Last updated: 2021-08-19

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

# remove certain predictor combinations
lm_rm_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:

  • 112

4 Fit all models

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

  • cstar_tref

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

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

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

5 Prepare coeffcients

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

5.1 Formatting

# lm_all_fitted <- lm_all_fitted_1

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

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

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

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

5.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

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

5.3 VIF threshold

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

  • 1000

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

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

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

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

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

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

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

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab n_predictors model nr_obs rmse aic vif_max resid_max eras rmse_sum rmse_lag aic_sum vif_max_sum rank rank_sum
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 243 1.2555508 814.205254 27.826227 6.1801432 1982-1999 –> 2000-2009 2.8668805 1.6113297 2587.691656 60.622863 1 2
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 243 1.2570760 814.795274 24.233416 6.1769976 1982-1999 –> 2000-2009 2.8711419 1.6140659 2589.856178 54.011794 2 4
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 243 1.2705578 819.979756 243.072798 6.1377217 1982-1999 –> 2000-2009 2.8993116 1.6287538 2603.447190 498.630846 3 6
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 243 1.4867916 896.361693 53.500973 7.4750056 1982-1999 –> 2000-2009 3.4685609 1.9817693 2861.879389 72.552265 11 15
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 243 1.4870650 896.451053 36.781776 7.4739296 1982-1999 –> 2000-2009 3.4712452 1.9841802 2863.097018 48.139012 12 17
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 243 1.4970319 899.697563 366.797663 7.4379329 1982-1999 –> 2000-2009 3.4981796 2.0011477 2874.245464 436.928736 13 19
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 243 1.5656135 919.467119 27.810970 7.8467784 1982-1999 –> 2000-2009 3.8100539 2.2444404 2998.489435 40.573569 15 22
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 243 1.5666831 919.799037 23.974020 7.8457247 1982-1999 –> 2000-2009 3.8118673 2.2451842 2999.128839 32.021808 16 24
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 243 1.5814494 924.358212 240.573437 7.8193647 1982-1999 –> 2000-2009 3.8365666 2.2551172 3007.784597 309.287003 17 26
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 243 1.4148252 872.249047 24.193168 6.8753338 1982-1999 –> 2000-2009 3.8966287 2.4818035 3046.562552 53.680837 9 19
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 171 1.2929481 587.145313 24.477075 3.1396959 2000-2009 –> 2010-2019 2.5484989 1.2555508 1401.350567 52.303302 1 2
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 171 1.2939543 587.411361 21.328008 3.1411171 2000-2009 –> 2010-2019 2.5510303 1.2570760 1402.206634 45.561424 2 4
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 171 1.3094460 591.481592 181.463542 3.1665746 2000-2009 –> 2010-2019 2.5800038 1.2705578 1411.461348 424.536339 3 6
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 171 1.6763942 675.969630 23.268031 4.8540267 2000-2009 –> 2010-2019 3.0912194 1.4148252 1548.218677 47.461199 5 14
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 171 1.6747915 675.642510 19.057906 3.8619820 2000-2009 –> 2010-2019 3.1615831 1.4867916 1572.004203 72.558880 4 15
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 171 1.6768833 676.069395 10.395968 3.8690980 2000-2009 –> 2010-2019 3.1639483 1.4870650 1572.520448 47.177745 6 18
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 171 1.7064752 682.052019 74.451558 3.9266150 2000-2009 –> 2010-2019 3.2035071 1.4970319 1581.749581 441.249220 7 20
Indian (-Inf,26] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 171 2.1400311 759.477547 32.256343 5.0777558 2000-2009 –> 2010-2019 3.4907085 1.3506774 1609.176314 60.118927 14 18
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 171 1.9340533 722.866314 14.822165 4.8998159 2000-2009 –> 2010-2019 3.4996668 1.5656135 1642.333433 42.633136 9 24
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 171 1.9346121 722.965122 8.718886 4.8973745 2000-2009 –> 2010-2019 3.5012952 1.5666831 1642.764159 32.692906 10 26
Indian (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 432 1.5814085 1635.947824 23.377845 4.8779880 1982-1999 –> 2000-2009 3.3846411 1.8032326 5100.584270 36.781020 1 2
Indian (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 432 1.5821729 1636.365362 15.263844 4.8851306 1982-1999 –> 2000-2009 3.3934447 1.8112718 5108.644033 27.762102 2 4
Indian (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 432 1.5888816 1640.021139 127.121106 4.9337245 1982-1999 –> 2000-2009 3.4404563 1.8515747 5150.108146 252.773677 3 6
Indian (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 432 1.6316832 1662.987750 13.700992 5.1680469 1982-1999 –> 2000-2009 3.6722836 2.0406004 5340.077468 26.075961 4 8
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 432 1.6326839 1663.517506 13.765648 5.1811713 1982-1999 –> 2000-2009 3.6768617 2.0441778 5343.616444 26.212389 5 10
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 432 1.6423956 1668.641607 160.545655 5.2976081 1982-1999 –> 2000-2009 3.7124756 2.0700800 5370.372920 251.287141 6 12
Indian (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 432 1.6459653 1668.517450 10.946054 4.8905916 1982-1999 –> 2000-2009 3.8523198 2.2063545 5477.778712 22.037822 7 17
Indian (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 432 1.6476098 1669.380259 10.058581 4.8982537 1982-1999 –> 2000-2009 3.8599418 2.2123320 5483.289660 21.242272 8 19
Indian (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 432 1.6656392 1678.783416 119.305648 4.9519879 1982-1999 –> 2000-2009 3.9152707 2.2496315 5521.416517 203.751589 9 21
Indian (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 432 1.9416416 1813.256117 18.396664 6.5678101 1982-1999 –> 2000-2009 4.4465557 2.5049141 5842.553637 30.840204 10 23
Indian (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 301 1.1838613 969.807365 16.048382 3.7097104 2000-2009 –> 2010-2019 2.7652697 1.5814085 2605.755189 39.426227 1 2
Indian (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 301 1.1848132 970.291247 13.116132 3.7165073 2000-2009 –> 2010-2019 2.7669861 1.5821729 2606.656609 28.379976 2 4
Indian (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 301 1.2062818 981.101712 147.143782 3.8263382 2000-2009 –> 2010-2019 2.7951634 1.5888816 2621.122851 274.264888 3 6
Indian (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 301 1.2195458 987.685054 11.602088 3.2666524 2000-2009 –> 2010-2019 2.8512290 1.6316832 2650.672804 25.303080 4 8
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 301 1.2196940 987.758192 11.632703 3.2657678 2000-2009 –> 2010-2019 2.8523779 1.6326839 2651.275698 25.398350 5 10
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 301 1.2247327 990.239991 111.878665 3.2288000 2000-2009 –> 2010-2019 2.8671283 1.6423956 2658.881599 272.424320 6 12
Indian (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 301 1.2265326 989.124091 10.373016 3.3636504 2000-2009 –> 2010-2019 2.8724980 1.6459653 2657.641542 21.319070 7 14
Indian (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 301 1.2270438 989.374949 10.422992 3.3699714 2000-2009 –> 2010-2019 2.8746537 1.6476098 2658.755207 20.481574 8 16
Indian (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 301 1.2438336 997.556314 111.565088 3.5274655 2000-2009 –> 2010-2019 2.9094727 1.6656392 2676.339730 230.870736 9 18
Indian (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 301 1.3674268 1056.585276 14.220932 4.2542380 2000-2009 –> 2010-2019 3.3090684 1.9416416 2869.841393 32.617597 10 20
Indian (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 499 1.2540434 1656.020959 59.933824 4.5589609 1982-1999 –> 2000-2009 2.5769151 1.3228718 4364.228112 81.677387 6 7
Indian (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 499 1.2551025 1656.863488 45.455449 4.5697040 1982-1999 –> 2000-2009 2.5792794 1.3241768 4366.634529 61.449647 7 9
Indian (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 499 1.2674691 1666.648705 202.495679 4.6537635 1982-1999 –> 2000-2009 2.6042074 1.3367383 4391.393988 419.000114 8 11
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 499 1.2386709 1643.711523 16.779474 4.8952443 1982-1999 –> 2000-2009 2.7597943 1.5211234 4573.394354 30.201953 4 8
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 499 1.2280029 1635.079029 22.351919 4.6942299 1982-1999 –> 2000-2009 2.7805430 1.5525401 4597.184858 37.638156 1 6
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 499 1.2282011 1635.240139 18.264771 4.6988020 1982-1999 –> 2000-2009 2.7809958 1.5527947 4597.605961 33.657340 2 8
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 499 1.2343541 1640.227420 233.136133 4.7753103 1982-1999 –> 2000-2009 2.7945647 1.5602106 4610.149733 376.750887 3 11
Indian (26.5,26.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 499 1.2391708 1642.114255 13.014976 4.9341703 1982-1999 –> 2000-2009 2.8169496 1.5777787 4627.795300 21.715215 5 14
Indian (26.5,26.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 499 1.2972176 1687.801877 10.189764 4.8461185 1982-1999 –> 2000-2009 2.8558587 1.5586411 4654.127911 23.413321 9 16
Indian (26.5,26.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 499 1.3157595 1701.965927 19.938646 4.5128689 1982-1999 –> 2000-2009 2.9034425 1.5876830 4697.571714 34.964137 10 20
Indian (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 273 0.7653481 642.726633 19.085165 2.3513134 2000-2009 –> 2010-2019 2.0193915 1.2540434 2298.747592 79.018989 2 8
Indian (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 273 0.7655902 642.899352 16.101788 2.3509476 2000-2009 –> 2010-2019 2.0206927 1.2551025 2299.762840 61.557237 3 10
Indian (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 273 0.7602326 639.065008 185.423059 2.3502653 2000-2009 –> 2010-2019 2.0277017 1.2674691 2305.713713 387.918738 1 9
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 273 0.8094136 673.291304 14.177435 2.2089626 2000-2009 –> 2010-2019 2.0480844 1.2386709 2317.002827 30.956909 4 8
Indian (26.5,26.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 273 0.8111309 672.448518 13.207854 2.2127727 2000-2009 –> 2010-2019 2.1083485 1.2972176 2360.250395 23.397618 5 14
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 273 0.9570202 764.754249 15.503952 3.0741503 2000-2009 –> 2010-2019 2.1850231 1.2280029 2399.833278 37.855871 7 8
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 273 0.9571022 764.801036 15.550378 3.0733370 2000-2009 –> 2010-2019 2.1853033 1.2282011 2400.041176 33.815149 8 10
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 273 0.9563584 764.376531 139.331708 3.0840603 2000-2009 –> 2010-2019 2.1907125 1.2343541 2404.603951 372.467841 6 9
Indian (26.5,26.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 273 0.9643343 766.911195 14.688949 3.1064177 2000-2009 –> 2010-2019 2.2800938 1.3157595 2468.877122 34.627595 10 20
Indian (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 273 0.9649654 767.268436 14.762642 3.1070459 2000-2009 –> 2010-2019 2.2807496 1.3157842 2469.253067 31.473269 11 22
Indian (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 900 1.0490279 2654.244410 16.713182 3.9634359 1982-1999 –> 2000-2009 2.2636596 1.2146317 6095.062314 27.582486 1 5
Indian (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 900 1.1452154 2812.156292 84.942050 3.9147535 1982-1999 –> 2000-2009 2.3331717 1.1879563 6205.807651 124.469454 6 7
Indian (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 900 1.1456476 2812.835423 68.746169 3.8980471 1982-1999 –> 2000-2009 2.3336664 1.1880188 6206.598637 99.380953 7 9
Indian (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 900 1.1541871 2826.202703 215.843807 3.9624730 1982-1999 –> 2000-2009 2.3442266 1.1900395 6223.575488 455.836180 9 12
Indian (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 900 1.1517368 2820.377202 10.494198 3.3456775 1982-1999 –> 2000-2009 2.3692962 1.2175595 6264.308712 20.874684 8 13
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 900 1.0587395 2670.831602 30.270267 3.8383873 1982-1999 –> 2000-2009 2.4348837 1.3761442 6376.819491 47.403909 2 8
Indian (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 900 1.0592436 2671.688421 36.629447 3.8390525 1982-1999 –> 2000-2009 2.4358011 1.3765575 6378.314204 54.268392 3 10
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 900 1.0626515 2677.470268 208.149339 3.8591002 1982-1999 –> 2000-2009 2.4445934 1.3819419 6392.387795 345.232758 4 12
Indian (26.75,27] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 900 1.1048946 2745.639182 14.652914 3.4873966 1982-1999 –> 2000-2009 2.5408967 1.4360022 6540.061621 24.428387 5 17
Indian (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 900 1.2612855 2983.925997 29.241492 3.8865430 1982-1999 –> 2000-2009 2.6471314 1.3858458 6702.835269 46.328768 11 20
Indian (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 397 1.0913907 1210.074716 12.570630 4.7036805 2000-2009 –> 2010-2019 2.1404186 1.0490279 3864.319127 29.283812 4 5
Indian (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 397 0.9954076 1136.982439 53.078959 4.5741862 2000-2009 –> 2010-2019 2.1406230 1.1452154 3949.138730 138.021008 2 8
Indian (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 397 0.9963816 1137.758959 42.952154 4.5738368 2000-2009 –> 2010-2019 2.1420291 1.1456476 3950.594381 111.698323 3 10
Indian (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 397 0.9879111 1130.980159 280.134172 4.5850197 2000-2009 –> 2010-2019 2.1420983 1.1541871 3957.182862 495.977980 1 10
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 397 1.1347344 1240.997683 24.907456 4.5384932 2000-2009 –> 2010-2019 2.1934739 1.0587395 3911.829284 55.177723 8 10
Indian (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 397 1.1345219 1240.849000 26.663812 4.5419694 2000-2009 –> 2010-2019 2.1937655 1.0592436 3912.537421 63.293259 7 10
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 397 1.1338621 1240.387080 184.818137 4.5552792 2000-2009 –> 2010-2019 2.1965136 1.0626515 3917.857348 392.967476 6 10
Indian (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 397 1.1065458 1219.024323 12.457423 4.7501275 2000-2009 –> 2010-2019 2.2582825 1.1517368 4039.401526 22.951620 5 13
Indian (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 397 1.1459600 1246.813920 24.596121 4.5756437 2000-2009 –> 2010-2019 2.4072455 1.2612855 4230.739917 53.837612 11 22
Indian (26.75,27] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 397 1.1447815 1245.996975 26.362514 4.5770705 2000-2009 –> 2010-2019 2.4075313 1.2627497 4232.011329 61.931794 10 22
Indian (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 979 1.9641647 4114.063007 124.496974 9.2970054 1982-1999 –> 2000-2009 3.7978052 1.8336405 9025.097793 209.565209 2 5
Indian (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 979 1.9669209 4116.808581 108.331993 9.2893249 1982-1999 –> 2000-2009 3.8001599 1.8332390 9027.313944 179.496119 3 5
Indian (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 979 1.9730918 4122.941928 272.712805 9.3305754 1982-1999 –> 2000-2009 3.8040032 1.8309113 9030.375134 709.122873 4 5
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 979 2.1079509 4252.394197 37.743145 8.2462712 1982-1999 –> 2000-2009 3.9778121 1.8698612 9210.727264 54.247569 6 10
Indian (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 979 2.1924487 4327.348946 17.337011 7.4035139 1982-1999 –> 2000-2009 4.0823843 1.8899356 9309.502697 33.575010 8 19
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 979 2.2228474 4356.310476 50.121229 9.5601519 1982-1999 –> 2000-2009 4.1021933 1.8793459 9326.877527 107.615342 9 14
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 979 2.2229041 4356.360442 43.650850 9.5488618 1982-1999 –> 2000-2009 4.1022720 1.8793679 9326.955868 90.792399 10 16
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 979 2.2252138 4358.393833 555.993565 9.5461565 1982-1999 –> 2000-2009 4.1064090 1.8811952 9331.339103 1066.244532 14 21
Indian (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 979 2.2243049 4355.593926 20.747245 8.9867227 1982-1999 –> 2000-2009 4.1065605 1.8822556 9327.901742 33.035668 11 19
Indian (27,27.25] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 979 2.2245026 4355.767911 33.687249 9.7504769 1982-1999 –> 2000-2009 4.1117261 1.8872235 9334.449265 78.783788 12 21
Indian (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 487 1.8102005 1974.054367 121.979413 6.8446772 2000-2009 –> 2010-2019 3.7743652 1.9641647 6088.117374 246.476387 5 7
Indian (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 487 1.8092818 1973.559943 106.306764 6.8496279 2000-2009 –> 2010-2019 3.7762027 1.9669209 6090.368524 214.638757 4 7
Indian (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 487 1.8164581 1977.415550 497.914612 6.8855671 2000-2009 –> 2010-2019 3.7895500 1.9730918 6100.357477 770.627417 6 10
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 487 1.8310884 1985.229023 20.283356 6.4993760 2000-2009 –> 2010-2019 3.9390393 2.1079509 6237.623220 58.026501 7 13
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 487 1.9269058 2034.907857 53.960426 8.1324627 2000-2009 –> 2010-2019 3.9752274 2.0483216 6231.116083 148.327834 22 27
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 487 1.7903151 1963.295573 40.056337 6.8160320 2000-2009 –> 2010-2019 4.0132192 2.2229041 6319.656015 83.707187 1 11
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 487 1.7912176 1963.786461 46.346834 6.8148039 2000-2009 –> 2010-2019 4.0140650 2.2228474 6320.096937 96.468063 2 11
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 487 1.7934321 1964.989895 529.890699 6.8289633 2000-2009 –> 2010-2019 4.0186459 2.2252138 6323.383728 1085.884264 3 17
Indian (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 487 1.8434211 1989.767062 19.753449 6.5404862 2000-2009 –> 2010-2019 4.0358698 2.1924487 6317.116008 37.090460 11 19
Indian (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 487 1.8342657 1984.917631 35.904617 7.0272615 2000-2009 –> 2010-2019 4.0588755 2.2246098 6340.779924 65.346224 8 21
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1083 1.7781827 4334.152877 118.905080 8.8261100 1982-1999 –> 2000-2009 3.2278424 1.4496597 9948.109262 238.159162 2 3
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1083 1.7794860 4335.739805 135.961109 8.7288548 1982-1999 –> 2000-2009 3.2294823 1.4499964 9950.422477 252.610453 5 8
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1083 1.7773492 4333.137310 96.273007 8.2688012 1982-1999 –> 2000-2009 3.2376035 1.4602543 9969.871048 131.979392 1 22
Indian (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1083 1.7878837 4345.937594 199.323641 8.9867547 1982-1999 –> 2000-2009 3.2387442 1.4508605 9962.483837 399.276669 9 14
Indian (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1083 1.7886018 4344.807346 112.007593 8.9998840 1982-1999 –> 2000-2009 3.2400498 1.4514480 9960.619935 168.618120 10 19
Indian (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1083 1.7893343 4347.694171 184.247795 8.8729186 1982-1999 –> 2000-2009 3.2403904 1.4510561 9964.662175 384.008445 13 20
Indian (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1083 1.7897964 4346.253572 100.615991 8.8763213 1982-1999 –> 2000-2009 3.2415324 1.4517359 9962.686637 161.389516 15 25
Indian (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1083 1.7898799 4346.354588 398.051786 8.9804881 1982-1999 –> 2000-2009 3.2426927 1.4528128 9965.107124 1093.238370 16 27
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1083 1.7800751 4336.456794 142.588076 8.4176588 1982-1999 –> 2000-2009 3.2448652 1.4647901 9982.891561 202.304438 6 35
Indian (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1083 1.7890123 4345.304399 68.737865 7.1699194 1982-1999 –> 2000-2009 3.2518082 1.4627959 9985.477625 87.883008 11 36
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 582 1.3749543 2036.285897 197.665092 4.2075969 2000-2009 –> 2010-2019 3.1532467 1.7782924 6370.572452 416.801171 1 5
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 582 1.3799243 2040.485820 858.117559 4.1425289 2000-2009 –> 2010-2019 3.1571064 1.7771821 6373.419536 1598.873255 2 3
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 582 1.3809477 2041.348715 145.555611 4.1593176 2000-2009 –> 2010-2019 3.1591304 1.7781827 6375.501592 264.460691 3 6
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 582 1.3826027 2042.742929 133.771599 4.1745744 2000-2009 –> 2010-2019 3.1620887 1.7794860 6378.482733 269.732708 4 10
Indian (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 582 1.3993775 2054.780493 99.925087 4.5175241 2000-2009 –> 2010-2019 3.1787740 1.7793964 6388.411304 200.471287 8 13
Indian (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 582 1.4052459 2061.651554 263.022067 3.9979276 2000-2009 –> 2010-2019 3.1931296 1.7878837 6407.589148 462.345708 10 20
Indian (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 582 1.4051688 2061.587683 832.896875 4.0046505 2000-2009 –> 2010-2019 3.1941141 1.7889453 6408.810975 1388.890366 9 21
Indian (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 582 1.4061731 2062.419329 247.028022 3.9521674 2000-2009 –> 2010-2019 3.1955073 1.7893343 6410.113501 431.275817 12 27
Indian (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 582 1.4061586 2060.407375 191.919834 3.9415618 2000-2009 –> 2010-2019 3.1976248 1.7914662 6408.680715 357.092369 11 31
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 582 1.4371850 2087.811339 75.501663 4.7473145 2000-2009 –> 2010-2019 3.2172601 1.7800751 6424.268133 218.089739 16 23
Indian (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1565 1.2427405 5135.486224 624.146788 6.9923674 1982-1999 –> 2000-2009 2.2568827 1.0141422 10520.301451 809.729016 2 3
Indian (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1565 1.2457735 5143.115728 556.596024 6.8304463 1982-1999 –> 2000-2009 2.2599973 1.0142238 10528.232648 714.729062 5 7
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1565 1.2426729 5135.315962 656.397024 6.9925206 1982-1999 –> 2000-2009 2.2667222 1.0240493 10556.567616 1045.588862 1 16
Indian (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1565 1.2427409 5133.487117 619.135967 6.9921631 1982-1999 –> 2000-2009 2.2673994 1.0246585 10554.967703 710.455611 3 20
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1565 1.2457515 5143.060507 582.975938 6.8268566 1982-1999 –> 2000-2009 2.2693497 1.0235982 10562.660854 1030.380456 4 16
Indian (27.5,27.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1565 1.2457980 5141.177322 547.346339 6.8249784 1982-1999 –> 2000-2009 2.2697553 1.0239573 10560.092239 645.049340 6 20
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1565 1.2630956 5186.337740 243.374825 5.6948539 1982-1999 –> 2000-2009 2.2814000 1.0183044 10586.504080 353.848409 8 16
Indian (27.5,27.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1565 1.2636497 5185.710520 48.149187 5.7465054 1982-1999 –> 2000-2009 2.2829234 1.0192737 10587.442488 80.874921 10 19
Indian (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1565 1.2599310 5176.485960 710.303243 7.1245755 1982-1999 –> 2000-2009 2.2890666 1.0291356 10614.307208 1559.360200 7 27
Indian (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1565 1.2631004 5184.349583 210.562784 5.6934367 1982-1999 –> 2000-2009 2.2932229 1.0301225 10625.763401 251.734663 9 30
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 757 1.2440164 2492.847543 548.765235 4.4949016 2000-2009 –> 2010-2019 2.4866893 1.2426729 7628.163505 1205.162258 3 4
Indian (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 757 1.2463316 2495.662563 464.488817 4.6687391 2000-2009 –> 2010-2019 2.4890721 1.2427405 7631.148787 1088.635605 6 8
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 757 1.2453015 2494.410705 458.390172 4.4866017 2000-2009 –> 2010-2019 2.4910530 1.2457515 7637.471213 1041.366110 4 8
Indian (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 757 1.2461654 2495.460686 393.899506 4.6617667 2000-2009 –> 2010-2019 2.4919389 1.2457735 7638.576414 950.495531 5 10
Indian (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 757 1.2402491 2488.255646 955.570830 4.8356265 2000-2009 –> 2010-2019 2.4993443 1.2590952 7664.664579 1717.108900 2 9
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 757 1.2368681 2484.122840 192.628319 4.3631248 2000-2009 –> 2010-2019 2.4999638 1.2630956 7670.460580 436.003144 1 10
Indian (27.5,27.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 757 1.2465357 2493.910540 79.948116 4.6991197 2000-2009 –> 2010-2019 2.5101854 1.2636497 7679.621060 128.097303 7 18
Indian (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 757 1.2473961 2494.955103 129.968823 4.4741479 2000-2009 –> 2010-2019 2.5104965 1.2631004 7679.304685 340.531607 8 18
Indian (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 757 1.2627063 2513.424503 886.765368 5.3829483 2000-2009 –> 2010-2019 2.5226374 1.2599310 7689.910463 1597.068611 9 17
Indian (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 757 1.2827297 2537.244429 463.827852 5.3632112 2000-2009 –> 2010-2019 2.5254706 1.2427409 7670.731547 1082.963819 11 14
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 604 0.8961089 1595.568267 171.118722 5.3092659 1982-1999 –> 2000-2009 1.5554029 0.6592940 3153.191542 361.999747 3 4
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 604 0.8868093 1582.966368 226.110655 4.9359951 1982-1999 –> 2000-2009 1.5907243 0.7039150 3241.441327 431.620507 2 4
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 604 0.8867809 1582.927709 189.578959 4.9386234 1982-1999 –> 2000-2009 1.5920389 0.7052580 3244.338029 395.442420 1 4
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 604 0.8977152 1595.731610 104.820971 5.5587096 1982-1999 –> 2000-2009 1.7005814 0.8028662 3454.763467 292.478072 4 12
Indian (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 604 1.1532304 1898.298775 112.306619 6.4044082 1982-1999 –> 2000-2009 1.8860929 0.7328625 3616.836464 314.608375 5 9
Indian (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 604 1.2223995 1968.663154 114.527161 6.4049430 1982-1999 –> 2000-2009 1.9711949 0.7487954 3720.322760 313.625270 7 12
Indian (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 604 1.2228689 1969.126894 179.107951 3.9359186 1982-1999 –> 2000-2009 2.0100189 0.7871501 3797.714251 310.538987 9 15
Indian (27.75,27.85] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 604 1.2224010 1968.664610 150.021828 3.8393748 1982-1999 –> 2000-2009 2.0104432 0.7880422 3798.996378 304.064346 8 15
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate 604 1.3014781 2044.386484 98.676423 5.2694631 1982-1999 –> 2000-2009 2.1046000 0.8031219 3903.908669 264.393909 14 23
Indian (27.75,27.85] 3 cstar_tref ~ aou + silicate + phosphate 604 1.2881732 2029.973658 125.163231 3.7400313 1982-1999 –> 2000-2009 2.1120532 0.8238800 3926.794139 281.541657 12 22
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 372 0.9077581 997.687943 377.892678 4.2287799 2000-2009 –> 2010-2019 1.7945674 0.8868093 2580.654311 604.003334 2 4
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 372 0.9078312 997.747874 377.848663 4.2400759 2000-2009 –> 2010-2019 1.7946122 0.8867809 2580.675582 567.427622 3 4
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 372 0.9011382 992.242366 336.961596 4.6004731 2000-2009 –> 2010-2019 1.7972472 0.8961089 2587.810633 508.080319 1 4
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 372 0.9928792 1062.373450 322.052933 4.2603984 2000-2009 –> 2010-2019 1.8905944 0.8977152 2658.105061 426.873904 4 8
Indian (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 372 1.0783828 1123.834379 367.156089 5.5157778 2000-2009 –> 2010-2019 2.2316132 1.1532304 3022.133154 479.462708 7 12
Indian (27.75,27.85] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 372 1.0412786 1097.784597 124.781952 3.6085866 2000-2009 –> 2010-2019 2.2636796 1.2224010 3066.449207 274.803780 6 14
Indian (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 372 1.0411394 1097.685120 153.453759 3.6034680 2000-2009 –> 2010-2019 2.2640082 1.2228689 3066.812014 332.561711 5 14
Indian (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 372 1.1353886 1162.159640 357.220497 5.8334482 2000-2009 –> 2010-2019 2.3577881 1.2223995 3130.822794 471.747658 9 16
Indian (27.75,27.85] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 372 1.0915532 1132.865904 134.862992 3.7781596 2000-2009 –> 2010-2019 2.4083751 1.3168219 3191.410836 293.410312 8 23
Indian (27.75,27.85] 3 cstar_tref ~ aou + silicate + phosphate 372 1.1755900 1186.047250 183.311366 4.2764596 2000-2009 –> 2010-2019 2.4637632 1.2881732 3216.020908 308.474598 11 23
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 774 1.1818305 2469.132703 201.291700 8.0634190 1982-1999 –> 2000-2009 1.9117014 0.7298709 4313.649180 334.483929 1 3
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 774 1.1897670 2479.493385 293.546189 8.0485016 1982-1999 –> 2000-2009 1.9195584 0.7297915 4323.829350 423.908510 2 3
Indian (27.85,27.95] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 774 1.2277061 2526.085186 100.686072 8.1453807 1982-1999 –> 2000-2009 1.9578805 0.7301743 4369.290736 211.437392 5 8
Indian (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 774 1.2418226 2543.782853 111.519898 8.0449985 1982-1999 –> 2000-2009 1.9720471 0.7302245 4387.102390 224.199263 6 10
