2000-2009 0.0505604 0.0276926 -1.541047e+04 130.975024 6 12
N_Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2494 0.0238972 -1.153550e+04 203.119404 0.0897915 1982-1999 –> 2000-2009 0.0540219 0.0301247 -1.504457e+04 457.367461 7 14
N_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2494 0.0247683 -1.135692e+04 82.207986 0.0907347 1982-1999 –> 2000-2009 0.0556602 0.0308920 -1.482348e+04 188.293399 8 16
N_Pacific (28.1,28.2] 3 cstar_tref ~ sal + nitrate + phosphate_star 2494 0.0264663 -1.102817e+04 64.197957 0.0796439 1982-1999 –> 2000-2009 0.0580567 0.0315904 -1.445895e+04 138.226052 9 18
N_Pacific (28.1,28.2] 3 cstar_tref ~ temp + aou + phosphate 2494 0.0389903 -9.095618e+03 315.836893 0.1590026 1982-1999 –> 2000-2009 0.0832857 0.0442954 -1.195513e+04 583.097540 10 20
N_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 3827 0.0102943 -2.415341e+04 191.175069 0.0510044 2000-2009 –> 2010-2019 0.0237089 0.0134146 -3.856907e+04 503.744435 1 2
N_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 3827 0.0147266 -2.141280e+04 235.275520 0.0888750 2000-2009 –> 2010-2019 0.0358309 0.0211043 -3.356822e+04 627.099536 2 4
N_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3827 0.0147374 -2.140718e+04 65.062934 0.0879378 2000-2009 –> 2010-2019 0.0359066 0.0211693 -3.354727e+04 139.115959 3 6
N_Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3827 0.0147404 -2.140561e+04 169.867193 0.0877592 2000-2009 –> 2010-2019 0.0359232 0.0211827 -3.354253e+04 383.635606 4 8
N_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3827 0.0147411 -2.140525e+04 70.200053 0.0877202 2000-2009 –> 2010-2019 0.0359272 0.0211861 -3.354137e+04 147.492962 5 10
N_Pacific (28.1,28.2] 3 cstar_tref ~ sal + phosphate + phosphate_star 3827 0.0163738 -2.060325e+04 51.612260 0.0838778 2000-2009 –> 2010-2019 0.0392415 0.0228677 -3.236040e+04 113.326752 6 12
N_Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 3827 0.0165652 -2.051232e+04 162.664346 0.0999222 2000-2009 –> 2010-2019 0.0404623 0.0238972 -3.204782e+04 365.783750 7 14
N_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3827 0.0170594 -2.028729e+04 74.144124 0.1023403 2000-2009 –> 2010-2019 0.0418277 0.0247683 -3.164420e+04 156.352109 8 16
N_Pacific (28.1,28.2] 3 cstar_tref ~ sal + nitrate + phosphate_star 3827 0.0188271 -1.953464e+04 53.479415 0.0956189 2000-2009 –> 2010-2019 0.0452934 0.0264663 -3.056281e+04 117.677371 9 18
N_Pacific (28.1,28.2] 3 cstar_tref ~ temp + aou + phosphate 3827 0.0335644 -1.510933e+04 183.712246 0.1527758 2000-2009 –> 2010-2019 0.0725547 0.0389903 -2.420495e+04 499.549139 10 20
S_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 35 0.7879057 9.663931e+01 138.078625 1.8831587 1982-1999 –> 2000-2009 2.2506195 1.4627138 5.532504e+02 403.306961 1 2
S_Atlantic (-Inf,26] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 35 0.7927935 9.507222e+01 98.459423 1.8852875 1982-1999 –> 2000-2009 2.2587484 1.4659548 5.502278e+02 354.718714 3 8
S_Atlantic (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate 35 0.8034968 9.601096e+01 98.534384 1.8290399 1982-1999 –> 2000-2009 2.2662391 1.4627422 5.506268e+02 352.215257 5 7
S_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 35 0.8235907 9.973999e+01 138.679247 2.0810130 1982-1999 –> 2000-2009 2.2869907 1.4634000 5.564664e+02 412.119841 7 10
S_Atlantic (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 35 0.8337273 9.859627e+01 97.236116 2.0273967 1982-1999 –> 2000-2009 2.2978926 1.4641654 5.534514e+02 355.058009 9 13
S_Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 35 0.7881705 9.466284e+01 38.983017 1.8723648 1982-1999 –> 2000-2009 2.2993556 1.5111850 5.572937e+02 87.519667 2 14
S_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 35 0.8345629 1.006664e+02 238.854841 2.0966636 1982-1999 –> 2000-2009 2.3042387 1.4696758 5.584456e+02 606.155194 10 16
S_Atlantic (-Inf,26] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 35 0.8396545 9.909216e+01 138.693588 2.0435361 1982-1999 –> 2000-2009 2.3124175 1.4727630 5.553875e+02 503.548004 13 20
S_Atlantic (-Inf,26] 3 cstar_tref ~ aou + phosphate + phosphate_star 35 0.7966591 9.341271e+01 26.525549 1.8164145 1982-1999 –> 2000-2009 2.3138326 1.5171735 5.550165e+02 96.723360 4 19
S_Atlantic (-Inf,26] 3 cstar_tref ~ temp + aou + phosphate 35 0.8070457 9.431945e+01 13.836607 1.8511429 1982-1999 –> 2000-2009 2.3199301 1.5128844 5.552268e+02 58.729804 6 20
S_Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 104 1.3012094 3.639044e+02 763.249641 4.5231240 2000-2009 –> 2010-2019 2.0689048 0.7676954 4.587247e+02 1176.337016 1 2
S_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 104 1.3273055 3.680346e+02 322.393153 4.7974120 2000-2009 –> 2010-2019 2.1152112 0.7879057 4.646739e+02 460.471779 2 5
S_Atlantic (-Inf,26] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 104 1.3624436 3.714694e+02 314.339701 5.6615430 2000-2009 –> 2010-2019 2.1552371 0.7927935 4.665416e+02 412.799125 4 9
S_Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 104 1.3961144 3.765474e+02 710.652323 5.3773196 2000-2009 –> 2010-2019 2.1648828 0.7687684 4.694655e+02 1091.879092 8 10
S_Atlantic (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate 104 1.3670910 3.721777e+02 309.637012 5.6511044 2000-2009 –> 2010-2019 2.1705879 0.8034968 4.681887e+02 408.171396 5 12
S_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 104 1.3478939 3.712362e+02 323.619502 4.8272745 2000-2009 –> 2010-2019 2.1714846 0.8235907 4.709762e+02 462.298749 3 12
S_Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 104 1.4161319 3.795085e+02 22.431251 5.6125471 2000-2009 –> 2010-2019 2.2043024 0.7881705 4.741713e+02 61.414268 10 14
S_Atlantic (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 104 1.3757292 3.734879e+02 315.819869 5.5659673 2000-2009 –> 2010-2019 2.2094565 0.8337273 4.720841e+02 413.055985 6 17
S_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 104 1.3801477 3.761548e+02 428.765449 5.0012436 2000-2009 –> 2010-2019 2.2147106 0.8345629 4.768212e+02 667.620291 7 19
S_Atlantic (-Inf,26] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 104 1.3964228 3.765933e+02 408.778436 5.5390064 2000-2009 –> 2010-2019 2.2360773 0.8396545 4.756855e+02 547.472024 9 24
S_Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate 205 1.6412654 7.969065e+02 67.973019 5.6944136 1982-1999 –> 2000-2009 3.6040832 1.9628178 2.043965e+03 231.203656 2 4
S_Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 205 1.6536642 7.999922e+02 19.100751 5.7216460 1982-1999 –> 2000-2009 3.6202988 1.9666346 2.048197e+03 41.273557 3 6
S_Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 205 1.6564775 8.006891e+02 21.926406 5.7281771 1982-1999 –> 2000-2009 3.6247771 1.9682997 2.049393e+03 64.577691 4 8
S_Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 205 1.7856029 8.314648e+02 78.210976 6.0618195 1982-1999 –> 2000-2009 3.6971159 1.9115130 2.062897e+03 245.892013 5 6
S_Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 205 1.6408020 7.967907e+02 20.774908 5.7607909 1982-1999 –> 2000-2009 3.7682873 2.1274853 2.091379e+03 59.217756 1 10
S_Atlantic (26,26.5] 3 cstar_tref ~ temp + phosphate + phosphate_star 205 1.9129001 8.576992e+02 20.860353 6.5256918 1982-1999 –> 2000-2009 3.9913415 2.0784414 2.136528e+03 60.386345 7 12
S_Atlantic (26,26.5] 3 cstar_tref ~ temp + aou + phosphate_star 205 1.9138327 8.578990e+02 10.198937 6.5567933 1982-1999 –> 2000-2009 3.9971566 2.0833239 2.138112e+03 30.241935 8 14
S_Atlantic (26,26.5] 3 cstar_tref ~ temp + aou + phosphate 205 1.9185118 8.589002e+02 56.896057 6.6735028 1982-1999 –> 2000-2009 4.0184393 2.0999275 2.143797e+03 202.280731 9 16
S_Atlantic (26,26.5] 3 cstar_tref ~ aou + phosphate + phosphate_star 205 1.9278269 8.608861e+02 341.359599 6.8454639 1982-1999 –> 2000-2009 4.0530465 2.1252196 2.152846e+03 980.809386 10 18
S_Atlantic (26,26.5] 3 cstar_tref ~ temp + nitrate + phosphate_star 205 1.8832752 8.512999e+02 19.778091 6.3845982 1982-1999 –> 2000-2009 4.0575975 2.1743223 2.156737e+03 56.905413 6 16
S_Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate 323 1.8844666 1.337969e+03 136.679984 10.2453706 2000-2009 –> 2010-2019 3.5257319 1.6412654 2.134875e+03 204.653003 1 3
S_Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 323 1.9021858 1.344015e+03 17.111303 10.1815988 2000-2009 –> 2010-2019 3.5558499 1.6536642 2.144007e+03 36.212054 2 5
S_Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 323 1.9066035 1.345513e+03 33.214622 10.1721750 2000-2009 –> 2010-2019 3.5630810 1.6564775 2.146202e+03 55.141028 3 7
S_Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 323 2.1200595 1.414067e+03 30.398089 10.1939501 2000-2009 –> 2010-2019 3.7608615 1.6408020 2.210858e+03 51.172997 4 5
S_Atlantic (26,26.5] 3 cstar_tref ~ temp + phosphate + phosphate_star 323 2.2655922 1.454956e+03 32.978839 9.2916046 2000-2009 –> 2010-2019 4.1784923 1.9129001 2.312656e+03 53.839193 5 12
S_Atlantic (26,26.5] 3 cstar_tref ~ temp + aou + phosphate_star 323 2.2690637 1.455946e+03 17.110701 9.3431913 2000-2009 –> 2010-2019 4.1828964 1.9138327 2.313845e+03 27.309638 6 14
S_Atlantic (26,26.5] 3 cstar_tref ~ temp + aou + phosphate 323 2.2834666 1.460033e+03 136.665287 9.5236478 2000-2009 –> 2010-2019 4.2019783 1.9185118 2.318933e+03 193.561344 7 16
S_Atlantic (26,26.5] 3 cstar_tref ~ aou + phosphate + phosphate_star 323 2.3096336 1.467394e+03 682.281910 9.7564928 2000-2009 –> 2010-2019 4.2374605 1.9278269 2.328280e+03 1023.641509 8 18
S_Atlantic (26,26.5] 3 cstar_tref ~ temp + nitrate + phosphate_star 323 2.3718596 1.484568e+03 29.375850 8.6838280 2000-2009 –> 2010-2019 4.2551348 1.8832752 2.335868e+03 49.153940 9 15
S_Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 323 2.6910401 1.568128e+03 69.845366 12.0490606 2000-2009 –> 2010-2019 4.4766430 1.7856029 2.399592e+03 148.056342 11 16
S_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 171 1.2764589 5.827557e+02 955.266941 4.6123658 1982-1999 –> 2000-2009 3.0857829 1.8093240 1.924604e+03 1728.626360 2 3
S_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 171 1.2712114 5.813468e+02 872.721853 4.7865778 1982-1999 –> 2000-2009 3.0864238 1.8152124 1.925340e+03 1472.104595 1 3
S_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 171 1.2804323 5.818186e+02 487.462150 4.6200462 1982-1999 –> 2000-2009 3.1978091 1.9173769 1.959950e+03 1031.579160 3 11
S_Atlantic (26.5,26.75] 4 cstar_tref ~ sal + temp + aou + nitrate 171 1.3011924 5.873191e+02 521.623058 3.3879776 1982-1999 –> 2000-2009 3.1990870 1.8978947 1.958710e+03 735.276182 7 11
S_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 171 1.2855842 5.831919e+02 953.794994 4.4435519 1982-1999 –> 2000-2009 3.2012235 1.9156393 1.960725e+03 1727.084024 4 11
S_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 171 1.3004338 5.871197e+02 501.838707 4.5181594 1982-1999 –> 2000-2009 3.2196469 1.9192131 1.965883e+03 1081.143568 6 15
S_Atlantic (26.5,26.75] 3 cstar_tref ~ temp + aou + nitrate 171 1.3090377 5.873749e+02 173.830349 3.2694655 1982-1999 –> 2000-2009 3.3068390 1.9978013 1.990626e+03 345.737642 8 22
S_Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 171 1.3248536 5.934822e+02 947.573778 4.1993910 1982-1999 –> 2000-2009 3.3401018 2.0152482 2.004472e+03 1703.978679 10 25
S_Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 171 1.2982636 5.865484e+02 702.024182 5.0167417 1982-1999 –> 2000-2009 3.3607856 2.0625220 2.012841e+03 1301.240565 5 24
S_Atlantic (26.5,26.75] 3 cstar_tref ~ aou + nitrate + phosphate_star 171 1.3148748 5.888966e+02 354.148086 5.9603963 1982-1999 –> 2000-2009 3.3908383 2.0759635 2.017477e+03 799.267669 9 31
S_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 302 1.8976472 1.257970e+03 382.010567 5.9166789 2000-2009 –> 2010-2019 3.1688586 1.2712114 1.839317e+03 1254.732421 2 3
S_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 302 1.8965887 1.257633e+03 804.021513 5.9044117 2000-2009 –> 2010-2019 3.1730476 1.2764589 1.840389e+03 1759.288455 1 3
S_Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 302 1.9038186 1.257931e+03 376.598241 6.1028788 2000-2009 –> 2010-2019 3.2020822 1.2982636 1.844480e+03 1078.622423 4 9
S_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 302 1.9222394 1.263747e+03 339.344608 5.5763487 2000-2009 –> 2010-2019 3.2026716 1.2804323 1.845566e+03 826.806758 8 11
S_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 302 1.9201746 1.263098e+03 738.446845 5.5664995 2000-2009 –> 2010-2019 3.2057587 1.2855842 1.846290e+03 1692.241839 7 11
S_Atlantic (26.5,26.75] 4 cstar_tref ~ sal + temp + aou + nitrate 302 1.9049893 1.258303e+03 263.045353 5.9138243 2000-2009 –> 2010-2019 3.2061817 1.3011924 1.845622e+03 784.668411 5 12
S_Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 302 1.9013188 1.257138e+03 629.312331 6.1009900 2000-2009 –> 2010-2019 3.2261724 1.3248536 1.850620e+03 1576.886109 3 13
S_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 302 1.9289421 1.265850e+03 360.800536 5.6247104 2000-2009 –> 2010-2019 3.2293759 1.3004338 1.852969e+03 862.639243 10 16
S_Atlantic (26.5,26.75] 3 cstar_tref ~ temp + aou + nitrate 302 1.9398917 1.267269e+03 165.017991 6.6721586 2000-2009 –> 2010-2019 3.2489294 1.3090377 1.854644e+03 338.848340 11 19
S_Atlantic (26.5,26.75] 3 cstar_tref ~ sal + aou + nitrate 302 1.9058521 1.256576e+03 105.238316 6.0072901 2000-2009 –> 2010-2019 3.2611162 1.3552642 1.855820e+03 215.666104 6 17
S_Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + aou + nitrate 186 1.0539353 5.593867e+02 306.401891 3.2071919 1982-1999 –> 2000-2009 2.5434613 1.4895260 2.094365e+03 465.666132 1 2
S_Atlantic (26.75,27] 3 cstar_tref ~ sal + aou + nitrate 186 1.0645905 5.611287e+02 211.384155 2.8453356 1982-1999 –> 2000-2009 2.5673319 1.5027415 2.101509e+03 318.085658 2 4
S_Atlantic (26.75,27] 3 cstar_tref ~ temp + aou + nitrate 186 1.4214358 6.686654e+02 267.308264 6.2147220 1982-1999 –> 2000-2009 2.9270009 1.5055651 2.210619e+03 423.519039 3 6
S_Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate 186 1.5044588 6.917823e+02 480.997137 6.4112397 1982-1999 –> 2000-2009 3.0948258 1.5903670 2.281655e+03 683.944314 6 11
S_Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 186 1.4951327 6.894691e+02 73.846883 6.2232104 1982-1999 –> 2000-2009 3.0964134 1.6012807 2.285073e+03 105.906990 4 11
S_Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate_star 186 1.4958807 6.896552e+02 48.115897 6.2436026 1982-1999 –> 2000-2009 3.0969770 1.6010963 2.285163e+03 79.825267 5 11
S_Atlantic (26.75,27] 2 cstar_tref ~ aou + nitrate 186 1.6431494 7.205858e+02 12.197123 6.9299260 1982-1999 –> 2000-2009 3.1488037 1.5056543 2.260589e+03 32.938266 14 18
S_Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 186 1.5475398 7.022850e+02 80.098517 6.7994733 1982-1999 –> 2000-2009 3.1496327 1.6020930 2.298314e+03 111.716055 10 18
S_Atlantic (26.75,27] 3 cstar_tref ~ sal + aou + phosphate_star 186 1.5151632 6.924198e+02 40.040469 5.6519849 1982-1999 –> 2000-2009 3.1512226 1.6360594 2.304030e+03 52.282893 8 19
S_Atlantic (26.75,27] 3 cstar_tref ~ sal + phosphate + phosphate_star 186 1.5197961 6.935555e+02 41.360791 5.6061830 1982-1999 –> 2000-2009 3.1553126 1.6355165 2.304887e+03 54.687853 9 19
S_Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + aou + nitrate 386 1.7887451 1.556350e+03 376.216286 5.3851597 2000-2009 –> 2010-2019 2.8426804 1.0539353 2.115736e+03 682.618177 1 2
S_Atlantic (26.75,27] 3 cstar_tref ~ sal + aou + nitrate 386 1.8745794 1.590533e+03 362.893938 6.5854760 2000-2009 –> 2010-2019 2.9391699 1.0645905 2.151662e+03 574.278093 2 4
S_Atlantic (26.75,27] 3 cstar_tref ~ temp + aou + nitrate 386 2.0295742 1.651862e+03 280.829918 7.5937503 2000-2009 –> 2010-2019 3.4510100 1.4214358 2.320528e+03 548.138181 4 7
S_Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 386 2.0317830 1.654702e+03 53.511778 6.5966139 2000-2009 –> 2010-2019 3.5269157 1.4951327 2.344171e+03 127.358660 6 10
S_Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate_star 386 2.0318124 1.654713e+03 52.790312 6.5969141 2000-2009 –> 2010-2019 3.5276931 1.4958807 2.344368e+03 100.906209 7 12
S_Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate 386 2.0309924 1.654402e+03 439.333747 6.5725866 2000-2009 –> 2010-2019 3.5354512 1.5044588 2.346184e+03 920.330885 5 11
S_Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 386 2.0215200 1.650793e+03 55.800687 6.6255972 2000-2009 –> 2010-2019 3.5690598 1.5475398 2.353078e+03 135.899204 3 13
S_Atlantic (26.75,27] 3 cstar_tref ~ sal + aou + phosphate_star 386 2.0920439 1.675266e+03 36.309274 7.9280728 2000-2009 –> 2010-2019 3.6072071 1.5151632 2.367686e+03 76.349744 11 19
S_Atlantic (26.75,27] 3 cstar_tref ~ sal + phosphate + phosphate_star 386 2.0938812 1.675944e+03 46.936017 7.9175657 2000-2009 –> 2010-2019 3.6136773 1.5197961 2.369499e+03 88.296808 12 21
S_Atlantic (26.75,27] 3 cstar_tref ~ sal + nitrate + phosphate_star 386 2.0833283 1.672043e+03 48.560446 7.9635159 2000-2009 –> 2010-2019 3.6419878 1.5586595 2.374991e+03 95.073051 10 21
S_Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + aou + nitrate 226 1.2079392 7.387502e+02 181.183558 4.8862401 1982-1999 –> 2000-2009 2.3256347 1.1176955 2.516610e+03 402.480314 1 2
S_Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + aou + phosphate 226 1.2099185 7.394902e+02 117.447266 4.7728644 1982-1999 –> 2000-2009 2.3390770 1.1291586 2.529125e+03 245.548863 2 4
S_Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 226 1.2135065 7.408286e+02 111.554227 4.8216158 1982-1999 –> 2000-2009 2.3472314 1.1337248 2.535120e+03 142.867970 4 8
S_Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + aou + phosphate_star 226 1.2162741 7.418583e+02 120.354119 4.8713446 1982-1999 –> 2000-2009 2.3482941 1.1320200 2.534414e+03 153.165484 5 8
S_Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 226 1.2132117 7.407188e+02 118.194950 4.8636198 1982-1999 –> 2000-2009 2.3548092 1.1415975 2.542996e+03 152.470387 3 8
S_Atlantic (27,27.25] 3 cstar_tref ~ sal + temp + aou 226 1.2408433 7.488979e+02 35.078250 5.2913613 1982-1999 –> 2000-2009 2.3947636 1.1539202 2.561565e+03 55.386692 8 14
S_Atlantic (27,27.25] 3 cstar_tref ~ sal + temp + nitrate 226 1.2258277 7.433948e+02 40.498942 5.0348582 1982-1999 –> 2000-2009 2.4110013 1.1851736 2.586902e+03 61.798662 7 14
S_Atlantic (27,27.25] 3 cstar_tref ~ sal + temp + phosphate 226 1.2233082 7.424648e+02 41.878029 4.9486559 1982-1999 –> 2000-2009 2.4142256 1.1909174 2.591551e+03 61.419051 6 14
S_Atlantic (27,27.25] 3 cstar_tref ~ sal + temp + phosphate_star 226 1.2927807 7.674318e+02 48.167600 6.5883972 1982-1999 –> 2000-2009 2.6565443 1.3637636 2.772913e+03 75.163910 9 18
S_Atlantic (27,27.25] 2 cstar_tref ~ sal + temp 226 1.2927823 7.654324e+02 7.292308 6.5872200 1982-1999 –> 2000-2009 2.7080162 1.4152339 2.811666e+03 14.970219 10 20
S_Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + aou + nitrate 480 1.5767730 1.811346e+03 198.344096 6.0757327 2000-2009 –> 2010-2019 2.7847123 1.2079392 2.550096e+03 379.527654 1 2
S_Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + aou + phosphate 480 1.5805212 1.813625e+03 133.393125 5.9516098 2000-2009 –> 2010-2019 2.7904396 1.2099185 2.553116e+03 250.840391 5 7
S_Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 480 1.5777463 1.811939e+03 38.388746 5.9964859 2000-2009 –> 2010-2019 2.7909580 1.2132117 2.552657e+03 156.583696 2 5
S_Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 480 1.5805195 1.813624e+03 36.848242 5.9516305 2000-2009 –> 2010-2019 2.7940261 1.2135065 2.554453e+03 148.402468 4 8
S_Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + aou + phosphate_star 480 1.5805422 1.813638e+03 38.484092 5.9496839 2000-2009 –> 2010-2019 2.7968164 1.2162741 2.555497e+03 158.838211 6 11
S_Atlantic (27,27.25] 3 cstar_tref ~ sal + temp + nitrate 480 1.5777698 1.809953e+03 25.723850 5.9896120 2000-2009 –> 2010-2019 2.8035976 1.2258277 2.553348e+03 66.222792 3 10
S_Atlantic (27,27.25] 3 cstar_tref ~ sal + temp + phosphate 480 1.5805642 1.811652e+03 24.936133 5.9624609 2000-2009 –> 2010-2019 2.8038723 1.2233082 2.554116e+03 66.814162 7 13
S_Atlantic (27,27.25] 3 cstar_tref ~ sal + temp + aou 480 1.5835851 1.813485e+03 26.960761 5.9082624 2000-2009 –> 2010-2019 2.8244285 1.2408433 2.562383e+03 62.039011 8 16
S_Atlantic (27,27.25] 3 cstar_tref ~ sal + temp + phosphate_star 480 1.6728131 1.866107e+03 33.396684 7.3386844 2000-2009 –> 2010-2019 2.9655938 1.2927807 2.633539e+03 81.564284 9 18
S_Atlantic (27,27.25] 2 cstar_tref ~ sal + temp 480 1.6759315 1.865895e+03 7.723708 7.2974667 2000-2009 –> 2010-2019 2.9687139 1.2927823 2.631328e+03 15.016016 10 20
S_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 338 0.9501918 9.366646e+02 231.375379 3.7789584 1982-1999 –> 2000-2009 1.7961355 0.8459437 2.876184e+03 468.315355 2 3
S_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 338 0.9455804 9.333760e+02 111.698004 3.4780999 1982-1999 –> 2000-2009 1.8089196 0.8633392 2.904242e+03 245.751499 1 3
S_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + phosphate 338 0.9618095 9.448798e+02 65.871031 3.6753658 1982-1999 –> 2000-2009 1.8925821 0.9307726 3.031565e+03 137.774341 3 7
S_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 338 0.9919526 9.657404e+02 162.946487 3.7933566 1982-1999 –> 2000-2009 1.9006762 0.9087236 3.015506e+03 356.030816 4 7
S_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 338 0.9963459 9.687277e+02 45.295446 3.8341884 1982-1999 –> 2000-2009 1.9422793 0.9459334 3.080295e+03 88.503609 8 13
S_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 338 0.9950718 9.678627e+02 46.020097 3.8310110 1982-1999 –> 2000-2009 1.9435523 0.9484805 3.083571e+03 83.653019 7 13
S_Atlantic (27.25,27.5] 3 cstar_tref ~ sal + aou + nitrate 338 0.9943975 9.654045e+02 89.282286 3.7326587 1982-1999 –> 2000-2009 1.9459462 0.9515488 3.084087e+03 158.325830 5 12
S_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 338 0.9946777 9.675950e+02 43.140641 3.8273266 1982-1999 –> 2000-2009 1.9520445 0.9573668 3.097665e+03 80.798073 6 14
S_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 338 1.0056636 9.750202e+02 292.836076 3.8141251 1982-1999 –> 2000-2009 1.9632121 0.9575486 3.105382e+03 749.689440 10 19
S_Atlantic (27.25,27.5] 3 cstar_tref ~ sal + phosphate + phosphate_star 338 1.0143307 9.788213e+02 45.701638 3.6641494 1982-1999 –> 2000-2009 1.9979894 0.9836587 3.148613e+03 71.308633 13 23
S_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 713 1.5306157 2.642412e+03 186.104773 5.7898689 2000-2009 –> 2010-2019 2.4761961 0.9455804 3.575788e+03 297.802777 3 4
S_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + phosphate 713 1.5290710 2.640972e+03 92.733721 5.7707566 2000-2009 –> 2010-2019 2.4908805 0.9618095 3.585852e+03 158.604752 2 5
S_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 713 1.5340446 2.645603e+03 59.755652 5.8989369 2000-2009 –> 2010-2019 2.5287223 0.9946777 3.613198e+03 102.896293 5 11
S_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 713 1.5327904 2.644437e+03 69.325104 5.8866560 2000-2009 –> 2010-2019 2.5291363 0.9963459 3.613164e+03 114.620550 4 12
S_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 713 1.5352479 2.646721e+03 59.578526 5.8868425 2000-2009 –> 2010-2019 2.5303197 0.9950718 3.614584e+03 105.598622 6 13
S_Atlantic (27.25,27.5] 3 cstar_tref ~ sal + temp + phosphate_star 713 1.5497299 2.658109e+03 59.356062 5.4138400 2000-2009 –> 2010-2019 2.5478352 0.9981052 3.626030e+03 95.123474 9 18
S_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 713 1.6041510 2.709326e+03 563.295833 6.5085033 2000-2009 –> 2010-2019 2.6098146 1.0056636 3.684347e+03 856.131909 12 22
S_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate 713 1.5290611 2.640963e+03 238.646469 5.8321527 2000-2009 –> 2010-2019 2.6142722 1.0852112 3.667445e+03 487.419687 1 16
S_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 713 1.6224218 2.725476e+03 217.013729 5.5781929 2000-2009 –> 2010-2019 2.6143744 0.9919526 3.691217e+03 379.960215 13 17
S_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 713 1.6859341 2.780234e+03 245.944504 5.2389349 2000-2009 –> 2010-2019 2.6361259 0.9501918 3.716899e+03 477.319883 14 16
S_Atlantic (27.5,27.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 425 0.9713511 1.193391e+03 369.512672 5.5330472 1982-1999 –> 2000-2009 1.8211422 0.8497912 3.406207e+03 614.646406 4 6
S_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 425 0.9878924 1.207743e+03 256.485103 5.8073954 1982-1999 –> 2000-2009 1.8252074 0.8373151 3.394648e+03 533.969521 10 11
S_Atlantic (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 425 0.9720084 1.193966e+03 357.624775 5.2437431 1982-1999 –> 2000-2009 1.8324731 0.8604647 3.428651e+03 595.616412 6 10
S_Atlantic (27.5,27.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 425 0.9719769 1.193938e+03 448.787184 5.2547154 1982-1999 –> 2000-2009 1.8378529 0.8658760 3.439607e+03 762.964096 5 14
S_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 425 0.9908159 1.210255e+03 63.395606 5.4771899 1982-1999 –> 2000-2009 1.8421124 0.8512965 3.426173e+03 116.169510 12 15
S_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 425 0.9582421 1.181841e+03 245.558714 4.6826469 1982-1999 –> 2000-2009 1.8464236 0.8881815 3.472071e+03 437.312387 2 18
S_Atlantic (27.5,27.75] 3 cstar_tref ~ aou + phosphate + phosphate_star 425 0.9883750 1.206159e+03 74.682657 6.0461782 1982-1999 –> 2000-2009 1.8488496 0.8604747 3.438864e+03 208.408433 11 16
S_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 425 0.9504630 1.174913e+03 246.609976 3.8601577 1982-1999 –> 2000-2009 1.8495162 0.8990533 3.486457e+03 440.809619 1 18
S_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate 425 0.9711020 1.193173e+03 261.252012 5.1204190 1982-1999 –> 2000-2009 1.8512420 0.8801400 3.467468e+03 425.527181 3 15
S_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 425 0.9913516 1.210715e+03 203.970220 5.3582364 1982-1999 –> 2000-2009 1.8526778 0.8613262 3.447153e+03 356.544261 14 20
S_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 948 1.0645313 2.820873e+03 137.769209 4.4152069 2000-2009 –> 2010-2019 2.0149943 0.9504630 3.995786e+03 384.379185 4 5
S_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 948 1.0616375 2.815712e+03 141.350929 4.2930152 2000-2009 –> 2010-2019 2.0198796 0.9582421 3.997553e+03 386.909642 2 4
S_Atlantic (27.5,27.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 948 1.0607205 2.814074e+03 230.373804 4.4053231 2000-2009 –> 2010-2019 2.0326974 0.9719769 4.008012e+03 679.160987 1 6
S_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate 948 1.0637707 2.819518e+03 136.184469 4.1992304 2000-2009 –> 2010-2019 2.0348727 0.9711020 4.012690e+03 397.436481 3 6
S_Atlantic (27.5,27.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 948 1.0646028 2.821000e+03 190.627621 4.4439341 2000-2009 –> 2010-2019 2.0359539 0.9713511 4.014391e+03 560.140293 5 9
S_Atlantic (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 948 1.0646518 2.821088e+03 181.917844 4.4361329 2000-2009 –> 2010-2019 2.0366602 0.9720084 4.015053e+03 539.542619 6 12
S_Atlantic (27.5,27.75] 3 cstar_tref ~ aou + nitrate + phosphate 948 1.0646631 2.819108e+03 133.263013 4.4394024 2000-2009 –> 2010-2019 2.0587549 0.9940918 4.030169e+03 344.736483 7 24
S_Atlantic (27.5,27.75] 3 cstar_tref ~ nitrate + phosphate + phosphate_star 948 1.0783100 2.843256e+03 131.028093 4.4419494 2000-2009 –> 2010-2019 2.0594070 0.9810971 4.043133e+03 327.622336 9 18
S_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 948 1.0741067 2.837851e+03 231.607969 4.1072703 2000-2009 –> 2010-2019 2.0619991 0.9878924 4.045595e+03 488.093072 8 18
S_Atlantic (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 948 1.0922536 2.869616e+03 517.983889 4.8175300 2000-2009 –> 2010-2019 2.0699279 0.9776744 4.068522e+03 1212.084092 11 19
S_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate 212 0.8935139 5.658903e+02 610.154837 4.4604100 1982-1999 –> 2000-2009 1.5337103 0.6401964 1.385446e+03 1046.706769 1 4
S_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 212 0.9435250 5.889818e+02 265.079575 4.7036122 1982-1999 –> 2000-2009 1.5808119 0.6372868 1.404756e+03 409.048864 3 5
S_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 212 0.9333181 5.843700e+02 918.321731 4.6977714 1982-1999 –> 2000-2009 1.6016739 0.6683558 1.439653e+03 1917.574120 2 10
S_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 212 0.9801314 6.051208e+02 360.652971 4.9486242 1982-1999 –> 2000-2009 1.6295934 0.6494619 1.436603e+03 542.330298 5 9
S_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 212 0.9856703 6.075102e+02 328.841834 4.9015997 1982-1999 –> 2000-2009 1.6394365 0.6537661 1.444475e+03 541.261775 8 14
S_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate_star 212 0.9830665 6.063886e+02 239.245106 4.9314185 1982-1999 –> 2000-2009 1.6433816 0.6603152 1.451626e+03 386.122702 6 13
S_Atlantic (27.75,27.85] 3 cstar_tref ~ sal + phosphate + phosphate_star 212 0.9929562 6.086328e+02 71.910817 4.8737929 1982-1999 –> 2000-2009 1.6769167 0.6839605 1.481072e+03 166.718970 10 21
S_Atlantic (27.75,27.85] 3 cstar_tref ~ sal + temp + nitrate 212 1.0297477 6.240590e+02 46.256369 4.6588341 1982-1999 –> 2000-2009 1.6809239 0.6511762 1.455729e+03 129.495125 11 16
S_Atlantic (27.75,27.85] 3 cstar_tref ~ temp + aou + nitrate 212 1.0683869 6.396775e+02 165.313823 5.2337504 1982-1999 –> 2000-2009 1.6999950 0.6316081 1.446023e+03 334.854636 14 15
S_Atlantic (27.75,27.85] 3 cstar_tref ~ sal + nitrate + phosphate_star 212 0.9435319 5.869849e+02 76.718525 4.7063947 1982-1999 –> 2000-2009 1.7246177 0.7810858 1.569636e+03 192.112670 4 27
S_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate 477 0.9702867 1.336891e+03 484.011213 3.4292604 2000-2009 –> 2010-2019 1.8638005 0.8935139 1.902782e+03 1094.166050 4 5
S_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 477 0.9672639 1.333915e+03 205.978384 3.3517491 2000-2009 –> 2010-2019 1.9107889 0.9435250 1.922896e+03 471.057958 2 5
S_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 477 1.0117846 1.376844e+03 833.828677 3.6138262 2000-2009 –> 2010-2019 1.9451026 0.9333181 1.961214e+03 1752.150408 11 13
S_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 477 0.9929179 1.358887e+03 270.335620 3.4956974 2000-2009 –> 2010-2019 1.9730494 0.9801314 1.964008e+03 630.988591 8 13
S_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 477 1.0000896 1.365753e+03 276.359743 3.4963243 2000-2009 –> 2010-2019 1.9857599 0.9856703 1.973263e+03 605.201577 9 17
S_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate_star 477 1.0063522 1.371708e+03 202.998397 3.5535498 2000-2009 –> 2010-2019 1.9894186 0.9830665 1.978097e+03 442.243502 10 16
S_Atlantic (27.75,27.85] 3 cstar_tref ~ sal + temp + nitrate 477 0.9705614 1.335161e+03 73.309383 3.4528983 2000-2009 –> 2010-2019 2.0003091 1.0297477 1.959220e+03 119.565753 5 16
S_Atlantic (27.75,27.85] 3 cstar_tref ~ sal + phosphate + phosphate_star 477 1.0163133 1.379105e+03 91.022911 3.6394164 2000-2009 –> 2010-2019 2.0092696 0.9929562 1.987738e+03 162.933727 12 22
S_Atlantic (27.75,27.85] 3 cstar_tref ~ temp + aou + nitrate 477 0.9479239 1.312646e+03 160.507817 3.4208834 2000-2009 –> 2010-2019 2.0163108 1.0683869 1.952324e+03 325.821640 1 15
S_Atlantic (27.75,27.85] 3 cstar_tref ~ sal + nitrate + phosphate_star 477 1.0886494 1.444698e+03 101.635494 4.0019279 2000-2009 –> 2010-2019 2.0321813 0.9435319 2.031683e+03 178.354019 22 26
S_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate 400 0.4908475 5.778534e+02 265.032320 2.0369414 1982-1999 –> 2000-2009 1.0525492 0.5617017 1.932247e+03 499.417181 1 2
S_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 400 0.4987123 5.905702e+02 430.232760 2.0340829 1982-1999 –> 2000-2009 1.0680298 0.5693175 1.966431e+03 814.511009 3 5
S_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 400 0.5052377 6.009698e+02 93.763583 2.1296047 1982-1999 –> 2000-2009 1.0806629 0.5754252 1.993840e+03 203.620336 5 8