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 774 1.2234713 2522.736235 223.399285 7.7105589 1982-1999 –> 2000-2009 1.9949799 0.7715087 4459.238939 326.223004 3 8
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 774 1.2264941 2524.556125 150.550292 7.5272892 1982-1999 –> 2000-2009 2.0604559 0.8339618 4588.117019 252.804714 4 11
Indian (27.85,27.95] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 774 1.3271375 2646.638566 115.247436 7.9034523 1982-1999 –> 2000-2009 2.1309479 0.8038104 4649.144945 217.616308 7 13
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate 774 1.4757191 2810.913918 109.354147 7.4703822 1982-1999 –> 2000-2009 2.3401911 0.8644720 4934.048833 187.259726 10 18
Indian (27.85,27.95] 3 cstar_tref ~ sal + silicate + phosphate_star 774 1.4521858 2784.029044 72.975871 6.4014392 1982-1999 –> 2000-2009 2.3840894 0.9319035 5029.697043 175.105602 9 18
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + silicate 774 1.6425387 2976.701031 143.253232 6.4052780 1982-1999 –> 2000-2009 2.6122852 0.9697465 5290.366444 229.357533 20 30
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 391 1.1542195 1235.767785 167.323148 8.1311581 2000-2009 –> 2010-2019 2.3360500 1.1818305 3704.900489 368.614848 1 2
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 391 1.1548164 1236.172076 167.327829 8.1491755 2000-2009 –> 2010-2019 2.3445833 1.1897670 3715.665462 460.874018 2 4
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 391 1.1678621 1244.956620 151.123833 8.3451801 2000-2009 –> 2010-2019 2.3913333 1.2234713 3767.692855 374.523118 3 6
Indian (27.85,27.95] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 391 1.2155106 1274.228364 163.457995 8.2877406 2000-2009 –> 2010-2019 2.4432167 1.2277061 3800.313550 264.144067 4 9
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 391 1.2292209 1282.999531 148.529863 7.8609138 2000-2009 –> 2010-2019 2.4557150 1.2264941 3807.555656 299.080155 5 9
Indian (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 391 1.2426374 1291.488505 164.900123 8.2602739 2000-2009 –> 2010-2019 2.4844599 1.2418226 3835.271358 276.420021 6 12
Indian (27.85,27.95] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 391 1.2684140 1307.543991 151.118780 8.6384964 2000-2009 –> 2010-2019 2.5955515 1.3271375 3954.182557 266.366216 7 14
Indian (27.85,27.95] 3 cstar_tref ~ sal + silicate + phosphate_star 391 1.4723233 1422.120075 147.735860 7.8032551 2000-2009 –> 2010-2019 2.9245091 1.4521858 4206.149120 220.711731 8 17
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate 391 1.6334930 1505.353509 115.389434 6.1872530 2000-2009 –> 2010-2019 3.1092121 1.4757191 4316.267427 224.743580 9 19
Indian (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 391 1.6788224 1528.758363 813.561601 4.4599810 2000-2009 –> 2010-2019 3.1131854 1.4343630 4297.671082 1644.790529 10 18
Indian (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 858 1.0813006 2583.028964 789.325588 7.0106135 1982-1999 –> 2000-2009 1.8872151 0.8059145 5135.698510 937.241057 2 3
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 858 1.0464903 2526.876928 793.477610 5.7344909 1982-1999 –> 2000-2009 1.9377416 0.8912514 5291.915497 934.294135 1 7
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 858 1.4905675 3133.851800 244.913549 8.2173138 1982-1999 –> 2000-2009 2.3618002 0.8712327 5850.956727 385.336413 5 7
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 858 1.4969229 3141.152847 325.713532 8.3816289 1982-1999 –> 2000-2009 2.3686663 0.8717434 5859.494162 464.829526 8 11
Indian (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 858 1.4983571 3140.796102 104.494479 7.5038137 1982-1999 –> 2000-2009 2.3706369 0.8722799 5858.435550 209.687441 9 14
Indian (27.95,28.05] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 858 1.5038857 3147.116186 108.083528 7.7054195 1982-1999 –> 2000-2009 2.3756333 0.8717476 5863.467631 220.505765 10 14
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 858 1.4934023 3137.112229 258.181922 9.3410366 1982-1999 –> 2000-2009 2.4490598 0.9556575 6049.372002 408.588854 7 14
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 858 1.5061106 3149.652934 192.306821 8.9208459 1982-1999 –> 2000-2009 2.4664184 0.9603079 6070.155394 311.983490 11 19
Indian (27.95,28.05] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 858 1.5508822 3199.920348 93.917837 7.6734494 1982-1999 –> 2000-2009 2.5555999 1.0047178 6215.811708 227.301238 12 21
Indian (27.95,28.05] 3 cstar_tref ~ sal + silicate + phosphate_star 858 1.5525909 3199.809951 70.832509 7.6495863 1982-1999 –> 2000-2009 2.5961221 1.0435312 6293.678065 159.170806 13 24
Indian (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 462 1.2641155 1541.659540 916.343934 7.0178441 2000-2009 –> 2010-2019 2.3454161 1.0813006 4124.688504 1705.669522 1 3
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 462 1.3283846 1587.481560 842.612024 4.3474434 2000-2009 –> 2010-2019 2.3748748 1.0464903 4114.358489 1636.089634 2 3
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 462 1.3596958 1609.008363 140.653779 7.5767529 2000-2009 –> 2010-2019 2.8502633 1.4905675 4742.860163 385.567329 3 7
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 462 1.3597049 1609.014556 164.364521 7.5195543 2000-2009 –> 2010-2019 2.8566278 1.4969229 4750.167402 490.078053 4 11
Indian (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 462 1.3633988 1609.521405 107.747877 6.9009052 2000-2009 –> 2010-2019 2.8617559 1.4983571 4750.317507 212.242356 6 14
Indian (27.95,28.05] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 462 1.3606586 1607.662419 112.265234 7.1744771 2000-2009 –> 2010-2019 2.8645443 1.5038857 4754.778605 220.348762 5 14
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 462 1.4016271 1637.072788 135.887706 8.5426441 2000-2009 –> 2010-2019 2.8950294 1.4934023 4774.185016 394.069628 7 13
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 462 1.4181210 1645.882664 111.114576 9.2890192 2000-2009 –> 2010-2019 2.9242316 1.5061106 4795.535598 303.421397 8 18
Indian (27.95,28.05] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 462 1.4219270 1648.359189 126.746062 7.0573653 2000-2009 –> 2010-2019 2.9728091 1.5508822 4848.279537 220.663898 9 20
Indian (27.95,28.05] 3 cstar_tref ~ sal + silicate + phosphate_star 462 1.5122374 1703.256600 97.382335 6.5325707 2000-2009 –> 2010-2019 3.0648283 1.5525909 4903.066551 168.214843 11 23
Indian (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + silicate 459 1.0640549 1371.581452 863.807022 3.1307220 1982-1999 –> 2000-2009 2.0050769 0.9410219 3170.906447 1167.531842 1 7
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 459 1.1870867 1472.024524 981.615847 3.0561963 1982-1999 –> 2000-2009 2.0788235 0.8917368 3200.554755 1384.201716 2 3
Indian (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 459 1.2082915 1488.277948 616.670060 3.1278604 1982-1999 –> 2000-2009 2.1214876 0.9131961 3248.102105 925.821058 3 5
Indian (28.05,28.1] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 459 1.2116953 1490.860361 691.122825 3.0706997 1982-1999 –> 2000-2009 2.1366763 0.9249810 3267.559094 1033.301936 4 7
Indian (28.05,28.1] 3 cstar_tref ~ temp + aou + nitrate 459 1.2182634 1493.823039 559.596169 3.1440872 1982-1999 –> 2000-2009 2.1650973 0.9468338 3299.250872 834.380903 5 13
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate 459 1.2618837 1528.117534 465.511018 4.4872943 1982-1999 –> 2000-2009 2.3214801 1.0595964 3483.621393 829.345449 6 21
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 459 1.4800508 1676.511690 303.870735 4.4804600 1982-1999 –> 2000-2009 2.4186111 0.9385604 3474.389776 624.001475 15 20
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 459 1.4866819 1680.615458 261.480440 4.5811834 1982-1999 –> 2000-2009 2.4203658 0.9336840 3471.638242 579.678914 17 21
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 459 1.3748272 1608.810736 255.566048 4.8917152 1982-1999 –> 2000-2009 2.4203830 1.0455558 3548.759842 604.282180 8 20
Indian (28.05,28.1] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 459 1.3811091 1610.995747 77.806184 4.9028017 1982-1999 –> 2000-2009 2.4388570 1.0577479 3564.201733 292.847784 9 23
Indian (28.05,28.1] 3 cstar_tref ~ temp + aou + nitrate 285 1.2496092 945.808544 935.127917 3.5495266 2000-2009 –> 2010-2019 2.4678726 1.2182634 2439.631583 1494.724087 1 2
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate 285 1.3018094 971.135400 981.139877 3.7821159 2000-2009 –> 2010-2019 2.5636931 1.2618837 2499.252935 1446.650895 7 9
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 285 1.3024468 973.414434 309.044337 3.5080242 2000-2009 –> 2010-2019 2.6772741 1.3748272 2582.225170 564.610385 8 11
Indian (28.05,28.1] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 285 1.3212275 979.574870 254.361803 3.4990726 2000-2009 –> 2010-2019 2.7023367 1.3811091 2590.570617 332.167987 11 15
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 285 1.2573922 953.347689 314.405210 3.5422248 2000-2009 –> 2010-2019 2.7374429 1.4800508 2629.859378 618.275945 3 12
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 285 1.2549937 952.259392 310.846482 3.5222363 2000-2009 –> 2010-2019 2.7416756 1.4866819 2632.874850 572.326922 2 13
Indian (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 285 1.2828287 962.763495 254.410994 3.5519413 2000-2009 –> 2010-2019 2.7702034 1.4873746 2641.806618 377.028855 5 17
Indian (28.05,28.1] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 285 1.2924594 967.026705 280.047164 3.5540827 2000-2009 –> 2010-2019 2.7725228 1.4800634 2641.546231 408.845171 6 16
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate 285 1.2825755 962.650967 237.936177 3.3526296 2000-2009 –> 2010-2019 2.7964331 1.5138575 2657.895386 362.949778 4 20
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + silicate 285 1.3441875 989.395104 190.454989 3.4356328 2000-2009 –> 2010-2019 2.8024406 1.4582532 2650.286312 261.284452 13 20
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1330 0.8757275 3435.393524 488.427536 3.0209097 1982-1999 –> 2000-2009 1.4832602 0.6075328 6634.632802 850.342886 1 3
Indian (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1330 0.8901181 3478.749595 837.950427 2.9418285 1982-1999 –> 2000-2009 1.4951639 0.6050457 6663.795640 1396.366237 2 3
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1330 0.8945555 3491.977180 596.025406 2.9787570 1982-1999 –> 2000-2009 1.5165469 0.6219914 6772.595977 1013.515124 4 9
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1330 0.8952215 3493.956781 465.344204 2.9689525 1982-1999 –> 2000-2009 1.5166541 0.6214326 6771.465883 1000.285873 5 9
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1330 0.8907418 3480.612562 572.592010 2.9949255 1982-1999 –> 2000-2009 1.5229231 0.6321814 6817.456686 1052.995195 3 10
Indian (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1330 0.9062011 3524.382405 455.473344 2.7523313 1982-1999 –> 2000-2009 1.5295582 0.6233570 6810.589783 816.264628 6 12
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 1330 0.9334794 3603.271603 303.356581 3.3872852 1982-1999 –> 2000-2009 1.5413163 0.6078369 6802.242435 582.378561 7 10
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1330 0.9841268 3743.815145 286.517263 3.3956640 1982-1999 –> 2000-2009 1.6351159 0.6509891 7180.094535 775.624874 8 16
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1330 0.9845340 3744.915613 393.438624 3.3935527 1982-1999 –> 2000-2009 1.6359649 0.6514309 7183.542224 678.496829 9 18
Indian (28.1,28.2] 3 cstar_tref ~ temp + aou + nitrate 1330 0.9896013 3756.571009 210.921384 3.2249967 1982-1999 –> 2000-2009 1.6412034 0.6516021 7194.107098 411.569766 11 21
Indian (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 851 0.8125446 2075.724522 801.269149 3.1180598 2000-2009 –> 2010-2019 1.7026627 0.8901181 5554.474117 1639.219576 1 3
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 851 0.8244386 2100.457863 974.223948 3.3788503 2000-2009 –> 2010-2019 1.7189941 0.8945555 5592.435043 1570.249354 2 6
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 851 0.8265285 2104.766802 882.933656 3.3832956 2000-2009 –> 2010-2019 1.7217500 0.8952215 5598.723583 1348.277860 3 8
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 851 0.8340018 2120.086823 956.921196 3.4192380 2000-2009 –> 2010-2019 1.7247436 0.8907418 5600.699385 1529.513205 4 7
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 851 0.8491693 2150.761930 784.202561 3.3904322 2000-2009 –> 2010-2019 1.7248967 0.8757275 5586.155453 1272.630097 5 6
Indian (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 851 0.8495637 2149.552400 782.433199 3.3862874 2000-2009 –> 2010-2019 1.7557649 0.9062011 5673.934805 1237.906543 6 12
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 851 0.9460058 2332.561122 587.751321 4.3178528 2000-2009 –> 2010-2019 1.8794851 0.9334794 5935.832725 891.107902 9 16
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 851 0.9987581 2424.918408 638.071082 3.1920048 2000-2009 –> 2010-2019 1.9832922 0.9845340 6169.834021 1031.509706 11 20
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 851 1.0036115 2433.169152 561.205819 3.1362463 2000-2009 –> 2010-2019 1.9877384 0.9841268 6176.984297 847.723082 13 21
Indian (28.1,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 851 1.0084489 2441.352959 602.296034 3.1304941 2000-2009 –> 2010-2019 1.9957609 0.9873120 6193.763514 966.744409 14 24
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2292 0.4537308 2895.902458 189.815402 1.6791837 1982-1999 –> 2000-2009 0.8292817 0.3755509 6050.242400 303.381679 9 10
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2292 0.4508265 2866.466315 402.715463 1.6409378 1982-1999 –> 2000-2009 0.8301993 0.3793728 6093.141803 606.797185 6 8
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2292 0.4527103 2885.581463 451.009690 1.6366239 1982-1999 –> 2000-2009 0.8327535 0.3800432 6124.869583 608.184146 7 11
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2292 0.4532295 2890.835319 257.081851 1.6409587 1982-1999 –> 2000-2009 0.8332023 0.3799728 6128.799665 437.829712 8 11
Indian (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + nitrate 2292 0.4557036 2913.790457 163.433359 1.6842280 1982-1999 –> 2000-2009 0.8376408 0.3819372 6186.593507 273.425897 11 16
Indian (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2292 0.4584771 2943.605334 434.254442 1.7559535 1982-1999 –> 2000-2009 0.8420585 0.3835814 6249.097227 769.426996 13 20
Indian (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2292 0.4585220 2944.054156 766.924335 1.7769822 1982-1999 –> 2000-2009 0.8420630 0.3835410 6248.793844 950.464560 14 20
Indian (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2292 0.4585391 2944.224693 738.713634 1.7844428 1982-1999 –> 2000-2009 0.8424885 0.3839495 6256.568048 981.441435 15 23
Indian (28.2,28.3] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2292 0.4600643 2957.447051 321.690638 1.6741585 1982-1999 –> 2000-2009 0.8449966 0.3849323 6286.053764 461.662989 18 27
Indian (28.2,28.3] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2292 0.4603426 2960.218851 186.493464 1.6815261 1982-1999 –> 2000-2009 0.8453250 0.3849825 6289.756978 330.672085 19 30
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1813 0.4715328 2433.165711 162.895809 2.7309525 2000-2009 –> 2010-2019 0.8877407 0.4162079 4933.380948 216.197595 15 19
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1813 0.4528835 2286.843060 303.978757 2.4348070 2000-2009 –> 2010-2019 0.9037100 0.4508265 5153.309375 706.694220 3 8
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1813 0.4511701 2273.098470 202.188303 2.6894847 2000-2009 –> 2010-2019 0.9049009 0.4537308 5169.000928 392.003705 2 10
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1813 0.4532759 2289.983267 273.178412 2.4233409 2000-2009 –> 2010-2019 0.9065054 0.4532295 5180.818586 530.260264 4 11
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1813 0.4551939 2305.294127 280.343733 2.4274511 2000-2009 –> 2010-2019 0.9079043 0.4527103 5190.875590 731.353423 5 11
Indian (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1813 0.4554297 2307.171400 631.301207 2.2913075 2000-2009 –> 2010-2019 0.9129907 0.4575611 5241.608353 1225.445864 6 17
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1813 0.5185025 2777.476323 213.621375 2.9952557 2000-2009 –> 2010-2019 0.9307586 0.4122561 5233.960004 265.129986 26 27
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1813 0.5188963 2780.229103 214.748641 2.9933673 2000-2009 –> 2010-2019 0.9315856 0.4126893 5241.527425 271.348897 28 30
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1813 0.4556097 2308.604462 612.261315 2.2606425 2000-2009 –> 2010-2019 0.9319105 0.4763008 5427.039810 1262.524982 7 34
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1813 0.5193699 2783.537114 466.475004 2.9849871 2000-2009 –> 2010-2019 0.9329786 0.4136087 5255.036386 621.387340 29 32
Indian (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2556 0.5728544 4419.597841 850.541186 2.1381303 1982-1999 –> 2000-2009 0.9411983 0.3683439 6693.434619 1464.978957 1 4
Indian (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2556 0.5825424 4505.327348 532.936424 2.1390895 1982-1999 –> 2000-2009 0.9544206 0.3718783 6830.521726 972.857497 2 7
Indian (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2556 0.5846711 4523.973714 382.206739 2.1228547 1982-1999 –> 2000-2009 0.9548153 0.3701442 6824.032592 677.735675 3 7
Indian (28.3, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2556 0.5993649 4650.859483 741.466472 2.1225422 1982-1999 –> 2000-2009 0.9719872 0.3726223 6986.803290 1610.307367 10 16
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2556 0.5923418 4590.604921 112.945187 2.1420151 1982-1999 –> 2000-2009 0.9875047 0.3951630 7242.414570 237.149991 4 14
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2556 0.5950605 4614.014565 82.952715 2.1177971 1982-1999 –> 2000-2009 0.9907064 0.3956458 7272.391850 167.260365 5 16
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2556 0.5994289 4651.404760 98.400622 2.1056563 1982-1999 –> 2000-2009 0.9932394 0.3938106 7284.777082 202.091723 11 20
Indian (28.3, Inf] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2556 0.5952266 4613.440798 87.076948 2.1619031 1982-1999 –> 2000-2009 0.9967444 0.4015179 7349.049958 179.578974 6 23
Indian (28.3, Inf] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 2556 0.5977451 4635.025261 49.694460 2.1358688 1982-1999 –> 2000-2009 0.9998639 0.4021188 7378.676576 125.177319 8 27
Indian (28.3, Inf] 4 cstar_tref ~ temp + aou + silicate + phosphate 2556 0.6017275 4668.970305 75.550266 2.1210614 1982-1999 –> 2000-2009 1.0025223 0.4007949 7394.886351 152.871166 12 28
Indian (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1764 0.5878907 3145.891278 791.254701 3.8420068 2000-2009 –> 2010-2019 1.1607451 0.5728544 7565.489119 1641.795887 2 3
Indian (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1764 0.5880412 3146.794563 497.173748 3.8368765 2000-2009 –> 2010-2019 1.1705836 0.5825424 7652.121910 1030.110172 3 5
Indian (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1764 0.5883353 3148.558261 332.322835 3.8410402 2000-2009 –> 2010-2019 1.1730064 0.5846711 7672.531975 714.529574 5 8
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1764 0.5887771 3151.206470 97.519808 3.8646360 2000-2009 –> 2010-2019 1.1811188 0.5923418 7741.811391 210.464995 6 10
Indian (28.3, Inf] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1764 0.5889078 3149.989813 51.796546 3.8698392 2000-2009 –> 2010-2019 1.1841344 0.5952266 7763.430612 138.873494 7 13
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1764 0.5892029 3153.757437 72.486572 3.8618652 2000-2009 –> 2010-2019 1.1842634 0.5950605 7767.772002 155.439288 8 13
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1764 0.5909742 3164.347300 275.095183 3.9220132 2000-2009 –> 2010-2019 1.1864261 0.5954519 7781.722817 623.115254 14 21
Indian (28.3, Inf] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1764 0.5893386 3152.569639 43.722818 3.8670645 2000-2009 –> 2010-2019 1.1870837 0.5977451 7787.594901 93.417278 10 18
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1764 0.5893295 3154.514908 88.369789 3.8634540 2000-2009 –> 2010-2019 1.1887583 0.5994289 7805.919668 186.770412 9 20
Indian (28.3, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1764 0.5914331 3167.085886 677.748710 3.8442719 2000-2009 –> 2010-2019 1.1907980 0.5993649 7817.945369 1419.215182 16 26
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 113 1.8702640 476.174103 354.074761 5.1285738 1982-1999 –> 2000-2009 2.4202840 0.5500200 564.076513 495.121677 1 3
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 113 2.2025553 513.133818 228.274959 5.7693250 1982-1999 –> 2000-2009 2.7570089 0.5544536 601.758791 271.380751 5 8
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 113 2.2232315 515.245463 206.675635 6.3291815 1982-1999 –> 2000-2009 2.7867227 0.5634913 605.325623 288.495536 6 12
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 113 2.2480044 517.749804 434.547569 6.0626321 1982-1999 –> 2000-2009 2.8049008 0.5568964 606.770427 445.308651 10 15
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 113 2.4296073 535.307002 332.450202 5.6028923 1982-1999 –> 2000-2009 2.8579175 0.4283102 600.699789 346.452725 21 22
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 113 2.3624087 528.968178 346.510804 6.4371260 1982-1999 –> 2000-2009 2.9185980 0.5561893 617.874460 359.716454 15 19
N_Atlantic (-Inf,26] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 113 1.9181272 481.885049 83.240015 5.1830433 1982-1999 –> 2000-2009 3.0671090 1.1489818 636.088369 304.153056 2 34
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 113 2.4001566 532.550790 270.004604 5.8320375 1982-1999 –> 2000-2009 3.1503610 0.7502043 648.388390 536.138004 19 26
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 113 2.4089753 533.379643 141.947781 8.3260635 1982-1999 –> 2000-2009 3.1691393 0.7601640 650.404214 224.692131 20 30
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 113 2.3446259 527.260553 353.264440 9.2967159 1982-1999 –> 2000-2009 3.2036938 0.8590679 655.293361 407.582010 14 34
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 51 0.5106978 90.190051 91.581875 1.2251402 2000-2009 –> 2010-2019 2.3809618 1.8702640 566.364154 445.656636 8 9
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 51 0.4488431 77.021378 29.261042 1.6640015 2000-2009 –> 2010-2019 2.6720746 2.2232315 592.266841 235.936678 1 7
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 51 0.4997368 87.977005 48.649974 1.1885887 2000-2009 –> 2010-2019 2.7022921 2.2025553 601.110823 276.924933 5 10
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 51 0.4971057 87.438569 18.178964 1.1945118 2000-2009 –> 2010-2019 2.7451101 2.2480044 605.188373 452.726533 4 14
N_Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + silicate + phosphate 51 0.5283018 91.646806 16.266441 1.3935911 2000-2009 –> 2010-2019 2.7763554 2.2480535 607.401545 58.655382 11 22
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 51 0.5015240 88.341139 18.175510 1.2051783 2000-2009 –> 2010-2019 2.8639327 2.3624087 617.309317 364.686314 7 22
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 51 0.4661521 80.880911 44.979298 1.8363702 2000-2009 –> 2010-2019 2.8751274 2.4089753 614.260554 186.927079 2 22
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 51 0.5321293 94.383108 21.316202 2.0163384 2000-2009 –> 2010-2019 2.8767552 2.3446259 621.643661 374.580642 12 26
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 51 0.4905017 86.074431 18.564042 2.0044487 2000-2009 –> 2010-2019 2.9201090 2.4296073 621.381433 351.014245 3 24
N_Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 51 0.5128322 88.615463 17.774907 1.3576655 2000-2009 –> 2010-2019 2.9841756 2.4713434 625.771756 74.214301 9 33
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 184 1.6278401 715.478868 29.747688 3.5735757 1982-1999 –> 2000-2009 3.0864946 1.4586545 1577.404665 61.799244 2 5
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 184 1.6099430 711.410540 237.267853 3.6486778 1982-1999 –> 2000-2009 3.0887775 1.4788345 1579.821534 468.645308 1 5
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 184 1.6331993 716.688413 11.194906 3.5550750 1982-1999 –> 2000-2009 3.0893394 1.4561401 1577.799900 18.746574 3 5
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 184 1.6360769 717.336231 10.247510 3.5509551 1982-1999 –> 2000-2009 3.0913627 1.4552858 1578.170711 17.479116 4 5
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 184 1.7979667 752.058935 11.669570 3.9173438 1982-1999 –> 2000-2009 3.3830540 1.5850873 1653.219766 19.483384 10 15
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 184 1.7615214 744.522831 16.804803 8.0231619 1982-1999 –> 2000-2009 3.4081174 1.6465960 1663.653011 43.251414 7 14
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 184 1.7662582 745.511070 17.830491 8.7136770 1982-1999 –> 2000-2009 3.4083163 1.6420581 1663.338652 44.200599 8 14
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 184 1.7611503 744.445307 31.898320 7.8982086 1982-1999 –> 2000-2009 3.4100666 1.6489163 1664.240113 75.994205 6 14
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 184 1.7721272 746.731862 218.860630 6.1344928 1982-1999 –> 2000-2009 3.4502781 1.6781509 1674.821719 488.435503 9 18
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 184 1.6598298 722.640528 104.764957 4.6403614 1982-1999 –> 2000-2009 3.5102238 1.8503939 1696.847635 181.821015 5 15
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 235 1.0344067 696.800277 108.565484 2.8964787 2000-2009 –> 2010-2019 2.6942365 1.6598298 1419.440805 213.330442 1 6
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 235 1.1068951 728.633805 266.726603 4.3932576 2000-2009 –> 2010-2019 2.7168382 1.6099430 1440.044346 503.994456 5 6
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 235 1.0966288 724.254279 48.933931 4.3436810 2000-2009 –> 2010-2019 2.7244689 1.6278401 1439.733147 78.681619 4 6
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 235 1.0958527 723.921530 9.458439 4.3378694 2000-2009 –> 2010-2019 2.7290520 1.6331993 1440.609943 20.653345 3 6
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 235 1.0952895 723.679897 8.685526 4.3327077 2000-2009 –> 2010-2019 2.7313664 1.6360769 1441.016128 18.933036 2 6
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 235 1.2343880 779.871498 9.617024 5.0769999 2000-2009 –> 2010-2019 3.0323547 1.7979667 1531.930433 21.286594 7 17
N_Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + silicate 235 1.2169039 771.166739 7.055823 4.6487796 2000-2009 –> 2010-2019 3.1800423 1.9631384 1553.568466 12.648413 6 18
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 235 1.6350524 911.988297 75.751602 4.3423570 2000-2009 –> 2010-2019 3.3962027 1.7611503 1656.433603 107.649921 12 18
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 235 1.6351667 912.021154 76.195111 4.3415877 2000-2009 –> 2010-2019 3.3966881 1.7615214 1656.543985 92.999914 13 20
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 235 1.6331739 911.448009 75.350910 4.3365143 2000-2009 –> 2010-2019 3.3994321 1.7662582 1656.959079 93.181402 11 19
N_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 247 1.4082603 884.079060 191.486820 7.2128330 1982-1999 –> 2000-2009 3.1609988 1.7527385 2038.626989 346.946383 4 6
N_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 247 1.3433961 860.784831 166.767758 5.6971384 1982-1999 –> 2000-2009 3.1693318 1.8259358 2038.898762 307.398594 1 7
N_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 247 1.3872034 876.636777 113.917555 5.8140156 1982-1999 –> 2000-2009 3.2057996 1.8185962 2052.430750 233.862676 3 7
N_Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 247 1.3569919 865.759226 372.484203 4.7152269 1982-1999 –> 2000-2009 3.2333366 1.8763447 2059.559347 735.451625 2 10
N_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 247 1.5192173 921.544090 155.558861 5.9887722 1982-1999 –> 2000-2009 3.3434419 1.8242247 2099.117994 276.569209 6 11
N_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 247 1.6097298 948.132397 95.249057 5.9325050 1982-1999 –> 2000-2009 3.7665952 2.1568655 2220.186843 199.178536 9 23
N_Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 247 1.4228586 887.173607 198.959575 4.9620846 1982-1999 –> 2000-2009 3.8759675 2.4531089 2233.359353 528.012299 5 28
N_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 247 1.5695288 937.638707 178.003591 4.6184794 1982-1999 –> 2000-2009 3.9481995 2.3786706 2268.075368 313.928295 7 24
N_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 247 1.5823469 939.656747 116.495801 4.9634116 1982-1999 –> 2000-2009 4.0046564 2.4223095 2278.564887 233.607128 8 28
N_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 247 1.7933662 1003.498263 213.556745 4.2840245 1982-1999 –> 2000-2009 4.1834683 2.3901021 2336.696444 351.811816 10 28
N_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 225 1.7566225 906.049170 169.515114 5.5810075 2000-2009 –> 2010-2019 3.1648828 1.4082603 1790.128230 361.001934 1 5
N_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 225 2.0782263 981.703997 257.238261 5.7941515 2000-2009 –> 2010-2019 3.4216224 1.3433961 1842.488828 424.006018 4 5
N_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 225 2.0540232 976.432521 196.559335 5.7446111 2000-2009 –> 2010-2019 3.4412266 1.3872034 1853.069298 310.476890 3 6
N_Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 225 2.1723762 1001.642055 656.416868 6.1038140 2000-2009 –> 2010-2019 3.5293681 1.3569919 1867.401281 1028.901071 6 8
N_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 225 2.0215516 969.261735 223.724430 5.9878504 2000-2009 –> 2010-2019 3.5407688 1.5192173 1890.805825 379.283291 2 8
N_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 225 2.1613340 997.348869 161.465090 6.1192672 2000-2009 –> 2010-2019 3.7710638 1.6097298 1945.481265 256.714147 5 14
N_Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 225 2.6511362 1089.267079 427.853871 10.4185004 2000-2009 –> 2010-2019 4.0739948 1.4228586 1976.440686 626.813445 20 25