S_Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + phosphate 400 0.4968329 5.875497e+02 878.153954 2.4126533 1982-1999 –> 2000-2009 1.0825076 0.5856746 2.008562e+03 1812.818638 2 8
S_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate 400 0.5098015 6.081638e+02 840.692490 2.0939501 1982-1999 –> 2000-2009 1.0866114 0.5768099 2.004865e+03 1649.554842 6 10
S_Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 400 0.4990044 5.910385e+02 920.372590 2.6481366 1982-1999 –> 2000-2009 1.0869832 0.5879787 2.018310e+03 1911.392954 4 11
S_Atlantic (27.85,27.95] 3 cstar_tref ~ sal + nitrate + phosphate_star 400 0.5238902 6.279724e+02 79.672685 2.6254201 1982-1999 –> 2000-2009 1.1039430 0.5800527 2.031610e+03 187.407109 7 12
S_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 400 0.5264069 6.338062e+02 190.705095 2.2411045 1982-1999 –> 2000-2009 1.1273532 0.6009463 2.095850e+03 369.936086 8 17
S_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 400 0.5273277 6.352043e+02 91.995146 2.2483984 1982-1999 –> 2000-2009 1.1289399 0.6016122 2.099014e+03 183.316005 9 19
S_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 400 0.5290984 6.378861e+02 119.153498 2.2589715 1982-1999 –> 2000-2009 1.1322852 0.6031868 2.105862e+03 222.692873 10 21
S_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 871 0.5944774 1.577825e+03 543.244260 2.4384123 2000-2009 –> 2010-2019 1.0931898 0.4987123 2.168395e+03 973.477020 3 5
S_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate 871 0.6039790 1.605447e+03 294.068622 2.1885496 2000-2009 –> 2010-2019 1.0948265 0.4908475 2.183300e+03 559.100941 7 8
S_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 871 0.5912823 1.568437e+03 132.963929 2.5643882 2000-2009 –> 2010-2019 1.0965200 0.5052377 2.169406e+03 226.727512 1 4
S_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate 871 0.5956817 1.581350e+03 887.855695 2.6445429 2000-2009 –> 2010-2019 1.1054832 0.5098015 2.189514e+03 1728.548186 4 8
S_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 871 0.5920956 1.570831e+03 159.139488 3.2668152 2000-2009 –> 2010-2019 1.1211940 0.5290984 2.208717e+03 278.292986 2 10
S_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 871 0.5977359 1.587347e+03 121.099086 3.1800503 2000-2009 –> 2010-2019 1.1250636 0.5273277 2.222551e+03 213.094232 5 12
S_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 871 0.6013642 1.597889e+03 255.726778 3.1355467 2000-2009 –> 2010-2019 1.1277711 0.5264069 2.231695e+03 446.431874 6 12
S_Atlantic (27.85,27.95] 3 cstar_tref ~ sal + nitrate + phosphate_star 871 0.6042608 1.604260e+03 126.011795 2.8272162 2000-2009 –> 2010-2019 1.1281511 0.5238902 2.232232e+03 205.684480 8 13
S_Atlantic (27.85,27.95] 3 cstar_tref ~ aou + nitrate + phosphate_star 871 0.6103970 1.621860e+03 792.231701 2.3242207 2000-2009 –> 2010-2019 1.1722435 0.5618465 2.305790e+03 1461.374756 9 19
S_Atlantic (27.85,27.95] 3 cstar_tref ~ sal + aou + phosphate 871 0.6416546 1.708857e+03 212.812128 3.5257495 2000-2009 –> 2010-2019 1.1850498 0.5433952 2.366073e+03 382.354849 12 21
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 514 0.6927599 1.093319e+03 168.245195 2.5852648 1982-1999 –> 2000-2009 1.4046850 0.7119251 2.989525e+03 268.872034 1 2
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 514 0.6940167 1.095182e+03 287.604400 2.5864089 1982-1999 –> 2000-2009 1.4085089 0.7144922 2.997673e+03 471.019738 2 6
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 514 0.6972202 1.099916e+03 202.039649 2.5734479 1982-1999 –> 2000-2009 1.4117846 0.7145645 3.002584e+03 324.426184 4 9
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 514 0.6977256 1.100661e+03 374.809910 2.7400612 1982-1999 –> 2000-2009 1.4121900 0.7144644 3.003084e+03 652.411697 8 11
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 514 0.6988745 1.102353e+03 172.017597 2.7913192 1982-1999 –> 2000-2009 1.4132817 0.7144072 3.004636e+03 275.782498 9 11
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 514 0.6973990 1.100180e+03 261.266144 2.5844384 1982-1999 –> 2000-2009 1.4221371 0.7247381 3.027531e+03 459.649045 5 12
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + phosphate 514 0.6963653 1.098655e+03 346.199464 2.4960684 1982-1999 –> 2000-2009 1.4286480 0.7322828 3.044088e+03 678.267781 3 11
S_Atlantic (27.95,28.05] 3 cstar_tref ~ sal + temp + phosphate 514 0.7301163 1.145310e+03 43.377376 2.4227438 1982-1999 –> 2000-2009 1.4446891 0.7145728 3.045998e+03 75.914502 16 22
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 514 0.6974967 1.100324e+03 659.104678 2.4704378 1982-1999 –> 2000-2009 1.4481234 0.7506267 3.088956e+03 1210.285159 7 17
S_Atlantic (27.95,28.05] 3 cstar_tref ~ sal + temp + nitrate 514 0.7006167 1.102912e+03 33.671391 2.8146448 1982-1999 –> 2000-2009 1.4486743 0.7480576 3.083558e+03 58.063200 11 20
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1080 0.7502002 2.456090e+03 187.408499 3.8784884 2000-2009 –> 2010-2019 1.4429600 0.6927599 3.549409e+03 355.653694 1 2
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1080 0.7522115 2.461874e+03 301.889573 3.9184424 2000-2009 –> 2010-2019 1.4462282 0.6940167 3.557056e+03 589.493973 2 4
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1080 0.7534938 2.465553e+03 229.745096 3.9254544 2000-2009 –> 2010-2019 1.4507140 0.6972202 3.565469e+03 431.784745 4 8
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1080 0.7530659 2.464326e+03 388.361765 3.9768897 2000-2009 –> 2010-2019 1.4507914 0.6977256 3.564987e+03 763.171675 3 11
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1080 0.7560430 2.472848e+03 264.974470 3.8701019 2000-2009 –> 2010-2019 1.4534420 0.6973990 3.573028e+03 526.240613 6 11
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1080 0.7554779 2.471233e+03 192.111283 4.0619903 2000-2009 –> 2010-2019 1.4543524 0.6988745 3.573586e+03 364.128880 5 14
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1080 0.7586457 2.480271e+03 349.907668 3.7166075 2000-2009 –> 2010-2019 1.4550110 0.6963653 3.578926e+03 696.107132 7 10
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1080 0.7652474 2.498986e+03 667.946168 3.8159815 2000-2009 –> 2010-2019 1.4627441 0.6974967 3.599310e+03 1327.050847 9 16
S_Atlantic (27.95,28.05] 3 cstar_tref ~ sal + phosphate + phosphate_star 1080 0.7685365 2.506250e+03 114.137812 3.9280377 2000-2009 –> 2010-2019 1.4659971 0.6974606 3.604521e+03 219.476068 10 16
S_Atlantic (27.95,28.05] 3 cstar_tref ~ sal + temp + nitrate 1080 0.7743395 2.522498e+03 35.205889 4.3758547 2000-2009 –> 2010-2019 1.4749562 0.7006167 3.625410e+03 68.877281 11 22
S_Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 512 0.6694357 1.054041e+03 838.463687 3.0305499 1982-1999 –> 2000-2009 1.1413769 0.4719412 2.267173e+03 1660.971370 1 3
S_Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + phosphate 512 0.6698830 1.054725e+03 721.987639 3.0170492 1982-1999 –> 2000-2009 1.1416849 0.4718019 2.267326e+03 1292.115093 2 3
S_Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 512 0.6767563 1.065178e+03 866.853339 2.9501171 1982-1999 –> 2000-2009 1.1529017 0.4761454 2.294256e+03 1426.954131 3 6
S_Atlantic (28.05,28.1] 3 cstar_tref ~ temp + nitrate + phosphate 512 0.7174005 1.122901e+03 653.623927 2.8716618 1982-1999 –> 2000-2009 1.2710759 0.5536754 2.621217e+03 1180.837724 4 10
S_Atlantic (28.05,28.1] 3 cstar_tref ~ sal + nitrate + phosphate 512 0.7238115 1.132011e+03 978.585001 2.7542245 1982-1999 –> 2000-2009 1.2761933 0.5523818 2.626121e+03 1934.033702 7 12
S_Atlantic (28.05,28.1] 3 cstar_tref ~ aou + nitrate + phosphate_star 512 0.7391030 1.153419e+03 575.474981 3.4392906 1982-1999 –> 2000-2009 1.2768830 0.5377801 2.599361e+03 1123.503270 9 13
S_Atlantic (28.05,28.1] 3 cstar_tref ~ nitrate + phosphate + phosphate_star 512 0.7214461 1.128660e+03 714.751523 2.7924258 1982-1999 –> 2000-2009 1.3229006 0.6014545 2.775800e+03 1336.639132 5 12
S_Atlantic (28.05,28.1] 3 cstar_tref ~ aou + nitrate + phosphate 512 0.7227570 1.130519e+03 621.251763 2.7592326 1982-1999 –> 2000-2009 1.3441178 0.6213608 2.836203e+03 1157.746012 6 14
S_Atlantic (28.05,28.1] 2 cstar_tref ~ nitrate + phosphate 512 0.7250870 1.131814e+03 287.323217 2.6384952 1982-1999 –> 2000-2009 1.3928256 0.6677386 2.964928e+03 713.493723 8 17
S_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 512 1.1555865 1.613072e+03 188.105322 5.4245211 1982-1999 –> 2000-2009 1.8664783 0.7108918 3.562783e+03 358.328200 10 20
S_Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 880 0.5888801 1.577354e+03 889.293861 2.2138434 2000-2009 –> 2010-2019 1.2583158 0.6694357 2.631395e+03 1727.757547 1 2
S_Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + phosphate 880 0.5916806 1.585704e+03 676.990002 2.1588066 2000-2009 –> 2010-2019 1.2615636 0.6698830 2.640430e+03 1398.977641 2 4
S_Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 880 0.6067840 1.630067e+03 641.382185 2.1670251 2000-2009 –> 2010-2019 1.2835404 0.6767563 2.695245e+03 1508.235523 3 6
S_Atlantic (28.05,28.1] 3 cstar_tref ~ aou + nitrate + phosphate 880 0.6460583 1.738449e+03 627.790443 2.4673426 2000-2009 –> 2010-2019 1.3688154 0.7227570 2.868967e+03 1249.042206 4 10
S_Atlantic (28.05,28.1] 3 cstar_tref ~ nitrate + phosphate + phosphate_star 880 0.6558481 1.764918e+03 700.377349 2.5300480 2000-2009 –> 2010-2019 1.3772942 0.7214461 2.893577e+03 1415.128872 6 11
S_Atlantic (28.05,28.1] 3 cstar_tref ~ sal + nitrate + phosphate 880 0.6554028 1.763723e+03 993.428702 2.4101177 2000-2009 –> 2010-2019 1.3792144 0.7238115 2.895734e+03 1972.013703 5 12
S_Atlantic (28.05,28.1] 3 cstar_tref ~ temp + nitrate + phosphate 880 0.6791639 1.826400e+03 638.033107 2.6324300 2000-2009 –> 2010-2019 1.3965644 0.7174005 2.949302e+03 1291.657034 7 11
S_Atlantic (28.05,28.1] 3 cstar_tref ~ aou + nitrate + phosphate_star 880 0.6862254 1.844605e+03 624.811067 3.0989674 2000-2009 –> 2010-2019 1.4253284 0.7391030 2.998025e+03 1200.286047 8 17
S_Atlantic (28.05,28.1] 2 cstar_tref ~ nitrate + phosphate 880 0.7407126 1.977081e+03 483.540819 2.6448170 2000-2009 –> 2010-2019 1.4657995 0.7250870 3.108895e+03 770.864037 9 17
S_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 880 0.9421947 2.404535e+03 199.129000 7.5063585 2000-2009 –> 2010-2019 2.0977811 1.1555865 4.017607e+03 387.234322 10 20
S_Atlantic (28.1,28.15] 2 cstar_tref ~ nitrate + phosphate 563 1.1493717 1.762481e+03 163.448225 2.4510187 1982-1999 –> 2000-2009 1.9700797 0.8207081 3.495029e+03 1133.786736 2 3
S_Atlantic (28.1,28.15] 3 cstar_tref ~ aou + nitrate + phosphate_star 563 1.0731485 1.687217e+03 757.026924 3.0678784 1982-1999 –> 2000-2009 1.9750509 0.9019024 3.554971e+03 1351.957517 1 3
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 563 1.3092344 1.913117e+03 323.280472 3.0929349 1982-1999 –> 2000-2009 2.2829768 0.9737424 3.891087e+03 460.093584 3 6
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 563 1.3093443 1.913212e+03 159.736048 3.0823292 1982-1999 –> 2000-2009 2.2873660 0.9780217 3.897373e+03 256.224774 4 8
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 563 1.3132569 1.916571e+03 255.661185 3.0802227 1982-1999 –> 2000-2009 2.2945368 0.9812800 3.905429e+03 335.601226 6 11
S_Atlantic (28.1,28.15] 3 cstar_tref ~ sal + aou + phosphate_star 563 1.3141780 1.915361e+03 69.278865 3.0393246 1982-1999 –> 2000-2009 2.2991383 0.9849603 3.907505e+03 118.847471 8 14
S_Atlantic (28.1,28.15] 3 cstar_tref ~ sal + temp + phosphate 563 1.3093485 1.911215e+03 41.957175 3.0799437 1982-1999 –> 2000-2009 2.3149443 1.0055959 3.932636e+03 75.883424 5 15
S_Atlantic (28.1,28.15] 3 cstar_tref ~ sal + phosphate + phosphate_star 563 1.3229611 1.922861e+03 68.811877 3.0724087 1982-1999 –> 2000-2009 2.3278301 1.0048690 3.943261e+03 142.540906 13 22
S_Atlantic (28.1,28.15] 3 cstar_tref ~ sal + aou + phosphate 563 1.3346400 1.932758e+03 83.840165 3.2032751 1982-1999 –> 2000-2009 2.3298956 0.9952556 3.939584e+03 168.144097 15 22
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 563 1.3715971 1.965514e+03 139.130622 3.9995364 1982-1999 –> 2000-2009 2.3695683 0.9979711 3.978187e+03 217.681926 18 26
S_Atlantic (28.1,28.15] 3 cstar_tref ~ aou + nitrate + phosphate_star 1077 1.1659696 3.397147e+03 945.505316 2.9002484 2000-2009 –> 2010-2019 2.2391181 1.0731485 5.084364e+03 1702.532240 2 3
S_Atlantic (28.1,28.15] 2 cstar_tref ~ nitrate + phosphate 1077 1.1610795 3.386094e+03 702.145820 2.9277135 2000-2009 –> 2010-2019 2.3104512 1.1493717 5.148575e+03 865.594045 1 3
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1077 1.2116094 3.481853e+03 218.976166 3.1686682 2000-2009 –> 2010-2019 2.5208438 1.3092344 5.394970e+03 542.256638 3 6
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 1077 1.2128368 3.484034e+03 162.995560 3.1658981 2000-2009 –> 2010-2019 2.5221811 1.3093443 5.397245e+03 322.731609 5 9
S_Atlantic (28.1,28.15] 3 cstar_tref ~ sal + temp + phosphate 1077 1.2156517 3.487027e+03 50.846673 3.3239615 2000-2009 –> 2010-2019 2.5250002 1.3093485 5.398243e+03 92.803847 7 12
S_Atlantic (28.1,28.15] 3 cstar_tref ~ temp + phosphate + phosphate_star 1077 1.2116781 3.479975e+03 143.699904 3.1651187 2000-2009 –> 2010-2019 2.5253709 1.3136928 5.394920e+03 328.657309 4 11
S_Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + phosphate 1077 1.2128414 3.482042e+03 86.373433 3.1649692 2000-2009 –> 2010-2019 2.5273285 1.3144871 5.397668e+03 162.267365 6 15
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1077 1.2184081 3.493906e+03 172.606382 3.1723340 2000-2009 –> 2010-2019 2.5316650 1.3132569 5.410477e+03 428.267567 14 20
S_Atlantic (28.1,28.15] 3 cstar_tref ~ sal + aou + phosphate_star 1077 1.2211075 3.496673e+03 77.389496 3.2002643 2000-2009 –> 2010-2019 2.5352855 1.3141780 5.412034e+03 146.668361 16 24
S_Atlantic (28.1,28.15] 2 cstar_tref ~ temp + phosphate 1077 1.2169298 3.487291e+03 5.850180 3.2645534 2000-2009 –> 2010-2019 2.5357667 1.3188368 5.404636e+03 7.792260 9 20
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 673 0.3883331 6.487210e+02 196.690590 1.3569494 1982-1999 –> 2000-2009 0.7272922 0.3389591 1.151484e+03 282.935812 2 4
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 673 0.3887844 6.502841e+02 54.078369 1.3571967 1982-1999 –> 2000-2009 0.7273342 0.3385498 1.151288e+03 70.712253 3 4
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 673 0.3880011 6.475696e+02 237.125984 1.3358657 1982-1999 –> 2000-2009 0.7275306 0.3395295 1.152781e+03 345.293479 1 8
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 673 0.3899560 6.543342e+02 41.977358 1.3727031 1982-1999 –> 2000-2009 0.7289337 0.3389778 1.157178e+03 72.703005 4 7
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 673 0.3909163 6.576448e+02 26.152570 1.3837694 1982-1999 –> 2000-2009 0.7302760 0.3393597 1.162128e+03 41.234558 5 11
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 673 0.3922643 6.622783e+02 42.666317 1.4182489 1982-1999 –> 2000-2009 0.7315219 0.3392577 1.166323e+03 70.951631 7 12
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 673 0.3981106 6.821910e+02 34.168794 1.4766806 1982-1999 –> 2000-2009 0.7389336 0.3408230 1.192939e+03 48.698876 8 17
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate 673 0.4075286 7.136622e+02 351.114377 1.5086692 1982-1999 –> 2000-2009 0.7546277 0.3470991 1.250978e+03 1291.736159 9 19
S_Atlantic (28.15,28.2] 3 cstar_tref ~ sal + aou + phosphate_star 673 0.3917254 6.584279e+02 20.463590 1.2749208 1982-1999 –> 2000-2009 0.7595898 0.3678644 1.278343e+03 34.318044 6 29
S_Atlantic (28.15,28.2] 3 cstar_tref ~ sal + nitrate + phosphate_star 673 0.4253258 7.691960e+02 20.401084 1.3135615 1982-1999 –> 2000-2009 0.7656687 0.3403430 1.275892e+03 40.151354 10 18
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1078 0.4977017 1.566873e+03 87.062038 1.4321240 2000-2009 –> 2010-2019 0.8857028 0.3880011 2.214443e+03 324.188022 3 4
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1078 0.4979711 1.568040e+03 76.580271 1.4324667 2000-2009 –> 2010-2019 0.8863042 0.3883331 2.216761e+03 273.270861 5 7
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1078 0.4978788 1.567640e+03 18.245452 1.4357738 2000-2009 –> 2010-2019 0.8866632 0.3887844 2.217924e+03 72.323821 4 7
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1078 0.4987348 1.571344e+03 23.097267 1.4272113 2000-2009 –> 2010-2019 0.8886908 0.3899560 2.225678e+03 65.074626 7 11
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1078 0.4972598 1.564958e+03 22.087933 1.3883000 2000-2009 –> 2010-2019 0.8895241 0.3922643 2.227236e+03 64.754250 1 8
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 1078 0.4990237 1.572592e+03 14.107154 1.4263575 2000-2009 –> 2010-2019 0.8899400 0.3909163 2.230237e+03 40.259724 8 13
S_Atlantic (28.15,28.2] 3 cstar_tref ~ sal + aou + phosphate_star 1078 0.4983570 1.567710e+03 11.747455 1.4111085 2000-2009 –> 2010-2019 0.8900824 0.3917254 2.226138e+03 32.211045 6 12
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1078 0.4974414 1.565745e+03 13.711657 1.3668504 2000-2009 –> 2010-2019 0.8955520 0.3981106 2.247936e+03 47.880450 2 10
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1078 0.5086748 1.613891e+03 501.630875 1.6001423 2000-2009 –> 2010-2019 0.9162034 0.4075286 2.327553e+03 852.745251 10 19
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1078 0.5027954 1.588827e+03 820.739575 1.4768338 2000-2009 –> 2010-2019 0.9262747 0.4234793 2.354166e+03 1812.673244 9 19
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 870 0.1853989 -4.513745e+02 15.289877 1.0100821 1982-1999 –> 2000-2009 0.3172778 0.1318789 -1.331565e+03 56.566458 2 14
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + phosphate 870 0.2034155 -2.900047e+02 39.130764 0.8594130 1982-1999 –> 2000-2009 0.3173909 0.1139754 -1.384671e+03 54.868868 4 5
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 870 0.2045297 -2.805004e+02 16.219582 0.8626733 1982-1999 –> 2000-2009 0.3188913 0.1143616 -1.370194e+03 68.463343 5 7
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 870 0.2063771 -2.648542e+02 189.285248 0.8542843 1982-1999 –> 2000-2009 0.3212820 0.1149049 -1.347581e+03 229.466373 6 9
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 870 0.1971695 -3.442701e+02 205.421370 1.0656823 1982-1999 –> 2000-2009 0.3214876 0.1243181 -1.311250e+03 239.033406 3 13
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + phosphate_star 870 0.2070916 -2.588403e+02 16.492035 0.8287223 1982-1999 –> 2000-2009 0.3230989 0.1160073 -1.327531e+03 39.693036 7 11
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 870 0.1798347 -5.043950e+02 54.628867 1.1657358 1982-1999 –> 2000-2009 0.3401713 0.1603366 -1.097360e+03 75.099081 1 19
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate 870 0.2561204 1.108861e+02 566.523025 1.8581206 1982-1999 –> 2000-2009 0.3764281 0.1203077 -9.042978e+02 788.901142 10 19
S_Atlantic (28.2, Inf] 3 cstar_tref ~ sal + nitrate + phosphate_star 870 0.2276406 -9.622451e+01 14.449141 1.5645731 1982-1999 –> 2000-2009 0.3772372 0.1495966 -7.931103e+02 34.905107 9 23
S_Atlantic (28.2, Inf] 3 cstar_tref ~ temp + aou + phosphate_star 870 0.2868757 3.062043e+02 8.853142 3.7313535 1982-1999 –> 2000-2009 0.4070184 0.1201426 -7.129972e+02 20.559973 13 21
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 1288 0.1325572 -1.538243e+03 46.407679 1.4509775 2000-2009 –> 2010-2019 0.3123919 0.1798347 -2.042638e+03 101.036546 1 2
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1288 0.1386792 -1.421939e+03 22.851345 1.4455535 2000-2009 –> 2010-2019 0.3240781 0.1853989 -1.873313e+03 38.141222 2 4
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1288 0.1471278 -1.269598e+03 166.512027 1.4861524 2000-2009 –> 2010-2019 0.3442973 0.1971695 -1.613869e+03 371.933397 5 8
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + phosphate 1288 0.1728273 -8.548859e+02 31.802866 1.4164316 2000-2009 –> 2010-2019 0.3762428 0.2034155 -1.144891e+03 70.933630 15 19
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1288 0.1724434 -8.606148e+02 28.625312 1.4067612 2000-2009 –> 2010-2019 0.3769730 0.2045297 -1.141115e+03 44.844894 13 18
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1288 0.1741672 -8.349908e+02 152.992000 1.4434511 2000-2009 –> 2010-2019 0.3805443 0.2063771 -1.099845e+03 342.277247 17 23
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1288 0.1765917 -7.993796e+02 16.135251 1.4858282 2000-2009 –> 2010-2019 0.3836833 0.2070916 -1.058220e+03 32.627285 19 26
S_Atlantic (28.2, Inf] 3 cstar_tref ~ sal + nitrate + phosphate_star 1288 0.1592645 -1.067412e+03 18.733949 1.5833259 2000-2009 –> 2010-2019 0.3869052 0.2276406 -1.163637e+03 33.183089 9 18
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1288 0.1534039 -1.161993e+03 477.043737 1.3717472 2000-2009 –> 2010-2019 0.4095243 0.2561204 -1.051107e+03 1043.566763 7 17
S_Atlantic (28.2, Inf] 3 cstar_tref ~ aou + nitrate + phosphate_star 1288 0.1487493 -1.243365e+03 153.699696 1.5024505 2000-2009 –> 2010-2019 0.4413880 0.2926388 -9.025521e+02 347.785446 6 23
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1082 5.9159666 6.931428e+03 231.418572 33.6279169 1982-1999 –> 2000-2009 11.9811111 6.0651445 1.126868e+04 572.270463 1 2
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1082 5.9818072 6.955379e+03 89.483287 31.6160298 1982-1999 –> 2000-2009 12.0934164 6.1116092 1.130287e+04 167.505945 2 4
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1082 5.9885392 6.957813e+03 88.449338 31.0488990 1982-1999 –> 2000-2009 12.1287581 6.1402189 1.131157e+04 195.425519 3 6
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1082 6.0790418 6.990272e+03 154.641775 27.3876440 1982-1999 –> 2000-2009 12.2289349 6.1498930 1.134614e+04 319.245191 5 9
S_Pacific (-Inf,26] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1082 6.0872573 6.991195e+03 67.274756 41.4407714 1982-1999 –> 2000-2009 12.3123153 6.2250580 1.136137e+04 170.706619 6 13
S_Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 1082 6.0101617 6.963612e+03 78.143655 28.1869922 1982-1999 –> 2000-2009 12.3767605 6.3665988 1.136396e+04 154.107885 4 15
S_Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1082 6.4868814 7.128791e+03 22.596933 24.6554329 1982-1999 –> 2000-2009 12.6381025 6.1512211 1.148295e+04 59.623553 11 16
S_Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1082 6.4825902 7.127359e+03 76.741610 27.8062083 1982-1999 –> 2000-2009 12.7005977 6.2180075 1.149601e+04 146.607563 10 16
S_Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1082 6.3816437 7.093396e+03 62.140233 43.1778285 1982-1999 –> 2000-2009 12.7903924 6.4087486 1.150260e+04 131.351356 7 21
S_Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1082 6.5541957 7.151131e+03 6.721859 25.5755908 1982-1999 –> 2000-2009 12.8097397 6.2555440 1.152786e+04 19.330581 12 20
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 818 5.4215043 5.100834e+03 155.846272 22.9547284 2000-2009 –> 2010-2019 11.3374709 5.9159666 1.203226e+04 387.264844 1 2
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 818 5.5211944 5.130644e+03 89.167508 22.2867571 2000-2009 –> 2010-2019 11.5030016 5.9818072 1.208602e+04 178.650794 3 5
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 818 5.5179400 5.129679e+03 86.245656 22.1868048 2000-2009 –> 2010-2019 11.5064791 5.9885392 1.208749e+04 174.694994 2 5
S_Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 818 5.5215157 5.128739e+03 54.987998 22.5667506 2000-2009 –> 2010-2019 11.5316774 6.0101617 1.209235e+04 133.131652 4 8
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 818 5.6516362 5.168846e+03 136.163794 22.2546645 2000-2009 –> 2010-2019 11.7306781 6.0790418 1.215912e+04 290.805569 5 10
S_Pacific (-Inf,26] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 818 5.9427063 5.249005e+03 69.213059 29.1296152 2000-2009 –> 2010-2019 12.0299636 6.0872573 1.224020e+04 136.487815 6 12
S_Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 818 6.1998473 5.318306e+03 87.961614 27.1311784 2000-2009 –> 2010-2019 12.6824375 6.4825902 1.244566e+04 164.703224 9 19
S_Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + nitrate + phosphate 818 6.1952170 5.317083e+03 62.445789 28.5944968 2000-2009 –> 2010-2019 12.8392673 6.6440503 1.249768e+04 124.702977 7 21
S_Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 818 6.1993862 5.318184e+03 135.191237 24.4033810 2000-2009 –> 2010-2019 12.8522705 6.6528843 1.250166e+04 266.954910 8 23
S_Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 818 6.3185480 5.349332e+03 10.389063 24.5298196 2000-2009 –> 2010-2019 12.8727437 6.5541957 1.250046e+04 17.110922 14 26
S_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1001 2.6341079 4.793741e+03 83.708698 14.3485051 1982-1999 –> 2000-2009 6.3768519 3.7427440 8.477676e+03 143.442322 1 2
S_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1001 2.6584082 4.812125e+03 41.284334 14.3860643 1982-1999 –> 2000-2009 6.4030318 3.7446236 8.496733e+03 70.882974 3 5
S_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1001 2.7190746 4.857299e+03 180.085270 14.4582078 1982-1999 –> 2000-2009 6.4715233 3.7524487 8.544704e+03 413.706072 5 8
S_Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1001 2.6588349 4.810447e+03 35.108456 14.5286357 1982-1999 –> 2000-2009 6.9955628 4.3367279 8.689765e+03 57.692268 4 17
S_Pacific (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1001 2.6367561 4.793753e+03 53.361229 14.6990244 1982-1999 –> 2000-2009 6.9981752 4.3614191 8.680679e+03 99.638557 2 16
S_Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1001 2.7207745 4.856550e+03 124.161920 14.1657436 1982-1999 –> 2000-2009 7.0052008 4.2844263 8.719610e+03 289.853653 6 17
S_Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1001 2.9567806 5.023085e+03 305.702975 13.7311543 1982-1999 –> 2000-2009 7.1720480 4.2152673 8.864338e+03 846.672863 7 15
S_Pacific (26,26.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1001 3.2960330 5.240540e+03 54.423119 18.9905367 1982-1999 –> 2000-2009 7.4723919 4.1763589 9.069367e+03 107.052440 8 13
S_Pacific (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1001 3.2987415 5.242184e+03 28.687163 19.0395991 1982-1999 –> 2000-2009 7.4753173 4.1765758 9.071081e+03 55.742004 9 15
S_Pacific (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate 1001 3.3259924 5.258655e+03 174.722772 19.3884246 1982-1999 –> 2000-2009 7.5056501 4.1796577 9.088540e+03 395.931788 10 17
S_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 853 3.1201951 4.375959e+03 64.943747 19.9221600 2000-2009 –> 2010-2019 5.7543030 2.6341079 9.169700e+03 148.652445 1 2
S_Pacific (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 853 3.1203152 4.374025e+03 47.242165 19.8720615 2000-2009 –> 2010-2019 5.7570713 2.6367561 9.167777e+03 100.603394 2 4
S_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 853 3.1204664 4.376107e+03 37.041365 19.9919743 2000-2009 –> 2010-2019 5.7788747 2.6584082 9.188233e+03 78.325699 3 6
S_Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 853 3.1221054 4.375003e+03 35.847891 19.8098411 2000-2009 –> 2010-2019 5.7809403 2.6588349 9.185450e+03 70.956346 4 8
S_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 853 3.1276020 4.380004e+03 154.806819 20.1572790 2000-2009 –> 2010-2019 5.8466766 2.7190746 9.237303e+03 334.892089 5 10
S_Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 853 3.1392339 4.384337e+03 101.677907 19.6668026 2000-2009 –> 2010-2019 5.8600084 2.7207745 9.240887e+03 225.839827 6 12
S_Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 853 3.2625391 4.450064e+03 191.031570 19.1999475 2000-2009 –> 2010-2019 6.2193198 2.9567806 9.473149e+03 496.734545 7 14
S_Pacific (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 853 3.5825705 4.609703e+03 25.693286 20.0199354 2000-2009 –> 2010-2019 6.8813120 3.2987415 9.851887e+03 54.380449 10 19
S_Pacific (26,26.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 853 3.5857616 4.611221e+03 50.447354 20.0003075 2000-2009 –> 2010-2019 6.8817946 3.2960330 9.851761e+03 104.870473 11 19
S_Pacific (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate 853 3.5625691 4.600151e+03 131.136837 20.2366184 2000-2009 –> 2010-2019 6.8885615 3.3259924 9.858806e+03 305.859610 8 18
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 665 3.2461036 3.467204e+03 351.459360 13.1344941 1982-1999 –> 2000-2009 5.7621035 2.5159999 6.056974e+03 767.403898 1 2
S_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 665 3.2502681 3.466909e+03 246.924304 13.4562802 1982-1999 –> 2000-2009 5.7753392 2.5250710 6.058638e+03 569.786497 2 4
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 665 3.2606522 3.473151e+03 51.624323 13.2178622 1982-1999 –> 2000-2009 5.7890972 2.5284451 6.068349e+03 89.961396 3 6
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 665 3.2656043 3.475170e+03 69.827099 13.2198963 1982-1999 –> 2000-2009 5.7986734 2.5330690 6.072377e+03 135.649083 4 8
S_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 665 3.2728857 3.476132e+03 29.765973 13.7383037 1982-1999 –> 2000-2009 5.8231085 2.5502228 6.078763e+03 61.318886 5 10
S_Pacific (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 665 3.2814256 3.479598e+03 46.225088 13.7980275 1982-1999 –> 2000-2009 5.8414579 2.5600323 6.086452e+03 100.981811 6 12
S_Pacific (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 665 3.6087924 3.606075e+03 147.493428 12.2759129 1982-1999 –> 2000-2009 6.9073968 3.2986044 6.491756e+03 317.493213 7 14
S_Pacific (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 665 3.7563944 3.659389e+03 15.198221 12.4676625 1982-1999 –> 2000-2009 7.3675692 3.6111748 6.644658e+03 28.470727 8 16
S_Pacific (26.5,26.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 665 3.7732843 3.665356e+03 17.295902 12.5014794 1982-1999 –> 2000-2009 7.4194396 3.6461553 6.661229e+03 36.877352 9 18
S_Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 665 3.7893320 3.671001e+03 20.233510 12.7225833 1982-1999 –> 2000-2009 7.4635441 3.6742121 6.675306e+03 27.986107 10 20
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 650 3.5981639 3.523171e+03 287.932291 14.2699104 2000-2009 –> 2010-2019 6.8442675 3.2461036 6.990375e+03 639.391651 1 2
S_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 650 3.6493342 3.539528e+03 166.735370 15.1078621 2000-2009 –> 2010-2019 6.8996023 3.2502681 7.006437e+03 413.659674 3 5
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 650 3.6410093 3.538559e+03 50.332282 14.1376144 2000-2009 –> 2010-2019 6.9016615 3.2606522 7.011711e+03 101.956605 2 5
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 650 3.6528658 3.542786e+03 64.842040 14.0632260 2000-2009 –> 2010-2019 6.9184702 3.2656043 7.017956e+03 134.669140 4 8
S_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 650 3.7192533 3.564200e+03 21.611161 15.1314397 2000-2009 –> 2010-2019 6.9921390 3.2728857 7.040332e+03 51.377134 5 10
S_Pacific (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 650 3.7413325 3.571894e+03 38.647310 15.0922970 2000-2009 –> 2010-2019 7.0227581 3.2814256 7.051492e+03 84.872398 6 12
S_Pacific (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 650 4.0022042 3.659519e+03 101.099105 12.5615181 2000-2009 –> 2010-2019 7.6109966 3.6087924 7.265594e+03 248.592533 7 14
S_Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 650 4.1381604 3.702947e+03 16.437824 12.3151538 2000-2009 –> 2010-2019 7.9274924 3.7893320 7.373947e+03 36.671334 8 18
S_Pacific (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 650 4.1836547 3.717161e+03 10.320189 13.4282974 2000-2009 –> 2010-2019 7.9400491 3.7563944 7.376550e+03 25.518410 9 17
S_Pacific (26.5,26.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 650 4.1943895 3.720492e+03 14.754233 13.4620913 2000-2009 –> 2010-2019 7.9676738 3.7732843 7.385848e+03 32.050134 10 19
S_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1041 4.2134034 5.962710e+03 230.794593 17.7665151 1982-1999 –> 2000-2009 7.6150017 3.4015983 9.032230e+03 564.006227 3 4
S_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1041 4.2106173 5.961332e+03 29.715607 17.7319097 1982-1999 –> 2000-2009 7.6181720 3.4075547 9.032876e+03 54.848310 2 5