N_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 225 2.5158298 1067.693558 195.911419 10.6728873 2000-2009 –> 2010-2019 4.0853586 1.5695288 2005.332265 373.915010 14 21
N_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 225 2.6366784 1086.806318 195.801305 9.9919474 2000-2009 –> 2010-2019 4.2190253 1.5823469 2026.463065 312.297105 19 27
N_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 225 2.5684847 1077.014594 45.720652 10.3982706 2000-2009 –> 2010-2019 4.3618509 1.7933662 2080.512857 259.277397 16 26
N_Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 427 1.5284929 1588.110532 382.642223 3.9322320 1982-1999 –> 2000-2009 3.0234910 1.4949981 4202.589174 620.136215 3 7
N_Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 427 1.5283477 1588.029403 286.941396 3.9057615 1982-1999 –> 2000-2009 3.0313777 1.5030300 4210.159410 357.435396 2 7
N_Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 427 1.5503462 1600.233954 402.508311 4.4377521 1982-1999 –> 2000-2009 3.0646025 1.5142563 4232.990260 472.286193 5 11
N_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 427 1.7182097 1688.029106 124.438555 5.1453264 1982-1999 –> 2000-2009 3.1073167 1.3891070 4197.601363 356.165535 7 8
N_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 427 1.7700585 1713.418286 122.543038 5.6514936 1982-1999 –> 2000-2009 3.1722134 1.4021549 4236.341123 198.441120 9 11
N_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 427 1.8321849 1742.878371 128.303366 6.0182083 1982-1999 –> 2000-2009 3.2452759 1.4130910 4276.895693 207.264427 12 15
N_Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 427 1.6276884 1639.808860 252.760293 4.0249273 1982-1999 –> 2000-2009 3.2549811 1.6272927 4373.371611 1112.529866 6 18
N_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 427 1.5121928 1578.954406 150.119209 3.6273093 1982-1999 –> 2000-2009 3.2726721 1.7604793 4426.855623 247.547045 1 17
N_Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 427 1.7183462 1686.096938 109.890869 5.1206706 1982-1999 –> 2000-2009 3.3192278 1.6008816 4396.292922 339.981977 8 17
N_Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 427 1.7705793 1711.669488 15.687505 5.6076441 1982-1999 –> 2000-2009 3.3750877 1.6045084 4425.096961 39.540450 10 20
N_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 485 1.9028975 2014.446753 339.019982 7.0224552 2000-2009 –> 2010-2019 3.4150902 1.5121928 3593.401159 489.139190 2 3
N_Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 485 1.8777307 2001.532437 487.287488 9.0130551 2000-2009 –> 2010-2019 3.4280769 1.5503462 3601.766391 889.795800 1 6
N_Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 485 1.9183864 2022.310241 479.959075 8.4726196 2000-2009 –> 2010-2019 3.4468793 1.5284929 3610.420773 862.601298 3 6
N_Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 485 1.9197564 2023.002726 455.134900 8.0809256 2000-2009 –> 2010-2019 3.4481041 1.5283477 3611.032129 742.076296 4 6
N_Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + silicate 485 1.9197772 2021.013227 210.122987 8.0305620 2000-2009 –> 2010-2019 3.4501998 1.5304227 3608.201268 329.735426 5 9
N_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 485 1.9735947 2049.831295 209.287281 7.0715421 2000-2009 –> 2010-2019 3.6918045 1.7182097 3737.860401 333.725836 12 19
N_Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 485 1.9376571 2032.005566 616.730581 6.2950339 2000-2009 –> 2010-2019 3.7227228 1.7850657 3752.633835 914.600738 6 17
N_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 485 1.9638257 2045.018026 93.793630 7.0808365 2000-2009 –> 2010-2019 3.7338843 1.7700585 3758.436311 216.336668 11 20
N_Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 485 2.1342057 2123.722098 659.840824 6.6889242 2000-2009 –> 2010-2019 3.7618941 1.6276884 3763.530958 912.601117 23 29
N_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 485 1.9489139 2037.624454 96.335671 7.1257638 2000-2009 –> 2010-2019 3.7810988 1.8321849 3780.502825 224.639037 9 21
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 753 1.6693355 2922.634494 285.972124 5.6466680 1982-1999 –> 2000-2009 2.8161868 1.1468513 5479.071028 742.125893 3 7
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 753 1.8553607 3081.748556 143.185786 8.0726384 1982-1999 –> 2000-2009 2.8587841 1.0034234 5419.878412 208.066159 7 9
N_Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 753 1.6270306 2883.976914 153.574387 4.4095822 1982-1999 –> 2000-2009 2.9013111 1.2742805 5612.574240 496.700664 1 7
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 753 1.9121759 3127.173602 149.990593 8.2993815 1982-1999 –> 2000-2009 2.9048010 0.9926251 5447.623936 210.079478 10 11
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 753 1.9586050 3163.303563 202.710718 8.9100378 1982-1999 –> 2000-2009 3.0197181 1.0611131 5592.775527 559.210670 12 15
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 753 1.7114545 2960.160918 274.848901 5.6793111 1982-1999 –> 2000-2009 3.0268703 1.3154158 5740.672132 622.818822 5 13
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 753 1.6686435 2922.010015 205.089180 7.6134216 1982-1999 –> 2000-2009 3.1239261 1.4552826 5867.632558 557.596385 2 16
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 753 2.0143152 3203.542060 184.487034 7.7081277 1982-1999 –> 2000-2009 3.1621881 1.1478728 5759.433410 523.483436 14 19
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 753 1.7111782 2959.917729 206.902459 5.5530551 1982-1999 –> 2000-2009 3.1923383 1.4811601 5934.340325 500.530504 4 20
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + silicate 753 1.7123830 2958.977683 145.401817 5.8027415 1982-1999 –> 2000-2009 3.2383398 1.5259568 5980.086944 413.998359 6 24
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 830 1.9061227 3440.256134 686.438660 7.8138709 2000-2009 –> 2010-2019 3.6173009 1.7111782 6400.173863 893.341119 3 4
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 830 1.9152492 3448.185210 777.476385 8.2978640 2000-2009 –> 2010-2019 3.6267037 1.7114545 6408.346128 1052.325286 6 8
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + silicate 830 1.9155140 3446.414688 686.363914 8.2967693 2000-2009 –> 2010-2019 3.6278970 1.7123830 6405.392371 831.765732 7 10
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 830 1.8760382 3413.847263 160.710549 7.1257562 2000-2009 –> 2010-2019 3.7313989 1.8553607 6495.595819 303.896335 1 5
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 830 1.9360558 3464.121625 98.590191 8.8124689 2000-2009 –> 2010-2019 3.8017394 1.8656836 6552.226140 149.141946 12 17
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 830 1.9022097 3436.844886 149.149415 7.3733650 2000-2009 –> 2010-2019 3.8143856 1.9121759 6564.018488 299.140008 2 9
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 830 1.9163527 3447.141403 88.248519 8.1715332 2000-2009 –> 2010-2019 3.8289098 1.9125570 6572.615140 130.565937 8 16
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 830 1.9069038 3440.936214 564.724773 7.7172928 2000-2009 –> 2010-2019 3.8655088 1.9586050 6604.239777 767.435491 4 13
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + aou + silicate 830 1.9069341 3438.962623 116.661763 7.6980807 2000-2009 –> 2010-2019 3.8760713 1.9691372 6608.342851 196.867880 5 15
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 830 1.9163797 3447.164779 562.628905 8.1767549 2000-2009 –> 2010-2019 3.9306949 2.0143152 6650.706839 747.115939 9 20
N_Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1460 2.6290188 6979.803745 144.801461 10.3965595 1982-1999 –> 2000-2009 4.4887105 1.8596917 12079.940769 714.950856 1 2
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1460 3.1844729 7539.497910 161.654559 16.9763436 1982-1999 –> 2000-2009 5.0668084 1.8823355 12669.818821 716.434145 5 7
N_Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1460 3.1295330 7488.681201 117.881211 11.5196380 1982-1999 –> 2000-2009 5.2382981 2.1087651 12902.293528 428.667471 4 9
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1460 3.0904940 7452.026881 78.351590 10.4780661 1982-1999 –> 2000-2009 5.3313431 2.2408491 13017.155613 261.811101 2 9
N_Atlantic (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1460 3.3743239 7706.589833 140.566831 18.7170774 1982-1999 –> 2000-2009 5.3940974 2.0197736 13010.668144 649.637727 9 12
N_Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1460 3.1962255 7548.254581 77.881670 11.3147040 1982-1999 –> 2000-2009 5.4371031 2.2408776 13111.415019 257.965043 6 14
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1460 3.5167293 7829.292171 127.802594 12.9555481 1982-1999 –> 2000-2009 5.5884077 2.0716784 13198.652437 464.259290 12 16
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1460 3.1200912 7479.858273 107.782854 10.9727967 1982-1999 –> 2000-2009 5.8167308 2.6966396 13506.754920 341.457743 3 30
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1460 3.5102574 7823.913485 66.388082 13.3902364 1982-1999 –> 2000-2009 5.8587310 2.3484736 13506.037554 249.742194 11 22
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1460 3.5550802 7860.963183 70.989453 13.1229708 1982-1999 –> 2000-2009 5.8865719 2.3314917 13524.987498 264.526300 13 22
N_Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1421 3.9006962 7915.025980 724.742174 9.1109392 2000-2009 –> 2010-2019 6.5297150 2.6290188 14894.829725 869.543636 25 26
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1421 3.7118879 7774.021766 360.547858 11.0347826 2000-2009 –> 2010-2019 6.8319792 3.1200912 15253.880039 468.330712 2 6
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1421 3.7544484 7806.422671 220.745375 10.3892725 2000-2009 –> 2010-2019 6.8449423 3.0904940 15258.449552 299.096965 9 12
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1421 3.6613567 7735.066866 911.962379 11.6412166 2000-2009 –> 2010-2019 6.8458296 3.1844729 15274.564776 1073.616938 1 7
N_Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1421 4.0137406 7996.217838 959.138212 9.2726231 2000-2009 –> 2010-2019 6.9296413 2.9159007 15278.440340 1110.824194 32 34
N_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1421 3.7612750 7809.585501 220.728943 10.1432082 2000-2009 –> 2010-2019 6.9683012 3.2070262 15367.690779 299.080388 10 18
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1421 3.7442847 7798.718696 141.454603 12.4963206 2000-2009 –> 2010-2019 7.2545422 3.5102574 15622.632181 207.842686 6 17
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1421 3.7393502 7794.970807 487.302544 10.9969771 2000-2009 –> 2010-2019 7.2560795 3.5167293 15624.262978 615.105138 4 16
N_Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1421 4.1619078 8099.240185 396.097696 9.2339198 2000-2009 –> 2010-2019 7.2914408 3.1295330 15587.921386 513.978907 37 42
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1421 3.7441021 7798.580047 154.392595 12.5027476 2000-2009 –> 2010-2019 7.2991823 3.5550802 15659.543230 225.382048 5 18
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2938 2.1015579 12715.664175 55.849916 11.6855573 1982-1999 –> 2000-2009 3.4159124 1.3143545 21827.384235 200.967110 1 2
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2938 2.1124351 12745.998558 67.000504 11.6709787 1982-1999 –> 2000-2009 3.4477048 1.3352698 21942.593004 220.576920 2 5
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2938 2.1209812 12769.722828 66.382522 11.5667449 1982-1999 –> 2000-2009 3.4547138 1.3337326 21960.124711 223.664123 3 5
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2938 2.1427804 12829.807337 294.988852 11.1042068 1982-1999 –> 2000-2009 3.5114602 1.3686798 22159.260282 1134.955136 4 9
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2938 2.2295873 13061.156700 34.003344 12.1117761 1982-1999 –> 2000-2009 3.5769777 1.3473904 22304.330372 78.749741 9 13
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2938 2.1620567 12880.431118 28.295020 11.7439804 1982-1999 –> 2000-2009 3.5785063 1.4164496 22392.317663 62.481020 6 13
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2938 2.1651936 12888.950312 30.999276 11.5802138 1982-1999 –> 2000-2009 3.5823648 1.4171712 22403.574889 73.652530 7 15
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2938 2.1509835 12850.259111 29.792453 11.1448880 1982-1999 –> 2000-2009 3.5875682 1.4365847 22438.028535 68.571719 5 14
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2938 2.2140565 13022.082459 122.742659 11.3401031 1982-1999 –> 2000-2009 3.6182042 1.4041477 22489.074380 487.171606 8 14
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 2938 2.2374278 13081.783576 22.998360 10.4941984 1982-1999 –> 2000-2009 3.7169540 1.4795262 22827.894108 97.139951 10 20
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2974 1.5718213 11143.740322 126.204426 12.1065997 2000-2009 –> 2010-2019 3.6842564 2.1124351 23889.738881 193.204931 1 3
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2974 1.5982538 11242.933098 96.065393 12.0596965 2000-2009 –> 2010-2019 3.6998117 2.1015579 23958.597273 151.915310 3 4
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2974 1.5850418 11193.559292 116.584283 12.1280707 2000-2009 –> 2010-2019 3.7060230 2.1209812 23963.282120 182.966805 2 6
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2974 1.6296728 11358.726202 955.376409 10.4219943 2000-2009 –> 2010-2019 3.7448653 2.1151925 24112.389813 1558.850332 7 10
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2974 1.6243906 11339.415944 383.426667 10.3062628 2000-2009 –> 2010-2019 3.7671710 2.1427804 24169.223281 678.415519 5 10
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2974 1.6405228 11396.195342 49.198517 10.4707716 2000-2009 –> 2010-2019 3.7915062 2.1509835 24246.454453 78.990970 8 14
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2974 1.6457642 11415.168605 54.739867 10.4056945 2000-2009 –> 2010-2019 3.8109578 2.1651936 24304.118918 85.739143 9 17
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2974 1.6497444 11429.536437 46.955253 10.3706966 2000-2009 –> 2010-2019 3.8118012 2.1620567 24309.967555 75.250274 10 17
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2974 1.6059136 11269.371251 54.720793 11.6377661 2000-2009 –> 2010-2019 3.8355009 2.2295873 24330.527951 88.724137 4 14
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2974 1.6294795 11358.020711 924.450020 11.2641361 2000-2009 –> 2010-2019 3.8671060 2.2376265 24442.326099 1542.389366 6 20
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1142 1.0249202 3311.075636 75.059699 13.6565219 1982-1999 –> 2000-2009 1.6370702 0.6121500 5107.143955 321.670691 1 2
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 1142 1.0250012 3309.256174 49.696474 13.6295186 1982-1999 –> 2000-2009 1.6611415 0.6361404 5177.132945 267.153056 2 5
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1142 1.0603543 3386.705104 68.834548 12.7703798 1982-1999 –> 2000-2009 1.6748087 0.6144544 5187.987566 277.650918 3 5
N_Atlantic (27.75,27.85] 3 cstar_tref ~ sal + aou + nitrate 1142 1.0675275 3400.104210 21.021698 12.8562361 1982-1999 –> 2000-2009 1.7084257 0.6408981 5280.287493 77.167767 5 9
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1142 1.0607152 3389.482420 65.650602 13.6013607 1982-1999 –> 2000-2009 1.7124887 0.6517735 5305.972707 290.574742 4 9
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1142 1.0841899 3437.478356 58.945081 12.8518624 1982-1999 –> 2000-2009 1.7378327 0.6536428 5357.467323 248.493785 13 19
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1142 1.0736971 3417.266128 54.467959 13.8300622 1982-1999 –> 2000-2009 1.7470158 0.6733187 5396.197985 251.237919 7 14
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1142 1.0740040 3415.918806 17.666533 13.9232913 1982-1999 –> 2000-2009 1.7602316 0.6862276 5429.312661 86.362001 8 17
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1142 1.0822885 3435.469206 55.527417 13.7602424 1982-1999 –> 2000-2009 1.7674026 0.6851142 5447.745185 324.873104 9 17
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1142 1.0827666 3434.477988 18.694174 13.8762079 1982-1999 –> 2000-2009 1.7812546 0.6984880 5481.872446 92.456006 11 22
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1033 0.4896850 1470.417514 476.018797 2.0093723 2000-2009 –> 2010-2019 1.5146052 1.0249202 4781.493150 551.078496 1 2
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 1033 0.4991624 1508.021147 460.706183 2.0786361 2000-2009 –> 2010-2019 1.5241636 1.0250012 4817.277320 510.402656 2 4
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1033 0.5017236 1518.594658 341.442758 2.2190690 2000-2009 –> 2010-2019 1.5620779 1.0603543 4905.299763 410.277306 3 6
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1033 0.5122269 1563.398759 428.869075 1.6329631 2000-2009 –> 2010-2019 1.5729422 1.0607152 4952.881178 494.519677 4 8
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1033 0.5217450 1601.436374 356.604052 1.7197591 2000-2009 –> 2010-2019 1.5954421 1.0736971 5018.702502 411.072011 7 14
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1033 0.5197085 1593.356582 475.815820 1.6554840 2000-2009 –> 2010-2019 1.6019970 1.0822885 5028.825788 531.343237 6 15
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1033 0.5193384 1591.884830 197.102477 1.6469983 2000-2009 –> 2010-2019 1.6092171 1.0898787 5043.316072 240.792285 5 20
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1033 0.5339887 1647.358610 296.218591 1.9644421 2000-2009 –> 2010-2019 1.6181786 1.0841899 5084.836966 355.163672 9 22
N_Atlantic (27.75,27.85] 3 cstar_tref ~ sal + aou + nitrate 1033 0.5561606 1729.408643 64.747214 2.9022321 2000-2009 –> 2010-2019 1.6236882 1.0675275 5129.512853 85.768912 11 16
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 1033 0.5654097 1765.484059 395.224753 2.3254291 2000-2009 –> 2010-2019 1.6387252 1.0733156 5179.938426 432.935047 14 20
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1132 1.4546040 4074.873866 89.290480 12.8653555 1982-1999 –> 2000-2009 2.0866004 0.6319964 6020.528575 253.336444 1 4
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1132 1.4729078 4103.184858 96.140158 12.0688321 1982-1999 –> 2000-2009 2.0946258 0.6217180 6015.848581 262.374430 4 5
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1132 1.4674294 4094.748408 111.101708 12.9348661 1982-1999 –> 2000-2009 2.0994638 0.6320343 6040.523903 305.890943 2 6
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1132 1.4684429 4096.311421 58.952864 12.6625234 1982-1999 –> 2000-2009 2.1009938 0.6325510 6043.730818 114.620730 3 8
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1132 1.5509720 4220.105333 104.557253 11.6232802 1982-1999 –> 2000-2009 2.2124202 0.6614482 6257.402522 277.218573 5 17
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1132 1.5661225 4240.113591 86.912291 16.1758360 1982-1999 –> 2000-2009 2.2261892 0.6600667 6271.204185 206.669306 6 16
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1132 1.6069285 4298.347717 72.686345 15.2753152 1982-1999 –> 2000-2009 2.2590366 0.6521081 6305.031769 229.885709 7 14
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1132 1.6105440 4303.435903 56.839478 16.0045710 1982-1999 –> 2000-2009 2.2696814 0.6591373 6331.691663 101.282752 8 16
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1132 1.6127153 4306.486053 100.833379 16.2263761 1982-1999 –> 2000-2009 2.2720581 0.6593428 6335.368827 231.905841 9 18
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1132 1.8364567 4600.622087 14.643699 11.8857612 1982-1999 –> 2000-2009 2.4723644 0.6359077 6556.690171 35.994418 11 17
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 960 0.6762998 1987.413930 182.698483 5.1692571 2000-2009 –> 2010-2019 2.1309038 1.4546040 6062.287796 271.988963 4 5
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 960 0.6755669 1985.332178 223.223787 5.3291297 2000-2009 –> 2010-2019 2.1429964 1.4674294 6080.080587 334.325495 3 5
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 960 0.6746890 1982.835447 122.541948 5.3258691 2000-2009 –> 2010-2019 2.1431319 1.4684429 6079.146868 181.494811 2 5
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 960 0.6723768 1976.244254 228.339277 5.3409247 2000-2009 –> 2010-2019 2.1452846 1.4729078 6079.429113 324.479434 1 5
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 960 0.6814809 2000.066892 160.500780 5.2934235 2000-2009 –> 2010-2019 2.2476034 1.5661225 6240.180483 247.413071 12 18
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 960 0.7244128 2119.365642 252.117273 6.4964648 2000-2009 –> 2010-2019 2.2753848 1.5509720 6339.470975 356.674526 19 24
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 960 0.6768003 1986.834322 222.324702 5.4539008 2000-2009 –> 2010-2019 2.2837288 1.6069285 6285.182040 295.011047 5 12
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 960 0.6774468 1988.667314 107.764235 5.4120678 2000-2009 –> 2010-2019 2.2879908 1.6105440 6292.103217 164.603713 6 14
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 960 0.6780484 1990.371599 184.088191 5.4079541 2000-2009 –> 2010-2019 2.2907636 1.6127153 6296.857652 284.921569 7 16
N_Atlantic (27.85,27.95] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 960 0.6822581 2002.255295 26.000721 4.9944993 2000-2009 –> 2010-2019 2.5316840 1.8494259 6618.809781 59.903053 15 27
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1148 1.3958916 4037.675442 285.919996 10.5820756 1982-1999 –> 2000-2009 2.6770202 1.2811286 7995.040104 788.506916 1 6
N_Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1148 1.4805462 4172.858634 330.815809 14.6326520 1982-1999 –> 2000-2009 2.7103048 1.2297586 8033.398425 938.934107 5 6
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1148 1.4276851 4089.383528 608.318208 11.3023066 1982-1999 –> 2000-2009 2.7282228 1.3005377 8082.324415 1477.059688 3 9
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1148 1.4417455 4111.884906 288.838000 11.3796571 1982-1999 –> 2000-2009 2.7519170 1.3101715 8122.287387 798.592322 4 11
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1148 1.3984299 4041.846766 309.627905 11.9994957 1982-1999 –> 2000-2009 2.7538524 1.3554225 8132.587234 864.687733 2 10
N_Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1148 1.5314061 4250.406727 354.409621 15.2795490 1982-1999 –> 2000-2009 2.7799318 1.2485256 8146.780615 1000.459366 6 9
N_Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1148 1.5334042 4253.400415 549.908409 15.3723310 1982-1999 –> 2000-2009 2.7804221 1.2470179 8146.915450 1507.661722 7 9
N_Atlantic (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1148 1.5498598 4277.908576 549.421526 15.4413712 1982-1999 –> 2000-2009 2.8079200 1.2580602 8192.282076 1268.705401 8 12
N_Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1148 1.5512651 4277.989420 302.201719 16.6174441 1982-1999 –> 2000-2009 2.9198559 1.3685908 8389.605221 800.078179 9 18
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1148 1.7676368 4579.784396 468.122036 13.9527679 1982-1999 –> 2000-2009 3.4106804 1.6430436 9125.831206 1261.056008 11 21
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1074 1.0531090 3173.032063 409.197794 8.3609369 2000-2009 –> 2010-2019 2.4490006 1.3958916 7210.707505 695.117789 1 2
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1074 1.0564047 3179.743714 775.365978 8.3941815 2000-2009 –> 2010-2019 2.4840898 1.4276851 7269.127243 1383.684186 2 5
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1074 1.0607653 3188.591754 412.661376 8.4213588 2000-2009 –> 2010-2019 2.5025108 1.4417455 7300.476660 701.499376 3 7
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1074 1.1585075 3377.920700 395.866868 4.7627594 2000-2009 –> 2010-2019 2.5569374 1.3984299 7419.767467 705.494773 7 9
N_Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1074 1.0963476 3259.462253 570.817440 5.2624115 2000-2009 –> 2010-2019 2.5768938 1.4805462 7432.320887 901.633250 4 9
N_Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1074 1.1177374 3300.966286 613.013008 4.8256975 2000-2009 –> 2010-2019 2.6491435 1.5314061 7551.373013 967.422629 5 11
N_Atlantic (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1074 1.1269930 3318.679842 605.167900 4.7262076 2000-2009 –> 2010-2019 2.6768528 1.5498598 7596.588418 1154.589427 6 13
N_Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1074 1.1586923 3376.263295 292.380964 4.7489509 2000-2009 –> 2010-2019 2.7099574 1.5512651 7654.252715 594.582683 8 16
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1074 1.3935328 3774.676832 648.602376 4.3549555 2000-2009 –> 2010-2019 3.1611696 1.7676368 8354.461229 1116.724413 9 19
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1074 1.5035608 3937.912104 560.539475 4.4742020 2000-2009 –> 2010-2019 3.5025028 1.9989420 8800.045949 954.198258 11 24
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 591 0.1332366 -693.288298 140.284333 0.4652505 1982-1999 –> 2000-2009 0.2596818 0.1264453 -1423.752409 541.260071 1 2
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 591 0.1392044 -639.496104 12.379786 0.4321096 1982-1999 –> 2000-2009 0.2831156 0.1439112 -1219.941723 34.815174 2 4
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 591 0.1567909 -500.873992 4.886538 0.6348039 1982-1999 –> 2000-2009 0.3123139 0.1555229 -994.548825 17.993862 4 7
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 591 0.1533269 -525.281033 180.467976 0.5430609 1982-1999 –> 2000-2009 0.3138257 0.1604988 -980.927908 706.572054 3 7
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 591 0.1696903 -407.422720 26.733300 0.8242349 1982-1999 –> 2000-2009 0.3343960 0.1647057 -835.469872 117.276819 5 10
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate 591 0.1779426 -351.294268 70.815481 0.9360852 1982-1999 –> 2000-2009 0.3475411 0.1695984 -745.852636 292.372322 6 13
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + silicate 591 0.1805422 -334.151325 5.232265 0.9650690 1982-1999 –> 2000-2009 0.3496881 0.1691459 -731.766510 16.163349 7 13
N_Atlantic (28.05,28.1] 3 cstar_tref ~ sal + aou + nitrate 591 0.1836860 -315.745949 4.505607 0.9782039 1982-1999 –> 2000-2009 0.3556194 0.1719334 -696.661773 15.436624 8 16
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 591 0.1858042 -298.193776 34.901499 1.1127356 1982-1999 –> 2000-2009 0.4095128 0.2237086 -373.966250 103.603126 9 18
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 591 0.2003080 -209.351235 12.994265 1.3720158 1982-1999 –> 2000-2009 0.4477239 0.2474159 -169.892750 34.822350 10 21
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 583 0.1079948 -926.651535 735.844469 0.3927968 2000-2009 –> 2010-2019 0.2351168 0.1271220 -1673.468901 1023.699012 3 4
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 583 0.1079429 -927.212192 881.563363 0.3926699 2000-2009 –> 2010-2019 0.2355374 0.1275945 -1669.644385 1244.176435 2 4
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 583 0.1078681 -928.020430 736.168181 0.3924786 2000-2009 –> 2010-2019 0.2365572 0.1286891 -1660.355875 1020.690056 1 4
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 583 0.1081948 -926.494012 245.819110 0.3923960 2000-2009 –> 2010-2019 0.2414314 0.1332366 -1619.782310 386.103444 4 8
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 583 0.1125592 -878.383962 18.729717 0.3236136 2000-2009 –> 2010-2019 0.2517636 0.1392044 -1517.880066 31.109503 5 10
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 583 0.1325936 -687.381877 352.366273 0.5812187 2000-2009 –> 2010-2019 0.2859205 0.1533269 -1212.662910 532.834249 6 12
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 583 0.1550619 -506.861183 10.111827 0.7875584 2000-2009 –> 2010-2019 0.3118528 0.1567909 -1007.735175 14.998365 7 14
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 583 0.1644852 -438.071429 60.553249 0.9696257 2000-2009 –> 2010-2019 0.3341755 0.1696903 -845.494149 87.286549 8 16
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate 583 0.1687073 -408.519973 139.870595 1.0528973 2000-2009 –> 2010-2019 0.3466499 0.1779426 -759.814241 210.686076 9 18
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + silicate 583 0.1701564 -398.547231 8.571430 1.0790118 2000-2009 –> 2010-2019 0.3506986 0.1805422 -732.698556 13.803696 10 20
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 933 0.1425462 -973.394610 747.709057 0.3832506 1982-1999 –> 2000-2009 0.2826151 0.1400689 -1827.526485 1684.564960 4 5
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 933 0.1340071 -1088.664730 362.133808 0.4248791 1982-1999 –> 2000-2009 0.2912812 0.1572742 -1758.816587 1173.837687 1 3
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 933 0.1342468 -1085.329488 487.752826 0.4244851 1982-1999 –> 2000-2009 0.2916317 0.1573849 -1754.363401 1424.680203 2 5
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 933 0.1343497 -1083.899660 360.404600 0.4244750 1982-1999 –> 2000-2009 0.2917791 0.1574294 -1752.484632 1172.966868 3 7
N_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 933 0.1492094 -890.147273 79.991828 0.4037708 1982-1999 –> 2000-2009 0.3244926 0.1752831 -1390.140924 250.941468 5 12
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 933 0.1541916 -826.858027 12.578075 0.7555843 1982-1999 –> 2000-2009 0.3257039 0.1715123 -1359.387313 20.324458 6 11
N_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 933 0.1555399 -812.612115 2.702127 0.8367592 1982-1999 –> 2000-2009 0.3270672 0.1715273 -1347.002162 7.019404 7 13
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 933 0.1630053 -723.133963 96.797063 0.9758868 1982-1999 –> 2000-2009 0.3383920 0.1753868 -1220.189130 204.971373 8 16
N_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 933 0.1630177 -724.991454 24.312905 0.9812132 1982-1999 –> 2000-2009 0.3386420 0.1756243 -1221.897231 64.851793 9 18
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 933 0.1644393 -706.789916 428.839090 1.1914289 1982-1999 –> 2000-2009 0.3401827 0.1757434 -1200.618815 910.406385 10 20
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 894 0.1079668 -1428.903680 664.213662 0.3951541 2000-2009 –> 2010-2019 0.2419738 0.1340071 -2517.568410 1026.347470 3 4
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 894 0.1079504 -1429.175027 870.318732 0.3949159 2000-2009 –> 2010-2019 0.2421972 0.1342468 -2514.504515 1358.071558 2 4