S_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1041 4.2104109 5.961230e+03 33.808043 17.7246477 1982-1999 –> 2000-2009 7.6187961 3.4083852 9.033055e+03 69.820679 1 5
S_Pacific (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1041 4.2176724 5.962818e+03 82.915101 16.9919105 1982-1999 –> 2000-2009 7.6192820 3.4016096 9.030343e+03 179.893738 6 8
S_Pacific (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1041 4.2137019 5.960857e+03 16.342714 18.4074735 1982-1999 –> 2000-2009 7.6410375 3.4273356 9.037091e+03 24.055090 4 9
S_Pacific (26.75,27] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1041 4.2141885 5.961098e+03 15.488642 18.4653278 1982-1999 –> 2000-2009 7.6450529 3.4308644 9.038522e+03 25.303076 5 11
S_Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1041 4.2224163 5.965159e+03 14.944173 18.5250918 1982-1999 –> 2000-2009 7.7044870 3.4820707 9.059708e+03 20.882845 7 14
S_Pacific (26.75,27] 3 cstar_tref ~ sal + nitrate + phosphate_star 1041 4.2232981 5.963593e+03 4.418570 18.2308651 1982-1999 –> 2000-2009 7.7297862 3.5064881 9.064221e+03 6.380460 8 16
S_Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1041 4.4419433 6.070683e+03 17.391309 23.2152528 1982-1999 –> 2000-2009 8.2240538 3.7821105 9.260783e+03 21.627464 13 22
S_Pacific (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1041 4.4143720 6.057720e+03 24.053797 18.8481767 1982-1999 –> 2000-2009 8.4313577 4.0169857 9.317468e+03 35.863222 9 23
S_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1003 3.9991119 5.640852e+03 29.265351 20.9560863 2000-2009 –> 2010-2019 8.2095229 4.2104109 1.160208e+04 63.073394 2 3
S_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1003 3.9972925 5.639939e+03 197.056747 20.9779836 2000-2009 –> 2010-2019 8.2106959 4.2134034 1.160265e+04 427.851340 1 4
S_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1003 4.0003279 5.641462e+03 24.537521 20.9598986 2000-2009 –> 2010-2019 8.2109451 4.2106173 1.160279e+04 54.253127 3 5
S_Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1003 4.0470414 5.662751e+03 9.864295 21.6665631 2000-2009 –> 2010-2019 8.2694577 4.2224163 1.162791e+04 24.808468 5 12
S_Pacific (26.75,27] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1003 4.1812044 5.728173e+03 10.453931 21.0503627 2000-2009 –> 2010-2019 8.3953929 4.2141885 1.168927e+04 25.942572 7 12
S_Pacific (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1003 4.1883108 5.731579e+03 9.741103 20.9600904 2000-2009 –> 2010-2019 8.4020127 4.2137019 1.169244e+04 26.083818 8 12
S_Pacific (26.75,27] 3 cstar_tref ~ sal + nitrate + phosphate_star 1003 4.2237739 5.746493e+03 3.319030 19.9673349 2000-2009 –> 2010-2019 8.4470720 4.2232981 1.171009e+04 7.737599 9 17
S_Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1003 4.0099364 5.644274e+03 9.848311 20.7858586 2000-2009 –> 2010-2019 8.4518797 4.4419433 1.171496e+04 27.239620 4 17
S_Pacific (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1003 4.2981463 5.783507e+03 53.488775 20.9138658 2000-2009 –> 2010-2019 8.5158187 4.2176724 1.174633e+04 136.403876 14 20
S_Pacific (26.75,27] 4 cstar_tref ~ sal + temp + aou + nitrate 1003 4.0556356 5.667006e+03 12.535790 20.7785477 2000-2009 –> 2010-2019 8.5728614 4.5172258 1.177268e+04 32.663955 6 21
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1879 2.6429693 8.998783e+03 33.736098 16.0515592 1982-1999 –> 2000-2009 5.1538941 2.5109248 1.496470e+04 81.896864 1 2
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1879 2.6433732 8.999357e+03 35.384890 16.0488094 1982-1999 –> 2000-2009 5.1555216 2.5121484 1.496651e+04 77.873364 2 4
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1879 2.6436480 8.999747e+03 390.157533 16.0438684 1982-1999 –> 2000-2009 5.1616593 2.5180114 1.497283e+04 859.285574 3 6
S_Pacific (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1879 2.7342451 9.124375e+03 14.521842 14.9409673 1982-1999 –> 2000-2009 5.3389065 2.6046614 1.518153e+04 21.072510 6 12
S_Pacific (27,27.25] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1879 2.8165545 9.235834e+03 17.383693 17.1620342 1982-1999 –> 2000-2009 5.3506332 2.5340787 1.522310e+04 38.128604 8 12
S_Pacific (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1879 2.8661568 9.301440e+03 20.724081 17.5319502 1982-1999 –> 2000-2009 5.4163321 2.5501752 1.530482e+04 41.792358 9 14
S_Pacific (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1879 2.6664320 9.029997e+03 17.492393 15.5673997 1982-1999 –> 2000-2009 5.4466565 2.7802245 1.525310e+04 26.222811 5 13
S_Pacific (27,27.25] 4 cstar_tref ~ sal + temp + aou + nitrate 1879 2.6492259 9.005668e+03 24.820405 15.8528472 1982-1999 –> 2000-2009 5.4938848 2.8446590 1.528706e+04 38.095230 4 13
S_Pacific (27,27.25] 3 cstar_tref ~ sal + temp + nitrate 1879 2.7452822 9.137515e+03 8.066487 15.0136389 1982-1999 –> 2000-2009 5.6868849 2.9416027 1.550215e+04 13.841012 7 18
S_Pacific (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1879 3.0389792 9.521469e+03 103.394851 18.5700778 1982-1999 –> 2000-2009 5.7375140 2.6985348 1.566870e+04 285.711406 10 17
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1483 2.5244480 6.969154e+03 36.700464 8.9975565 2000-2009 –> 2010-2019 5.1674173 2.6429693 1.596794e+04 70.436562 1 2
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1483 2.5258928 6.970851e+03 35.072982 8.9931829 2000-2009 –> 2010-2019 5.1692660 2.6433732 1.597021e+04 70.457873 2 4
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1483 2.5272338 6.972425e+03 268.482017 8.9924385 2000-2009 –> 2010-2019 5.1708817 2.6436480 1.597217e+04 658.639550 3 6
S_Pacific (27,27.25] 4 cstar_tref ~ sal + temp + aou + nitrate 1483 2.5590706 7.007556e+03 23.526125 9.1800664 2000-2009 –> 2010-2019 5.2082965 2.6492259 1.601322e+04 48.346530 4 8
S_Pacific (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1483 2.6045167 7.059767e+03 14.638106 9.2510924 2000-2009 –> 2010-2019 5.2709487 2.6664320 1.608976e+04 32.130499 5 10
S_Pacific (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1483 2.6863780 7.151555e+03 6.968554 10.0035794 2000-2009 –> 2010-2019 5.4206231 2.7342451 1.627593e+04 21.490396 6 12
S_Pacific (27,27.25] 3 cstar_tref ~ sal + temp + nitrate 1483 2.6899841 7.153533e+03 5.212117 10.0276843 2000-2009 –> 2010-2019 5.4352664 2.7452822 1.629105e+04 13.278604 7 14
S_Pacific (27,27.25] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1483 2.7848622 7.258344e+03 16.002755 10.2967131 2000-2009 –> 2010-2019 5.6014167 2.8165545 1.649418e+04 33.386448 8 16
S_Pacific (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1483 2.8836018 7.361685e+03 18.068095 10.8096224 2000-2009 –> 2010-2019 5.7497587 2.8661568 1.666312e+04 38.792176 9 18
S_Pacific (27,27.25] 4 cstar_tref ~ sal + temp + aou + phosphate 1483 3.0530009 7.530998e+03 165.303175 11.8172295 2000-2009 –> 2010-2019 6.0933005 3.0402997 1.705410e+04 449.234946 10 23
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2234 1.8849700 9.186136e+03 34.317075 8.7633093 1982-1999 –> 2000-2009 3.6416149 1.7566449 1.506787e+04 65.703517 1 2
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2234 1.8967485 9.213968e+03 40.195310 8.8793645 1982-1999 –> 2000-2009 3.6567307 1.7599822 1.510132e+04 72.839700 2 5
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2234 1.9109464 9.247288e+03 370.131703 9.0316641 1982-1999 –> 2000-2009 3.6768594 1.7659130 1.514460e+04 774.973859 3 8
S_Pacific (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2234 1.9811116 9.406402e+03 24.312834 8.7528391 1982-1999 –> 2000-2009 3.7427096 1.7615979 1.529447e+04 50.658985 5 9
S_Pacific (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2234 1.9508742 9.337682e+03 122.263977 8.8695452 1982-1999 –> 2000-2009 3.7500812 1.7992070 1.528828e+04 258.953305 4 10
S_Pacific (27.25,27.5] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2234 2.0202896 9.493898e+03 24.557689 8.5476300 1982-1999 –> 2000-2009 3.7771212 1.7568316 1.537395e+04 51.399224 6 8
S_Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 2234 2.0896609 9.644741e+03 28.677026 8.8384531 1982-1999 –> 2000-2009 3.9558489 1.8661880 1.570354e+04 54.336977 7 17
S_Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate 2234 2.2538390 9.982671e+03 23.543704 8.2474912 1982-1999 –> 2000-2009 4.1609753 1.9071363 1.610571e+04 47.905434 9 21
S_Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2234 2.4497773 1.035513e+04 21.005328 9.7371662 1982-1999 –> 2000-2009 4.2897466 1.8399693 1.637205e+04 44.485653 17 24
S_Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2234 2.4523621 1.035984e+04 20.665799 9.7104342 1982-1999 –> 2000-2009 4.2945211 1.8421590 1.638028e+04 44.048826 19 27
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1601 1.9630112 6.717125e+03 72.545859 10.5866525 2000-2009 –> 2010-2019 3.8479812 1.8849700 1.590326e+04 106.862933 1 2
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1601 1.9727581 6.732984e+03 72.301633 10.8097095 2000-2009 –> 2010-2019 3.8695066 1.8967485 1.594695e+04 112.496943 2 4
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1601 1.9806622 6.745788e+03 234.863638 10.9800674 2000-2009 –> 2010-2019 3.8916086 1.9109464 1.599308e+04 604.995341 3 6
S_Pacific (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1601 2.0388403 6.836486e+03 86.653380 9.5357776 2000-2009 –> 2010-2019 3.9897145 1.9508742 1.617417e+04 208.917357 4 8
S_Pacific (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1601 2.0702513 6.885441e+03 27.268490 9.2473810 2000-2009 –> 2010-2019 4.0513629 1.9811116 1.629184e+04 51.581324 5 10
S_Pacific (27.25,27.5] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1601 2.1192568 6.960353e+03 25.381968 8.8542287 2000-2009 –> 2010-2019 4.1395464 2.0202896 1.645425e+04 49.939657 6 12
S_Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1601 2.1695618 7.035471e+03 67.744733 9.2937986 2000-2009 –> 2010-2019 4.2592227 2.0896609 1.668021e+04 96.421759 7 14
S_Pacific (27.25,27.5] 3 cstar_tref ~ sal + aou + nitrate 1601 2.1699283 7.034012e+03 16.197746 9.3344799 2000-2009 –> 2010-2019 4.2969126 2.1269843 1.675585e+04 35.664411 8 16
S_Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1601 2.2567964 7.161697e+03 234.833961 9.1721570 2000-2009 –> 2010-2019 4.5835704 2.3267740 1.728666e+04 572.808417 9 19
S_Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1601 2.2572869 7.162393e+03 47.778171 8.9158277 2000-2009 –> 2010-2019 4.5855171 2.3282302 1.729015e+04 85.301566 10 21
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1997 1.1635759 6.286323e+03 67.691984 11.9459102 1982-1999 –> 2000-2009 2.5580207 1.3944447 1.146355e+04 123.106086 1 2
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1997 1.1717518 6.314289e+03 75.679657 12.1608254 1982-1999 –> 2000-2009 2.5865904 1.4148386 1.153432e+04 135.174674 2 4
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1997 1.1868398 6.365389e+03 756.398538 12.5384268 1982-1999 –> 2000-2009 2.6383651 1.4515253 1.166089e+04 1457.490332 3 6
S_Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1997 1.2365189 6.527167e+03 38.322359 12.2642793 1982-1999 –> 2000-2009 2.8554289 1.6189100 1.214241e+04 92.287744 4 12
S_Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1997 1.2406945 6.540632e+03 37.797949 12.4074158 1982-1999 –> 2000-2009 2.8703523 1.6296578 1.217538e+04 76.001214 5 14
S_Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 1997 1.2523549 6.577993e+03 735.086820 12.8050749 1982-1999 –> 2000-2009 2.9133509 1.6609960 1.226889e+04 1418.492524 6 16
S_Pacific (27.5,27.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1997 1.5072741 7.317990e+03 46.051100 8.7361167 1982-1999 –> 2000-2009 3.0648541 1.5575800 1.281938e+04 74.244288 12 16
S_Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + nitrate 1997 1.3890961 6.991882e+03 53.994566 11.2326986 1982-1999 –> 2000-2009 3.0714545 1.6823584 1.272045e+04 83.627812 7 18
S_Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1997 1.5071482 7.317656e+03 52.073343 8.8652777 1982-1999 –> 2000-2009 3.0728133 1.5656651 1.283431e+04 85.645795 10 15
S_Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1997 1.5072324 7.317879e+03 123.581213 8.7703521 1982-1999 –> 2000-2009 3.0805630 1.5733306 1.284893e+04 263.160848 11 17
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1962 1.7931918 7.873520e+03 53.084837 23.3937556 2000-2009 –> 2010-2019 2.9567677 1.1635759 1.415984e+04 120.776821 1 2
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1962 1.8062236 7.901934e+03 61.994089 23.3842585 2000-2009 –> 2010-2019 2.9779755 1.1717518 1.421622e+04 137.673746 2 4
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1962 1.8243238 7.941060e+03 458.656965 23.1024390 2000-2009 –> 2010-2019 3.0111635 1.1868398 1.430645e+04 1215.055503 3 6
S_Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1962 1.8552622 8.005049e+03 39.421589 22.0873195 2000-2009 –> 2010-2019 3.0917811 1.2365189 1.453222e+04 77.743949 4 8
S_Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1962 1.8615581 8.018343e+03 26.419082 22.0785556 2000-2009 –> 2010-2019 3.1022526 1.2406945 1.455897e+04 64.217031 5 10
S_Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 1962 1.8801138 8.057263e+03 454.959221 21.9181600 2000-2009 –> 2010-2019 3.1324687 1.2523549 1.463526e+04 1190.046042 6 12
S_Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + nitrate 1962 1.8931733 8.084425e+03 57.558855 18.2904354 2000-2009 –> 2010-2019 3.2822694 1.3890961 1.507631e+04 111.553421 7 14
S_Pacific (27.5,27.75] 3 cstar_tref ~ sal + temp + aou 1962 1.9860684 8.270395e+03 6.261214 15.1995434 2000-2009 –> 2010-2019 3.4497256 1.4636572 1.546910e+04 13.500771 14 22
S_Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1962 1.9684332 8.237396e+03 48.311293 14.8542417 2000-2009 –> 2010-2019 3.4544567 1.4860235 1.549868e+04 91.574157 10 19
S_Pacific (27.5,27.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1962 1.9661498 8.232842e+03 47.028706 15.5626857 2000-2009 –> 2010-2019 3.4734240 1.5072741 1.555083e+04 93.079806 8 20
S_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 948 0.7945341 2.268229e+03 705.543456 3.7098043 1982-1999 –> 2000-2009 2.2291866 1.4346525 4.798952e+03 1179.309456 1 2
S_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 948 0.7978260 2.276068e+03 633.826546 3.8184616 1982-1999 –> 2000-2009 2.2335028 1.4356768 4.807801e+03 1093.854429 2 5
S_Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 948 0.8730768 2.444960e+03 54.241919 4.5569746 1982-1999 –> 2000-2009 2.3079850 1.4349082 4.973936e+03 111.851701 3 5
S_Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate_star 948 0.8739569 2.446870e+03 48.945382 4.5856363 1982-1999 –> 2000-2009 2.3097654 1.4358085 4.976733e+03 101.441658 4 9
S_Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 948 0.8948756 2.491718e+03 574.829071 4.2302211 1982-1999 –> 2000-2009 2.3329158 1.4380402 5.023776e+03 968.437081 5 13
S_Pacific (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 948 0.9450499 2.595150e+03 670.945603 3.6969289 1982-1999 –> 2000-2009 2.3952643 1.4502144 5.139129e+03 1136.783134 9 22
S_Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 948 0.9430596 2.591153e+03 631.138297 3.6770744 1982-1999 –> 2000-2009 2.3953704 1.4523108 5.137175e+03 1064.342031 6 21
S_Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 948 0.9793213 2.662690e+03 49.036840 4.5032055 1982-1999 –> 2000-2009 2.4150069 1.4356856 5.192431e+03 105.912206 10 14
S_Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 948 0.9430897 2.591213e+03 635.024377 3.6769802 1982-1999 –> 2000-2009 2.4153292 1.4722395 5.156506e+03 1078.953740 7 25
S_Pacific (27.75,27.85] 3 cstar_tref ~ temp + phosphate + phosphate_star 948 1.0211143 2.739923e+03 4.422067 3.8303047 1982-1999 –> 2000-2009 2.4714373 1.4503230 5.282008e+03 12.839801 13 27
S_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1162 1.5352130 4.307840e+03 731.169842 12.0577746 2000-2009 –> 2010-2019 2.3297471 0.7945341 6.576069e+03 1436.713298 1 2
S_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1162 1.5491378 4.328824e+03 716.802441 12.1091106 2000-2009 –> 2010-2019 2.3469638 0.7978260 6.604892e+03 1350.628987 4 6
S_Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 1162 1.5493843 4.327194e+03 355.307620 12.0729983 2000-2009 –> 2010-2019 2.4442599 0.8948756 6.818912e+03 930.136691 5 10
S_Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1162 1.5831951 4.377363e+03 20.105034 11.4753864 2000-2009 –> 2010-2019 2.4562720 0.8730768 6.822324e+03 74.346953 8 11
S_Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1162 1.5851792 4.380274e+03 19.127286 11.4497779 2000-2009 –> 2010-2019 2.4591360 0.8739569 6.827144e+03 68.072669 9 13
S_Pacific (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1162 1.5360757 4.307146e+03 697.205658 11.7795623 2000-2009 –> 2010-2019 2.4811256 0.9450499 6.902296e+03 1368.151262 2 11
S_Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1162 1.5488636 4.326413e+03 693.843075 12.0639055 2000-2009 –> 2010-2019 2.4919533 0.9430897 6.917627e+03 1328.867451 3 10
S_Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1162 1.5495912 4.327505e+03 668.871664 11.9135632 2000-2009 –> 2010-2019 2.4926508 0.9430596 6.918657e+03 1300.009961 6 12
S_Pacific (27.75,27.85] 3 cstar_tref ~ temp + aou + nitrate 1162 1.5495913 4.325505e+03 129.354438 11.9118599 2000-2009 –> 2010-2019 2.4927075 0.9431163 6.914772e+03 313.071460 7 15
S_Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1162 1.5993023 4.400888e+03 21.118728 10.8428639 2000-2009 –> 2010-2019 2.5786236 0.9793213 7.063578e+03 70.155568 14 24
S_Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1352 0.5344211 2.154561e+03 986.425823 1.7553549 1982-1999 –> 2000-2009 1.3898631 0.8554420 4.510321e+03 1923.428835 1 2
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1352 0.5650424 2.305219e+03 49.464547 2.3986657 1982-1999 –> 2000-2009 1.4806759 0.9156335 4.787183e+03 92.674012 2 5
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 1352 0.5852044 2.400022e+03 343.108274 2.9043097 1982-1999 –> 2000-2009 1.4970278 0.9118234 4.874247e+03 689.460615 6 8
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1352 0.5779113 2.366112e+03 38.943133 2.6532328 1982-1999 –> 2000-2009 1.5094579 0.9315467 4.880055e+03 79.597062 4 9
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1352 0.5780316 2.366675e+03 30.603564 2.6559915 1982-1999 –> 2000-2009 1.5108163 0.9327847 4.883083e+03 58.879778 5 11
S_Pacific (27.85,27.95] 3 cstar_tref ~ sal + temp + nitrate 1352 0.5857791 2.400677e+03 1.630302 2.9127937 1982-1999 –> 2000-2009 1.5133016 0.9275225 4.904584e+03 4.324017 8 12
S_Pacific (27.85,27.95] 3 cstar_tref ~ sal + temp + aou 1352 0.5852532 2.398248e+03 1.829397 2.9009601 1982-1999 –> 2000-2009 1.5194676 0.9342144 4.915498e+03 4.596387 7 14
S_Pacific (27.85,27.95] 3 cstar_tref ~ sal + temp + phosphate 1352 0.5883466 2.412503e+03 1.642855 2.9419616 1982-1999 –> 2000-2009 1.5234224 0.9350758 4.931464e+03 4.334374 9 17
S_Pacific (27.85,27.95] 3 cstar_tref ~ sal + temp + phosphate_star 1352 0.6119782 2.518987e+03 1.021160 3.0996768 1982-1999 –> 2000-2009 1.5633332 0.9513550 5.069982e+03 3.905407 13 22
S_Pacific (27.85,27.95] 3 cstar_tref ~ temp + nitrate + phosphate_star 1352 0.5695876 2.324883e+03 3.978004 2.2335682 1982-1999 –> 2000-2009 1.6003418 1.0307541 5.024653e+03 13.907394 3 20
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1584 0.7918517 3.767846e+03 39.970529 3.5607567 2000-2009 –> 2010-2019 1.3568941 0.5650424 6.073065e+03 89.435075 1 2
S_Pacific (27.85,27.95] 3 cstar_tref ~ temp + nitrate + phosphate_star 1584 0.7946913 3.777186e+03 5.133687 3.9524546 2000-2009 –> 2010-2019 1.3642790 0.5695876 6.102069e+03 9.111691 2 4
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1584 0.7948608 3.779862e+03 32.772942 3.5518296 2000-2009 –> 2010-2019 1.3727721 0.5779113 6.145974e+03 71.716075 3 6
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1584 0.7952453 3.781394e+03 26.371493 3.5613691 2000-2009 –> 2010-2019 1.3732769 0.5780316 6.148069e+03 56.975056 4 8
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 1584 0.8061239 3.824437e+03 385.190555 3.4165872 2000-2009 –> 2010-2019 1.3913283 0.5852044 6.224459e+03 728.298829 7 12
S_Pacific (27.85,27.95] 3 cstar_tref ~ temp + phosphate + phosphate_star 1584 0.8026566 3.808781e+03 5.155830 4.2267402 2000-2009 –> 2010-2019 1.3985285 0.5958719 6.255650e+03 9.156494 5 14
S_Pacific (27.85,27.95] 3 cstar_tref ~ temp + aou + phosphate_star 1584 0.8034398 3.811871e+03 4.186378 4.2611346 2000-2009 –> 2010-2019 1.3998200 0.5963802 6.261046e+03 7.352702 6 16
S_Pacific (27.85,27.95] 3 cstar_tref ~ sal + temp + aou 1584 0.8199301 3.876235e+03 1.971932 2.8528708 2000-2009 –> 2010-2019 1.4051833 0.5852532 6.274483e+03 3.801329 9 15
S_Pacific (27.85,27.95] 3 cstar_tref ~ temp + aou + phosphate 1584 0.8074244 3.827544e+03 134.324961 4.4467932 2000-2009 –> 2010-2019 1.4056102 0.5981857 6.284892e+03 280.636625 8 19
S_Pacific (27.85,27.95] 3 cstar_tref ~ sal + temp + nitrate 1584 0.8218599 3.883682e+03 1.889926 2.8377106 2000-2009 –> 2010-2019 1.4076389 0.5857791 6.284359e+03 3.520227 11 18
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3009 0.5518151 4.973217e+03 17.711601 2.6934238 1982-1999 –> 2000-2009 1.1957689 0.6439538 9.560176e+03 63.360649 1 2
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3009 0.5619336 5.082568e+03 16.660992 2.8532063 1982-1999 –> 2000-2009 1.2285434 0.6666098 9.831144e+03 60.166462 5 7
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3009 0.5618355 5.081517e+03 11.236619 2.8548317 1982-1999 –> 2000-2009 1.2314486 0.6696131 9.851104e+03 40.446783 4 7
S_Pacific (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 3009 0.5527910 4.981850e+03 11.568173 2.5984227 1982-1999 –> 2000-2009 1.2349537 0.6821628 9.836225e+03 42.513282 2 7
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 3009 0.5616617 5.079655e+03 209.643040 2.8584666 1982-1999 –> 2000-2009 1.2368109 0.6751492 9.887726e+03 515.910975 3 7
S_Pacific (27.95,28.05] 3 cstar_tref ~ temp + phosphate + phosphate_star 3009 0.5620765 5.082099e+03 11.701326 2.8898959 1982-1999 –> 2000-2009 1.2919643 0.7298877 1.025254e+04 42.996828 6 18
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 3009 0.5869142 5.344321e+03 146.898381 2.9407224 1982-1999 –> 2000-2009 1.2972693 0.7103550 1.038998e+04 373.463424 9 16
S_Pacific (27.95,28.05] 3 cstar_tref ~ temp + aou + phosphate_star 3009 0.5620904 5.082246e+03 7.539785 2.9036054 1982-1999 –> 2000-2009 1.2985890 0.7364986 1.029483e+04 34.693810 7 21
S_Pacific (27.95,28.05] 3 cstar_tref ~ temp + aou + phosphate 3009 0.5622731 5.084202e+03 152.880707 2.9331787 1982-1999 –> 2000-2009 1.3154351 0.7531620 1.040136e+04 363.052145 8 25
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 3009 0.6516826 5.974279e+03 771.219138 2.8149685 1982-1999 –> 2000-2009 1.3698353 0.7181527 1.107096e+04 1607.894720 12 20
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3595 0.6450082 7.061409e+03 25.772544 2.7115665 2000-2009 –> 2010-2019 1.1968233 0.5518151 1.203463e+04 43.484145 1 2
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3595 0.6526550 7.146148e+03 24.673856 3.0391943 2000-2009 –> 2010-2019 1.2145886 0.5619336 1.222872e+04 41.334848 2 7
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3595 0.6529719 7.149637e+03 16.187987 3.0626978 2000-2009 –> 2010-2019 1.2148074 0.5618355 1.223115e+04 27.424606 3 7
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 3595 0.6539324 7.160206e+03 311.826931 3.1309731 2000-2009 –> 2010-2019 1.2155941 0.5616617 1.223986e+04 521.469971 4 7
S_Pacific (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 3595 0.6720012 7.354177e+03 13.425221 2.8882135 2000-2009 –> 2010-2019 1.2247921 0.5527910 1.233603e+04 24.993394 7 9
S_Pacific (27.95,28.05] 3 cstar_tref ~ temp + aou + phosphate 3595 0.6702836 7.335777e+03 180.318284 3.1752760 2000-2009 –> 2010-2019 1.2325567 0.5622731 1.241998e+04 333.198991 5 13
S_Pacific (27.95,28.05] 3 cstar_tref ~ temp + aou + phosphate_star 3595 0.6715148 7.348972e+03 9.439840 3.1392593 2000-2009 –> 2010-2019 1.2336052 0.5620904 1.243122e+04 16.979624 6 13
S_Pacific (27.95,28.05] 3 cstar_tref ~ temp + phosphate + phosphate_star 3595 0.6720606 7.354813e+03 13.683961 3.1237690 2000-2009 –> 2010-2019 1.2341371 0.5620765 1.243691e+04 25.385287 8 14
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 3595 0.6845872 7.489595e+03 235.199499 3.9781812 2000-2009 –> 2010-2019 1.2715015 0.5869142 1.283392e+04 382.097880 9 18
S_Pacific (27.95,28.05] 3 cstar_tref ~ temp + aou + nitrate 3595 0.6860676 7.503126e+03 174.054106 3.9132755 2000-2009 –> 2010-2019 1.2891286 0.6030610 1.300877e+04 308.668572 10 20
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 979 0.4333504 1.152985e+03 103.770864 1.5434740 1982-1999 –> 2000-2009 0.9387438 0.5053934 2.615930e+03 278.708064 1 2
S_Pacific (28.05,28.1] 3 cstar_tref ~ sal + aou + nitrate 979 0.4471445 1.212339e+03 90.035455 1.4213476 1982-1999 –> 2000-2009 0.9545909 0.5074464 2.681271e+03 203.831705 2 4
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 979 0.4655620 1.293371e+03 122.728730 1.5596813 1982-1999 –> 2000-2009 0.9922329 0.5266709 2.837557e+03 296.678071 3 8
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 979 0.4696873 1.310644e+03 11.139787 1.6393719 1982-1999 –> 2000-2009 0.9934296 0.5237423 2.843845e+03 62.318803 5 9
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 979 0.4706537 1.314669e+03 16.409044 1.6652645 1982-1999 –> 2000-2009 0.9936618 0.5230081 2.845106e+03 77.339746 6 9
S_Pacific (28.05,28.1] 3 cstar_tref ~ sal + aou + phosphate 979 0.4694796 1.307778e+03 110.797985 1.5889836 1982-1999 –> 2000-2009 0.9971441 0.5276646 2.853677e+03 225.161386 4 10
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 979 0.4807655 1.356290e+03 16.815278 1.6940529 1982-1999 –> 2000-2009 1.0198554 0.5390898 2.946389e+03 76.688207 7 15
S_Pacific (28.05,28.1] 3 cstar_tref ~ aou + nitrate + phosphate_star 979 0.5416298 1.587690e+03 772.913391 2.0604112 1982-1999 –> 2000-2009 1.0774522 0.5358224 3.163812e+03 1651.604472 8 15
S_Pacific (28.05,28.1] 3 cstar_tref ~ sal + aou + phosphate_star 979 0.5570246 1.642566e+03 7.208326 1.8677642 1982-1999 –> 2000-2009 1.1340812 0.5770566 3.364739e+03 28.839822 9 19
S_Pacific (28.05,28.1] 3 cstar_tref ~ sal + phosphate + phosphate_star 979 0.5726488 1.696730e+03 7.912934 1.8811063 1982-1999 –> 2000-2009 1.1701684 0.5975196 3.487552e+03 29.838857 10 25
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 1587 0.4982211 2.304349e+03 148.512013 2.2043783 2000-2009 –> 2010-2019 0.9315715 0.4333504 3.457334e+03 252.282877 1 2
S_Pacific (28.05,28.1] 3 cstar_tref ~ sal + aou + nitrate 1587 0.5055144 2.348476e+03 136.628903 2.0618688 2000-2009 –> 2010-2019 0.9526589 0.4471445 3.560815e+03 226.664358 2 4
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1587 0.5491626 2.613340e+03 144.425730 2.1585129 2000-2009 –> 2010-2019 1.0147246 0.4655620 3.906711e+03 267.154461 3 6
S_Pacific (28.05,28.1] 3 cstar_tref ~ sal + aou + phosphate 1587 0.5500752 2.616610e+03 138.498537 2.1092646 2000-2009 –> 2010-2019 1.0195547 0.4694796 3.924388e+03 249.296523 4 8
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1587 0.5502571 2.619660e+03 15.958615 2.1591226 2000-2009 –> 2010-2019 1.0199444 0.4696873 3.930304e+03 27.098402 5 10
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1587 0.5505355 2.621265e+03 25.201995 2.1587056 2000-2009 –> 2010-2019 1.0211891 0.4706537 3.935933e+03 41.611038 6 12
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1587 0.5641993 2.699079e+03 24.702868 2.1105235 2000-2009 –> 2010-2019 1.0449648 0.4807655 4.055369e+03 41.518146 7 14
S_Pacific (28.05,28.1] 3 cstar_tref ~ sal + aou + phosphate_star 1587 0.6232810 3.013178e+03 11.145357 2.0918936 2000-2009 –> 2010-2019 1.1803056 0.5570246 4.655744e+03 18.353682 8 16
S_Pacific (28.05,28.1] 3 cstar_tref ~ sal + phosphate + phosphate_star 1587 0.6367730 3.081151e+03 13.082639 2.1979375 2000-2009 –> 2010-2019 1.2094217 0.5726488 4.777882e+03 20.995573 9 18
S_Pacific (28.05,28.1] 3 cstar_tref ~ sal + nitrate + phosphate_star 1587 0.6396327 3.095373e+03 13.116604 2.1950431 2000-2009 –> 2010-2019 1.2148153 0.5751827 4.800749e+03 21.126821 10 20
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2272 0.2465438 9.707628e+01 8.485747 1.2378394 1982-1999 –> 2000-2009 0.6369185 0.3903747 2.145637e+03 26.874314 9 10
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2272 0.2386642 -5.052131e+01 57.160011 1.3483332 1982-1999 –> 2000-2009 0.6638349 0.4251707 2.361602e+03 195.310490 5 11
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 2272 0.2363713 -9.438792e+01 8.940051 1.3297073 1982-1999 –> 2000-2009 0.6791367 0.4427654 2.490395e+03 26.233792 1 8
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2272 0.2387002 -4.983691e+01 56.069112 1.3305948 1982-1999 –> 2000-2009 0.6853892 0.4466890 2.572513e+03 201.780156 6 14
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2272 0.2383275 -5.693674e+01 4.473573 1.3316851 1982-1999 –> 2000-2009 0.6865669 0.4482394 2.580166e+03 16.579092 2 11
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2272 0.2384172 -5.522758e+01 4.921190 1.3313774 1982-1999 –> 2000-2009 0.6874382 0.4490210 2.589294e+03 20.262115 4 14
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2272 0.2383557 -5.639974e+01 4.984578 1.3360402 1982-1999 –> 2000-2009 0.6947097 0.4563541 2.657098e+03 20.211439 3 16
S_Pacific (28.1,28.2] 3 cstar_tref ~ sal + aou + phosphate_star 2272 0.2478794 1.196267e+02 3.743766 1.2679509 1982-1999 –> 2000-2009 0.7037812 0.4559018 2.826902e+03 11.582438 10 22
S_Pacific (28.1,28.2] 3 cstar_tref ~ sal + phosphate + phosphate_star 2272 0.2430826 3.083287e+01 3.905743 1.3023670 1982-1999 –> 2000-2009 0.7055699 0.4624873 2.799175e+03 11.534648 7 22
S_Pacific (28.1,28.2] 3 cstar_tref ~ sal + nitrate + phosphate_star 2272 0.2431109 3.136192e+01 4.008254 1.3077285 1982-1999 –> 2000-2009 0.7100619 0.4669510 2.840604e+03 11.747906 8 24
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 3929 0.2532579 3.702595e+02 5.593986 2.2540995 2000-2009 –> 2010-2019 0.4998017 0.2465438 4.673358e+02 14.079733 1 10
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 3929 0.2744751 1.002453e+03 5.753893 2.5953776 2000-2009 –> 2010-2019 0.5108464 0.2363713 9.080653e+02 14.693944 3 4
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3929 0.2737528 9.817449e+02 6.447447 2.5923148 2000-2009 –> 2010-2019 0.5121084 0.2383557 9.253452e+02 11.432025 2 5
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3929 0.2744772 1.002513e+03 4.423392 2.6125687 2000-2009 –> 2010-2019 0.5128047 0.2383275 9.455758e+02 8.896965 5 7
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3929 0.2744763 1.002487e+03 6.352948 2.6121204 2000-2009 –> 2010-2019 0.5128935 0.2384172 9.472598e+02 11.274138 4 8
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3929 0.2744790 1.002563e+03 22.390583 2.6133223 2000-2009 –> 2010-2019 0.5131791 0.2387002 9.527259e+02 78.459695 6 12
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 3929 0.2753983 1.028839e+03 23.223978 2.5692041 2000-2009 –> 2010-2019 0.5140625 0.2386642 9.783173e+02 80.383988 7 12
S_Pacific (28.1,28.2] 3 cstar_tref ~ sal + nitrate + phosphate_star 3929 0.2759976 1.043920e+03 4.627875 2.4993921 2000-2009 –> 2010-2019 0.5191086 0.2431109 1.075282e+03 8.636129 9 17
S_Pacific (28.1,28.2] 3 cstar_tref ~ sal + phosphate + phosphate_star 3929 0.2764421 1.056564e+03 4.552139 2.5201575 2000-2009 –> 2010-2019 0.5195247 0.2430826 1.087397e+03 8.457882 10 17
S_Pacific (28.1,28.2] 3 cstar_tref ~ sal + aou + phosphate_star 3929 0.2755532 1.031256e+03 3.961300 2.5268724 2000-2009 –> 2010-2019 0.5234326 0.2478794 1.150883e+03 7.705066 8 18
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + phosphate_star 328 0.0836902 -6.844722e+02 36.415929 0.3118937 1982-1999 –> 2000-2009 0.2819775 0.1982873 -8.162222e+02 310.651253 5 6