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 894 0.1079453 -1429.259986 662.217466 0.3947617 2000-2009 –> 2010-2019 0.2422950 0.1343497 -2513.159646 1022.622065 1 4
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 894 0.1115907 -1369.874159 936.347376 0.3505494 2000-2009 –> 2010-2019 0.2541370 0.1425462 -2343.268769 1684.056433 4 8
N_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 894 0.1179861 -1272.230375 247.414692 0.3638185 2000-2009 –> 2010-2019 0.2671956 0.1492094 -2162.377648 327.406519 5 10
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 894 0.1329740 -1056.410071 16.937780 0.8804234 2000-2009 –> 2010-2019 0.2871656 0.1541916 -1883.268098 29.515856 10 16
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 894 0.1228425 -1198.109154 607.765365 0.8797341 2000-2009 –> 2010-2019 0.2872818 0.1644393 -1904.899071 1036.604455 6 16
N_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 894 0.1341845 -1042.206381 10.176441 0.9333370 2000-2009 –> 2010-2019 0.2897244 0.1555399 -1854.818496 12.878567 12 19
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 894 0.1306000 -1088.619283 238.702952 0.9644979 2000-2009 –> 2010-2019 0.2936053 0.1630053 -1811.753246 335.500015 8 16
N_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 894 0.1309467 -1085.879583 109.394924 0.9521581 2000-2009 –> 2010-2019 0.2939644 0.1630177 -1810.871036 133.707829 9 18
N_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1838 0.1363817 -2093.667537 42.903638 2.0617051 1982-1999 –> 2000-2009 0.3124893 0.1761075 -3047.448469 79.985548 1 2
N_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1838 0.1481275 -1789.972158 510.137923 1.9281130 1982-1999 –> 2000-2009 0.3391824 0.1910549 -2495.608381 862.966726 2 8
N_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1838 0.1517431 -1701.324132 605.710670 3.0991146 1982-1999 –> 2000-2009 0.3395086 0.1877655 -2459.858763 1354.737294 3 5
N_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1838 0.1518676 -1698.308299 574.618121 3.1008800 1982-1999 –> 2000-2009 0.3396519 0.1877843 -2456.539483 1257.638808 4 7
N_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1838 0.1524805 -1683.504052 596.179750 3.1134003 1982-1999 –> 2000-2009 0.3410429 0.1885624 -2429.138984 1280.404729 5 10
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1838 0.1545181 -1636.706202 272.617137 2.8185102 1982-1999 –> 2000-2009 0.3529752 0.1984571 -2228.556381 482.687172 6 14
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1838 0.1692694 -1301.527046 37.791404 3.0850630 1982-1999 –> 2000-2009 0.3573559 0.1880865 -2056.859917 66.230382 8 12
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 1838 0.1634008 -1431.236778 39.157892 0.8460750 1982-1999 –> 2000-2009 0.3598404 0.1964396 -2054.210930 76.178926 7 14
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1838 0.1693826 -1299.069335 417.487074 2.0681012 1982-1999 –> 2000-2009 0.3807035 0.2113208 -1699.617397 783.722895 9 18
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1838 0.1939308 -801.555579 554.726723 5.2282408 1982-1999 –> 2000-2009 0.4185337 0.2246029 -1016.430575 1001.074365 10 20
N_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2249 0.1088529 -3579.091101 104.688661 0.6638857 2000-2009 –> 2010-2019 0.2452346 0.1363817 -5672.758637 147.592299 4 5
N_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2249 0.1081443 -3608.464809 849.382400 0.7200481 2000-2009 –> 2010-2019 0.2598874 0.1517431 -5309.788941 1455.093070 1 3
N_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2249 0.1081960 -3606.314496 848.013120 0.7195069 2000-2009 –> 2010-2019 0.2600637 0.1518676 -5304.622795 1422.631241 2 5
N_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2249 0.1087377 -3583.852942 945.206175 0.7206771 2000-2009 –> 2010-2019 0.2612182 0.1524805 -5267.356994 1541.385925 3 7
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2249 0.1134289 -3395.867059 104.571508 0.5983804 2000-2009 –> 2010-2019 0.2826983 0.1692694 -4697.394104 142.362913 6 13
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2249 0.1468216 -2235.195498 607.408191 0.7362691 2000-2009 –> 2010-2019 0.3013397 0.1545181 -3871.901700 880.025328 7 12
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2249 0.1122762 -3441.811442 940.022622 0.7622548 2000-2009 –> 2010-2019 0.3062070 0.1939308 -4243.367021 1494.749345 5 14
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 2249 0.1758140 -1424.616474 73.264191 0.9349323 2000-2009 –> 2010-2019 0.3392148 0.1634008 -2855.853252 112.422083 16 22
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2249 0.1799130 -1320.953126 793.594436 1.0106241 2000-2009 –> 2010-2019 0.3492956 0.1693826 -2620.022461 1211.081510 17 25
N_Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2249 0.1647550 -1714.839268 782.875475 1.0269309 2000-2009 –> 2010-2019 0.4357435 0.2709886 -1284.495972 1379.063853 10 21
N_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 304 0.1204204 -410.279342 352.115823 0.6247583 1982-1999 –> 2000-2009 0.3065683 0.1861479 -679.011966 682.087228 1 2
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 304 0.1204501 -412.129277 83.285084 0.6259553 1982-1999 –> 2000-2009 0.3089019 0.1884518 -669.601683 107.056042 2 4
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 304 0.1866982 -145.668720 642.306250 1.0400153 1982-1999 –> 2000-2009 0.4624961 0.2757979 7.389366 963.369476 3 6
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 304 0.2126278 -66.598316 138.874371 1.0017890 1982-1999 –> 2000-2009 0.5033401 0.2907123 143.233409 301.584582 4 8
N_Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 304 0.2443910 16.051161 6.209716 1.1188694 1982-1999 –> 2000-2009 0.5887424 0.3443514 406.418999 12.602515 11 16
N_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 304 0.2170110 -52.192058 666.212062 1.3942621 1982-1999 –> 2000-2009 0.6104573 0.3934463 485.853708 1243.775208 5 11
N_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 304 0.2185921 -47.778502 401.322537 1.3893363 1982-1999 –> 2000-2009 0.6125351 0.3939430 491.627266 988.996250 6 13
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 304 0.2186222 -49.694726 787.323283 1.3949726 1982-1999 –> 2000-2009 0.6210951 0.4024729 510.803474 1044.696752 7 16
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 304 0.2341056 -8.091026 357.486141 1.2203517 1982-1999 –> 2000-2009 0.6329508 0.3988452 542.646583 456.926735 8 16
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 304 0.2367690 -1.213037 276.780397 1.2599921 1982-1999 –> 2000-2009 0.7028099 0.4660410 717.369420 725.085952 9 25
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 632 0.0496959 -1988.777415 177.320410 0.1828376 2000-2009 –> 2010-2019 0.1701461 0.1204501 -2400.906692 260.605495 1 2
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 632 0.1207049 -867.071182 106.462337 0.4268911 2000-2009 –> 2010-2019 0.3548105 0.2341056 -875.162208 463.948478 16 18
N_Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 632 0.1204529 -871.713380 151.507006 0.3272843 2000-2009 –> 2010-2019 0.3648439 0.2443910 -855.662219 157.716722 10 14
N_Atlantic (28.2, Inf] 3 cstar_tref ~ sal + silicate + phosphate_star 632 0.1227221 -848.122664 105.747944 0.4032447 2000-2009 –> 2010-2019 0.3662512 0.2435291 -834.219397 149.030298 20 23
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 632 0.1114484 -967.921830 155.732445 0.3449726 2000-2009 –> 2010-2019 0.4121049 0.3006565 -823.893637 1083.453852 7 12
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + phosphate 632 0.1205628 -868.560456 124.650168 0.4136399 2000-2009 –> 2010-2019 0.4323347 0.3117719 -702.459848 209.164408 11 17
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 632 0.1205972 -868.199809 942.182213 0.4097889 2000-2009 –> 2010-2019 0.4364023 0.3158051 -694.284169 1788.647944 14 21
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + phosphate_star 632 0.1205915 -868.259675 53.580576 0.4102682 2000-2009 –> 2010-2019 0.4407348 0.3201433 -686.048803 99.595292 13 21
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 632 0.1205877 -868.299225 146.489673 0.4105596 2000-2009 –> 2010-2019 0.4414757 0.3208880 -684.675799 962.235707 12 21
N_Atlantic (28.2, Inf] 3 cstar_tref ~ sal + temp + phosphate_star 632 0.1269732 -805.078772 41.495636 0.4575409 2000-2009 –> 2010-2019 0.4508960 0.3239228 -617.732196 44.558766 22 32
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1611 3.5570551 8674.321992 31.750833 18.4383354 1982-1999 –> 2000-2009 7.0560822 3.4990272 11290.288496 58.781851 1 4
N_Pacific (-Inf,26] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1611 4.0926185 9126.213964 40.116603 15.5587071 1982-1999 –> 2000-2009 7.4320186 3.3394001 11696.700709 74.991503 2 3
N_Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1611 4.1534217 9173.730503 24.556784 16.2324575 1982-1999 –> 2000-2009 7.6950858 3.5416641 11801.493808 54.666553 3 7
N_Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1611 4.1831766 9196.730418 56.155465 16.5518879 1982-1999 –> 2000-2009 7.9187051 3.7355285 11876.400733 119.988583 4 13
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1611 4.4916225 9425.953418 49.675790 17.4826218 1982-1999 –> 2000-2009 8.0695456 3.5779232 12063.637716 90.406048 8 13
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1611 4.6140895 9512.627040 51.482639 17.6986216 1982-1999 –> 2000-2009 8.0987298 3.4846403 12124.580520 97.340517 10 12
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1611 4.4566517 9400.769481 52.378296 17.1868846 1982-1999 –> 2000-2009 8.1336657 3.6770141 12065.062011 119.095595 7 14
N_Pacific (-Inf,26] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1611 4.8038604 9640.490694 33.826107 16.0104824 1982-1999 –> 2000-2009 8.3872363 3.5833759 12277.658243 63.053645 13 19
N_Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + silicate 1611 4.2723411 9262.685746 20.933266 17.5119320 1982-1999 –> 2000-2009 8.4459484 4.1736073 12048.364306 42.903332 5 17
N_Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1611 4.8289577 9657.279900 23.820102 15.6368686 1982-1999 –> 2000-2009 8.5639206 3.7349629 12334.802743 45.750559 14 22
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3176 3.8424754 17577.631380 45.139735 60.0672327 2000-2009 –> 2010-2019 7.3995304 3.5570551 26251.953372 76.890568 1 2
N_Pacific (-Inf,26] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3176 4.2981195 18289.441669 52.794961 50.0581180 2000-2009 –> 2010-2019 8.3907380 4.0926185 27415.655633 92.911565 5 7
N_Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3176 4.3441922 18357.168209 28.426792 42.6551357 2000-2009 –> 2010-2019 8.4976140 4.1534217 27530.898712 52.983575 7 10
N_Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3176 4.3582136 18377.636938 66.359240 42.7525034 2000-2009 –> 2010-2019 8.5413902 4.1831766 27574.367355 122.514705 8 12
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3176 4.1967541 18137.843506 55.039552 51.6143604 2000-2009 –> 2010-2019 8.6534058 4.4566517 27538.612987 107.417848 2 9
N_Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + silicate 3176 4.3854730 18415.243259 26.429799 48.3221316 2000-2009 –> 2010-2019 8.6578141 4.2723411 27677.929005 47.363064 9 14
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3176 4.1983454 18140.251664 51.119978 53.1421577 2000-2009 –> 2010-2019 8.6899679 4.4916225 27566.205083 100.795768 3 11
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3176 4.4531923 18514.579493 309.724369 54.2513806 2000-2009 –> 2010-2019 8.8073426 4.3541503 27840.378663 616.267305 10 16
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3176 4.2500199 18217.956653 58.583293 57.4496858 2000-2009 –> 2010-2019 8.8641094 4.6140895 27730.583693 110.065932 4 14
N_Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 3176 4.3401742 18349.290397 40.084875 65.0700440 2000-2009 –> 2010-2019 8.9873401 4.6471659 27882.932156 65.941359 6 17
N_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1222 1.6734247 4740.233471 57.448359 6.8154271 1982-1999 –> 2000-2009 3.2494439 1.5760193 7074.048334 93.891667 1 2
N_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1222 1.7022141 4781.922185 55.430235 7.2320209 1982-1999 –> 2000-2009 3.2840633 1.5818492 7120.308141 92.074568 2 4
N_Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1222 1.7976255 4915.210275 28.707201 5.2058402 1982-1999 –> 2000-2009 3.3871264 1.5895009 7259.570226 47.834648 3 6
N_Pacific (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1222 1.8257903 4951.205441 18.463937 5.4544207 1982-1999 –> 2000-2009 3.4215441 1.5957537 7298.425907 31.586457 5 9
N_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1222 1.8096153 4931.457086 65.170484 8.2783324 1982-1999 –> 2000-2009 3.4284819 1.6188666 7298.480113 130.108089 4 11
N_Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1222 1.8570691 4994.720501 21.233543 5.1152966 1982-1999 –> 2000-2009 3.4602930 1.6032239 7349.722898 35.729724 6 11
N_Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1222 1.8907056 5036.591817 15.671492 5.0792259 1982-1999 –> 2000-2009 3.5015242 1.6108186 7395.444900 27.759662 7 13
N_Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1222 2.0100214 5188.153052 62.452155 5.4849484 1982-1999 –> 2000-2009 3.6653571 1.6553357 7582.755682 137.292146 8 16
N_Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 1222 2.0659021 5253.171488 46.053719 5.5447880 1982-1999 –> 2000-2009 3.7327874 1.6668853 7654.381894 98.090177 9 18
N_Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1222 2.4741964 5695.943596 243.464371 6.6023251 1982-1999 –> 2000-2009 4.4056775 1.9314812 8281.549007 481.647564 10 20
N_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1807 1.6527483 6957.860246 36.743366 8.1015732 2000-2009 –> 2010-2019 3.3261729 1.6734247 11698.093717 94.191725 2 3
N_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1807 1.6923213 7043.373278 35.551022 9.3498664 2000-2009 –> 2010-2019 3.3945353 1.7022141 11825.295463 90.981257 5 7
N_Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1807 1.6202648 6886.122598 18.973844 7.9761670 2000-2009 –> 2010-2019 3.4178903 1.7976255 11801.332873 47.681045 1 4
N_Pacific (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1807 1.6531006 6956.630527 11.610179 8.2048481 2000-2009 –> 2010-2019 3.4788909 1.8257903 11907.835968 30.074116 3 8
N_Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1807 1.6535570 6959.628373 13.483404 9.0775427 2000-2009 –> 2010-2019 3.5106261 1.8570691 11954.348874 34.716947 4 10
N_Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1807 1.6943770 7045.760803 10.730828 9.4902938 2000-2009 –> 2010-2019 3.5850827 1.8907056 12082.352620 26.402320 6 13
N_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1807 1.7981355 7262.559476 60.009713 13.0153435 2000-2009 –> 2010-2019 3.6077508 1.8096153 12194.016562 125.180197 8 12
N_Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1807 1.7404978 7144.818543 50.631641 11.5179016 2000-2009 –> 2010-2019 3.7505192 2.0100214 12332.971595 113.083796 7 15
N_Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 1807 1.8021964 7268.712082 39.982832 12.9819404 2000-2009 –> 2010-2019 3.8680985 2.0659021 12521.883570 86.036551 9 18
N_Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1807 2.1209523 7859.284689 207.159732 17.3911431 2000-2009 –> 2010-2019 4.5951487 2.4741964 13555.228285 450.624103 11 21
N_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1030 1.1711098 3262.394230 62.675584 9.0189602 1982-1999 –> 2000-2009 2.2332792 1.0621694 4930.197889 133.573717 4 7
N_Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1030 1.1752860 3269.727139 121.509526 11.3861320 1982-1999 –> 2000-2009 2.2673119 1.0920259 4968.523103 257.198282 6 10
N_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1030 1.1691924 3259.018704 34.120552 6.8072801 1982-1999 –> 2000-2009 2.2688363 1.0996439 4965.586740 83.471474 3 9
N_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1030 1.1749499 3269.137982 35.460417 6.8221804 1982-1999 –> 2000-2009 2.2913480 1.1163980 4992.611405 84.641890 5 12
N_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 1030 1.1990331 3308.935273 54.676181 9.9582879 1982-1999 –> 2000-2009 2.2935479 1.0945148 5008.276388 122.421869 9 14
N_Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1030 1.1624116 3247.036870 18.874993 8.0692140 1982-1999 –> 2000-2009 2.2961713 1.1337597 4987.763035 40.306408 1 9
N_Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1030 1.1641851 3250.177322 22.386392 7.2169732 1982-1999 –> 2000-2009 2.3145238 1.1503388 5007.133751 48.231696 2 12
N_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1030 1.1904589 3294.151404 8.496828 7.0663737 1982-1999 –> 2000-2009 2.3295438 1.1390850 5038.116548 20.398541 7 16
N_Pacific (26.5,26.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1030 1.1946164 3301.333118 10.279253 7.0724416 1982-1999 –> 2000-2009 2.3516041 1.1569877 5062.732924 24.108715 8 19
N_Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1030 1.3412088 3541.770212 463.623337 20.6571173 1982-1999 –> 2000-2009 2.3934090 1.0522002 5199.031166 1026.335234 10 11
N_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1749 1.3190397 5946.057108 39.538356 7.8494076 2000-2009 –> 2010-2019 2.4939896 1.1749499 9215.195090 74.998773 1 6
N_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1749 1.3405113 6002.539666 38.820408 8.4043349 2000-2009 –> 2010-2019 2.5097037 1.1691924 9261.558370 72.940960 2 5
N_Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1749 1.3539826 6037.517048 14.186545 8.2927429 2000-2009 –> 2010-2019 2.5181677 1.1641851 9287.694370 36.572937 3 5
N_Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1749 1.3718958 6083.492155 12.022525 8.8058079 2000-2009 –> 2010-2019 2.5343074 1.1624116 9330.529025 30.897518 5 6
N_Pacific (26.5,26.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1749 1.3610387 6053.699130 9.861609 8.0793019 2000-2009 –> 2010-2019 2.5556551 1.1946164 9355.032248 20.140862 4 12
N_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1749 1.3785980 6098.539615 8.727729 8.6214338 2000-2009 –> 2010-2019 2.5690569 1.1904589 9392.691018 17.224556 6 13
N_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1749 1.4496992 6276.450513 76.313977 10.9363976 2000-2009 –> 2010-2019 2.6208090 1.1711098 9538.844743 138.989561 7 11
N_Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1749 1.4772754 6342.364572 82.768755 11.4108462 2000-2009 –> 2010-2019 2.6525614 1.1752860 9612.091711 204.278281 8 14
N_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 1749 1.4819094 6351.320306 55.932034 11.2936881 2000-2009 –> 2010-2019 2.6809425 1.1990331 9660.255580 110.608215 9 18
N_Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1749 1.8742401 7174.902151 395.924414 17.4899322 2000-2009 –> 2010-2019 3.2154489 1.3412088 10716.672363 859.547750 10 20
N_Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1434 1.0975442 4350.455124 49.311698 7.2504433 1982-1999 –> 2000-2009 2.0205549 0.9230108 6300.394855 110.651781 1 2
N_Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1434 1.1134969 4391.841244 26.362968 8.0046428 1982-1999 –> 2000-2009 2.1407433 1.0272464 6496.497520 70.149527 2 6
N_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1434 1.1627149 4515.888870 46.436310 7.7231296 1982-1999 –> 2000-2009 2.1694219 1.0067070 6591.339921 115.486890 6 9
N_Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1434 1.1253362 4422.174480 31.931370 8.3908237 1982-1999 –> 2000-2009 2.1918223 1.0664861 6581.037522 88.320838 3 9
N_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1434 1.1554358 4497.877380 73.063973 8.2300906 1982-1999 –> 2000-2009 2.2497831 1.0943473 6694.031127 186.682722 4 11
N_Pacific (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1434 1.2707696 4770.753603 454.350134 9.1916282 1982-1999 –> 2000-2009 2.2501172 0.9793476 6806.362619 863.811913 8 10
N_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1434 1.1599171 4508.979310 77.376783 8.5693694 1982-1999 –> 2000-2009 2.2882161 1.1282990 6749.312798 196.393723 5 13
N_Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1434 1.3027142 4841.958072 223.482065 10.9461946 1982-1999 –> 2000-2009 2.3641370 1.0614229 6993.939720 458.470212 11 16
N_Pacific (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 1434 1.2884024 4808.275487 27.521976 7.1672124 1982-1999 –> 2000-2009 2.4701747 1.1817723 7113.564703 64.345137 10 19
N_Pacific (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1434 1.2692020 4765.213422 14.473536 7.7091195 1982-1999 –> 2000-2009 2.5185415 1.2493395 7150.899886 40.134311 7 17
N_Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1937 1.1173220 5940.729159 43.779586 7.6423348 2000-2009 –> 2010-2019 2.2148662 1.0975442 10291.184284 93.091284 1 2
N_Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1937 1.1648612 6099.004677 19.155077 7.9830681 2000-2009 –> 2010-2019 2.2783581 1.1134969 10490.845921 45.518046 2 4
N_Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1937 1.1789477 6145.547438 22.988503 8.0302250 2000-2009 –> 2010-2019 2.3042839 1.1253362 10567.721918 54.919873 3 6
N_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1937 1.3012420 6527.702053 55.324379 6.1010923 2000-2009 –> 2010-2019 2.4566778 1.1554358 11025.579433 128.388351 5 9
N_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1937 1.3026478 6531.882730 57.568993 5.9504034 2000-2009 –> 2010-2019 2.4625649 1.1599171 11040.862041 134.945776 6 11
N_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1937 1.3079139 6550.878868 35.964229 7.0305773 2000-2009 –> 2010-2019 2.4706288 1.1627149 11066.767739 82.400539 7 13
N_Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1937 1.2298883 6309.337369 193.619491 6.4580791 2000-2009 –> 2010-2019 2.5326025 1.3027142 11151.295441 417.101556 4 15
N_Pacific (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1937 1.3734919 6736.933648 551.860535 8.8774980 2000-2009 –> 2010-2019 2.6442615 1.2707696 11507.687250 1006.210669 8 16
N_Pacific (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1937 1.5295094 7151.525019 10.251607 7.1549418 2000-2009 –> 2010-2019 2.7987114 1.2692020 11916.738441 24.725143 10 17
N_Pacific (26.75,27] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1937 1.5337227 7162.176443 12.929788 7.1867333 2000-2009 –> 2010-2019 2.8053386 1.2716159 11932.839447 31.069708 11 20
N_Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1883 0.7915153 4477.208862 134.072789 2.9796552 1982-1999 –> 2000-2009 1.3995346 0.6080193 6026.244270 271.091694 2 3
N_Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1883 0.7858192 4450.009277 38.421562 3.4959053 1982-1999 –> 2000-2009 1.4645971 0.6787779 6182.450288 79.887196 1 3
N_Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1883 0.8651365 4810.149680 121.933918 3.0975198 1982-1999 –> 2000-2009 1.6501246 0.7849881 6782.784873 256.902516 5 8
N_Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1883 0.8302898 4657.319933 28.284755 4.8862513 1982-1999 –> 2000-2009 1.6531461 0.8228563 6710.445394 66.193005 3 7
N_Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1883 0.8408843 4705.070047 38.623829 5.0916103 1982-1999 –> 2000-2009 1.6941126 0.8532284 6818.580709 88.155792 4 10
N_Pacific (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1883 0.9193490 5041.041720 389.437370 3.4409545 1982-1999 –> 2000-2009 1.7627819 0.8434329 7135.315256 856.636501 6 11
N_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1883 0.9646488 5222.179842 249.052274 3.9874886 1982-1999 –> 2000-2009 1.8803642 0.9157153 7453.440609 483.276450 8 15
N_Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1883 0.9751656 5261.015052 34.285630 3.1906451 1982-1999 –> 2000-2009 1.9040864 0.9289209 7514.129601 75.311101 10 18
N_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1883 0.9445746 5142.982773 46.683347 4.3952243 1982-1999 –> 2000-2009 1.9657592 1.0211846 7555.859281 127.023356 7 17
N_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1883 0.9723670 5252.191911 74.205972 4.9855116 1982-1999 –> 2000-2009 2.0954433 1.1230763 7823.518772 208.949964 9 25
N_Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2628 0.8151980 6398.012611 31.673112 4.0307299 2000-2009 –> 2010-2019 1.6010172 0.7858192 10848.021888 70.094674 2 3
N_Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2628 0.8113305 6373.017706 121.715272 3.8066425 2000-2009 –> 2010-2019 1.6028458 0.7915153 10850.226568 255.788061 1 3
N_Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2628 0.8626970 6695.673040 19.633101 4.1339456 2000-2009 –> 2010-2019 1.6929868 0.8302898 11352.992973 47.917856 3 6
N_Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2628 0.8723023 6753.870122 28.570192 4.1517460 2000-2009 –> 2010-2019 1.7131866 0.8408843 11458.940169 67.194022 4 8
N_Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2628 0.9405150 7147.602797 121.084517 3.5718544 2000-2009 –> 2010-2019 1.8056515 0.8651365 11957.752476 243.018434 5 10
N_Pacific (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2628 0.9859727 7397.691206 398.182825 2.9295006 2000-2009 –> 2010-2019 1.9053217 0.9193490 12438.732926 787.620195 7 13
N_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2628 0.9609682 7262.678931 305.651981 6.4473321 2000-2009 –> 2010-2019 1.9256171 0.9646488 12484.858773 554.704255 6 14
N_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2628 1.0116415 7532.775083 31.736950 3.2692541 2000-2009 –> 2010-2019 1.9562160 0.9445746 12675.757856 78.420297 8 15
N_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2628 1.0387278 7671.651386 49.646989 3.5428901 2000-2009 –> 2010-2019 2.0110948 0.9723670 12923.843296 123.852961 9 18
N_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2628 1.0438209 7697.359824 56.095857 3.5904171 2000-2009 –> 2010-2019 2.0223645 0.9785436 12973.397949 136.492260 10 21
N_Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2335 0.4471249 2881.479056 120.351995 2.4559071 1982-1999 –> 2000-2009 0.8537885 0.4066636 4025.191815 249.394679 1 2
N_Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2335 0.4860576 3269.373999 119.958546 2.4602094 1982-1999 –> 2000-2009 0.9542618 0.4682041 4717.724685 218.547807 2 4
N_Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2335 0.5126631 3520.245849 22.256164 2.6016917 1982-1999 –> 2000-2009 1.0155772 0.5029141 5126.213315 37.230584 3 6
N_Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2335 0.5572617 3909.798767 8.979032 2.6815716 1982-1999 –> 2000-2009 1.1214408 0.5641792 5765.902789 23.216147 4 11
N_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2335 0.5658518 3981.237008 885.481773 2.4743757 1982-1999 –> 2000-2009 1.1261122 0.5602604 5822.173902 1350.791932 6 11
N_Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2335 0.5665445 3984.950256 17.651597 2.6010448 1982-1999 –> 2000-2009 1.1336286 0.5670842 5850.229799 31.792345 7 15
N_Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2335 0.5882793 4162.758712 674.259460 2.2556751 1982-1999 –> 2000-2009 1.1352911 0.5470117 5951.620664 1209.169379 8 12
N_Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2335 0.5656806 3979.824341 9.209743 2.6990116 1982-1999 –> 2000-2009 1.1438108 0.5781301 5889.081688 24.694329 5 14
N_Pacific (27.25,27.5] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2335 0.6082256 4316.474883 330.160091 2.3820402 1982-1999 –> 2000-2009 1.1699912 0.5617656 6161.250068 607.311079 9 15
N_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2335 0.6208776 4414.621230 53.266186 2.4416152 1982-1999 –> 2000-2009 1.2167684 0.5958908 6389.720975 89.918243 11 21
N_Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3476 0.4548810 4402.235230 326.208757 4.7281793 2000-2009 –> 2010-2019 0.9020059 0.4471249 7283.714286 446.560752 1 2
N_Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3476 0.5233867 5375.495065 304.127954 5.0085243 2000-2009 –> 2010-2019 1.0094444 0.4860576 8644.869064 424.086500 3 5
N_Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3476 0.5037610 5111.798410 23.175071 5.0408337 2000-2009 –> 2010-2019 1.0164241 0.5126631 8632.044258 45.431235 2 5
N_Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3476 0.5363910 5548.115620 18.925076 5.2070622 2000-2009 –> 2010-2019 1.0936526 0.5572617 9457.914386 27.904108 4 8
N_Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3476 0.5423894 5625.427750 18.033178 5.2375937 2000-2009 –> 2010-2019 1.1080700 0.5656806 9605.252091 27.242921 5 10
N_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3476 0.5892336 6201.321725 839.830018 4.3006939 2000-2009 –> 2010-2019 1.1550854 0.5658518 10182.558733 1725.311791 6 12
N_Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3476 0.5957679 6275.990751 22.795858 5.3763907 2000-2009 –> 2010-2019 1.1623123 0.5665445 10260.941007 40.447455 7 14
N_Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3476 0.6056851 6392.762679 662.915773 2.4814897 2000-2009 –> 2010-2019 1.1939645 0.5882793 10555.521391 1337.175233 8 16
N_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3476 0.6279744 6644.001740 503.345876 3.8325095 2000-2009 –> 2010-2019 1.2430108 0.6150364 11014.480048 1147.596372 10 20
N_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3476 0.6256919 6618.686789 73.642360 2.6204146 2000-2009 –> 2010-2019 1.2465694 0.6208776 11033.308020 126.908546 9 20
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2453 0.3960350 2431.116945 866.675997 1.4221577 1982-1999 –> 2000-2009 0.7274818 0.3314467 3059.314533 1507.966416 2 3
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2453 0.3961593 2432.656489 90.159064 1.4073491 1982-1999 –> 2000-2009 0.7300032 0.3338439 3074.920971 144.399533 3 5
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2453 0.3954349 2423.677228 90.501195 1.4186403 1982-1999 –> 2000-2009 0.7304090 0.3349741 3072.538994 138.280047 1 4
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2453 0.3981594 2457.363052 20.524023 1.4990021 1982-1999 –> 2000-2009 0.7388457 0.3406863 3139.231010 35.572395 5 12
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2453 0.3989205 2466.731771 32.493897 1.4664180 1982-1999 –> 2000-2009 0.7392520 0.3403315 3146.565538 59.520857 8 13
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2453 0.3987144 2464.197308 37.875881 1.4690172 1982-1999 –> 2000-2009 0.7393673 0.3406528 3145.873187 68.850649 6 12