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 328 0.0835662 -6.854448e+02 29.691746 0.3114707 1982-1999 –> 2000-2009 0.2848492 0.2012830 -8.063685e+02 176.266664 4 6
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 328 0.0820375 -6.975561e+02 29.959197 0.3039225 1982-1999 –> 2000-2009 0.2863511 0.2043136 -8.076900e+02 184.534612 2 7
S_Pacific (28.2,28.3] 3 cstar_tref ~ sal + aou + phosphate_star 328 0.0846366 -6.790955e+02 26.466746 0.3433036 1982-1999 –> 2000-2009 0.2868011 0.2021645 -7.988642e+02 122.450004 6 9
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + phosphate 328 0.0833168 -6.874053e+02 108.252606 0.3105161 1982-1999 –> 2000-2009 0.2919813 0.2086645 -7.823257e+02 324.585060 3 10
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + nitrate 328 0.0781214 -7.296424e+02 134.217004 0.2837132 1982-1999 –> 2000-2009 0.3005304 0.2224090 -7.785061e+02 429.193651 1 9
S_Pacific (28.2,28.3] 3 cstar_tref ~ sal + phosphate + phosphate_star 328 0.1064281 -5.288035e+02 25.168502 0.2952099 1982-1999 –> 2000-2009 0.3093345 0.2029064 -6.459275e+02 47.988773 8 12
S_Pacific (28.2,28.3] 3 cstar_tref ~ sal + nitrate + phosphate_star 328 0.1043970 -5.414440e+02 24.610452 0.2981642 1982-1999 –> 2000-2009 0.3100953 0.2056983 -6.487012e+02 56.329698 7 13
S_Pacific (28.2,28.3] 3 cstar_tref ~ temp + aou + phosphate_star 328 0.2385555 6.751803e-01 22.884665 0.7425202 1982-1999 –> 2000-2009 0.5278074 0.2892519 1.395386e+02 263.783869 16 25
S_Pacific (28.2,28.3] 3 cstar_tref ~ temp + phosphate + phosphate_star 328 0.2369913 -3.640530e+00 9.571784 0.7377325 1982-1999 –> 2000-2009 0.5280112 0.2910199 1.396226e+02 154.346039 14 24
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + nitrate 1065 0.1109596 -1.648656e+03 67.011476 0.5175536 2000-2009 –> 2010-2019 0.1890810 0.0781214 -2.378298e+03 201.228480 1 2
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1065 0.1119044 -1.630596e+03 39.908646 0.5325401 2000-2009 –> 2010-2019 0.1939419 0.0820375 -2.328152e+03 69.867842 2 4
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + phosphate 1065 0.1121202 -1.626491e+03 55.853022 0.5358747 2000-2009 –> 2010-2019 0.1954370 0.0833168 -2.313897e+03 164.105627 3 6
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1065 0.1122321 -1.624367e+03 63.783553 0.5341794 2000-2009 –> 2010-2019 0.1956040 0.0833719 -2.311338e+03 163.347465 4 8
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1065 0.1123368 -1.622381e+03 42.710446 0.5378158 2000-2009 –> 2010-2019 0.1959030 0.0835662 -2.307826e+03 72.402192 5 10
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1065 0.1124183 -1.620837e+03 62.656219 0.5378600 2000-2009 –> 2010-2019 0.1960864 0.0836681 -2.305482e+03 159.096673 6 12
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1065 0.1124708 -1.619843e+03 42.813491 0.5386077 2000-2009 –> 2010-2019 0.1961609 0.0836902 -2.304315e+03 79.229420 7 14
S_Pacific (28.2,28.3] 3 cstar_tref ~ sal + aou + phosphate_star 1065 0.1135986 -1.600591e+03 29.485583 0.5540023 2000-2009 –> 2010-2019 0.1982351 0.0846366 -2.279686e+03 55.952329 8 16
S_Pacific (28.2,28.3] 3 cstar_tref ~ sal + nitrate + phosphate_star 1065 0.1164429 -1.547916e+03 39.842348 0.4685757 2000-2009 –> 2010-2019 0.2208399 0.1043970 -2.089360e+03 64.452801 9 18
S_Pacific (28.2,28.3] 3 cstar_tref ~ sal + phosphate + phosphate_star 1065 0.1170116 -1.537539e+03 42.616710 0.4732407 2000-2009 –> 2010-2019 0.2234397 0.1064281 -2.066342e+03 67.785212 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
Indian (-Inf,26] 1982-1999 –> 2000-2009 9.1094830 5513.722345
Indian (-Inf,26] 2000-2009 –> 2010-2019 9.3149388 3151.136930
Indian (26,26.5] 1982-1999 –> 2000-2009 10.5294520 9636.374965
Indian (26,26.5] 2000-2009 –> 2010-2019 10.4117453 5984.985982
Indian (26.5,26.75] 1982-1999 –> 2000-2009 7.5477836 10632.889428
Indian (26.5,26.75] 2000-2009 –> 2010-2019 7.6875875 7062.614042
Indian (26.75,27] 1982-1999 –> 2000-2009 5.6596966 11427.960120
Indian (26.75,27] 2000-2009 –> 2010-2019 5.4513195 7195.919654
Indian (27,27.25] 1982-1999 –> 2000-2009 2.8426520 8368.575431
Indian (27,27.25] 2000-2009 –> 2010-2019 3.3118811 5702.552301
Indian (27.25,27.5] 1982-1999 –> 2000-2009 3.5269081 11413.568959
Indian (27.25,27.5] 2000-2009 –> 2010-2019 3.9016926 7655.900205
Indian (27.5,27.75] 1982-1999 –> 2000-2009 2.5560796 11732.260432
Indian (27.5,27.75] 2000-2009 –> 2010-2019 2.9435207 8630.765391
Indian (27.75,27.85] 1982-1999 –> 2000-2009 1.9657598 4820.444744
Indian (27.75,27.85] 2000-2009 –> 2010-2019 1.9843436 3556.528197
Indian (27.85,27.95] 1982-1999 –> 2000-2009 1.7919772 5491.928915
Indian (27.85,27.95] 2000-2009 –> 2010-2019 1.7611014 4194.410782
Indian (27.95,28.05] 1982-1999 –> 2000-2009 1.6611299 7423.324608
Indian (27.95,28.05] 2000-2009 –> 2010-2019 1.8348877 6599.902985
Indian (28.05,28.1] 1982-1999 –> 2000-2009 1.2051939 4256.679765
Indian (28.05,28.1] 2000-2009 –> 2010-2019 1.2757476 3579.285391
Indian (28.1,28.2] 1982-1999 –> 2000-2009 1.3316131 13321.002904
Indian (28.1,28.2] 2000-2009 –> 2010-2019 1.4214522 11551.412985
Indian (28.2,28.3] 1982-1999 –> 2000-2009 0.3849075 -936.735851
Indian (28.2,28.3] 2000-2009 –> 2010-2019 0.3508093 -939.301148
Indian (28.3, Inf] 1982-1999 –> 2000-2009 0.0126315 -1164.232104
N_Atlantic (-Inf,26] 1982-1999 –> 2000-2009 3.9646780 1065.939043
N_Atlantic (-Inf,26] 2000-2009 –> 2010-2019 3.3972958 1203.286125
N_Atlantic (26,26.5] 1982-1999 –> 2000-2009 6.6208624 4032.314397
N_Atlantic (26,26.5] 2000-2009 –> 2010-2019 6.0478044 4295.338689
N_Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 6.2629732 4186.701575
N_Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 5.8375678 3977.144320
N_Atlantic (26.75,27] 1982-1999 –> 2000-2009 5.9149694 6854.939628
N_Atlantic (26.75,27] 2000-2009 –> 2010-2019 6.3101726 6723.871581
N_Atlantic (27,27.25] 1982-1999 –> 2000-2009 5.1651370 9693.190637
N_Atlantic (27,27.25] 2000-2009 –> 2010-2019 6.3555564 8286.416156
N_Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 4.0972914 10448.883811
N_Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 6.2085217 11026.294782
N_Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 5.3689413 15950.087117
N_Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 6.8946127 17188.774221
N_Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 5.2467126 9643.627013
N_Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 6.4309197 11756.196668
N_Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 7.9844766 36051.163899
N_Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 9.8064728 44606.249344
N_Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 2.3447474 15498.750998
N_Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 3.8932989 19237.161166
N_Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 2.6172336 5936.071456
N_Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 2.8975275 7298.333951
N_Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 1.3744454 2953.212669
N_Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 1.4622867 4327.420564
N_Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 0.4073303 -15.378699
N_Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 0.3046447 -8.162776
N_Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 0.3783992 -22.050718
N_Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 0.3350344 9.600039
N_Pacific (-Inf,26] 1982-1999 –> 2000-2009 13.7605923 20754.616486
N_Pacific (-Inf,26] 2000-2009 –> 2010-2019 12.4420658 40775.628170
N_Pacific (26,26.5] 1982-1999 –> 2000-2009 14.1139529 14190.097667
N_Pacific (26,26.5] 2000-2009 –> 2010-2019 12.8462691 20535.156077
N_Pacific (26.5,26.75] 1982-1999 –> 2000-2009 11.0037278 10575.305801
N_Pacific (26.5,26.75] 2000-2009 –> 2010-2019 11.0261042 16145.371527
N_Pacific (26.75,27] 1982-1999 –> 2000-2009 7.9629919 11913.566493
N_Pacific (26.75,27] 2000-2009 –> 2010-2019 8.4160182 19796.109923
N_Pacific (27,27.25] 1982-1999 –> 2000-2009 4.2206202 10963.532686
N_Pacific (27,27.25] 2000-2009 –> 2010-2019 4.5566914 18651.239621
N_Pacific (27.25,27.5] 1982-1999 –> 2000-2009 2.5185333 12195.731970
N_Pacific (27.25,27.5] 2000-2009 –> 2010-2019 2.5304578 19872.171150
N_Pacific (27.5,27.75] 1982-1999 –> 2000-2009 1.1450271 7083.129118
N_Pacific (27.5,27.75] 2000-2009 –> 2010-2019 0.9528470 9546.229085
N_Pacific (27.75,27.85] 1982-1999 –> 2000-2009 0.6701263 1269.359468
N_Pacific (27.75,27.85] 2000-2009 –> 2010-2019 0.6627342 2273.432798
N_Pacific (27.85,27.95] 1982-1999 –> 2000-2009 0.8612348 2762.467846
N_Pacific (27.85,27.95] 2000-2009 –> 2010-2019 0.8279717 5386.653114
N_Pacific (27.95,28.05] 1982-1999 –> 2000-2009 0.4868885 54.101082
N_Pacific (27.95,28.05] 2000-2009 –> 2010-2019 0.5401765 1798.901385
N_Pacific (28.05,28.1] 1982-1999 –> 2000-2009 0.2383546 -6582.719404
N_Pacific (28.05,28.1] 2000-2009 –> 2010-2019 0.2251158 -12834.573483
N_Pacific (28.1,28.2] 1982-1999 –> 2000-2009 0.0524814 -15389.742485
N_Pacific (28.1,28.2] 2000-2009 –> 2010-2019 0.0406676 -32358.864320
S_Atlantic (-Inf,26] 1982-1999 –> 2000-2009 2.2910265 554.539277
S_Atlantic (-Inf,26] 2000-2009 –> 2010-2019 2.1710855 469.733281
S_Atlantic (26,26.5] 1982-1999 –> 2000-2009 3.8432144 2102.385023
S_Atlantic (26,26.5] 2000-2009 –> 2010-2019 3.9938130 2264.511584
S_Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 3.2388538 1972.062852
S_Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 3.2124194 1847.571636
S_Atlantic (26.75,27] 1982-1999 –> 2000-2009 2.9930982 2242.620424
S_Atlantic (26.75,27] 2000-2009 –> 2010-2019 3.4254852 2308.790249
S_Atlantic (27,27.25] 1982-1999 –> 2000-2009 2.4299597 2598.286255
S_Atlantic (27,27.25] 2000-2009 –> 2010-2019 2.8323158 2570.053230
S_Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 1.9143337 3042.710998
S_Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 2.5577677 3638.852217
S_Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 1.8407497 3440.729695
S_Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 2.0425147 4023.090352
S_Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 1.6411061 1451.501794
S_Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 1.9725991 1963.322447
S_Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 1.0949865 2025.659132
S_Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 1.1249492 2227.767255
S_Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 1.4242722 3028.763368
S_Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 1.4557196 3579.170316
S_Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 1.3186438 2681.516946
S_Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 1.4314217 2969.917746
S_Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 2.2451387 3844.506101
S_Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 2.4773011 5344.313189
S_Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 0.7391708 1193.933307
S_Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 0.8954938 2248.807282
S_Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 0.3420284 -1158.055804
S_Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 0.3736028 -1309.118676
S_Pacific (-Inf,26] 1982-1999 –> 2000-2009 12.4060129 11396.400764
S_Pacific (-Inf,26] 2000-2009 –> 2010-2019 12.0885990 12264.290993
S_Pacific (26,26.5] 1982-1999 –> 2000-2009 6.9875753 8770.249292
S_Pacific (26,26.5] 2000-2009 –> 2010-2019 6.1648862 9422.495258
S_Pacific (26.5,26.75] 1982-1999 –> 2000-2009 6.3947729 6289.450205
S_Pacific (26.5,26.75] 2000-2009 –> 2010-2019 7.3025110 7152.024261
S_Pacific (26.75,27] 1982-1999 –> 2000-2009 7.7847027 9090.629687
S_Pacific (26.75,27] 2000-2009 –> 2010-2019 8.3685659 11676.119108
S_Pacific (27,27.25] 1982-1999 –> 2000-2009 5.3941887 15232.450219
S_Pacific (27,27.25] 2000-2009 –> 2010-2019 5.4287176 16279.168657
S_Pacific (27.25,27.5] 1982-1999 –> 2000-2009 3.8946209 15583.208899
S_Pacific (27.25,27.5] 2000-2009 –> 2010-2019 4.1514943 16477.643142
S_Pacific (27.5,27.75] 1982-1999 –> 2000-2009 2.8711793 12246.850238
S_Pacific (27.5,27.75] 2000-2009 –> 2010-2019 3.1932285 14800.387838
S_Pacific (27.75,27.85] 1982-1999 –> 2000-2009 2.3505764 5048.844759
S_Pacific (27.75,27.85] 2000-2009 –> 2010-2019 2.4573440 6836.627016
S_Pacific (27.85,27.95] 1982-1999 –> 2000-2009 1.5107708 4878.107015
S_Pacific (27.85,27.95] 2000-2009 –> 2010-2019 1.3875331 6205.406551
S_Pacific (27.95,28.05] 1982-1999 –> 2000-2009 1.2700618 10137.604392
S_Pacific (27.95,28.05] 2000-2009 –> 2010-2019 1.2327535 12420.118426
S_Pacific (28.05,28.1] 1982-1999 –> 2000-2009 1.0271360 2963.987781
S_Pacific (28.05,28.1] 2000-2009 –> 2010-2019 1.0609151 4100.522897
S_Pacific (28.1,28.2] 1982-1999 –> 2000-2009 0.6853407 2586.338444
S_Pacific (28.1,28.2] 2000-2009 –> 2010-2019 0.5137762 943.818674
S_Pacific (28.2,28.3] 1982-1999 –> 2000-2009 0.3407739 -580.544428
S_Pacific (28.2,28.3] 2000-2009 –> 2010-2019 0.2004729 -2268.469677

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
2e8d815 Donghe-Zhu 2021-08-19
d98dd99 Donghe-Zhu 2021-08-18
b5955e0 Donghe-Zhu 2021-08-18
cceae84 Donghe-Zhu 2021-08-18
1cdb694 Donghe-Zhu 2021-08-18
9b7a798 Donghe-Zhu 2021-08-06
90f70da Donghe-Zhu 2021-08-06
496fa02 Donghe-Zhu 2021-08-05
19ecfe2 Donghe-Zhu 2021-08-05
3253031 Donghe-Zhu 2021-08-05
6c70952 Donghe-Zhu 2021-08-01
2666bd7 Donghe-Zhu 2021-08-01
e51cfa2 Donghe-Zhu 2021-08-01
78cbc18 Donghe-Zhu 2021-08-01
c55d4d7 Donghe-Zhu 2021-08-01
26741db Donghe-Zhu 2021-08-01
ca539b5 Donghe-Zhu 2021-08-01
1e98138 Donghe-Zhu 2021-08-01
777b9e9 Donghe-Zhu 2021-08-01
b110c47 Donghe-Zhu 2021-08-01
3611a48 Donghe-Zhu 2021-08-01
af832ef Donghe-Zhu 2021-07-31
016f9ed Donghe-Zhu 2021-07-31
2080ac5 Donghe-Zhu 2021-07-31
50f0a16 Donghe-Zhu 2021-07-31
1682579 Donghe-Zhu 2021-07-31
9fa8832 Donghe-Zhu 2021-07-31
4abf542 Donghe-Zhu 2021-07-31
a2483f0 Donghe-Zhu 2021-07-31
3300527 Donghe-Zhu 2021-07-31
afeb6fd Donghe-Zhu 2021-07-31
cb3ef32 Donghe-Zhu 2021-07-31
6528618 Donghe-Zhu 2021-07-31
f50925e Donghe-Zhu 2021-07-31
f4de2f3 Donghe-Zhu 2021-07-30
43bc7b4 Donghe-Zhu 2021-07-30
f8c34a8 Donghe-Zhu 2021-07-30
4f897c4 Donghe-Zhu 2021-07-30
0f6e960 Donghe-Zhu 2021-07-30
fe067ea Donghe-Zhu 2021-07-30
fbca39a Donghe-Zhu 2021-07-30
f945f95 Donghe-Zhu 2021-07-30
a3006cd Donghe-Zhu 2021-07-30
a55ffdc Donghe-Zhu 2021-07-30
d5e4458 Donghe-Zhu 2021-07-30
10a97ef Donghe-Zhu 2021-07-30
1c501fd Donghe-Zhu 2021-07-30
68bce3f Donghe-Zhu 2021-07-30
400c457 Donghe-Zhu 2021-07-29
3ba7852 Donghe-Zhu 2021-07-29
ec68363 Donghe-Zhu 2021-07-28
d3018f6 Donghe-Zhu 2021-07-28
b8ba2c4 Donghe-Zhu 2021-07-28
a4ddd84 Donghe-Zhu 2021-07-27
7ef49ab Donghe-Zhu 2021-07-27
da818c0 Donghe-Zhu 2021-07-27
8623898 Donghe-Zhu 2021-07-27
f84b77c Donghe-Zhu 2021-07-27
70ad9a5 Donghe-Zhu 2021-07-27
0d0b48d Donghe-Zhu 2021-07-27
d0d97c6 Donghe-Zhu 2021-07-27
829510d Donghe-Zhu 2021-07-27
780627d Donghe-Zhu 2021-07-27
e9838c9 Donghe-Zhu 2021-07-27
2777f33 Donghe-Zhu 2021-07-27
d19760f Donghe-Zhu 2021-07-27
cac5680 Donghe-Zhu 2021-07-23
7bb279a Donghe-Zhu 2021-07-23
d52eac4 Donghe-Zhu 2021-07-23
dcf34b1 Donghe-Zhu 2021-07-23
419cb72 Donghe-Zhu 2021-07-22
9447d10 Donghe-Zhu 2021-07-22
639c9a0 Donghe-Zhu 2021-07-22
25bb96f Donghe-Zhu 2021-07-22
cdc98a3 Donghe-Zhu 2021-07-22
e4805a1 Donghe-Zhu 2021-07-22
7957fd1 Donghe-Zhu 2021-07-21
b94be4e Donghe-Zhu 2021-07-21
9950e70 Donghe-Zhu 2021-07-21
698b6f0 Donghe-Zhu 2021-07-20
d84a1cb Donghe-Zhu 2021-07-20
4dce223 Donghe-Zhu 2021-07-20
6f28c0c Donghe-Zhu 2021-07-20
db1e7b7 Donghe-Zhu 2021-07-19
ff0575d Donghe-Zhu 2021-07-19
5d60eac Donghe-Zhu 2021-07-19
57d0420 Donghe-Zhu 2021-07-16
c1be8f6 Donghe-Zhu 2021-07-16
26a7c15 Donghe-Zhu 2021-07-16
046902b Donghe-Zhu 2021-07-16
3d4ac14 Donghe-Zhu 2021-07-15
be6fff9 Donghe-Zhu 2021-07-15
b473472 Donghe-Zhu 2021-07-15
363270a Donghe-Zhu 2021-07-15
8b75a03 Donghe-Zhu 2021-07-15
a01e135 Donghe-Zhu 2021-07-07
bc83ef2 Donghe-Zhu 2021-07-07
75e7b07 Donghe-Zhu 2021-07-06
697aa6d Donghe-Zhu 2021-07-06
d52e2de Donghe-Zhu 2021-07-06
f2bde6b Donghe-Zhu 2021-07-06
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.2.2 Best models

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

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

Version Author Date
2e8d815 Donghe-Zhu 2021-08-19
d98dd99 Donghe-Zhu 2021-08-18
b5955e0 Donghe-Zhu 2021-08-18
cceae84 Donghe-Zhu 2021-08-18
1cdb694 Donghe-Zhu 2021-08-18
9b7a798 Donghe-Zhu 2021-08-06
90f70da Donghe-Zhu 2021-08-06
496fa02 Donghe-Zhu 2021-08-05
19ecfe2 Donghe-Zhu 2021-08-05
3253031 Donghe-Zhu 2021-08-05
6c70952 Donghe-Zhu 2021-08-01
2666bd7 Donghe-Zhu 2021-08-01
e51cfa2 Donghe-Zhu 2021-08-01
78cbc18 Donghe-Zhu 2021-08-01
c55d4d7 Donghe-Zhu 2021-08-01
26741db Donghe-Zhu 2021-08-01
ca539b5 Donghe-Zhu 2021-08-01
1e98138 Donghe-Zhu 2021-08-01
777b9e9 Donghe-Zhu 2021-08-01
b110c47 Donghe-Zhu 2021-08-01
3611a48 Donghe-Zhu 2021-08-01
af832ef Donghe-Zhu 2021-07-31
016f9ed Donghe-Zhu 2021-07-31
2080ac5 Donghe-Zhu 2021-07-31
50f0a16 Donghe-Zhu 2021-07-31
1682579 Donghe-Zhu 2021-07-31
9fa8832 Donghe-Zhu 2021-07-31
4abf542 Donghe-Zhu 2021-07-31
a2483f0 Donghe-Zhu 2021-07-31
3300527 Donghe-Zhu 2021-07-31
afeb6fd Donghe-Zhu 2021-07-31
cb3ef32 Donghe-Zhu 2021-07-31
6528618 Donghe-Zhu 2021-07-31
f50925e Donghe-Zhu 2021-07-31
f4de2f3 Donghe-Zhu 2021-07-30
43bc7b4 Donghe-Zhu 2021-07-30
f8c34a8 Donghe-Zhu 2021-07-30
4f897c4 Donghe-Zhu 2021-07-30
0f6e960 Donghe-Zhu 2021-07-30
fe067ea Donghe-Zhu 2021-07-30
fbca39a Donghe-Zhu 2021-07-30
f945f95 Donghe-Zhu 2021-07-30
a3006cd Donghe-Zhu 2021-07-30
a55ffdc Donghe-Zhu 2021-07-30
d5e4458 Donghe-Zhu 2021-07-30
10a97ef Donghe-Zhu 2021-07-30
1c501fd Donghe-Zhu 2021-07-30
68bce3f Donghe-Zhu 2021-07-30
400c457 Donghe-Zhu 2021-07-29
3ba7852 Donghe-Zhu 2021-07-29
ec68363 Donghe-Zhu 2021-07-28
d3018f6 Donghe-Zhu 2021-07-28
b8ba2c4 Donghe-Zhu 2021-07-28
a4ddd84 Donghe-Zhu 2021-07-27
7ef49ab Donghe-Zhu 2021-07-27
da818c0 Donghe-Zhu 2021-07-27
8623898 Donghe-Zhu 2021-07-27
f84b77c Donghe-Zhu 2021-07-27
70ad9a5 Donghe-Zhu 2021-07-27
0d0b48d Donghe-Zhu 2021-07-27
d0d97c6 Donghe-Zhu 2021-07-27
829510d Donghe-Zhu 2021-07-27
780627d Donghe-Zhu 2021-07-27
e9838c9 Donghe-Zhu 2021-07-27
2777f33 Donghe-Zhu 2021-07-27
d19760f Donghe-Zhu 2021-07-27
cac5680 Donghe-Zhu 2021-07-23
7bb279a Donghe-Zhu 2021-07-23
d52eac4 Donghe-Zhu 2021-07-23
dcf34b1 Donghe-Zhu 2021-07-23
419cb72 Donghe-Zhu 2021-07-22
9447d10 Donghe-Zhu 2021-07-22
639c9a0 Donghe-Zhu 2021-07-22
25bb96f Donghe-Zhu 2021-07-22
cdc98a3 Donghe-Zhu 2021-07-22
e4805a1 Donghe-Zhu 2021-07-22
7957fd1 Donghe-Zhu 2021-07-21
b94be4e Donghe-Zhu 2021-07-21
9950e70 Donghe-Zhu 2021-07-21
698b6f0 Donghe-Zhu 2021-07-20
d84a1cb Donghe-Zhu 2021-07-20
4dce223 Donghe-Zhu 2021-07-20
6f28c0c Donghe-Zhu 2021-07-20
db1e7b7 Donghe-Zhu 2021-07-19
ff0575d Donghe-Zhu 2021-07-19
5d60eac Donghe-Zhu 2021-07-19
57d0420 Donghe-Zhu 2021-07-16
c1be8f6 Donghe-Zhu 2021-07-16
26a7c15 Donghe-Zhu 2021-07-16
046902b Donghe-Zhu 2021-07-16
3d4ac14 Donghe-Zhu 2021-07-15
be6fff9 Donghe-Zhu 2021-07-15
b473472 Donghe-Zhu 2021-07-15
363270a Donghe-Zhu 2021-07-15
8b75a03 Donghe-Zhu 2021-07-15
a01e135 Donghe-Zhu 2021-07-07
bc83ef2 Donghe-Zhu 2021-07-07
75e7b07 Donghe-Zhu 2021-07-06
697aa6d Donghe-Zhu 2021-07-06
d52e2de Donghe-Zhu 2021-07-06
f2bde6b Donghe-Zhu 2021-07-06
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal temp
Indian - 1982-1999 --> 2000-2009
(-Inf,26] 6 6 6 8 8 9
(26,26.5] 6 6 7 7 6 10
(26.5,26.75] 6 7 6 7 7 10
(26.75,27] 5 7 5 8 10 7
(27,27.25] 4 10 6 6 5 10
(27.25,27.5] 3 9 4 6 10 6
(27.5,27.75] 6 6 7 8 10 6
(27.75,27.85] 6 5 6 6 7 9
(27.85,27.95] 5 6 6 7 6 9
(27.95,28.05] 6 7 5 5 6 10
(28.05,28.1] 6 4 5 4 7 10
(28.1,28.2] 8 7 6 7 10 6
(28.2,28.3] 5 4 7 6 10 5
(28.3, Inf] 5 5 5 7 0 5
total 77.00 89.00 81.00 92.00 102.00 112.00
Indian - 2000-2009 --> 2010-2019
(-Inf,26] 6 6 6 8 8 9
(26,26.5] 6 7 6 7 7 10
(26.5,26.75] 5 6 5 8 8 10
(26.75,27] 6 5 6 8 10 6
(27,27.25] 4 10 6 6 5 10
(27.25,27.5] 3 9 5 7 9 6
(27.5,27.75] 5 4 5 9 10 4
(27.75,27.85] 5 3 5 7 7 9
(27.85,27.95] 4 5 5 8 5 10
(27.95,28.05] 4 4 6 7 6 9
(28.05,28.1] 4 3 4 7 10 7
(28.1,28.2] 8 9 6 5 10 5
(28.2,28.3] 7 4 5 6 10 5
total 67.00 75.00 70.00 93.00 105.00 100.00
N_Atlantic - 1982-1999 --> 2000-2009
(-Inf,26] 6 9 8 5 10 5
(26,26.5] 5 10 8 5 8 6
(26.5,26.75] 6 10 5 4 2 5
(26.75,27] 8 6 5 4 6 5
(27,27.25] 6 7 4 7 10 7
(27.25,27.5] 6 10 6 4 10 5
(27.5,27.75] 5 10 7 6 10 5
(27.75,27.85] 7 10 9 6 6 5
(27.85,27.95] 7 10 6 5 10 5
(27.95,28.05] 7 10 5 6 10 5
(28.05,28.1] 8 10 6 6 5 5
(28.1,28.15] 5 10 3 5 5 4
(28.15,28.2] 8 4 3 4 4 6
(28.2, Inf] 8 10 6 6 5 6
total 92.00 126.00 81.00 73.00 101.00 74.00
N_Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 6 9 8 5 10 5
(26,26.5] 5 10 8 5 8 6
(26.5,26.75] 6 10 5 4 2 5
(26.75,27] 8 6 5 4 6 5
(27,27.25] 4 10 4 6 10 5
(27.25,27.5] 5 10 8 6 7 7
(27.5,27.75] 8 10 8 6 5 6
(27.75,27.85] 7 10 8 7 6 6
(27.85,27.95] 5 10 7 6 10 5
(27.95,28.05] 7 10 6 7 7 7
(28.05,28.1] 8 10 6 6 5 5
(28.1,28.15] 5 10 3 5 5 4
(28.15,28.2] 6 7 7 8 6 6
(28.2, Inf] 9 5 4 4 4 1
total 89.00 127.00 87.00 79.00 91.00 73.00
N_Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 9 10 6 7 6 5
(26,26.5] 6 9 5 6 10 7
(26.5,26.75] 6 6 6 8 5 10
(26.75,27] 5 6 6 8 7 10
(27,27.25] 5 6 5 6 10 10
(27.25,27.5] 8 5 8 7 7 7
(27.5,27.75] 8 6 7 7 9 7
(27.75,27.85] 7 6 6 8 9 8
(27.85,27.95] 7 6 6 8 9 8
(27.95,28.05] 6 7 6 7 7 10
(28.05,28.1] 5 6 1 10 6 5
(28.1,28.2] 6 4 5 7 9 6
total 78.00 77.00 67.00 89.00 94.00 93.00
N_Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 9 10 6 7 6 5
(26,26.5] 5 8 6 7 10 7
(26.5,26.75] 5 6 6 8 7 10
(26.75,27] 6 5 6 8 6 10
(27,27.25] 6 5 6 7 10 8
(27.25,27.5] 7 5 6 5 10 9
(27.5,27.75] 8 5 6 6 10 8
(27.75,27.85] 7 6 6 8 9 8
(27.85,27.95] 7 6 6 8 9 8
(27.95,28.05] 3 8 5 8 6 10
(28.05,28.1] 4 5 2 10 6 6
(28.1,28.2] 6 4 5 7 9 6
total 73.00 73.00 66.00 89.00 98.00 95.00
S_Atlantic - 1982-1999 --> 2000-2009
(-Inf,26] 8 7 8 6 4 8
(26,26.5] 6 3 5 7 5 9
(26.5,26.75] 9 10 4 5 5 7
(26.75,27] 7 5 3 5 8 6
(27,27.25] 4 3 3 4 10 10
(27.25,27.5] 6 5 6 6 10 5
(27.5,27.75] 6 6 10 6 6 5
(27.75,27.85] 3 6 5 6 9 7
(27.85,27.95] 5 7 6 6 8 7
(27.95,28.05] 4 6 6 5 10 7
(28.05,28.1] 5 10 7 4 2 5
(28.1,28.15] 6 3 6 5 8 5
(28.15,28.2] 6 5 4 7 10 6
(28.2, Inf] 6 5 4 7 9 7
total 81.00 81.00 77.00 79.00 104.00 94.00
S_Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 8 8 8 7 6 7
(26,26.5] 6 3 5 7 5 9
(26.5,26.75] 9 10 4 4 6 7
(26.75,27] 6 5 3 6 9 6
(27,27.25] 4 3 3 4 10 10
(27.25,27.5] 5 5 6 6 10 7
(27.5,27.75] 6 9 9 6 4 4
(27.75,27.85] 3 6 5 6 9 7
(27.85,27.95] 5 6 6 6 9 5
(27.95,28.05] 4 6 6 6 10 6
(28.05,28.1] 5 10 7 4 2 5
(28.1,28.15] 5 2 7 5 5 7
(28.15,28.2] 6 5 5 7 10 6
(28.2, Inf] 6 6 4 7 9 6
total 78.00 84.00 78.00 81.00 104.00 92.00
S_Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 7 10 5 7 8 7
(26,26.5] 7 7 7 7 6 9
(26.5,26.75] 6 10 6 7 7 7
(26.75,27] 5 9 5 7 10 6
(27,27.25] 5 10 5 5 10 7
(27.25,27.5] 6 8 6 6 10 7
(27.5,27.75] 7 7 6 6 7 10
(27.75,27.85] 5 7 5 8 6 10
(27.85,27.95] 4 5 2 6 8 10
(27.95,28.05] 6 4 4 7 6 9
(28.05,28.1] 7 4 4 6 9 5
(28.1,28.2] 6 4 4 8 10 5
(28.2,28.3] 5 3 4 8 8 7
total 76.00 88.00 63.00 88.00 105.00 99.00
S_Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 8 9 6 7 9 5
(26,26.5] 7 7 7 7 6 9
(26.5,26.75] 6 10 6 7 7 7
(26.75,27] 5 10 5 6 10 6
(27,27.25] 5 9 5 5 10 8
(27.25,27.5] 8 10 5 5 8 6
(27.5,27.75] 6 6 6 5 9 10
(27.75,27.85] 6 8 4 7 6 10
(27.85,27.95] 5 4 3 6 6 10
(27.95,28.05] 6 4 4 6 5 10
(28.05,28.1] 6 4 4 6 10 5
(28.1,28.2] 6 4 4 8 10 5
(28.2,28.3] 6 4 4 8 10 5
total 80.00 89.00 63.00 83.00 106.00 96.00

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
2e8d815 Donghe-Zhu 2021-08-19
d98dd99 Donghe-Zhu 2021-08-18
b5955e0 Donghe-Zhu 2021-08-18
cceae84 Donghe-Zhu 2021-08-18
1cdb694 Donghe-Zhu 2021-08-18
9b7a798 Donghe-Zhu 2021-08-06
90f70da Donghe-Zhu 2021-08-06
496fa02 Donghe-Zhu 2021-08-05
19ecfe2 Donghe-Zhu 2021-08-05
3253031 Donghe-Zhu 2021-08-05
6c70952 Donghe-Zhu 2021-08-01
2666bd7 Donghe-Zhu 2021-08-01
e51cfa2 Donghe-Zhu 2021-08-01
78cbc18 Donghe-Zhu 2021-08-01
c55d4d7 Donghe-Zhu 2021-08-01
26741db Donghe-Zhu 2021-08-01
ca539b5 Donghe-Zhu 2021-08-01
1e98138 Donghe-Zhu 2021-08-01
777b9e9 Donghe-Zhu 2021-08-01
b110c47 Donghe-Zhu 2021-08-01
3611a48 Donghe-Zhu 2021-08-01
af832ef Donghe-Zhu 2021-07-31
016f9ed Donghe-Zhu 2021-07-31
2080ac5 Donghe-Zhu 2021-07-31
50f0a16 Donghe-Zhu 2021-07-31
1682579 Donghe-Zhu 2021-07-31
9fa8832 Donghe-Zhu 2021-07-31
4abf542 Donghe-Zhu 2021-07-31
a2483f0 Donghe-Zhu 2021-07-31
3300527 Donghe-Zhu 2021-07-31
afeb6fd Donghe-Zhu 2021-07-31
cb3ef32 Donghe-Zhu 2021-07-31
6528618 Donghe-Zhu 2021-07-31
f50925e Donghe-Zhu 2021-07-31
f4de2f3 Donghe-Zhu 2021-07-30
43bc7b4 Donghe-Zhu 2021-07-30
f8c34a8 Donghe-Zhu 2021-07-30
4f897c4 Donghe-Zhu 2021-07-30
0f6e960 Donghe-Zhu 2021-07-30
fe067ea Donghe-Zhu 2021-07-30
fbca39a Donghe-Zhu 2021-07-30
f945f95 Donghe-Zhu 2021-07-30
a3006cd Donghe-Zhu 2021-07-30
a55ffdc Donghe-Zhu 2021-07-30
d5e4458 Donghe-Zhu 2021-07-30
10a97ef Donghe-Zhu 2021-07-30
1c501fd Donghe-Zhu 2021-07-30
68bce3f Donghe-Zhu 2021-07-30
400c457 Donghe-Zhu 2021-07-29
3ba7852 Donghe-Zhu 2021-07-29
ec68363 Donghe-Zhu 2021-07-28
d3018f6 Donghe-Zhu 2021-07-28
b8ba2c4 Donghe-Zhu 2021-07-28
a4ddd84 Donghe-Zhu 2021-07-27
7ef49ab Donghe-Zhu 2021-07-27
da818c0 Donghe-Zhu 2021-07-27
8623898 Donghe-Zhu 2021-07-27
f84b77c Donghe-Zhu 2021-07-27
70ad9a5 Donghe-Zhu 2021-07-27
0d0b48d Donghe-Zhu 2021-07-27
d0d97c6 Donghe-Zhu 2021-07-27
829510d Donghe-Zhu 2021-07-27
780627d Donghe-Zhu 2021-07-27
e9838c9 Donghe-Zhu 2021-07-27
2777f33 Donghe-Zhu 2021-07-27
d19760f Donghe-Zhu 2021-07-27
cac5680 Donghe-Zhu 2021-07-23
7bb279a Donghe-Zhu 2021-07-23
d52eac4 Donghe-Zhu 2021-07-23
dcf34b1 Donghe-Zhu 2021-07-23
419cb72 Donghe-Zhu 2021-07-22
9447d10 Donghe-Zhu 2021-07-22
639c9a0 Donghe-Zhu 2021-07-22
25bb96f Donghe-Zhu 2021-07-22
cdc98a3 Donghe-Zhu 2021-07-22
e4805a1 Donghe-Zhu 2021-07-22
7957fd1 Donghe-Zhu 2021-07-21
b94be4e Donghe-Zhu 2021-07-21
9950e70 Donghe-Zhu 2021-07-21
698b6f0 Donghe-Zhu 2021-07-20
d84a1cb Donghe-Zhu 2021-07-20
4dce223 Donghe-Zhu 2021-07-20
6f28c0c Donghe-Zhu 2021-07-20
db1e7b7 Donghe-Zhu 2021-07-19
ff0575d Donghe-Zhu 2021-07-19
5d60eac Donghe-Zhu 2021-07-19
57d0420 Donghe-Zhu 2021-07-16
c1be8f6 Donghe-Zhu 2021-07-16
26a7c15 Donghe-Zhu 2021-07-16
046902b Donghe-Zhu 2021-07-16
3d4ac14 Donghe-Zhu 2021-07-15
be6fff9 Donghe-Zhu 2021-07-15
b473472 Donghe-Zhu 2021-07-15
363270a Donghe-Zhu 2021-07-15
8b75a03 Donghe-Zhu 2021-07-15
a01e135 Donghe-Zhu 2021-07-07
bc83ef2 Donghe-Zhu 2021-07-07
75e7b07 Donghe-Zhu 2021-07-06
697aa6d Donghe-Zhu 2021-07-06
d52e2de Donghe-Zhu 2021-07-06
f2bde6b Donghe-Zhu 2021-07-06
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
lm_best %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
2e8d815 Donghe-Zhu 2021-08-19
d98dd99 Donghe-Zhu 2021-08-18
b5955e0 Donghe-Zhu 2021-08-18
cceae84 Donghe-Zhu 2021-08-18
1cdb694 Donghe-Zhu 2021-08-18
9b7a798 Donghe-Zhu 2021-08-06
90f70da Donghe-Zhu 2021-08-06
496fa02 Donghe-Zhu 2021-08-05
19ecfe2 Donghe-Zhu 2021-08-05
3253031 Donghe-Zhu 2021-08-05
6c70952 Donghe-Zhu 2021-08-01
2666bd7 Donghe-Zhu 2021-08-01
e51cfa2 Donghe-Zhu 2021-08-01
78cbc18 Donghe-Zhu 2021-08-01
c55d4d7 Donghe-Zhu 2021-08-01
26741db Donghe-Zhu 2021-08-01
ca539b5 Donghe-Zhu 2021-08-01
1e98138 Donghe-Zhu 2021-08-01
777b9e9 Donghe-Zhu 2021-08-01
b110c47 Donghe-Zhu 2021-08-01
3611a48 Donghe-Zhu 2021-08-01
af832ef Donghe-Zhu 2021-07-31
016f9ed Donghe-Zhu 2021-07-31
2080ac5 Donghe-Zhu 2021-07-31
50f0a16 Donghe-Zhu 2021-07-31
1682579 Donghe-Zhu 2021-07-31
9fa8832 Donghe-Zhu 2021-07-31
4abf542 Donghe-Zhu 2021-07-31
a2483f0 Donghe-Zhu 2021-07-31
3300527 Donghe-Zhu 2021-07-31
afeb6fd Donghe-Zhu 2021-07-31
cb3ef32 Donghe-Zhu 2021-07-31
6528618 Donghe-Zhu 2021-07-31
f50925e Donghe-Zhu 2021-07-31
f4de2f3 Donghe-Zhu 2021-07-30
43bc7b4 Donghe-Zhu 2021-07-30
f8c34a8 Donghe-Zhu 2021-07-30
4f897c4 Donghe-Zhu 2021-07-30
0f6e960 Donghe-Zhu 2021-07-30
fe067ea Donghe-Zhu 2021-07-30
fbca39a Donghe-Zhu 2021-07-30
f945f95 Donghe-Zhu 2021-07-30
a3006cd Donghe-Zhu 2021-07-30
a55ffdc Donghe-Zhu 2021-07-30
d5e4458 Donghe-Zhu 2021-07-30
10a97ef Donghe-Zhu 2021-07-30
1c501fd Donghe-Zhu 2021-07-30
68bce3f Donghe-Zhu 2021-07-30
400c457 Donghe-Zhu 2021-07-29
3ba7852 Donghe-Zhu 2021-07-29
ec68363 Donghe-Zhu 2021-07-28
d3018f6 Donghe-Zhu 2021-07-28
b8ba2c4 Donghe-Zhu 2021-07-28
a4ddd84 Donghe-Zhu 2021-07-27
7ef49ab Donghe-Zhu 2021-07-27
da818c0 Donghe-Zhu 2021-07-27
8623898 Donghe-Zhu 2021-07-27
f84b77c Donghe-Zhu 2021-07-27
70ad9a5 Donghe-Zhu 2021-07-27
0d0b48d Donghe-Zhu 2021-07-27
d0d97c6 Donghe-Zhu 2021-07-27
829510d Donghe-Zhu 2021-07-27
780627d Donghe-Zhu 2021-07-27
e9838c9 Donghe-Zhu 2021-07-27
2777f33 Donghe-Zhu 2021-07-27
d19760f Donghe-Zhu 2021-07-27
cac5680 Donghe-Zhu 2021-07-23
7bb279a Donghe-Zhu 2021-07-23
d52eac4 Donghe-Zhu 2021-07-23
dcf34b1 Donghe-Zhu 2021-07-23
419cb72 Donghe-Zhu 2021-07-22
9447d10 Donghe-Zhu 2021-07-22
639c9a0 Donghe-Zhu 2021-07-22
25bb96f Donghe-Zhu 2021-07-22
cdc98a3 Donghe-Zhu 2021-07-22
e4805a1 Donghe-Zhu 2021-07-22
7957fd1 Donghe-Zhu 2021-07-21
b94be4e Donghe-Zhu 2021-07-21
9950e70 Donghe-Zhu 2021-07-21
698b6f0 Donghe-Zhu 2021-07-20
d84a1cb Donghe-Zhu 2021-07-20
4dce223 Donghe-Zhu 2021-07-20
6f28c0c Donghe-Zhu 2021-07-20
db1e7b7 Donghe-Zhu 2021-07-19
ff0575d Donghe-Zhu 2021-07-19
5d60eac Donghe-Zhu 2021-07-19
57d0420 Donghe-Zhu 2021-07-16
c1be8f6 Donghe-Zhu 2021-07-16
26a7c15 Donghe-Zhu 2021-07-16
046902b Donghe-Zhu 2021-07-16
3d4ac14 Donghe-Zhu 2021-07-15
be6fff9 Donghe-Zhu 2021-07-15
b473472 Donghe-Zhu 2021-07-15
363270a Donghe-Zhu 2021-07-15
8b75a03 Donghe-Zhu 2021-07-15
a01e135 Donghe-Zhu 2021-07-07
bc83ef2 Donghe-Zhu 2021-07-07
75e7b07 Donghe-Zhu 2021-07-06
697aa6d Donghe-Zhu 2021-07-06
d52e2de Donghe-Zhu 2021-07-06
f2bde6b Donghe-Zhu 2021-07-06
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 

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_1.33       olsrr_0.5.3     
 [9] GGally_2.0.0     lubridate_1.7.9  ggforce_0.3.3    metR_0.9.0      
[13] scico_1.2.0      patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0   
[17] stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4      readr_1.4.0     
[21] tidyr_1.1.3      tibble_3.1.3     ggplot2_3.3.3    tidyverse_1.3.0 
[25] 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         utf8_1.1.4               R6_2.5.0                
[10] nortest_1.0-4            DBI_1.1.0                colorspace_2.0-0        
[13] withr_2.3.0              gridExtra_2.3            tidyselect_1.1.0        
[16] curl_4.3                 compiler_4.0.3           git2r_0.27.1            
[19] cli_2.2.0                rvest_0.3.6              xml2_1.3.2              
[22] sass_0.2.0               labeling_0.4.2           scales_1.1.1            
[25] checkmate_2.0.0          goftest_1.2-2            digest_0.6.27           
[28] foreign_0.8-80           rmarkdown_2.10           rio_0.5.16              
[31] pkgconfig_2.0.3          htmltools_0.5.0          highr_0.8               
[34] dbplyr_1.4.4             rlang_0.4.10             readxl_1.3.1            
[37] rstudioapi_0.13          farver_2.0.3             generics_0.1.0          
[40] jsonlite_1.7.2           zip_2.1.1                magrittr_2.0.1          
[43] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[46] fansi_0.4.1              abind_1.4-5              lifecycle_1.0.0         
[49] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[52] MASS_7.3-53              plyr_1.8.6               grid_4.0.3              
[55] blob_1.2.1               parallel_4.0.3           promises_1.1.1          
[58] crayon_1.3.4             lattice_0.20-41          haven_2.3.1             
[61] hms_0.5.3                pillar_1.6.2             reprex_0.3.0            
[64] glue_1.4.2               evaluate_0.14            RcppArmadillo_0.10.1.2.2
[67] data.table_1.13.6        modelr_0.1.8             vctrs_0.3.8             
[70] tweenr_1.0.2             httpuv_1.5.4             cellranger_1.1.0        
[73] gtable_0.3.0             polyclip_1.10-0          reshape_0.8.8           
[76] assertthat_0.2.1         openxlsx_4.2.3           xfun_0.25               
[79] RcppEigen_0.3.3.9.1      later_1.2.0              viridisLite_0.3.0       
[82] ellipsis_0.3.2           here_1.0.1