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2453 0.4012920 2495.810722 31.409183 1.3606850 1982-1999 –> 2000-2009 0.7394723 0.3381803 3163.267145 61.422868 9 13
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2453 0.3988292 2465.608707 20.851263 1.5040647 1982-1999 –> 2000-2009 0.7401714 0.3413422 3151.231178 36.130858 7 15
N_Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2453 0.3966484 2436.709886 63.890744 1.4114449 1982-1999 –> 2000-2009 0.7486002 0.3519518 3180.080371 97.745868 4 14
N_Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2453 0.4021168 2503.884170 19.293812 1.3108922 1982-1999 –> 2000-2009 0.7503088 0.3481920 3226.289811 34.775908 10 19
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3568 0.4347189 4194.860453 101.129639 1.8533436 2000-2009 –> 2010-2019 0.8301538 0.3954349 6618.537681 191.630834 2 3
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3568 0.4345033 4191.319912 981.255209 1.8373879 2000-2009 –> 2010-2019 0.8305383 0.3960350 6622.436856 1847.931206 1 3
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3568 0.4347275 4195.000634 113.424811 1.8626268 2000-2009 –> 2010-2019 0.8308868 0.3961593 6627.657124 203.583875 3 6
N_Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 3568 0.4347408 4193.219217 76.582071 1.8590378 2000-2009 –> 2010-2019 0.8313892 0.3966484 6629.929103 140.472816 4 8
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3568 0.4386271 4258.726729 42.056600 1.8700305 2000-2009 –> 2010-2019 0.8373415 0.3987144 6722.924037 79.932481 6 12
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3568 0.4385798 4257.957650 42.280955 1.8730476 2000-2009 –> 2010-2019 0.8375003 0.3989205 6724.689421 74.774851 5 13
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3568 0.4409315 4296.119246 26.270255 1.8766232 2000-2009 –> 2010-2019 0.8390909 0.3981594 6753.482298 46.794277 9 14
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3568 0.4387301 4260.402666 43.372194 1.8571218 2000-2009 –> 2010-2019 0.8400221 0.4012920 6756.213388 74.781377 7 16
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3568 0.4415083 4305.448236 26.666365 1.8865226 2000-2009 –> 2010-2019 0.8403375 0.3988292 6771.056944 47.517628 10 17
N_Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3568 0.4387396 4258.557757 26.238473 1.8520639 2000-2009 –> 2010-2019 0.8408564 0.4021168 6762.441928 45.532284 8 18
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 937 0.2274767 -101.755096 305.969621 0.8648153 1982-1999 –> 2000-2009 0.4248996 0.1974229 -235.880093 699.780650 2 3
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 937 0.2266820 -108.313539 149.133508 0.8786152 1982-1999 –> 2000-2009 0.4255667 0.1988847 -237.068128 422.130514 1 5
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 937 0.2277815 -99.246012 24.151947 0.8636166 1982-1999 –> 2000-2009 0.4259880 0.1982066 -230.487099 54.540230 3 5
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 937 0.2277949 -99.135649 29.427648 0.8637931 1982-1999 –> 2000-2009 0.4260948 0.1982999 -230.033874 65.589017 4 7
N_Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 937 0.2286639 -93.999723 148.335840 0.8108176 1982-1999 –> 2000-2009 0.4278354 0.1991715 -223.705361 414.747863 5 10
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 937 0.2290328 -88.978927 7.647685 0.9033510 1982-1999 –> 2000-2009 0.4411545 0.2121217 -170.824981 21.447177 6 13
N_Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 937 0.2290452 -90.878085 7.247488 0.9076045 1982-1999 –> 2000-2009 0.4422458 0.2132007 -171.030365 21.046399 7 15
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 937 0.2313303 -70.273986 8.037446 0.9033799 1982-1999 –> 2000-2009 0.4460033 0.2146729 -143.416355 17.250178 8 19
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 937 0.2315723 -68.314657 8.221821 0.9025447 1982-1999 –> 2000-2009 0.4461602 0.2145879 -141.745436 17.850650 9 18
N_Pacific (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 937 0.2343348 -48.091443 7.486129 0.8677997 1982-1999 –> 2000-2009 0.4490298 0.2146950 -123.159029 16.624528 12 24
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1233 0.2366799 -40.518240 191.042576 1.0506843 2000-2009 –> 2010-2019 0.4633619 0.2266820 -148.831779 340.176084 1 2
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1233 0.2388251 -18.267926 548.228274 1.0714570 2000-2009 –> 2010-2019 0.4663018 0.2274767 -120.023022 854.197895 6 8
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1233 0.2378700 -28.150240 10.791639 1.1204894 2000-2009 –> 2010-2019 0.4669028 0.2290328 -117.129167 18.439324 4 10
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1233 0.2392263 -14.128794 41.166217 1.0708362 2000-2009 –> 2010-2019 0.4670078 0.2277815 -113.374806 65.318164 7 10
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1233 0.2392268 -14.123972 50.088192 1.0713729 2000-2009 –> 2010-2019 0.4670217 0.2277949 -113.259621 79.515839 8 12
N_Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1233 0.2392272 -16.120204 10.446335 1.0724289 2000-2009 –> 2010-2019 0.4682723 0.2290452 -106.998289 17.693823 9 16
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1233 0.2378428 -28.432084 11.684267 1.1064705 2000-2009 –> 2010-2019 0.4691731 0.2313303 -98.706069 19.721714 3 11
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1233 0.2378255 -28.611847 11.952699 1.1046149 2000-2009 –> 2010-2019 0.4693978 0.2315723 -96.926504 20.174519 2 11
N_Pacific (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1233 0.2392482 -15.903847 10.805446 1.0650561 2000-2009 –> 2010-2019 0.4716558 0.2324076 -79.470832 17.708624 10 20
N_Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1233 0.2392502 -15.882649 11.099174 1.0644394 2000-2009 –> 2010-2019 0.4720760 0.2328257 -76.081206 18.194285 11 22
N_Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1243 0.1990566 -471.336191 99.237081 0.8954004 1982-1999 –> 2000-2009 0.3806421 0.1815855 -699.066107 207.957523 1 2
N_Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1243 0.2000196 -459.338027 14.685136 0.8953200 1982-1999 –> 2000-2009 0.3821722 0.1821526 -684.442339 33.813717 2 4
N_Pacific (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1243 0.2002581 -456.375367 14.854071 0.8955144 1982-1999 –> 2000-2009 0.3826006 0.1823425 -680.602286 35.153038 3 6
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1243 0.2028100 -424.895951 367.280512 0.8351913 1982-1999 –> 2000-2009 0.3972110 0.1944010 -595.204593 661.731743 4 8
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1243 0.2028661 -424.208314 15.260450 0.8326651 1982-1999 –> 2000-2009 0.3974614 0.1945952 -593.675893 32.288230 5 10
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1243 0.2028783 -424.059621 20.624282 0.8321848 1982-1999 –> 2000-2009 0.3975205 0.1946422 -593.324008 40.320637 6 12
N_Pacific (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1243 0.2071167 -374.658128 451.439073 0.8708583 1982-1999 –> 2000-2009 0.4048985 0.1977818 -532.449514 956.464360 7 14
N_Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 1243 0.2075917 -368.963272 51.858455 0.8721847 1982-1999 –> 2000-2009 0.4060203 0.1984286 -524.005632 102.532021 8 16
N_Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1243 0.2084227 -359.031460 7.671007 0.8722428 1982-1999 –> 2000-2009 0.4077943 0.1993716 -510.081584 17.343461 9 18
N_Pacific (27.85,27.95] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1243 0.2085936 -356.994508 7.693487 0.8725228 1982-1999 –> 2000-2009 0.4081903 0.1995967 -507.094494 17.391419 10 20
N_Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1672 0.1763479 -1043.901439 143.977628 0.9054354 2000-2009 –> 2010-2019 0.3754044 0.1990566 -1515.237630 243.214709 1 2
N_Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1672 0.1768908 -1033.623123 27.290868 0.8974814 2000-2009 –> 2010-2019 0.3769103 0.2000196 -1492.961149 41.976004 2 4
N_Pacific (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1672 0.1770300 -1030.992152 28.034136 0.8957644 2000-2009 –> 2010-2019 0.3772881 0.2002581 -1487.367520 42.888207 3 6
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1672 0.1778608 -1015.335800 157.141454 1.0222523 2000-2009 –> 2010-2019 0.3910253 0.2131645 -1316.442420 316.273380 4 15
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1672 0.1883058 -824.507063 879.451409 0.9270020 2000-2009 –> 2010-2019 0.3911158 0.2028100 -1249.403015 1246.731921 7 11
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1672 0.1884819 -821.381047 60.516506 0.9272720 2000-2009 –> 2010-2019 0.3913480 0.2028661 -1245.589362 75.776956 8 13
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1672 0.1885043 -820.983047 71.667040 0.9275659 2000-2009 –> 2010-2019 0.3913826 0.2028783 -1245.042668 92.291322 9 15
N_Pacific (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1672 0.1913762 -772.421300 560.708012 0.8240196 2000-2009 –> 2010-2019 0.3984929 0.2071167 -1147.079428 1012.147086 14 21
N_Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 1672 0.1914721 -770.745684 51.145003 0.8237722 2000-2009 –> 2010-2019 0.3990638 0.2075917 -1139.708956 103.003458 15 23
N_Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1672 0.1921027 -759.751084 11.920220 0.8160395 2000-2009 –> 2010-2019 0.4005254 0.2084227 -1118.782544 19.591227 16 25
N_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1252 0.2276876 -138.348440 21.576897 1.4477747 1982-1999 –> 2000-2009 0.4145446 0.1868570 -340.948981 34.997422 1 2
N_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1252 0.2277480 -137.685144 17.997153 1.4475417 1982-1999 –> 2000-2009 0.4146343 0.1868863 -340.154207 30.145321 2 4
N_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1252 0.2280113 -134.791458 375.312954 1.4461606 1982-1999 –> 2000-2009 0.4150460 0.1870347 -336.595481 612.300085 3 6
N_Pacific (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1252 0.2311400 -100.666466 62.714791 1.3224301 1982-1999 –> 2000-2009 0.4207260 0.1895860 -291.116483 152.547343 4 8
N_Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1252 0.2316152 -95.523054 71.138165 1.3163809 1982-1999 –> 2000-2009 0.4216378 0.1900225 -284.045948 171.770102 5 10
N_Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1252 0.2325754 -85.164554 110.184528 1.3052783 1982-1999 –> 2000-2009 0.4238334 0.1912580 -268.256441 256.776995 6 12
N_Pacific (27.95,28.05] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1252 0.2389228 -19.741141 11.101062 1.2185624 1982-1999 –> 2000-2009 0.4323688 0.1934460 -195.301038 22.570091 7 14
N_Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1252 0.2391982 -16.856279 9.494874 1.2154284 1982-1999 –> 2000-2009 0.4329009 0.1937027 -191.304921 20.021986 8 16
N_Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 1252 0.2402320 -6.058079 83.996185 1.2028895 1982-1999 –> 2000-2009 0.4351770 0.1949450 -175.149060 214.062257 9 18
N_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1252 0.2646203 238.055808 16.867889 1.2493851 1982-1999 –> 2000-2009 0.4773594 0.2127391 144.163312 28.017369 10 20
N_Pacific (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2169 0.1524900 -1988.932194 84.160052 0.9724383 2000-2009 –> 2010-2019 0.3836299 0.2311400 -2089.598660 146.874843 1 5
N_Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2169 0.1527680 -1981.031595 93.324022 0.9744167 2000-2009 –> 2010-2019 0.3843832 0.2316152 -2076.554649 164.462187 2 7
N_Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2169 0.1532718 -1966.747779 127.149066 0.9806548 2000-2009 –> 2010-2019 0.3858472 0.2325754 -2051.912334 237.333593 3 9
N_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2169 0.1606293 -1763.355449 57.587178 1.1070469 2000-2009 –> 2010-2019 0.3883169 0.2276876 -1901.703889 79.164075 4 5
N_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2169 0.1606641 -1762.415035 49.061561 1.1071347 2000-2009 –> 2010-2019 0.3884121 0.2277480 -1900.100179 67.058713 5 7
N_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2169 0.1608530 -1757.316883 705.304991 1.1074095 2000-2009 –> 2010-2019 0.3888643 0.2280113 -1892.108341 1080.617945 6 9
N_Pacific (27.95,28.05] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 2169 0.1701770 -1514.879017 17.867116 0.9236096 2000-2009 –> 2010-2019 0.4090998 0.2389228 -1534.620158 28.968178 7 14
N_Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2169 0.1703188 -1511.266912 15.639458 0.9222960 2000-2009 –> 2010-2019 0.4095170 0.2391982 -1528.123192 25.134332 8 16
N_Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 2169 0.1710964 -1491.505882 108.736753 0.9143888 2000-2009 –> 2010-2019 0.4113284 0.2402320 -1497.563961 192.732938 9 18
N_Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2169 0.1800239 -1268.863346 351.902469 0.9786981 2000-2009 –> 2010-2019 0.4467107 0.2666868 -1011.328779 575.434893 10 21
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 850 0.2247169 -111.758114 4.658224 1.5530884 1982-1999 –> 2000-2009 0.3183919 0.0936750 -691.823214 11.189303 3 4
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 850 0.2426702 18.907203 131.719689 1.5873220 1982-1999 –> 2000-2009 0.3442809 0.1016107 -510.252764 289.176368 9 11
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 850 0.2427946 19.778296 6.172466 1.5885904 1982-1999 –> 2000-2009 0.3444514 0.1016568 -509.097713 16.658937 11 14
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 850 0.2428137 19.912471 6.171602 1.5887415 1982-1999 –> 2000-2009 0.3444803 0.1016665 -508.903667 16.658324 12 16
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 850 0.2198623 -148.886379 240.353355 1.7720927 1982-1999 –> 2000-2009 0.3531264 0.1332642 -508.284836 442.291272 1 6
N_Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 850 0.2262609 -100.117586 121.343301 0.9952537 1982-1999 –> 2000-2009 0.3671621 0.1409012 -424.632071 254.024853 4 14
N_Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 850 0.2269661 -94.827224 113.565856 0.9957189 1982-1999 –> 2000-2009 0.3682668 0.1413007 -417.569060 239.615287 5 16
N_Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 850 0.2288903 -80.475724 262.836475 0.9743968 1982-1999 –> 2000-2009 0.3748704 0.1459801 -382.822618 465.133287 6 23
N_Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 850 0.2516628 78.764370 3.705201 1.4113385 1982-1999 –> 2000-2009 0.3960451 0.1443823 -232.471914 9.338520 14 26
N_Pacific (28.05,28.1] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 850 0.2415702 9.183658 237.387396 1.5983845 1982-1999 –> 2000-2009 0.4013796 0.1598094 -238.503071 438.301117 8 26
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1233 0.0934395 -2332.404806 19.767347 0.4885331 2000-2009 –> 2010-2019 0.3181564 0.2247169 -2444.162920 24.425572 1 4
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1233 0.1025313 -2103.427522 520.932254 0.3846517 2000-2009 –> 2010-2019 0.3452015 0.2426702 -2084.520319 652.651943 4 13
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1233 0.1024627 -2105.078219 27.757788 0.3839827 2000-2009 –> 2010-2019 0.3452573 0.2427946 -2085.299922 33.930255 3 14
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1233 0.1024496 -2105.394081 27.759732 0.3838389 2000-2009 –> 2010-2019 0.3452633 0.2428137 -2085.481610 33.931334 2 14
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1233 0.1285214 -1546.290553 570.090518 0.4868041 2000-2009 –> 2010-2019 0.3483837 0.2198623 -1695.176931 810.443873 14 15
N_Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1233 0.1384227 -1363.273179 197.937796 0.6460280 2000-2009 –> 2010-2019 0.3646836 0.2262609 -1463.390765 319.281097 15 19
N_Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1233 0.1385633 -1360.769134 186.950011 0.6446400 2000-2009 –> 2010-2019 0.3655294 0.2269661 -1455.596359 300.515867 16 21
N_Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1233 0.1412739 -1312.995053 474.393859 0.6513675 2000-2009 –> 2010-2019 0.3701642 0.2288903 -1393.470777 737.230334 18 24
N_Pacific (28.05,28.1] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 1233 0.1489896 -1183.862390 471.194901 0.6438086 2000-2009 –> 2010-2019 0.3905598 0.2415702 -1174.678732 708.582297 22 30
N_Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1233 0.1390916 -1353.384184 10.190371 0.6300015 2000-2009 –> 2010-2019 0.3907544 0.2516628 -1274.619814 13.895572 17 31
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1797 0.1371119 -2027.462676 243.115404 0.7912682 1982-1999 –> 2000-2009 0.2571974 0.1200855 -2918.654443 536.674371 1 3
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1797 0.1541237 -1607.112990 7.686576 0.8324353 1982-1999 –> 2000-2009 0.2688933 0.1147695 -2556.803609 21.954653 2 3
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1797 0.1934287 -790.724428 152.982853 0.8909869 1982-1999 –> 2000-2009 0.3267814 0.1333527 -1546.523111 386.373957 8 11
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1797 0.1936898 -785.875967 8.046593 0.8958553 1982-1999 –> 2000-2009 0.3274247 0.1337348 -1537.977486 25.725910 9 13
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1797 0.1937352 -785.034505 9.032873 0.8966511 1982-1999 –> 2000-2009 0.3275499 0.1338148 -1536.364090 28.452838 10 15
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1797 0.1717848 -1217.212214 71.953435 0.6944323 1982-1999 –> 2000-2009 0.3275580 0.1557732 -1772.229183 164.984314 3 9
N_Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1797 0.1725478 -1201.284430 59.083879 0.7015789 1982-1999 –> 2000-2009 0.3322784 0.1597306 -1723.888298 241.320973 4 11
N_Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1797 0.1736261 -1178.894749 57.089253 0.7048114 1982-1999 –> 2000-2009 0.3338896 0.1602635 -1697.195196 242.850767 5 13
N_Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1797 0.1767613 -1114.574459 218.805138 0.7118616 1982-1999 –> 2000-2009 0.3408450 0.1640837 -1602.439311 461.474608 6 15
N_Pacific (28.1,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 1797 0.1833354 -985.332511 216.900979 0.9194624 1982-1999 –> 2000-2009 0.3522689 0.1689335 -1437.563474 429.927825 7 17
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2443 0.1325702 -2925.926218 719.496038 1.0329572 2000-2009 –> 2010-2019 0.2696821 0.1371119 -4953.388894 962.611442 1 2
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2443 0.1417392 -2599.170740 25.634686 1.1098639 2000-2009 –> 2010-2019 0.2958629 0.1541237 -4206.283730 33.321262 2 4
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2443 0.1489424 -2356.964573 131.086031 0.5751034 2000-2009 –> 2010-2019 0.3207272 0.1717848 -3574.176788 203.039466 3 6
N_Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2443 0.1513229 -2279.492913 135.361159 0.7079734 2000-2009 –> 2010-2019 0.3238707 0.1725478 -3480.777343 194.445038 4 8
N_Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2443 0.1516683 -2268.353425 132.518103 0.7081273 2000-2009 –> 2010-2019 0.3252943 0.1736261 -3447.248174 189.607356 5 10
N_Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2443 0.1529895 -2225.974422 732.131578 0.6880997 2000-2009 –> 2010-2019 0.3297508 0.1767613 -3340.548881 950.936716 6 12
N_Pacific (28.1,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2443 0.1543113 -2185.940153 696.850978 0.9128484 2000-2009 –> 2010-2019 0.3376468 0.1833354 -3171.272663 913.751957 7 14
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2443 0.1567011 -2108.852225 457.050032 0.8918222 2000-2009 –> 2010-2019 0.3501298 0.1934287 -2899.576653 610.032885 9 17
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2443 0.1568471 -2104.302155 24.714048 0.8889188 2000-2009 –> 2010-2019 0.3505369 0.1936898 -2890.178122 32.760641 10 19
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2443 0.1568640 -2103.774773 28.327604 0.8883484 2000-2009 –> 2010-2019 0.3505992 0.1937352 -2888.809278 37.360477 11 21
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6220 0.1481250 -6091.060836 773.787526 0.5726570 1982-1999 –> 2000-2009 0.3114623 0.1633373 -7749.665503 1600.122848 1 3
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6220 0.1481270 -6090.888121 661.900852 0.5741285 1982-1999 –> 2000-2009 0.3115807 0.1634537 -7746.462588 1445.079698 2 5
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6220 0.1484120 -6066.977796 7.731039 0.5659187 1982-1999 –> 2000-2009 0.3117167 0.1633047 -7726.433487 16.202093 3 4
N_Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 6220 0.1484236 -6068.006498 7.379269 0.5650141 1982-1999 –> 2000-2009 0.3118903 0.1634667 -7725.241883 14.921010 4 8
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6220 0.1568202 -5381.435702 11.205648 0.5658333 1982-1999 –> 2000-2009 0.3237716 0.1669513 -6946.898607 22.880535 5 10
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6220 0.1568376 -5380.057600 10.770646 0.5656178 1982-1999 –> 2000-2009 0.3238036 0.1669660 -6945.145506 22.447291 6 12
N_Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 6220 0.1568411 -5381.776523 10.742394 0.5685020 1982-1999 –> 2000-2009 0.3238139 0.1669728 -6948.693226 21.493458 7 14
N_Pacific (28.2,28.3] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 6220 0.1582230 -5272.656029 11.061869 0.5909832 1982-1999 –> 2000-2009 0.3267620 0.1685390 -6799.836781 22.279981 8 16
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6220 0.1712952 -4283.128238 194.573924 0.6612980 1982-1999 –> 2000-2009 0.3433013 0.1720061 -5721.644190 398.085291 11 20
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6220 0.1713092 -4282.110076 186.858098 0.6617875 1982-1999 –> 2000-2009 0.3433289 0.1720197 -5720.291233 381.387600 12 22
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 9843 0.1303540 -12163.023962 870.024026 0.5332162 2000-2009 –> 2010-2019 0.2784790 0.1481250 -18254.084799 1643.811551 1 2
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 9843 0.1306004 -12125.847636 728.504526 0.5201498 2000-2009 –> 2010-2019 0.2787275 0.1481270 -18216.735757 1390.405378 2 4
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 9843 0.1319364 -11925.490535 13.044358 0.5535425 2000-2009 –> 2010-2019 0.2803484 0.1484120 -17992.468330 20.775397 3 6
N_Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 9843 0.1319381 -11927.247323 12.591196 0.5545841 2000-2009 –> 2010-2019 0.2803616 0.1484236 -17995.253821 19.970465 4 8
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 9843 0.1433980 -10285.576499 16.466967 0.5936121 2000-2009 –> 2010-2019 0.3002182 0.1568202 -15667.012201 27.672615 11 16
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 9843 0.1434104 -10283.874709 16.136256 0.5940058 2000-2009 –> 2010-2019 0.3002480 0.1568376 -15663.932308 26.906903 12 18
N_Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 9843 0.1434810 -10276.181355 16.027196 0.5921261 2000-2009 –> 2010-2019 0.3003221 0.1568411 -15657.957878 26.769590 15 22
N_Pacific (28.2,28.3] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 9843 0.1447801 -10098.744544 16.405398 0.6236082 2000-2009 –> 2010-2019 0.3030031 0.1582230 -15371.400573 27.467267 17 25
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 9843 0.1344496 -11554.027675 471.297838 0.5783425 2000-2009 –> 2010-2019 0.3057448 0.1712952 -15837.155912 665.871762 5 15
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 9843 0.1344503 -11553.930147 458.844332 0.5783587 2000-2009 –> 2010-2019 0.3057595 0.1713092 -15836.040223 645.702429 6 17
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 565 0.0263710 -2490.704875 546.407080 0.1657407 1982-1999 –> 2000-2009 0.0618121 0.0354411 -3210.505517 1225.348705 2 6
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 565 0.0264315 -2488.115354 661.637148 0.1655869 1982-1999 –> 2000-2009 0.0622897 0.0358582 -3203.446349 1582.247545 3 8
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 565 0.0263220 -2492.803604 202.269623 0.1638812 1982-1999 –> 2000-2009 0.0623404 0.0360184 -3206.432296 316.369429 1 7
N_Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 565 0.0265216 -2486.268186 167.961393 0.1682077 1982-1999 –> 2000-2009 0.0626208 0.0360992 -3201.040393 281.874911 4 11
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 565 0.0276613 -2436.724900 231.677181 0.1765018 1982-1999 –> 2000-2009 0.0628986 0.0352373 -3158.728840 361.642910 5 6
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 565 0.0276736 -2436.219887 314.108848 0.1765613 1982-1999 –> 2000-2009 0.0629356 0.0352619 -3157.956740 698.836760 6 8
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 565 0.0276906 -2435.527530 231.045742 0.1767604 1982-1999 –> 2000-2009 0.0629790 0.0352884 -3156.978309 360.676638 7 10
N_Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 565 0.0291631 -2378.979886 226.621070 0.1786442 1982-1999 –> 2000-2009 0.0662768 0.0371137 -3083.165000 356.485412 8 16
N_Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 565 0.0297599 -2356.089967 158.308377 0.2034657 1982-1999 –> 2000-2009 0.0674950 0.0377351 -3053.932126 278.579167 9 18
N_Pacific (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 565 0.0579804 -1600.443544 990.454652 0.2331393 1982-1999 –> 2000-2009 0.1146350 0.0566546 -2141.047809 1919.594724 12 22
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 478 0.0247046 -2167.427066 446.744949 0.1895105 2000-2009 –> 2010-2019 0.0511361 0.0264315 -4655.542420 1108.382096 1 4
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 478 0.0249702 -2157.204730 251.800088 0.1866416 2000-2009 –> 2010-2019 0.0513411 0.0263710 -4647.909606 798.207168 2 4
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 478 0.0250739 -2153.243135 89.432706 0.1908691 2000-2009 –> 2010-2019 0.0513959 0.0263220 -4646.046739 291.702329 3 4
N_Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 478 0.0250824 -2154.916512 75.572249 0.1901079 2000-2009 –> 2010-2019 0.0516040 0.0265216 -4641.184698 243.533642 4 8
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 478 0.0292401 -2006.290070 96.006681 0.1790753 2000-2009 –> 2010-2019 0.0569014 0.0276613 -4443.014970 327.683861 5 10
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 478 0.0292453 -2006.121541 203.888823 0.1792720 2000-2009 –> 2010-2019 0.0569189 0.0276736 -4442.341427 517.997671 6 12
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 478 0.0292474 -2006.051339 95.772488 0.1793347 2000-2009 –> 2010-2019 0.0569381 0.0276906 -4441.578869 326.818230 7 14
N_Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 478 0.0297712 -1991.083031 71.593888 0.1689449 2000-2009 –> 2010-2019 0.0595311 0.0297599 -4347.172997 229.902265 8 17
N_Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 478 0.0331361 -1888.713049 95.344599 0.1685013 2000-2009 –> 2010-2019 0.0622992 0.0291631 -4267.692935 321.965668 9 17
N_Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 478 0.0507876 -1480.472936 23.953174 0.2503936 2000-2009 –> 2010-2019 0.0999946 0.0492070 -3268.315542 99.838326 13 23
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 50 0.8396203 138.413307 174.797545 2.4795075 1982-1999 –> 2000-2009 2.9728544 2.1332341 883.743421 344.898446 2 4
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 50 0.8294729 137.197368 235.673973 2.0057542 1982-1999 –> 2000-2009 3.0415338 2.2120609 894.719382 465.072108 1 18
S_Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 50 0.9474988 150.500893 185.212605 2.0464210 1982-1999 –> 2000-2009 3.0732582 2.1257594 894.651614 397.963628 13 14
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 50 0.9289737 148.526365 447.564771 2.3503376 1982-1999 –> 2000-2009 3.0912498 2.1622761 898.399955 1150.539543 7 12
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 50 0.9277100 148.390239 27.510897 2.3743352 1982-1999 –> 2000-2009 3.1031469 2.1754369 900.302711 60.305397 5 14
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 50 0.9281134 148.433718 22.445503 2.3742132 1982-1999 –> 2000-2009 3.1075756 2.1794622 900.967323 56.092600 6 17
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 50 0.9395912 149.662810 21.174275 2.4527497 1982-1999 –> 2000-2009 3.1271965 2.1876053 903.449471 54.962382 11 24
S_Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 50 0.9759642 153.460912 162.061322 2.1805885 1982-1999 –> 2000-2009 3.1383023 2.1623381 903.344130 373.393031 14 20
S_Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 50 1.0171837 157.597630 171.970036 2.1395393 1982-1999 –> 2000-2009 3.1676704 2.1504866 905.634215 392.995154 15 19
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 50 0.8925607 144.527778 39.508313 2.4813336 1982-1999 –> 2000-2009 3.1868418 2.2942811 914.312090 115.091822 3 23
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 132 1.4348874 483.926570 233.220369 3.7179647 2000-2009 –> 2010-2019 2.2745077 0.8396203 622.339876 408.017914 6 8
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 132 1.4468766 486.123268 269.445359 3.8623021 2000-2009 –> 2010-2019 2.2763495 0.8294729 623.320636 505.119332 8 9
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 132 1.4210835 481.374552 127.548622 3.3794645 2000-2009 –> 2010-2019 2.3136442 0.8925607 625.902329 167.056935 2 5
S_Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 132 1.4032837 478.046927 254.243213 3.3689634 2000-2009 –> 2010-2019 2.3507825 0.9474988 628.547819 439.455818 1 13
S_Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 132 1.4242286 481.958181 254.057708 3.3688584 2000-2009 –> 2010-2019 2.4001928 0.9759642 635.419093 416.119030 3 16
S_Atlantic (26,26.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 132 1.5091447 495.247149 124.833666 3.8861273 2000-2009 –> 2010-2019 2.4020503 0.8929055 637.813553 161.177889 16 20
S_Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 132 1.4247910 482.062409 255.023883 3.3709629 2000-2009 –> 2010-2019 2.4419747 1.0171837 639.660039 426.993919 4 18
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 132 1.5330163 501.390397 144.272726 3.8989339 2000-2009 –> 2010-2019 2.4607262 0.9277100 649.780636 171.783624 21 26
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 132 1.5372659 502.121217 146.919692 3.8469890 2000-2009 –> 2010-2019 2.4653793 0.9281134 650.554935 169.365195 22 28
S_Atlantic (26,26.5] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 132 1.5402741 500.637310 22.959920 3.8084123 2000-2009 –> 2010-2019 2.4707582 0.9304841 647.326137 39.015807 23 30
S_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 142 1.3892994 510.357630 158.597840 4.7485597 1982-1999 –> 2000-2009 2.7437526 1.3544532 1309.743021 238.076722 2 3
S_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 142 1.3979501 512.120510 138.338768 4.6843383 1982-1999 –> 2000-2009 2.7524199 1.3544699 1311.511501 217.742221 3 5
S_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 142 1.3980387 512.138514 146.026834 4.7131068 1982-1999 –> 2000-2009 2.7539356 1.3558969 1312.009682 225.481797 4 7
S_Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 142 1.4207980 516.724659 248.199629 4.6875635 1982-1999 –> 2000-2009 2.7891587 1.3683607 1320.768351 561.398519 6 14
S_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 142 1.4770927 527.760065 43.622729 4.1151290 1982-1999 –> 2000-2009 2.8458992 1.3688065 1331.952300 104.012225 7 16
S_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 142 1.4791360 528.152651 27.052836 4.1351715 1982-1999 –> 2000-2009 2.8464576 1.3673216 1331.849962 42.502332 10 15
S_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 142 1.4796725 526.255640 21.195278 4.1564935 1982-1999 –> 2000-2009 2.8470780 1.3674056 1327.980943 31.422013 11 18
S_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 142 1.4782110 525.975001 35.218547 4.1506837 1982-1999 –> 2000-2009 2.8471331 1.3689220 1328.205728 89.430656 9 19
S_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 142 1.4839054 529.066923 36.017886 4.1371196 1982-1999 –> 2000-2009 2.8509131 1.3670077 1332.659529 51.449895 12 16
S_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 142 1.4839074 527.067298 30.609868 4.1356334 1982-1999 –> 2000-2009 2.8512373 1.3673299 1328.767368 40.895470 13 19
S_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 239 1.2426514 796.096850 71.289468 5.6764026 2000-2009 –> 2010-2019 2.6100046 1.3673532 1301.932429 120.289462 1 2
S_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 239 1.2890350 813.613881 220.600042 5.3358326 2000-2009 –> 2010-2019 2.6783344 1.3892994 1323.971511 379.197882 5 7
S_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 239 1.2869448 812.838175 196.102924 5.2148839 2000-2009 –> 2010-2019 2.6849835 1.3980387 1324.976689 342.129757 2 6
S_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 239 1.2875333 813.056722 195.881594 5.2640339 2000-2009 –> 2010-2019 2.6854834 1.3979501 1325.177232 334.220362 3 6
S_Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 239 1.2879774 813.221543 551.150514 4.9542600 2000-2009 –> 2010-2019 2.7087754 1.4207980 1329.946202 799.350143 4 10
S_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 239 1.3431545 833.272618 74.647795 3.7543170 2000-2009 –> 2010-2019 2.8202472 1.4770927 1361.032684 118.270524 6 13
S_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 239 1.4243523 859.329440 66.885598 6.5661714 2000-2009 –> 2010-2019 2.8224047 1.3980524 1369.470731 115.603821 13 18
S_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 239 1.3450834 833.958587 37.849274 3.8254356 2000-2009 –> 2010-2019 2.8242194 1.4791360 1362.111238 64.902111 7 17
S_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 239 1.3463615 834.412585 37.905341 3.8677066 2000-2009 –> 2010-2019 2.8302669 1.4839054 1363.479508 73.923228 8 20
S_Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 239 1.3572996 836.280261 478.256499 3.7105891 2000-2009 –> 2010-2019 2.8349666 1.4776669 1362.150707 690.421816 10 18
S_Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 176 0.8553992 458.488546 183.723580 3.6329609 1982-1999 –> 2000-2009 1.8179493 0.9625501 1579.865542 460.298762 1 5
S_Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 176 0.8662955 462.944081 72.307038 3.6252194 1982-1999 –> 2000-2009 1.8421201 0.9758246 1595.305873 169.163322 2 8
S_Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 176 0.8873859 471.411045 82.365595 3.7021209 1982-1999 –> 2000-2009 1.8688002 0.9814144 1608.353801 174.477756 3 10
S_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 176 1.0588728 533.602506 191.269173 6.9818287 1982-1999 –> 2000-2009 1.9802256 0.9213528 1619.897552 380.903838 6 7
S_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 176 1.0667628 536.215654 31.646648 6.9850928 1982-1999 –> 2000-2009 2.0095852 0.9428224 1640.984741 62.460206 7 9
S_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 176 1.0728840 538.229697 27.650782 6.9889879 1982-1999 –> 2000-2009 2.0255919 0.9527079 1651.363956 57.769102 8 11
S_Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 176 1.1243232 552.714178 180.598005 7.3032355 1982-1999 –> 2000-2009 2.0948690 0.9705458 1678.725745 370.227871 10 15
S_Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 176 1.1342291 555.801888 29.593825 7.3079054 1982-1999 –> 2000-2009 2.1178276 0.9835985 1692.527507 54.072839 11 19
S_Atlantic (26.75,27] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 176 1.1431176 558.549611 25.547777 7.3186740 1982-1999 –> 2000-2009 2.1332554 0.9901379 1700.589621 45.009946 12 21
S_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 176 0.9932021 511.065339 87.348261 3.1977866 1982-1999 –> 2000-2009 2.4399181 1.4467160 1959.229574 189.791146 4 17
S_Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 388 1.2845000 1309.383089 172.300163 5.4913229 2000-2009 –> 2010-2019 2.1398993 0.8553992 1767.871636 356.023743 2 3
S_Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 388 1.2880265 1311.510576 88.632499 5.5163000 2000-2009 –> 2010-2019 2.1543220 0.8662955 1774.454657 160.939537 3 5
S_Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 388 1.3070638 1322.896120 95.058550 5.6627505 2000-2009 –> 2010-2019 2.1944497 0.8873859 1794.307165 177.424145 4 7
S_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 388 1.2751374 1303.706144 86.788584 5.2862352 2000-2009 –> 2010-2019 2.2683395 0.9932021 1814.771483 174.136845 1 5
S_Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + silicate 388 1.3253931 1331.702560 83.198780 5.4136531 2000-2009 –> 2010-2019 2.3233025 0.9979094 1842.432271 155.183907 5 10
S_Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 388 1.6259843 1492.320256 151.701973 5.0220362 2000-2009 –> 2010-2019 2.7390303 1.1130460 2043.485952 341.968690 7 16
S_Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 388 1.6189124 1488.937868 80.555020 4.9554220 2000-2009 –> 2010-2019 2.7793003 1.1603879 2054.765751 153.534745 6 20
S_Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + silicate 388 1.6274268 1491.008387 59.596704 5.0034679 2000-2009 –> 2010-2019 2.8004774 1.1730506 2058.656659 115.623015 8 23
S_Atlantic (26.75,27] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 388 1.6789216 1515.181990 80.519748 4.5515656 2000-2009 –> 2010-2019 3.0432276 1.3643061 2135.995721 149.098065 9 31
S_Atlantic (26.75,27] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 388 1.8027670 1572.410724 73.955830 5.0974900 2000-2009 –> 2010-2019 3.0699717 1.2672047 2169.235431 144.760618 12 32
S_Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 214 0.9411918 595.365348 165.769882 2.5379545 1982-1999 –> 2000-2009 1.9377661 0.9965743 2140.943861 462.810109 2 3
S_Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 214 0.9408553 595.212255 59.784080 2.5400357 1982-1999 –> 2000-2009 1.9427238 1.0018685 2146.523624 150.211104 1 4
S_Atlantic (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 214 0.9448019 597.003871 51.344302 2.5285952 1982-1999 –> 2000-2009 1.9548333 1.0100314 2157.095219 112.991964 3 19
S_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 214 0.9525069 600.480110 125.263972 2.6081740 1982-1999 –> 2000-2009 1.9615569 1.0090499 2159.519585 254.827432 4 18
S_Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + silicate 214 0.9569546 600.473972 29.281510 2.6404542 1982-1999 –> 2000-2009 1.9738828 1.0169282 2165.928462 106.199770 5 30
S_Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 214 0.9733275 609.734865 176.578278 2.5189017 1982-1999 –> 2000-2009 1.9758462 1.0025187 2161.748171 323.531399 7 11
S_Atlantic (27,27.25] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 214 0.9735089 607.814630 42.890300 2.5222977 1982-1999 –> 2000-2009 1.9762802 1.0027712 2158.100450 132.692669 8 13
S_Atlantic (27,27.25] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 214 0.9823746 611.694736 38.411932 2.4876277 1982-1999 –> 2000-2009 1.9794888 0.9971143 2155.859335 132.589134 9 11
S_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 214 0.9591444 603.452240 74.252505 2.8389178 1982-1999 –> 2000-2009 1.9957758 1.0366314 2191.670226 145.605335 6 32
S_Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 214 0.9867063 615.577841 212.798305 2.5058037 1982-1999 –> 2000-2009 1.9961182 1.0094119 2175.005339 374.692020 10 25
S_Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 457 0.9481645 1262.260092 103.794643 3.6940856 2000-2009 –> 2010-2019 1.8890197 0.9408553 1857.472347 163.578723 2 3
S_Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 457 0.9522367 1266.177187 220.681693 3.4507831 2000-2009 –> 2010-2019 1.8934286 0.9411918 1861.542534 386.451576 4 6
S_Atlantic (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 457 0.9608077 1274.367146 84.824460 3.4855787 2000-2009 –> 2010-2019 1.9056096 0.9448019 1871.371017 136.168761 8 11
S_Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 457 0.9391261 1253.505572 200.258775 3.4625085 2000-2009 –> 2010-2019 1.9124536 0.9733275 1863.240438 376.837053 1 8
S_Atlantic (27,27.25] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 457 0.9533810 1265.274854 100.346968 3.5130824 2000-2009 –> 2010-2019 1.9268899 0.9735089 1873.089485 143.237268 5 13
S_Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 457 0.9511645 1265.147441 856.431371 3.4901193 2000-2009 –> 2010-2019 1.9290400 0.9778755 1876.877540 1762.922141 3 12
S_Atlantic (27,27.25] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 457 0.9535749 1265.460726 88.362898 3.5052936 2000-2009 –> 2010-2019 1.9359495 0.9823746 1877.155463 126.774830 6 16
S_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 457 0.9846055 1296.729861 127.198762 3.4923615 2000-2009 –> 2010-2019 1.9437499 0.9591444 1900.182101 201.451267 10 16
S_Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 457 0.9606459 1274.213286 163.131164 3.4957736 2000-2009 –> 2010-2019 1.9473522 0.9867063 1889.791127 375.929469 7 18
S_Atlantic (27,27.25] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 457 0.9609090 1272.463579 67.735573 3.5014267 2000-2009 –> 2010-2019 1.9528493 0.9919403 1888.305748 104.282249 9 21
S_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 313 1.0310377 921.389695 992.243879 3.4780613 1982-1999 –> 2000-2009 1.7935958 0.7625581 2514.847705 1864.376166 1 2
S_Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 313 1.0311271 921.443968 579.539829 3.6124682 1982-1999 –> 2000-2009 1.8345751 0.8034480 2586.775633 1194.008751 2 4
S_Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 313 1.0521404 932.072971 924.877478 3.5412335 1982-1999 –> 2000-2009 1.8603404 0.8082000 2603.519018 1791.708813 3 9
S_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 313 1.0663236 942.455285 636.816225 3.9727542 1982-1999 –> 2000-2009 1.8714224 0.8050987 2610.611182 1239.082109 5 8
S_Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 313 1.0597818 936.602972 463.978351 3.7916514 1982-1999 –> 2000-2009 1.8729198 0.8131380 2616.430686 1427.416886 4 11
S_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 313 1.0685120 941.738665 198.842513 3.9505896 1982-1999 –> 2000-2009 1.8745570 0.8060450 2609.510958 544.449958 6 10
S_Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 313 1.0878555 952.969922 179.075124 4.4674258 1982-1999 –> 2000-2009 1.8954170 0.8075615 2623.328576 516.545766 7 12
S_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 313 1.0998220 961.818360 244.428977 4.4926326 1982-1999 –> 2000-2009 1.9266826 0.8268606 2666.673853 604.211731 8 24
S_Atlantic (27.25,27.5] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 313 1.1129365 967.238810 173.086949 4.9156503 1982-1999 –> 2000-2009 1.9437717 0.8308352 2676.692614 500.589481 9 29
S_Atlantic (27.25,27.5] 3 cstar_tref ~ aou + nitrate + silicate 313 1.1912504 1007.807716 8.381178 5.1921723 1982-1999 –> 2000-2009 2.0066547 0.8154043 2689.465154 27.266789 16 24
S_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 577 1.1552486 1817.995185 729.493080 4.1316101 2000-2009 –> 2010-2019 2.2108029 1.0555543 2754.096069 1317.894258 1 6
S_Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 577 1.2057591 1867.379263 927.549002 5.4937936 2000-2009 –> 2010-2019 2.2275295 1.0217704 2783.116810 1862.971711 3 4
S_Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 577 1.2081710 1869.685265 513.181446 5.4232556 2000-2009 –> 2010-2019 2.2392981 1.0311271 2791.129233 1092.721275 5 8
S_Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 577 1.2057617 1865.381706 561.626224 5.4896481 2000-2009 –> 2010-2019 2.2655435 1.0597818 2801.984678 1025.604575 4 10
S_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 577 1.2084766 1869.977164 627.540898 4.4908306 2000-2009 –> 2010-2019 2.2748002 1.0663236 2812.432449 1264.357123 6 13
S_Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 577 1.2177366 1876.786014 198.123304 5.0994718 2000-2009 –> 2010-2019 2.3055921 1.0878555 2829.755936 377.198428 8 17
S_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 577 1.2168761 1877.970273 263.370202 4.2201691 2000-2009 –> 2010-2019 2.3166981 1.0998220 2839.788633 507.799179 7 17
S_Atlantic (27.25,27.5] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 577 1.2296976 1888.065662 192.527431 4.9557846 2000-2009 –> 2010-2019 2.3426341 1.1129365 2855.304473 365.614380 10 21
S_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 577 1.1918226 1853.963286 974.437986 4.9599415 2000-2009 –> 2010-2019 2.3713314 1.1795088 2859.570223 1596.960016 2 14
S_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 577 1.3529615 2000.304494 865.239707 5.6971603 2000-2009 –> 2010-2019 2.3839992 1.0310377 2921.694189 1857.483586 12 14
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 441 1.2245542 1444.176549 522.829734 3.7867936 1982-1999 –> 2000-2009 2.1648098 0.9402556 4235.283974 1024.322496 1 3
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 441 1.2524718 1464.058787 858.523899 3.9612552 1982-1999 –> 2000-2009 2.1829432 0.9304714 4233.764116 1408.550610 6 7
S_Atlantic (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 441 1.2482497 1459.080512 168.910660 3.5254535 1982-1999 –> 2000-2009 2.1899018 0.9416521 4251.224465 249.234238 5 8
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 441 1.2533842 1464.701095 424.704248 3.9804654 1982-1999 –> 2000-2009 2.2038044 0.9504201 4277.807897 973.450969 9 13
S_Atlantic (27.5,27.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 441 1.2531187 1462.514227 685.229207 3.9161300 1982-1999 –> 2000-2009 2.2098890 0.9567703 4287.245750 1155.313419 7 12
S_Atlantic (27.5,27.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 441 1.2541064 1463.209147 71.630929 3.9340873 1982-1999 –> 2000-2009 2.2214216 0.9673152 4310.367043 123.212332 14 20
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 441 1.2532083 1464.577299 142.909644 3.9822992 1982-1999 –> 2000-2009 2.2217033 0.9684950 4316.228981 389.053683 8 15
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 441 1.2566022 1466.962617 150.257954 4.0016822 1982-1999 –> 2000-2009 2.2298569 0.9732547 4328.644985 389.221490 19 27
S_Atlantic (27.5,27.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 441 1.2535782 1462.837540 53.456957 3.9444987 1982-1999 –> 2000-2009 2.2305472 0.9769691 4330.313420 108.214493 12 21
S_Atlantic (27.5,27.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 441 1.2567322 1465.053909 27.290993 3.9793262 1982-1999 –> 2000-2009 2.2365450 0.9798128 4338.476486 52.011056 20 30
S_Atlantic (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 920 1.1761986 2923.456336 667.381908 2.9284620 2000-2009 –> 2010-2019 2.3094380 1.1332393 4299.280859 1529.436792 1 2
S_Atlantic (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 920 1.1884127 2942.464997 641.676134 3.0010624 2000-2009 –> 2010-2019 2.3354075 1.1469949 4328.930996 1478.794219 2 4
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 920 1.2368575 3015.982839 859.769694 4.4956272 2000-2009 –> 2010-2019 2.4509801 1.2141226 4452.613765 1597.883170 4 7
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 920 1.2301763 3006.016685 510.573629 3.6871041 2000-2009 –> 2010-2019 2.4630296 1.2328533 4456.150651 953.079727 3 8
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 920 1.2494592 3034.634744 454.653430 3.8424073 2000-2009 –> 2010-2019 2.4740133 1.2245542 4478.811293 977.483164 5 9
S_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 920 1.2497703 3033.092820 432.466196 3.8746700 2000-2009 –> 2010-2019 2.4961843 1.2464141 4490.875367 766.677051 6 13
S_Atlantic (27.5,27.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 920 1.2902881 3091.799502 239.835789 4.2828182 2000-2009 –> 2010-2019 2.5274430 1.2371549 4543.005493 496.489049 7 13
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 920 1.2935882 3098.499492 529.566524 4.1129023 2000-2009 –> 2010-2019 2.5469724 1.2533842 4563.200587 954.270772 8 20
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 920 1.2975174 3104.079996 633.029184 4.1633928 2000-2009 –> 2010-2019 2.5499892 1.2524718 4568.138783 1491.553083 9 18
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 920 1.2978359 3104.531580 200.318629 4.1373301 2000-2009 –> 2010-2019 2.5510442 1.2532083 4569.108879 343.228273 10 21
S_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 178 0.8904825 477.849009 650.426377 2.3296502 1982-1999 –> 2000-2009 1.3672452 0.4767627 916.403544 1448.019253 2 3
S_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 178 0.9396234 496.971828 512.119063 3.4674724 1982-1999 –> 2000-2009 1.4378738 0.4982503 963.122780 1304.640633 7 9
S_Atlantic (27.75,27.85] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 178 0.8907806 475.968177 641.977673 2.3033224 1982-1999 –> 2000-2009 1.4456519 0.5548713 1007.497721 1131.314608 3 8
S_Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 178 0.9402816 495.221108 413.646915 3.4475037 1982-1999 –> 2000-2009 1.4497025 0.5094209 973.251692 520.459013 9 12
S_Atlantic (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 178 0.9412892 495.602408 397.087776 3.3965767 1982-1999 –> 2000-2009 1.4592424 0.5179532 984.031039 498.277467 11 15
S_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 178 0.8898246 477.585893 671.665725 2.4127558 1982-1999 –> 2000-2009 1.4812699 0.5914453 1051.074934 1438.843587 1 7
S_Atlantic (27.75,27.85] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 178 0.8972562 478.546788 607.266046 2.4159536 1982-1999 –> 2000-2009 1.4998114 0.6025552 1061.685765 1056.232920 5 12
S_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 178 0.8913644 476.201429 646.066302 2.3920668 1982-1999 –> 2000-2009 1.5294399 0.6380754 1095.195937 1162.515848 4 12
S_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate 178 0.9415732 495.709776 201.457412 3.3541077 1982-1999 –> 2000-2009 1.5864669 0.6448937 1121.358057 279.221374 14 23
S_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 178 0.9401723 495.179707 385.987450 3.5747225 1982-1999 –> 2000-2009 1.6276704 0.6874982 1160.875473 1170.464320 8 19
S_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 428 1.0787850 1293.526484 804.949077 4.5553981 2000-2009 –> 2010-2019 1.9692674 0.8904825 1771.375493 1455.375454 3 4
S_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 428 1.0663125 1283.572112 679.971647 4.6041456 2000-2009 –> 2010-2019 2.0059359 0.9396234 1780.543940 1192.090710 2 8
S_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 428 1.0798140 1292.342572 657.704204 4.6016781 2000-2009 –> 2010-2019 2.0199862 0.9401723 1787.522279 1043.691654 4 11
S_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 428 1.0645761 1282.177062 785.835548 2.9959598 2000-2009 –> 2010-2019 2.0431490 0.9785729 1793.608221 1453.596961 1 20
S_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 428 1.1107583 1318.528136 814.453337 4.7523124 2000-2009 –> 2010-2019 2.0520425 0.9412842 1816.128630 1302.209591 7 17
S_Atlantic (27.75,27.85] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 428 1.0949063 1304.223879 504.723500 3.5308218 2000-2009 –> 2010-2019 2.0741521 0.9792458 1813.899739 1046.703100 6 26
S_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 428 1.0938243 1305.377507 952.939467 2.9725111 2000-2009 –> 2010-2019 2.0940284 1.0002042 1824.592309 1284.205748 5 27
S_Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate 428 1.1342901 1334.473363 33.853952 3.4739697 2000-2009 –> 2010-2019 2.1345771 1.0002870 1851.717635 72.183670 9 32
S_Atlantic (27.75,27.85] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 428 1.1444111 1342.077383 39.597545 3.4466708 2000-2009 –> 2010-2019 2.1399505 0.9955394 1857.627979 76.425988 12 33
S_Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 428 1.1423766 1340.554218 78.976833 3.4614512 2000-2009 –> 2010-2019 2.1505160 1.0081395 1860.582254 178.088202 11 35
S_Atlantic (27.85,27.95] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 179 0.5665380 316.560424 480.274807 1.3448052 1982-1999 –> 2000-2009 0.9528666 0.3863286 728.122759 1022.296144 1 2
S_Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + phosphate 179 0.5940582 333.541490 487.574230 1.5747448 1982-1999 –> 2000-2009 0.9959106 0.4018523 778.748313 773.757907 2 4
S_Atlantic (27.85,27.95] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 179 0.6140357 345.382602 593.666461 1.9766515 1982-1999 –> 2000-2009 1.0386839 0.4246482 837.710040 958.532776 3 6
S_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate 179 0.6709883 377.136712 381.273492 2.7766339 1982-1999 –> 2000-2009 1.2217223 0.5507340 1091.496348 668.466276 4 8
S_Atlantic (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 179 0.7786677 430.418810 220.109931 1.8714115 1982-1999 –> 2000-2009 1.3766748 0.5980071 1215.106023 727.976679 6 11
S_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 179 0.7772835 429.781842 277.047706 2.2747796 1982-1999 –> 2000-2009 1.4150121 0.6377286 1269.389854 825.143848 5 12
S_Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 179 0.7953991 438.029750 31.184185 1.6115666 1982-1999 –> 2000-2009 1.4235325 0.6281335 1264.691013 53.623353 9 15
S_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 179 0.7832786 432.532468 273.015940 2.0351017 1982-1999 –> 2000-2009 1.4467076 0.6634290 1305.881231 787.766737 7 18
S_Atlantic (27.85,27.95] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 179 0.8105612 444.789834 28.718979 1.6651381 1982-1999 –> 2000-2009 1.4711850 0.6606237 1314.519832 96.058834 11 21
S_Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 179 0.8127734 445.765549 123.344010 1.6867465 1982-1999 –> 2000-2009 1.4721296 0.6593562 1313.855477 189.743026 12 21
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 489 1.2201143 1596.289656 289.002863 7.3640423 2000-2009 –> 2010-2019 1.7836543 0.5635400 1912.950569 1013.924257 13 14
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 489 1.2273248 1602.052353 253.804923 6.8949194 2000-2009 –> 2010-2019 1.8157478 0.5884230 1934.181627 1002.807808 16 19
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 489 1.1536623 1541.518682 381.276315 4.8763297 2000-2009 –> 2010-2019 1.8892182 0.7355559 1953.546583 762.333543 2 9
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 489 1.1518504 1539.981458 374.198539 4.9108331 2000-2009 –> 2010-2019 1.8961414 0.7442909 1956.235724 750.762908 1 9
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 489 1.1611179 1547.818674 740.270147 4.9502002 2000-2009 –> 2010-2019 1.9250331 0.7639152 1973.389811 1492.094382 5 14
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 489 1.1596058 1546.544282 594.362954 4.9445296 2000-2009 –> 2010-2019 1.9254551 0.7658492 1973.020627 1436.192214 4 14
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 489 1.1566928 1544.084371 826.812182 4.9296500 2000-2009 –> 2010-2019 1.9293821 0.7726893 1973.743959 1585.297660 3 15
S_Atlantic (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 489 1.2017694 1579.473401 244.905145 5.0676981 2000-2009 –> 2010-2019 1.9804371 0.7786677 2009.892211 465.015077 7 21
S_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 489 1.2003356 1578.305868 552.705081 5.0414899 2000-2009 –> 2010-2019 1.9832956 0.7829600 2010.692684 1303.831962 6 21
S_Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 489 1.2094957 1585.740924 15.538464 5.1202791 2000-2009 –> 2010-2019 2.0048948 0.7953991 2023.770674 46.722649 10 28
S_Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate 266 0.5828463 479.684808 815.008852 2.5416993 1982-1999 –> 2000-2009 0.9702088 0.3873625 987.638318 1631.932377 1 2
S_Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 266 0.6034852 498.197309 883.826721 2.6735982 1982-1999 –> 2000-2009 1.0183782 0.4148930 1078.518267 1840.285694 2 4
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 266 0.6383216 528.053526 288.057144 3.1001625 1982-1999 –> 2000-2009 1.0622919 0.4239703 1131.185884 1177.991189 3 6
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 266 0.6570627 543.448158 235.449257 2.6982309 1982-1999 –> 2000-2009 1.1318465 0.4747838 1265.889285 484.201909 5 9
S_Atlantic (27.95,28.05] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 266 0.6506570 538.236286 270.255337 2.0479226 1982-1999 –> 2000-2009 1.1347854 0.4841284 1281.220483 1009.339118 4 9
S_Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 266 0.6784651 560.500688 29.464758 2.0411979 1982-1999 –> 2000-2009 1.2142207 0.5357556 1410.284482 78.233818 6 13
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 266 0.6834234 564.374434 617.497203 2.2308689 1982-1999 –> 2000-2009 1.2428879 0.5594646 1459.798699 1437.680155 7 17
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 266 0.6870631 567.200216 355.812540 2.1883628 1982-1999 –> 2000-2009 1.2440585 0.5569954 1457.962420 770.124625 8 17
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 266 0.7481255 612.497103 735.741688 3.4952772 1982-1999 –> 2000-2009 1.2484698 0.5003443 1390.206709 1523.482368 15 21
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 266 0.7046355 580.635621 510.249796 2.4738629 1982-1999 –> 2000-2009 1.2558531 0.5512175 1460.407318 1070.136962 11 19
S_Atlantic (27.95,28.05] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 641 0.9364967 1746.968065 687.652602 3.9215488 2000-2009 –> 2010-2019 1.4905866 0.5540899 2199.735503 1516.550638 3 4
S_Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate 641 0.9754687 1799.237877 582.798927 4.1258314 2000-2009 –> 2010-2019 1.5583150 0.5828463 2278.922685 1397.807779 10 12
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 641 0.9296869 1739.611827 622.155020 3.9949777 2000-2009 –> 2010-2019 1.5629987 0.6333119 2265.473620 1204.207095 1 5
S_Atlantic (27.95,28.05] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 641 0.9297749 1737.733190 378.335329 4.0027409 2000-2009 –> 2010-2019 1.5804319 0.6506570 2275.969476 648.590666 2 8
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 641 0.9445006 1759.878404 307.691974 4.0604159 2000-2009 –> 2010-2019 1.5964389 0.6519383 2301.161253 880.216680 4 11
S_Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 641 0.9943916 1823.869008 651.380035 4.2031101 2000-2009 –> 2010-2019 1.5978768 0.6034852 2322.066317 1535.206756 11 14
S_Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 641 0.9456523 1759.440622 26.527139 4.0910819 2000-2009 –> 2010-2019 1.6241174 0.6784651 2319.941309 55.991897 5 14
S_Atlantic (27.95,28.05] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 641 0.9574773 1775.372130 102.331085 4.1504415 2000-2009 –> 2010-2019 1.6564576 0.6989803 2351.720801 159.112089 6 18
S_Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 641 0.9581015 1776.207570 75.833236 4.1412245 2000-2009 –> 2010-2019 1.6598448 0.7017434 2354.655109 147.007545 7 20
S_Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 641 0.9594672 1778.033736 94.969360 4.1133231 2000-2009 –> 2010-2019 1.6694260 0.7099587 2362.673266 147.339020 8 23
S_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 193 0.5983685 361.480572 193.209126 2.0935203 1982-1999 –> 2000-2009 0.9153661 0.3169976 573.878050 655.614802 1 2
S_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 193 0.6206974 375.622415 502.798925 2.1114620 1982-1999 –> 2000-2009 0.9653237 0.3446263 650.026179 1300.272987 4 6
S_Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 193 0.6157913 372.559246 118.980561 2.9281991 1982-1999 –> 2000-2009 0.9697830 0.3539917 666.858157 362.377504 2 7
S_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 193 0.6262377 379.052512 294.630278 2.1820306 1982-1999 –> 2000-2009 0.9721913 0.3459537 656.308673 723.410486 5 8
S_Atlantic (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate 193 0.6161092 370.758476 25.738558 2.9343284 1982-1999 –> 2000-2009 0.9829064 0.3667972 689.424753 117.755148 3 10
S_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 193 0.6375307 385.951247 423.349431 2.3675114 1982-1999 –> 2000-2009 0.9867791 0.3492484 670.240581 1029.941971 6 10
S_Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 193 0.6432427 389.394298 129.338030 3.1045643 1982-1999 –> 2000-2009 1.0172248 0.3739821 724.454480 452.356232 7 15
S_Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 193 0.6481628 392.335509 181.185990 3.1632840 1982-1999 –> 2000-2009 1.0232289 0.3750661 729.543279 388.296934 9 18
S_Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 193 0.6487367 392.677152 120.244101 3.0734518 1982-1999 –> 2000-2009 1.0283535 0.3796168 738.833515 423.314720 11 21
S_Atlantic (28.05,28.1] 3 cstar_tref ~ temp + phosphate + phosphate_star 193 0.6433305 387.446938 128.007749 3.1078559 1982-1999 –> 2000-2009 1.0425173 0.3991869 768.901691 417.038563 8 20
S_Atlantic (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 411 0.6329750 802.446848 905.026433 1.9927722 2000-2009 –> 2010-2019 1.2024805 0.5695055 1144.844223 1597.120749 1 2
S_Atlantic (28.05,28.1] 3 cstar_tref ~ aou + phosphate + phosphate_star 411 0.6684497 845.270754 670.726244 2.1918110 2000-2009 –> 2010-2019 1.2393469 0.5708972 1186.610210 1108.659345 4 6
S_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 411 0.6445751 819.374763 750.608423 2.0594648 2000-2009 –> 2010-2019 1.2411713 0.5965962 1181.710330 1219.922273 2 5
S_Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 411 0.6580657 834.401115 121.640217 2.0412540 2000-2009 –> 2010-2019 1.2738569 0.6157913 1206.960361 240.620778 3 8
S_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 411 0.7060605 892.266807 346.701040 2.2744626 2000-2009 –> 2010-2019 1.3044290 0.5983685 1253.747379 539.910166 9 13
S_Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 411 0.6715091 851.024252 198.311749 2.1127150 2000-2009 –> 2010-2019 1.3147518 0.6432427 1240.418550 327.649779 5 15
S_Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 411 0.6737116 853.716013 178.686050 2.1190147 2000-2009 –> 2010-2019 1.3218744 0.6481628 1246.051523 359.872041 6 18
S_Atlantic (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate 411 0.7060930 890.304625 37.502806 2.2789176 2000-2009 –> 2010-2019 1.3222022 0.6161092 1261.063101 63.241365 10 16
S_Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 411 0.6749814 855.263853 182.540257 2.1166962 2000-2009 –> 2010-2019 1.3237182 0.6487367 1247.941004 302.784359 7 21
S_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 411 0.7250735 914.109025 928.177022 2.3319536 2000-2009 –> 2010-2019 1.3457709 0.6206974 1289.731440 1430.975948 13 20
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 307 0.4667840 415.428660 376.847601 1.4794979 1982-1999 –> 2000-2009 0.7714682 0.3046842 604.421154 894.077807 1 3
S_Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 307 0.4796844 432.167306 147.280114 1.6714186 1982-1999 –> 2000-2009 0.7830722 0.3033879 617.885293 445.080486 2 3
S_Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + phosphate 307 0.4812551 432.174618 75.389290 1.6811498 1982-1999 –> 2000-2009 0.7861510 0.3048959 619.700619 204.211748 3 6
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 307 0.4824114 435.648019 714.739750 1.5005889 1982-1999 –> 2000-2009 0.7977792 0.3153678 651.108835 1367.500682 4 8
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 307 0.4853359 439.358983 374.141588 1.5173872 1982-1999 –> 2000-2009 0.8021059 0.3167700 658.226970 729.701058 5 12
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 307 0.4924174 448.253152 553.887483 1.6092304 1982-1999 –> 2000-2009 0.8121037 0.3196862 674.159034 1091.173780 6 16
S_Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 307 0.4960577 452.775542 224.927285 1.7069202 1982-1999 –> 2000-2009 0.8121161 0.3160584 669.916201 504.393029 7 12
S_Atlantic (28.1,28.15] 3 cstar_tref ~ temp + phosphate + phosphate_star 307 0.4963916 451.188653 224.606321 1.7118118 1982-1999 –> 2000-2009 0.8125072 0.3161156 666.468354 496.324957 8 14
S_Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 307 0.4982087 455.432264 140.201534 1.7165890 1982-1999 –> 2000-2009 0.8158782 0.3176695 676.477794 335.075479 9 17
S_Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + phosphate_star 307 0.4983551 453.612571 73.182781 1.7195119 1982-1999 –> 2000-2009 0.8160280 0.3176730 672.666514 159.706104 10 19
S_Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 578 0.4903309 828.440761 126.944537 2.2936415 2000-2009 –> 2010-2019 0.9700152 0.4796844 1260.608067 274.224651 1 3
S_Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 578 0.4983186 847.120851 199.004279 2.3405551 2000-2009 –> 2010-2019 0.9943763 0.4960577 1299.896393 423.931564 2 9
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 578 0.5308378 920.199662 371.404365 2.3125456 2000-2009 –> 2010-2019 0.9976219 0.4667840 1335.628322 748.251966 6 7
S_Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 578 0.5001822 851.436073 125.671350 2.3562683 2000-2009 –> 2010-2019 0.9983910 0.4982087 1306.868337 265.872884 4 13
S_Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 578 0.5001346 851.325978 173.238851 2.3851031 2000-2009 –> 2010-2019 0.9990744 0.4989398 1307.658593 372.444129 3 14
S_Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + phosphate 578 0.5343162 925.749789 65.809479 2.1778188 2000-2009 –> 2010-2019 1.0155714 0.4812551 1357.924407 141.198768 7 10
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 578 0.5457619 952.251088 725.042312 2.3393727 2000-2009 –> 2010-2019 1.0281732 0.4824114 1387.899107 1439.782062 8 12
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 578 0.5508747 963.030399 383.211848 2.3720296 2000-2009 –> 2010-2019 1.0362106 0.4853359 1402.389382 757.353436 10 15
S_Atlantic (28.1,28.15] 3 cstar_tref ~ temp + phosphate + phosphate_star 578 0.5486729 956.400757 197.499380 2.2080099 2000-2009 –> 2010-2019 1.0450645 0.4963916 1407.589410 422.105701 9 17
S_Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + phosphate_star 578 0.5543826 968.368269 66.492973 2.2287757 2000-2009 –> 2010-2019 1.0527376 0.4983551 1421.980840 139.675755 11 21
S_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 320 0.3262016 205.167348 554.616645 1.0798994 1982-1999 –> 2000-2009 0.5602291 0.2340274 183.385778 1452.430926 1 4
S_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 320 0.3281178 208.915889 525.358640 1.0795846 1982-1999 –> 2000-2009 0.5637213 0.2356034 194.329101 1426.674565 2 9
S_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 320 0.3289709 210.577581 794.063139 1.0816563 1982-1999 –> 2000-2009 0.5654772 0.2365063 200.091284 1778.720094 3 12
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 320 0.3465026 241.807131 210.713696 1.3570570 1982-1999 –> 2000-2009 0.5782848 0.2317822 207.690978 646.029811 4 6
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 320 0.3571785 261.228082 293.643065 1.3719478 1982-1999 –> 2000-2009 0.5932838 0.2361053 246.922331 828.542851 5 13
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 320 0.3601830 266.589181 177.361865 1.3822772 1982-1999 –> 2000-2009 0.5970597 0.2368766 255.779915 423.971118 6 17
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 320 0.3693580 282.687674 245.751758 1.4329178 1982-1999 –> 2000-2009 0.6040274 0.2346695 261.842907 652.567752 8 12
S_Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 320 0.3843092 308.083667 124.795280 1.6461450 1982-1999 –> 2000-2009 0.6160744 0.2317651 273.888844 505.171845 9 10
S_Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 320 0.3956932 326.766292 142.917869 1.6454761 1982-1999 –> 2000-2009 0.6310639 0.2353708 309.120471 514.055308 12 17
S_Atlantic (28.15,28.2] 3 cstar_tref ~ temp + nitrate + phosphate_star 320 0.3960274 325.306661 139.772391 1.6453444 1982-1999 –> 2000-2009 0.6314356 0.2354082 305.831229 468.572393 13 19
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 616 0.3414954 436.445376 462.421749 1.2124059 2000-2009 –> 2010-2019 0.6879980 0.3465026 678.252506 673.135445 6 7
S_Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 616 0.3192366 353.406704 207.244260 1.4033993 2000-2009 –> 2010-2019 0.7035458 0.3843092 661.490371 332.039540 1 6
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 616 0.3510069 470.290519 694.096766 1.2206510 2000-2009 –> 2010-2019 0.7081854 0.3571785 731.518602 987.739831 8 10
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 616 0.3540063 480.773353 344.600450 1.2320220 2000-2009 –> 2010-2019 0.7141893 0.3601830 747.362534 521.962315 9 12
S_Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 616 0.3221380 364.553227 276.978010 1.4602633 2000-2009 –> 2010-2019 0.7178312 0.3956932 691.319518 419.895880 2 10
S_Atlantic (28.15,28.2] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 616 0.3233489 369.175568 320.496231 1.4585130 2000-2009 –> 2010-2019 0.7210574 0.3977085 699.193141 483.801579 3 13
S_Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 616 0.3303961 395.737880 197.801908 1.4109649 2000-2009 –> 2010-2019 0.7235147 0.3931186 718.326438 323.461474 5 12
S_Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 616 0.3244308 373.290946 146.951300 1.4733268 2000-2009 –> 2010-2019 0.7255605 0.4011296 708.790426 251.172854 4 15
S_Atlantic (28.15,28.2] 3 cstar_tref ~ temp + aou + phosphate 616 0.3448413 446.457572 149.309240 1.2358304 2000-2009 –> 2010-2019 0.7375509 0.3927096 766.379979 229.065719 7 13
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 616 0.3721597 542.383853 519.282363 1.3011565 2000-2009 –> 2010-2019 0.7415177 0.3693580 825.071527 765.034121 12 16
S_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2341 0.7662597 5410.962038 314.463934 4.3096292 1982-1999 –> 2000-2009 1.2706759 0.5044162 9694.369815 401.712359 1 2
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2341 0.7672256 5414.860367 204.426747 4.3263382 1982-1999 –> 2000-2009 1.2786730 0.5114474 9776.723844 278.669535 2 4
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2341 0.7838798 5515.404960 895.676560 4.1465535 1982-1999 –> 2000-2009 1.3046624 0.5207826 9982.395975 1221.381911 5 9
S_Atlantic (28.2, Inf] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2341 0.7898398 5550.868862 933.402613 4.4509746 1982-1999 –> 2000-2009 1.3075747 0.5177349 9983.746409 1676.856741 9 12
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2341 0.8006936 5614.769845 36.543391 4.2192794 1982-1999 –> 2000-2009 1.3302542 0.5295605 10178.906859 112.177160 25 30
S_Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 2341 0.8015415 5617.725189 6.289070 4.1976333 1982-1999 –> 2000-2009 1.3312998 0.5297583 10182.032000 32.600343 28 34
S_Atlantic (28.2, Inf] 4 cstar_tref ~ temp + aou + nitrate + silicate 2341 0.7875982 5537.562029 71.676628 4.3801426 1982-1999 –> 2000-2009 1.3686372 0.5810390 10640.880594 144.727024 7 14
S_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2341 0.7783011 5483.965466 276.493982 4.2220412 1982-1999 –> 2000-2009 1.3834969 0.6051957 10826.030452 395.250285 3 12
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2341 0.7913675 5559.915897 611.330166 4.0526907 1982-1999 –> 2000-2009 1.3945695 0.6032020 10880.802633 946.380771 14 22
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 2341 0.7787033 5484.383877 64.232820 4.2311940 1982-1999 –> 2000-2009 1.4284463 0.6497430 11237.245917 100.896921 4 17
S_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4024 0.7051588 8622.190925 171.262744 3.8907568 2000-2009 –> 2010-2019 1.4714185 0.7662597 14033.152964 485.726678 1 2
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 4024 0.7064630 8635.062057 132.116582 3.8471613 2000-2009 –> 2010-2019 1.4736886 0.7672256 14049.922424 336.543329 2 4
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4024 0.7260564 8855.231077 675.297615 3.9848221 2000-2009 –> 2010-2019 1.5099362 0.7838798 14370.636036 1570.974175 3 8
S_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4024 0.7490722 9108.390200 171.000480 4.2173372 2000-2009 –> 2010-2019 1.5273734 0.7783011 14592.355665 447.494463 6 9
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4024 0.7492660 9108.472149 45.050429 4.2556821 2000-2009 –> 2010-2019 1.5352722 0.7860062 14636.560576 78.342613 7 13
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 4024 0.7382381 8989.138803 44.014154 4.1380192 2000-2009 –> 2010-2019 1.5389317 0.8006936 14603.908649 80.557545 4 30
S_Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 4024 0.7398055 9004.208039 8.141595 4.0904005 2000-2009 –> 2010-2019 1.5413470 0.8015415 14621.933228 14.430664 5 34
S_Atlantic (28.2, Inf] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 4024 0.7528272 9146.633042 831.486134 4.5730280 2000-2009 –> 2010-2019 1.5426671 0.7898398 14697.501904 1764.888747 8 17
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 4024 0.7643912 9269.315931 48.435927 5.0198278 2000-2009 –> 2010-2019 1.5430944 0.7787033 14753.699808 112.668747 9 13
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 4024 0.7680144 9307.373136 537.809153 4.0026125 2000-2009 –> 2010-2019 1.5593819 0.7913675 14867.289033 1149.139319 10 24
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 623 4.0772400 3533.151103 45.796311 13.6958280 1982-1999 –> 2000-2009 7.6961620 3.6189219 5532.705294 92.402529 1 3
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 623 4.0912446 3537.423562 117.925088 13.9377805 1982-1999 –> 2000-2009 7.7243186 3.6330739 5539.842504 303.567635 2 13
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 623 4.0988625 3539.741438 107.858717 14.0614365 1982-1999 –> 2000-2009 7.7306524 3.6317900 5541.900933 260.686491 3 12
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 623 4.1172241 3545.310657 10.620997 15.1777832 1982-1999 –> 2000-2009 7.7347535 3.6175295 5544.582373 21.185200 6 7
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 623 4.1019886 3540.691366 104.447620 13.9872016 1982-1999 –> 2000-2009 7.7355033 3.6335147 5543.199362 252.592826 4 17
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 623 4.1272681 3548.346582 12.584323 15.2632440 1982-1999 –> 2000-2009 7.7469922 3.6197241 5548.063452 24.944778 8 11
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 623 4.1285002 3548.718502 12.577693 15.2391093 1982-1999 –> 2000-2009 7.7491066 3.6206064 5548.614258 24.822575 9 14
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 623 4.1344305 3550.506993 27.210784 15.2682985 1982-1999 –> 2000-2009 7.7550650 3.6206345 5550.408453 50.987774 11 17
S_Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 623 4.1207648 3544.381743 2.269561 15.1392677 1982-1999 –> 2000-2009 7.7567221 3.6359573 5545.382992 7.014268 7 24
S_Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 623 4.1347242 3548.595522 2.269284 15.3574870 1982-1999 –> 2000-2009 7.7665624 3.6318382 5548.764764 6.835819 12 22
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 317 5.0223547 1936.818922 91.522870 16.4689398 2000-2009 –> 2010-2019 9.1212172 4.0988625 5476.560360 199.381588 2 5
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 317 5.0453240 1939.711852 26.187415 15.9583061 2000-2009 –> 2010-2019 9.1225640 4.0772400 5472.862955 71.983726 5 6
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 317 5.0364119 1938.590967 102.591745 15.9735596 2000-2009 –> 2010-2019 9.1276566 4.0912446 5476.014529 220.516832 4 6
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 317 5.0264203 1937.331946 87.720309 16.1590224 2000-2009 –> 2010-2019 9.1284089 4.1019886 5478.023313 192.167929 3 7
S_Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 317 5.0791755 1941.951466 16.741505 14.9300236 2000-2009 –> 2010-2019 9.1951735 4.1159979 5484.890999 41.842303 6 11
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 317 4.9936840 1933.189290 88.021074 18.5872864 2000-2009 –> 2010-2019 9.2228845 4.2292006 5511.934876 196.141219 1 22
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 317 5.1914689 1957.815611 11.048238 14.8480551 2000-2009 –> 2010-2019 9.3086930 4.1172241 5503.126268 21.669236 7 13
S_Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 317 5.3197242 1971.288233 2.428798 12.3689120 2000-2009 –> 2010-2019 9.4404890 4.1207648 5515.669975 4.698359 13 20
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 317 5.3288841 1974.378965 15.053074 13.4248472 2000-2009 –> 2010-2019 9.4561522 4.1272681 5522.725547 27.637397 14 22
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 317 5.3310569 1974.637416 15.106196 13.3614549 2000-2009 –> 2010-2019 9.4595571 4.1285002 5523.355918 27.683890 15 24
S_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 840 2.5769569 3988.120200 44.754987 13.2570065 1982-1999 –> 2000-2009 5.1188194 2.5418625 6904.285362 67.764306 5 6
S_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 840 2.5767873 3988.009606 30.304108 13.2750555 1982-1999 –> 2000-2009 5.1190541 2.5422668 6904.371009 45.314712 4 6
S_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 840 2.5772766 3988.328599 62.496659 13.2895031 1982-1999 –> 2000-2009 5.1209218 2.5436452 6905.358880 170.012352 6 9
S_Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 840 2.5816757 3991.193748 355.575015 13.3427267 1982-1999 –> 2000-2009 5.1546594 2.5729837 6922.375589 1018.266684 9 15
S_Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 840 2.5693501 3983.153745 57.659789 13.8493580 1982-1999 –> 2000-2009 5.1657101 2.5963600 6925.496210 171.865816 1 10
S_Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 840 2.5709396 3984.192758 26.350418 13.9609859 1982-1999 –> 2000-2009 5.1720302 2.6010906 6928.781522 56.141188 2 15
S_Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 840 2.5751962 3986.971980 43.514651 14.0569056 1982-1999 –> 2000-2009 5.1793512 2.6041549 6933.013665 76.445695 3 17
S_Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 840 2.5906569 3995.028001 329.776975 12.9865486 1982-1999 –> 2000-2009 5.2212962 2.6306393 6951.556129 986.967373 11 29
S_Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 840 2.5787931 3987.316835 56.069833 13.4863336 1982-1999 –> 2000-2009 5.2265031 2.6477100 6951.826757 160.616847 7 29
S_Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 840 2.5806771 3988.543763 23.751682 13.6005883 1982-1999 –> 2000-2009 5.2330628 2.6523857 6955.230943 38.358652 8 32
S_Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 768 2.2850134 3462.796827 96.989294 9.9623926 2000-2009 –> 2010-2019 4.8543635 2.5693501 7445.950572 154.649082 1 2
S_Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 768 2.2852078 3462.927487 70.556125 10.0034626 2000-2009 –> 2010-2019 4.8561474 2.5709396 7447.120244 96.906543 2 4
S_Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 768 2.2884995 3465.138375 112.483019 10.1075717 2000-2009 –> 2010-2019 4.8636957 2.5751962 7452.110355 155.997670 3 6
S_Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 768 2.3105328 3479.856053 395.466455 9.5644908 2000-2009 –> 2010-2019 4.8922086 2.5816757 7471.049801 751.041470 4 13
S_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 768 2.4250432 3554.154199 84.121408 9.2760666 2000-2009 –> 2010-2019 5.0023198 2.5772766 7542.482798 146.618067 5 11
S_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 768 2.4294137 3556.919933 61.634389 9.3491305 2000-2009 –> 2010-2019 5.0062010 2.5767873 7544.929540 91.938498 8 12
S_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 768 2.4357265 3560.906030 76.026759 9.4597754 2000-2009 –> 2010-2019 5.0126834 2.5769569 7549.026230 120.781746 11 16
S_Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 768 2.4348278 3558.339171 82.861601 9.3734320 2000-2009 –> 2010-2019 5.0136209 2.5787931 7545.656006 138.931434 9 16
S_Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 768 2.4355064 3558.767228 54.624826 9.4291333 2000-2009 –> 2010-2019 5.0161835 2.5806771 7547.310992 78.376508 10 18
S_Pacific (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 768 2.4381797 3560.452264 70.222238 9.5065689 2000-2009 –> 2010-2019 5.0231941 2.5850144 7551.817213 107.998207 12 22
S_Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 685 1.8043156 2766.494206 35.013024 6.6159841 1982-1999 –> 2000-2009 2.9637422 1.1594266 4472.707481 82.069671 4 7
S_Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 685 1.8120763 2772.374249 33.736977 6.7658278 1982-1999 –> 2000-2009 2.9704655 1.1583892 4477.620711 80.705146 5 7
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 685 1.7800843 2747.970989 33.518016 5.9180616 1982-1999 –> 2000-2009 2.9838529 1.2037686 4494.718304 58.719422 1 5
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 685 1.7846583 2751.486731 31.579847 6.0623387 1982-1999 –> 2000-2009 2.9888844 1.2042261 4498.644466 50.696537 2 7
S_Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 685 1.8462030 2797.935394 417.829872 7.2894984 1982-1999 –> 2000-2009 3.0017689 1.1555659 4500.546445 940.796496 8 9
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 685 1.8018533 2764.623365 336.756448 6.5381955 1982-1999 –> 2000-2009 3.0095229 1.2076696 4514.864947 734.101752 3 9
S_Pacific (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 685 1.8219624 2777.828223 29.987985 6.3848414 1982-1999 –> 2000-2009 3.0662132 1.2442508 4558.298087 53.055661 6 15
S_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 685 1.8303787 2784.142125 25.341840 6.5402571 1982-1999 –> 2000-2009 3.0729449 1.2425662 4563.148786 41.416613 7 15
S_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 685 1.8620988 2807.680563 314.401779 7.0323406 1982-1999 –> 2000-2009 3.0968559 1.2347571 4579.878425 672.090905 9 16
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 685 2.2895740 3092.806930 33.982030 7.0950442 1982-1999 –> 2000-2009 4.0440985 1.7545245 5246.434252 69.049197 10 30
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 615 1.8467839 2513.832569 35.802602 6.0656280 2000-2009 –> 2010-2019 3.6268682 1.7800843 5261.803557 69.320618 1 2
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 615 1.8478221 2514.523898 33.408693 6.0837484 2000-2009 –> 2010-2019 3.6324804 1.7846583 5266.010629 64.988541 2 4
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 615 1.8527680 2517.811678 406.713178 6.1388956 2000-2009 –> 2010-2019 3.6546213 1.8018533 5282.435043 743.469626 3 6
S_Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 615 1.9290599 2567.444741 35.642807 5.5978555 2000-2009 –> 2010-2019 3.7333755 1.8043156 5333.938947 70.655831 4 8
S_Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 615 1.9359719 2571.844024 35.461883 5.6456956 2000-2009 –> 2010-2019 3.7480482 1.8120763 5344.218273 69.198861 6 11
S_Pacific (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 615 1.9304135 2566.307505 34.374091 5.7985972 2000-2009 –> 2010-2019 3.7523760 1.8219624 5344.135728 64.362076 5 11
S_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 615 1.9371805 2570.611665 32.387050 5.7781642 2000-2009 –> 2010-2019 3.7675591 1.8303787 5354.753790 57.728889 7 14
S_Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 615 1.9634228 2589.162229 423.648785 5.8163916 2000-2009 –> 2010-2019 3.8096258 1.8462030 5387.097623 841.478657 8 16
S_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 615 1.9649824 2588.138855 386.780194 5.8346697 2000-2009 –> 2010-2019 3.8270812 1.8620988 5395.819418 701.181973 9 18
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 615 2.3783389 2824.969203 35.792671 11.8165299 2000-2009 –> 2010-2019 4.6679129 2.2895740 5917.776133 69.774701 10 20
S_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 950 2.3573696 4339.321429 504.549212 10.3056048 1982-1999 –> 2000-2009 3.8098075 1.4524379 6600.717623 1161.734429 1 2
S_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 950 2.3635328 4344.282358 55.127007 10.3568272 1982-1999 –> 2000-2009 3.8173714 1.4538386 6606.887317 96.701442 2 4
S_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 950 2.3651555 4345.586399 64.933622 10.3729533 1982-1999 –> 2000-2009 3.8194043 1.4542488 6608.545133 123.669705 4 7
S_Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 950 2.3635932 4344.330955 85.573603 6.9916269 1982-1999 –> 2000-2009 3.9099209 1.5463277 6684.276998 149.675792 3 7
S_Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 950 2.3661931 4346.419721 69.940587 7.0282187 1982-1999 –> 2000-2009 3.9141540 1.5479609 6687.689549 124.341285 5 10
S_Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 950 2.3755709 4353.935000 768.296822 7.1233379 1982-1999 –> 2000-2009 3.9395350 1.5639641 6708.102415 1620.356974 6 14
S_Pacific (26.75,27] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 950 2.4366212 4400.146624 60.838664 10.1615787 1982-1999 –> 2000-2009 3.9882489 1.5516277 6742.383424 112.895330 8 14
S_Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 950 2.4385411 4401.643110 43.633840 10.1614922 1982-1999 –> 2000-2009 3.9920242 1.5534831 6745.378523 80.035449 9 16
S_Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 950 2.4497730 4410.374427 475.125991 10.1409925 1982-1999 –> 2000-2009 4.0191292 1.5693562 6766.857817 1043.875903 11 20
S_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 950 2.5987514 4524.542282 61.460253 9.6642701 1982-1999 –> 2000-2009 4.3452411 1.7464897 7017.131481 113.231098 33 43
S_Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 952 2.4487988 4420.876816 83.356762 6.7580996 2000-2009 –> 2010-2019 4.8123920 2.3635932 8765.207771 168.930365 1 4
S_Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 952 2.4513967 4422.895726 62.599096 6.7885080 2000-2009 –> 2010-2019 4.8175898 2.3661931 8769.315447 132.539683 2 7
S_Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 952 2.4613149 4430.583617 719.730293 6.8745944 2000-2009 –> 2010-2019 4.8368858 2.3755709 8784.518616 1488.027115 3 9
S_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 952 2.5671299 4510.728314 30.470476 6.7949782 2000-2009 –> 2010-2019 4.9430903 2.3759603 8864.974768 59.251874 4 11
S_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 952 2.6520130 4572.666261 619.061953 8.3469855 2000-2009 –> 2010-2019 5.0093826 2.3573696 8911.987690 1123.611165 15 16
S_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 952 2.6602543 4578.573955 58.759078 8.3523022 2000-2009 –> 2010-2019 5.0237871 2.3635328 8922.856313 113.886084 16 18
S_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 952 2.6625154 4580.191545 72.868781 8.3437838 2000-2009 –> 2010-2019 5.0276709 2.3651555 8925.777944 137.802402 17 21
S_Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 952 2.5916246 4528.809470 26.587094 7.5418950 2000-2009 –> 2010-2019 5.0388268 2.4472023 8939.189025 54.584178 6 16
S_Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 952 2.5860782 4524.730290 155.993888 7.6044909 2000-2009 –> 2010-2019 5.0426789 2.4566008 8942.392844 376.028419 5 17
S_Pacific (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + silicate 952 2.5922936 4527.300933 26.085519 7.4858292 2000-2009 –> 2010-2019 5.0506394 2.4583458 8944.312639 49.989151 7 20
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1363 2.2021111 6033.975753 66.793731 9.1392699 1982-1999 –> 2000-2009 4.0712250 1.8691140 9135.024337 102.235821 1 2
S_Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1363 2.2125080 6046.815859 90.962846 8.6519569 1982-1999 –> 2000-2009 4.1726038 1.9600958 9219.633025 191.140319 2 5
S_Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1363 2.2130904 6047.533365 70.920405 8.6756585 1982-1999 –> 2000-2009 4.1727275 1.9596371 9219.997097 146.357670 3 5
S_Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1363 2.2209188 6055.159097 41.161245 9.2399886 1982-1999 –> 2000-2009 4.1844192 1.9635004 9228.596735 76.093470 5 9
S_Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1363 2.2206549 6056.835072 728.489325 8.6615738 1982-1999 –> 2000-2009 4.1956123 1.9749574 9241.057957 1588.736206 4 9
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1363 2.2486078 6090.934999 739.080890 5.1558404 1982-1999 –> 2000-2009 4.2446712 1.9960634 9291.209354 1547.012978 12 18
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1363 2.2471358 6089.149922 92.905826 5.1122656 1982-1999 –> 2000-2009 4.2451216 1.9979858 9290.877828 159.256808 10 18
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1363 2.2475475 6089.649237 63.899301 5.1245420 1982-1999 –> 2000-2009 4.2451623 1.9976148 9291.096788 109.566476 11 18
S_Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1363 2.2284430 6066.378825 282.905367 7.9090168 1982-1999 –> 2000-2009 4.2540684 2.0256254 9288.852506 521.174635 6 15
S_Pacific (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1363 2.2397220 6080.141330 53.300971 7.7818685 1982-1999 –> 2000-2009 4.3033985 2.0636765 9330.717081 122.916978 7 18
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1251 2.3864254 5740.415296 54.550337 6.6532225 2000-2009 –> 2010-2019 4.5885365 2.2021111 11774.391050 121.344068 19 20
S_Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1251 2.3770518 5730.568435 93.138033 7.0419799 2000-2009 –> 2010-2019 4.5895598 2.2125080 11777.384294 184.100879 10 12
S_Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1251 2.3770472 5730.563506 67.561744 7.0430075 2000-2009 –> 2010-2019 4.5901376 2.2130904 11778.096871 138.482149 9 12
S_Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1251 2.3770762 5730.594069 815.660034 7.0411442 2000-2009 –> 2010-2019 4.5977311 2.2206549 11787.429141 1544.149358 11 15
S_Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1251 2.3806203 5734.321662 215.695004 6.6904004 2000-2009 –> 2010-2019 4.6090633 2.2284430 11800.700488 498.600370 15 21
S_Pacific (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1251 2.3750442 5728.454393 34.063729 6.8386375 2000-2009 –> 2010-2019 4.6147662 2.2397220 11808.595723 87.364700 4 11
S_Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1251 2.3939210 5746.261565 33.574460 6.5571784 2000-2009 –> 2010-2019 4.6148398 2.2209188 11801.420662 74.735705 26 31
S_Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1251 2.3743645 5727.738227 32.219535 6.8637620 2000-2009 –> 2010-2019 4.6154574 2.2410929 11809.547613 84.645834 2 10
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1251 2.3761924 5729.663672 110.188091 7.0759045 2000-2009 –> 2010-2019 4.6233283 2.2471358 11818.813594 203.093917 6 16
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1251 2.3763216 5729.799713 71.388643 7.0736300 2000-2009 –> 2010-2019 4.6238691 2.2475475 11819.448950 135.287945 8 19
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2033 1.9399564 8477.801974 87.599981 7.3636622 1982-1999 –> 2000-2009 3.7881866 1.8482302 14188.736052 150.895183 3 5
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2033 1.9422637 8482.634969 112.175857 7.0228756 1982-1999 –> 2000-2009 3.8410302 1.8987665 14269.155676 218.853430 5 10
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2033 1.9942852 8590.105639 95.485305 7.8252820 1982-1999 –> 2000-2009 3.8523016 1.8580164 14315.836944 183.312000 11 14
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2033 1.9985422 8598.775717 100.608843 7.9717350 1982-1999 –> 2000-2009 3.8585029 1.8599607 14327.437656 190.886751 12 16
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2033 2.0156068 8633.346016 497.377198 7.9542585 1982-1999 –> 2000-2009 3.8602338 1.8446270 14338.812203 1236.009575 13 14
S_Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2033 1.9363625 8470.262546 264.230947 6.7505150 1982-1999 –> 2000-2009 3.8679777 1.9316151 14304.843267 701.440765 1 11
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2033 1.9400813 8478.063790 164.789468 7.0522504 1982-1999 –> 2000-2009 3.8685940 1.9285127 14308.140493 297.799746 4 12
S_Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2033 1.9378146 8473.310445 237.402797 6.7507574 1982-1999 –> 2000-2009 3.8692591 1.9314445 14307.643627 622.075764 2 11
S_Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2033 1.9470566 8490.656400 63.941129 7.5217846 1982-1999 –> 2000-2009 3.8787728 1.9317162 14323.383649 119.616048 7 18
S_Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 2033 1.9701955 8538.691979 80.029547 7.5412272 1982-1999 –> 2000-2009 3.9174180 1.9472225 14393.821783 158.677291 8 22
S_Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1603 2.2407537 7149.757177 218.048038 7.8687073 2000-2009 –> 2010-2019 4.1771163 1.9363625 15620.019724 482.278985 1 2
S_Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1603 2.2494129 7162.122566 183.984340 7.7944555 2000-2009 –> 2010-2019 4.1872275 1.9378146 15635.433011 421.387137 2 4
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1603 2.2694962 7190.619408 113.968073 9.4197737 2000-2009 –> 2010-2019 4.2095775 1.9400813 15668.683198 278.757542 6 10
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1603 2.3112413 7249.054794 90.548595 9.7082771 2000-2009 –> 2010-2019 4.2535050 1.9422637 15731.689762 202.724453 9 14
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1603 2.4441179 7428.268737 105.330302 9.2645144 2000-2009 –> 2010-2019 4.3840743 1.9399564 15906.070711 192.930283 10 13
S_Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + silicate 1603 2.4518756 7436.428558 38.931025 9.6422907 2000-2009 –> 2010-2019 4.3950037 1.9431281 15918.872819 102.624127 11 17
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1603 2.2585911 7175.177209 96.148589 8.3382942 2000-2009 –> 2010-2019 4.4409165 2.1823255 16131.651241 231.934016 3 24
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1603 2.2685350 7189.261292 86.842663 8.4609211 2000-2009 –> 2010-2019 4.4573477 2.1888127 16157.804093 190.996387 4 26
S_Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1603 2.5214574 7526.144532 39.092489 9.4379384 2000-2009 –> 2010-2019 4.4685140 1.9470566 16016.800933 103.033618 15 22
S_Pacific (27.25,27.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1603 2.2693292 7188.383490 61.587349 8.8319665 2000-2009 –> 2010-2019 4.4689565 2.1996274 16174.966450 162.064011 5 28
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2444 1.6530518 9406.593436 424.672538 8.6933808 1982-1999 –> 2000-2009 3.4500472 1.7969954 15588.141305 727.011747 1 3
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2444 1.6752026 9471.657576 608.953108 9.3957953 1982-1999 –> 2000-2009 3.4738926 1.7986900 15656.104817 958.806482 2 5
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2444 1.7011413 9546.762894 322.080344 9.6979691 1982-1999 –> 2000-2009 3.4957366 1.7945953 15724.199719 595.229947 3 4
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2444 1.7592136 9710.840972 420.299651 10.0978972 1982-1999 –> 2000-2009 3.5631137 1.8039001 15904.185279 719.630817 6 10
S_Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 2444 1.7609242 9713.591514 312.060811 10.0260728 1982-1999 –> 2000-2009 3.5659437 1.8050195 15906.843982 528.370931 7 12
S_Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2444 1.7745120 9753.163882 591.123874 7.8786328 1982-1999 –> 2000-2009 3.6152739 1.8407619 16008.731160 922.409457 8 14
S_Pacific (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2444 1.7795297 9766.966024 592.785692 7.8403851 1982-1999 –> 2000-2009 3.6210030 1.8414733 16023.721845 926.784674 9 16
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2444 1.7174028 9593.266129 111.535712 7.7755869 1982-1999 –> 2000-2009 3.6274165 1.9100137 15962.432773 199.247489 4 19
S_Pacific (27.5,27.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 2444 1.8030464 9829.138489 293.366990 8.6125424 1982-1999 –> 2000-2009 3.6447003 1.8416538 16084.195856 541.605532 10 18
S_Pacific (27.5,27.75] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 2444 1.8164723 9865.400829 311.556261 8.6958439 1982-1999 –> 2000-2009 3.6601233 1.8436510 16123.792073 562.189735 11 20
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1942 2.4096701 8941.095918 80.758872 6.8939090 2000-2009 –> 2010-2019 4.1270729 1.7174028 18534.362047 192.294584 1 5
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1942 2.5741479 9197.551439 222.669606 8.3819079 2000-2009 –> 2010-2019 4.2271997 1.6530518 18604.144875 647.342144 13 14
S_Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1942 2.4799142 9052.699082 293.525639 6.0345381 2000-2009 –> 2010-2019 4.2544261 1.7745120 18805.862964 884.649512 2 11
S_Pacific (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1942 2.4824350 9056.645227 296.932756 6.0539421 2000-2009 –> 2010-2019 4.2619647 1.7795297 18823.611251 889.718448 3 13
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1942 2.6461432 9304.689977 296.241928 9.5476785 2000-2009 –> 2010-2019 4.3213458 1.6752026 18776.347553 905.195036 20 22
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1942 2.5266129 9125.157806 81.458193 7.7259583 2000-2009 –> 2010-2019 4.3916611 1.8650481 19121.555562 175.395042 5 20
S_Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + silicate 1942 2.6608064 9324.153207 64.319988 10.4490216 2000-2009 –> 2010-2019 4.3952487 1.7344423 18963.677425 154.085334 21 26
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1942 2.5324716 9134.153569 81.113173 7.7868915 2000-2009 –> 2010-2019 4.3999545 1.8674829 19136.928255 174.144199 6 22
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1942 2.7204561 9412.262786 169.065018 9.6887237 2000-2009 –> 2010-2019 4.4215974 1.7011413 18959.025680 491.145362 24 27
S_Pacific (27.5,27.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1942 2.4941748 9072.969879 44.186650 6.5718080 2000-2009 –> 2010-2019 4.4259412 1.9317664 19239.170761 103.698628 4 28
S_Pacific (27.75,27.85] 3 cstar_tref ~ temp + nitrate + phosphate 906 1.3617930 3140.666242 606.481728 4.1717058 1982-1999 –> 2000-2009 2.7016243 1.3398313 5218.136813 1255.767761 1 3
S_Pacific (27.75,27.85] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 906 1.3858284 3174.368789 975.575374 4.3740177 1982-1999 –> 2000-2009 2.7352099 1.3493814 5262.419245 1803.571577 2 5
S_Pacific (27.75,27.85] 3 cstar_tref ~ sal + nitrate + phosphate 906 1.3878366 3174.992602 965.970921 4.4603570 1982-1999 –> 2000-2009 2.7379509 1.3501143 5261.698943 1793.460802 3 7
S_Pacific (27.75,27.85] 3 cstar_tref ~ nitrate + phosphate + phosphate_star 906 1.3946148 3183.820888 762.592886 4.3729734 1982-1999 –> 2000-2009 2.7475954 1.3529806 5273.089137 1531.794322 4 9
S_Pacific (27.75,27.85] 3 cstar_tref ~ aou + nitrate + phosphate 906 1.4125639 3206.993089 858.691866 4.5484618 1982-1999 –> 2000-2009 2.7739526 1.3613887 5303.745185 1720.382477 5 11
S_Pacific (27.75,27.85] 3 cstar_tref ~ nitrate + silicate + phosphate 906 1.4380648 3239.413242 979.514129 5.0553494 1982-1999 –> 2000-2009 2.7778528 1.3397880 5316.844710 1889.301458 6 7
S_Pacific (27.75,27.85] 2 cstar_tref ~ nitrate + phosphate 906 1.4383338 3237.752108 526.633642 5.0772851 1982-1999 –> 2000-2009 2.8104033 1.3720695 5341.944605 1132.459418 7 14
S_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 906 1.6603220 3503.821611 669.614309 4.3156686 1982-1999 –> 2000-2009 3.0712563 1.4109343 5647.755865 1283.299764 9 17
S_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 906 1.6609675 3504.525860 124.822939 4.3007504 1982-1999 –> 2000-2009 3.0722604 1.4112929 5648.767166 199.144918 10 20
S_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 906 1.6612181 3504.799234 126.161336 4.2953366 1982-1999 –> 2000-2009 3.0727895 1.4115715 5649.278932 200.749506 11 23
S_Pacific (27.75,27.85] 3 cstar_tref ~ temp + nitrate + phosphate 831 1.9364123 3466.586848 450.423026 5.4701365 2000-2009 –> 2010-2019 3.2982053 1.3617930 6607.253090 1056.904754 3 4
S_Pacific (27.75,27.85] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 831 1.9192039 3453.750995 708.142046 5.1125048 2000-2009 –> 2010-2019 3.3050323 1.3858284 6628.119784 1683.717420 1 3
S_Pacific (27.75,27.85] 3 cstar_tref ~ sal + nitrate + phosphate 831 1.9201927 3452.607082 640.742867 5.2195648 2000-2009 –> 2010-2019 3.3080293 1.3878366 6627.599684 1606.713788 2 5
S_Pacific (27.75,27.85] 3 cstar_tref ~ nitrate + phosphate + phosphate_star 831 1.9738055 3498.375013 493.356236 5.1374996 2000-2009 –> 2010-2019 3.3684203 1.3946148 6682.195901 1255.949122 4 8
S_Pacific (27.75,27.85] 3 cstar_tref ~ aou + nitrate + phosphate 831 2.0085442 3527.371537 520.163880 5.0740789 2000-2009 –> 2010-2019 3.4211081 1.4125639 6734.364626 1378.855745 5 10
S_Pacific (27.75,27.85] 3 cstar_tref ~ nitrate + silicate + phosphate 831 2.1324018 3626.823588 613.332109 6.4638302 2000-2009 –> 2010-2019 3.5704666 1.4380648 6866.236829 1592.846239 8 14
S_Pacific (27.75,27.85] 2 cstar_tref ~ nitrate + phosphate 831 2.1643882 3649.568748 421.655030 6.5047549 2000-2009 –> 2010-2019 3.6027220 1.4383338 6887.320856 948.288672 9 16
S_Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 831 2.1044814 3606.918607 464.149059 8.4455885 2000-2009 –> 2010-2019 3.7585953 1.6541139 7101.952286 1406.798813 7 15
S_Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 831 2.0925490 3597.468305 644.159256 8.5433804 2000-2009 –> 2010-2019 3.7712000 1.6786510 7119.183696 1379.425358 6 22
S_Pacific (27.75,27.85] 3 cstar_tref ~ sal + aou + nitrate 831 2.1788110 3662.607031 251.644780 7.2136789 2000-2009 –> 2010-2019 3.8629922 1.6841813 7188.282184 585.342328 10 29
S_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 938 1.5858339 3540.971719 138.367989 4.0362365 1982-1999 –> 2000-2009 2.8207380 1.2349042 5801.017917 232.890435 4 5
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate 938 1.5883100 3541.898661 92.027409 4.0692101 1982-1999 –> 2000-2009 2.8236664 1.2353564 5800.449386 179.578845 6 8
S_Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 938 1.5855192 3538.599508 450.923553 4.1389357 1982-1999 –> 2000-2009 2.8240882 1.2385690 5800.729086 1010.648371 3 8
S_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 938 1.5883908 3543.994136 140.249693 4.0439766 1982-1999 –> 2000-2009 2.8253197 1.2369289 5806.297773 235.482339 7 10
S_Pacific (27.85,27.95] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 938 1.5875631 3541.016278 42.679149 4.1849471 1982-1999 –> 2000-2009 2.8253466 1.2377835 5802.271676 100.277084 5 9
S_Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 938 1.5899517 3543.836657 43.559551 4.1875303 1982-1999 –> 2000-2009 2.8302374 1.2402857 5807.874934 102.766881 9 15
S_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 938 1.5851190 3540.125894 960.574293 4.7303594 1982-1999 –> 2000-2009 2.8355979 1.2504789 5817.442833 1711.812917 1 9
S_Pacific (27.85,27.95] 3 cstar_tref ~ temp + silicate + phosphate 938 1.6012972 3555.175797 38.564346 4.7490520 1982-1999 –> 2000-2009 2.8417921 1.2404950 5817.446547 93.433874 13 20
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 938 1.5889174 3542.615936 137.071178 3.9634619 1982-1999 –> 2000-2009 2.8428127 1.2538953 5821.692512 232.002153 8 20
S_Pacific (27.85,27.95] 3 cstar_tref ~ aou + silicate + phosphate_star 938 1.5902573 3542.197301 41.800487 4.1163685 1982-1999 –> 2000-2009 2.8447588 1.2545015 5819.939927 100.037516 10 23
S_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 929 2.0295093 3965.469151 698.987764 8.2774658 2000-2009 –> 2010-2019 3.6146283 1.5851190 7505.595045 1659.562057 1 2
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 929 2.0295504 3963.506713 618.831882 8.2954141 2000-2009 –> 2010-2019 3.6146801 1.5851297 7501.645280 1249.797227 2 4
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate 929 2.0894619 4017.560164 667.565107 6.4673058 2000-2009 –> 2010-2019 3.7038292 1.6143674 7589.986200 1558.837280 3 19
S_Pacific (27.85,27.95] 3 cstar_tref ~ sal + aou + nitrate 929 2.1053226 4029.610641 418.142712 6.4062928 2000-2009 –> 2010-2019 3.7223217 1.6169991 7603.092454 778.867068 4 21
S_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 929 2.1414213 4065.198633 130.751439 7.2466198 2000-2009 –> 2010-2019 3.7272552 1.5858339 7606.170352 269.119428 5 9
S_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 929 2.1448160 4068.141696 132.623038 7.2313515 2000-2009 –> 2010-2019 3.7332068 1.5883908 7612.135832 272.872731 6 13
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate 929 2.1501343 4070.743117 102.214368 6.4898653 2000-2009 –> 2010-2019 3.7384443 1.5883100 7612.641778 194.241777 8 14
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + silicate 929 2.1448410 4066.163374 70.737024 7.1970596 2000-2009 –> 2010-2019 3.7487711 1.6039301 7626.421246 132.233041 7 21
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 929 2.1610924 4080.188278 130.792475 5.9772012 2000-2009 –> 2010-2019 3.7500098 1.5889174 7622.804214 267.863653 9 17
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 929 2.1727840 4090.213029 130.453992 5.4881807 2000-2009 –> 2010-2019 3.7643637 1.5915798 7635.969728 268.821259 13 24
S_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1163 1.3308396 3979.245055 230.751722 4.2998231 1982-1999 –> 2000-2009 2.4061238 1.0752842 6493.038554 432.625289 3 4
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1163 1.3317852 3978.897289 30.412303 4.3726794 1982-1999 –> 2000-2009 2.4074503 1.0756651 6491.284247 60.911655 4 6
S_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1163 1.3323628 3981.905751 232.204379 4.3134731 1982-1999 –> 2000-2009 2.4090628 1.0767001 6497.904584 434.172483 5 8
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1163 1.3331740 3981.321491 27.291426 4.3787485 1982-1999 –> 2000-2009 2.4103285 1.0771545 6496.027607 54.062442 6 10
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 1163 1.2991642 3921.214360 798.941164 4.9367437 1982-1999 –> 2000-2009 2.4111886 1.1120244 6489.316652 1756.163238 1 16
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1163 1.3361872 3986.572760 630.093256 4.3405644 1982-1999 –> 2000-2009 2.4181067 1.0819195 6508.676602 1508.220854 7 14
S_Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + silicate 1163 1.3233337 3964.089399 572.493780 4.9064371 1982-1999 –> 2000-2009 2.4205700 1.0972363 6509.754126 1262.584687 2 13
S_Pacific (27.95,28.05] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1163 1.3373707 3988.632110 57.937886 4.0591940 1982-1999 –> 2000-2009 2.4282030 1.0908323 6524.486105 133.212284 8 16
S_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1163 1.3501501 4012.752954 205.139557 4.2074683 1982-1999 –> 2000-2009 2.4289386 1.0787885 6531.999545 382.255762 13 18
S_Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1163 1.3387966 3991.110656 57.768873 4.0805108 1982-1999 –> 2000-2009 2.4307203 1.0919238 6528.640866 129.338268 9 18
S_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1770 1.6429640 6794.659177 522.349187 4.4565646 2000-2009 –> 2010-2019 2.9418430 1.2988790 10717.362887 1481.056993 4 5
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 1770 1.6510998 6810.145700 387.178831 4.5641845 2000-2009 –> 2010-2019 2.9502640 1.2991642 10731.360059 1186.119995 6 8
S_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1770 1.6382094 6784.399890 193.107766 4.7282397 2000-2009 –> 2010-2019 2.9690489 1.3308396 10763.644944 423.859488 1 5
S_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1770 1.6404494 6789.237001 195.915840 4.7346347 2000-2009 –> 2010-2019 2.9728122 1.3323628 10771.142751 428.120219 2 8
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + silicate 1770 1.6441342 6795.179739 86.567708 4.5492552 2000-2009 –> 2010-2019 2.9837381 1.3396039 10787.692621 156.404334 5 17
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1770 1.6593327 6827.753406 38.860525 4.7306447 2000-2009 –> 2010-2019 2.9911179 1.3317852 10806.650695 69.272828 11 16
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1770 1.6605083 6830.260598 38.572587 4.7405075 2000-2009 –> 2010-2019 2.9936823 1.3331740 10811.582089 65.864013 13 20
S_Pacific (27.95,28.05] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1770 1.6576428 6824.146336 118.699860 5.2366093 2000-2009 –> 2010-2019 2.9950135 1.3373707 10812.778446 176.637745 8 17
S_Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 1770 1.6574984 6823.837854 351.118774 5.2492249 2000-2009 –> 2010-2019 2.9966137 1.3391153 10815.502275 817.625038 7 18
S_Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1770 1.6589358 6826.906551 129.779539 5.2216508 2000-2009 –> 2010-2019 2.9977324 1.3387966 10818.017207 187.548412 10 20
S_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 593 1.0888068 1797.768796 351.148309 3.9606000 1982-1999 –> 2000-2009 1.8487572 0.7599505 2908.138984 772.217280 1 4
S_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 593 1.0908178 1799.957331 465.709423 3.8087287 1982-1999 –> 2000-2009 1.8488877 0.7580699 2907.953942 996.124924 3 4
S_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 593 1.0908060 1799.944499 465.671953 3.8146504 1982-1999 –> 2000-2009 1.8489474 0.7581414 2908.031426 997.834328 2 4
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 593 1.0908207 1797.960465 88.403677 3.8039624 1982-1999 –> 2000-2009 1.8529378 0.7621171 2909.058005 190.808045 4 8
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 593 1.1443964 1854.825572 45.078254 2.7703797 1982-1999 –> 2000-2009 1.9860114 0.8416150 3060.978274 89.972353 6 11
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 593 1.1452737 1855.734422 45.247515 2.7715363 1982-1999 –> 2000-2009 1.9869008 0.8416271 3061.900886 95.343053 7 13
S_Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + silicate 593 1.1389407 1849.158061 562.719706 3.4655786 1982-1999 –> 2000-2009 2.0155177 0.8765770 3094.303120 1481.309236 5 18
S_Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 593 1.1658946 1876.898707 598.759287 3.0105534 1982-1999 –> 2000-2009 2.0393432 0.8734486 3118.618674 1372.158824 9 16
S_Pacific (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate 593 1.1660144 1875.020535 445.722983 2.9977385 1982-1999 –> 2000-2009 2.0403648 0.8743504 3115.729050 1124.980617 10 18
S_Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 593 1.1684643 1879.509861 156.647740 2.9503909 1982-1999 –> 2000-2009 2.0435924 0.8751281 3123.070140 355.772154 11 20
S_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 975 1.4425916 3495.490556 213.993849 3.1604413 2000-2009 –> 2010-2019 2.5313984 1.0888068 5293.259352 565.142159 1 2
S_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 975 1.4429363 3495.956366 316.365117 3.1643903 2000-2009 –> 2010-2019 2.5337423 1.0908060 5295.900865 782.037071 2 4
S_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 975 1.4434736 3496.682415 322.983099 3.1619577 2000-2009 –> 2010-2019 2.5342914 1.0908178 5296.639746 788.692522 3 6
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 975 1.4458324 3497.866253 49.252669 3.1162945 2000-2009 –> 2010-2019 2.5366530 1.0908207 5295.826718 137.656346 4 8
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 975 1.4537639 3508.534276 517.823349 3.4241837 2000-2009 –> 2010-2019 2.5472986 1.0935347 5309.441891 1471.548560 9 14
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 975 1.4461616 3498.310248 42.881873 3.2583474 2000-2009 –> 2010-2019 2.5914353 1.1452737 5354.044670 88.129389 5 14
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 975 1.4471444 3499.635020 42.626946 3.2657554 2000-2009 –> 2010-2019 2.5915408 1.1443964 5354.460591 87.705200 6 14
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 975 1.4494484 3502.737066 468.358824 3.2790339 2000-2009 –> 2010-2019 2.5917185 1.1422702 5355.357125 1109.019987 8 15
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 975 1.4487619 3501.813372 42.173690 3.2514780 2000-2009 –> 2010-2019 2.6289548 1.1801929 5393.168422 83.224599 7 23
S_Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + silicate 975 1.5426527 3624.261913 365.869418 3.3770357 2000-2009 –> 2010-2019 2.6815934 1.1389407 5473.419974 928.589124 22 28
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1656 0.8871655 4316.999440 177.995485 3.3269631 1982-1999 –> 2000-2009 1.5238319 0.6366664 6546.411983 337.689562 1 2
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1656 0.9188238 4433.127618 164.011081 3.0933526 1982-1999 –> 2000-2009 1.5557191 0.6368953 6663.363397 317.746473 2 4
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1656 0.9195217 4435.642202 163.161825 3.1021890 1982-1999 –> 2000-2009 1.5564244 0.6369027 6665.904565 315.648123 3 6
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1656 0.9540278 4555.653611 50.548594 3.6643897 1982-1999 –> 2000-2009 1.5947602 0.6407324 6797.644517 113.190848 5 9
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1656 0.9251986 4456.026894 826.897994 4.0710539 1982-1999 –> 2000-2009 1.7341401 0.8089415 7233.850409 1785.421289 4 21
S_Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1656 1.0265729 4798.384687 47.006860 2.5905774 1982-1999 –> 2000-2009 1.7421412 0.7155684 7293.341018 117.272892 9 14
S_Pacific (28.1,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 1656 1.0254904 4794.890591 324.551045 2.6663714 1982-1999 –> 2000-2009 1.7478244 0.7223340 7311.397052 887.815955 6 12
S_Pacific (28.1,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1656 1.0274242 4801.130278 55.991724 2.6183169 1982-1999 –> 2000-2009 1.7507512 0.7233270 7320.782435 126.161143 11 18
S_Pacific (28.1,28.2] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1656 1.0273372 4800.849667 67.437006 2.6088048 1982-1999 –> 2000-2009 1.7508672 0.7235300 7321.144581 150.432422 10 18
S_Pacific (28.1,28.2] 3 cstar_tref ~ temp + silicate + phosphate_star 1656 1.0276690 4799.919406 7.786683 2.6926198 1982-1999 –> 2000-2009 1.7822920 0.7546229 7414.568764 29.370462 12 21
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2121 1.0029875 6045.791302 106.820897 2.9346470 2000-2009 –> 2010-2019 1.8901530 0.8871655 10362.790742 284.816381 3 4
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2121 1.0049343 6054.017132 694.027448 2.9426685 2000-2009 –> 2010-2019 1.9196996 0.9147653 10472.482750 1680.682262 4 6
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2121 1.0025468 6043.927041 123.960511 2.9519616 2000-2009 –> 2010-2019 1.9213706 0.9188238 10477.054659 287.971592 2 5
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2121 1.0024676 6043.592006 124.587637 2.9502579 2000-2009 –> 2010-2019 1.9219893 0.9195217 10479.234209 287.749462 1 5
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2121 1.0050822 6052.641345 39.054592 3.0678008 2000-2009 –> 2010-2019 1.9591100 0.9540278 10608.294956 89.603185 5 11
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2121 1.1131560 6487.876350 788.946290 2.5814689 2000-2009 –> 2010-2019 2.0383546 0.9251986 10943.903243 1615.844284 6 11
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate 2121 1.2056917 6824.617854 119.992918 3.5379480 2000-2009 –> 2010-2019 2.2440879 1.0383962 11660.929846 232.904478 12 26
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2121 1.1681178 6690.317360 784.098567 3.2376335 2000-2009 –> 2010-2019 2.2567692 1.0886514 11683.162053 1446.331705 10 34
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 2121 1.1543494 6640.020873 673.755862 3.6594238 2000-2009 –> 2010-2019 2.2568099 1.1024605 11674.612740 1170.999805 7 34
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2121 1.1546811 6641.239634 41.269593 3.6682562 2000-2009 –> 2010-2019 2.2572457 1.1025646 11676.144029 64.802639 8 36
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2472 0.4214463 2757.305468 418.794693 2.6541642 1982-1999 –> 2000-2009 0.9085798 0.4871334 6059.995621 989.849325 1 2
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2472 0.4233485 2779.569492 24.053202 2.6534516 1982-1999 –> 2000-2009 0.9248627 0.5015142 6219.000638 84.020943 3 7
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2472 0.4233820 2779.960898 31.757681 2.6510769 1982-1999 –> 2000-2009 0.9272709 0.5038889 6241.594866 101.115799 4 10
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2472 0.4217908 2761.344820 20.049066 2.7119104 1982-1999 –> 2000-2009 0.9323551 0.5105643 6284.834417 85.200426 2 10
S_Pacific (28.2,28.3] 4 cstar_tref ~ temp + aou + silicate + phosphate 2472 0.4950185 3550.807892 385.773614 3.4201578 1982-1999 –> 2000-2009 0.9824723 0.4874539 6854.588907 940.196697 8 10
S_Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2472 0.4976296 3578.818664 554.337785 3.3121400 1982-1999 –> 2000-2009 0.9952233 0.4975936 6981.363691 1413.524126 9 12
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2472 0.4238073 2782.924838 12.835433 2.5845308 1982-1999 –> 2000-2009 0.9962960 0.5724887 6842.453553 49.117538 5 17
S_Pacific (28.2,28.3] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2472 0.5038619 3638.352470 16.915674 3.4195015 1982-1999 –> 2000-2009 1.0060819 0.5022199 7082.393023 70.097169 13 18
S_Pacific (28.2,28.3] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 2472 0.5050452 3649.949854 22.584232 3.4189309 1982-1999 –> 2000-2009 1.0098117 0.5047664 7117.761294 83.210838 15 22
S_Pacific (28.2,28.3] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2472 0.4994564 3594.934795 14.604563 3.3867466 1982-1999 –> 2000-2009 1.0114812 0.5120247 7129.848889 72.235851 11 20
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3041 0.5033855 4469.305127 470.544343 3.1725032 2000-2009 –> 2010-2019 0.9248318 0.4214463 7226.610596 889.339036 1 2
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3041 0.5048269 4486.695991 40.949185 3.2162899 2000-2009 –> 2010-2019 0.9282089 0.4233820 7266.656890 72.706865 2 6
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3041 0.5053377 4492.846825 36.336132 3.2295324 2000-2009 –> 2010-2019 0.9286862 0.4233485 7272.416317 60.389335 3 6
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3041 0.5083040 4528.443292 36.250788 3.1290951 2000-2009 –> 2010-2019 0.9300948 0.4217908 7289.788112 56.299854 4 6
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3041 0.5302667 4785.714355 966.384918 3.7872890 2000-2009 –> 2010-2019 0.9692776 0.4390109 7744.891776 1403.642932 5 11
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3041 0.5644880 5164.077025 28.404212 2.8461702 2000-2009 –> 2010-2019 0.9882953 0.4238073 7947.001863 41.239645 13 18
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 3041 0.5370905 4861.482109 966.297660 4.1193250 2000-2009 –> 2010-2019 0.9920663 0.4549758 7995.259301 1384.437907 7 14
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate 3041 0.5356220 4844.829281 27.779265 3.2559848 2000-2009 –> 2010-2019 1.0378937 0.5022717 8467.553497 45.833923 6 18
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + silicate + phosphate 3041 0.5636008 5154.510454 284.227735 4.0459711 2000-2009 –> 2010-2019 1.0471989 0.4835981 8589.920888 503.236069 11 19
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3041 0.5409088 4906.567644 705.385791 2.9096783 2000-2009 –> 2010-2019 1.0552407 0.5143318 8648.600256 1124.681344 8 25
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2047 0.7423655 4603.476070 431.306712 3.2188155 1982-1999 –> 2000-2009 1.5980552 0.8556897 9844.147072 1348.007836 15 16
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2047 0.7405248 4593.312386 205.900989 3.2242925 1982-1999 –> 2000-2009 1.6152998 0.8747750 9925.263006 763.102506 14 16
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2047 0.7434921 4609.684661 281.522796 3.2666417 1982-1999 –> 2000-2009 1.6217128 0.8782207 9957.902526 1066.657093 16 19
S_Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2047 0.7444871 4613.159965 209.578776 3.3576913 1982-1999 –> 2000-2009 1.6402652 0.8957781 10041.288726 372.262554 17 22
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2047 0.6825439 4259.519382 45.812182 2.9736917 1982-1999 –> 2000-2009 1.6577867 0.9752428 10041.352404 146.881426 3 12
S_Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2047 0.7479035 4631.903827 196.396339 3.1262910 1982-1999 –> 2000-2009 1.6667333 0.9188298 10165.171595 394.480142 18 24
S_Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate 2047 0.8067690 4942.079366 100.707503 4.8438146 1982-1999 –> 2000-2009 1.6870525 0.8802835 10298.005180 308.772703 45 49
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2047 0.6961895 4340.560165 99.976350 3.3279357 1982-1999 –> 2000-2009 1.6889512 0.9927617 10196.066770 237.756389 7 17
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2047 0.6659549 4158.787186 299.312893 3.0490193 1982-1999 –> 2000-2009 1.7050465 1.0390915 10203.033875 1218.155951 1 16
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2047 0.7612478 4706.306096 435.451822 2.8805078 1982-1999 –> 2000-2009 1.7364607 0.9752129 10488.011953 1046.335417 21 29
S_Pacific (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4044 1.0199671 11650.277927 483.363740 4.9801150 2000-2009 –> 2010-2019 1.6819652 0.6619980 15784.667162 790.113692 1 3
S_Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4044 1.0215035 11662.451899 405.102158 5.0074011 2000-2009 –> 2010-2019 1.6830975 0.6615939 15794.341248 673.858769 3 4
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4044 1.0211931 11659.993464 386.748231 5.4917918 2000-2009 –> 2010-2019 1.6871480 0.6659549 15818.780650 686.061124 2 9
S_Pacific (28.3, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4044 1.0250199 11690.245410 615.647442 5.0655358 2000-2009 –> 2010-2019 1.6883792 0.6633593 15833.044618 1122.762256 5 8
S_Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4044 1.0248443 11688.859742 690.545775 5.0883032 2000-2009 –> 2010-2019 1.6893152 0.6644709 15838.513648 1089.218769 4 8
S_Pacific (28.3, Inf] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 4044 1.0250869 11688.774753 386.383546 5.0786217 2000-2009 –> 2010-2019 1.6918995 0.6668126 15850.830872 682.086487 6 14
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4044 1.0327556 11751.055416 401.603105 5.1804102 2000-2009 –> 2010-2019 1.6976139 0.6648583 15903.095556 669.251879 9 14
S_Pacific (28.3, Inf] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 4044 1.0345680 11763.237250 400.014872 4.9112577 2000-2009 –> 2010-2019 1.6997690 0.6652010 15915.386931 667.625926 12 18
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4044 1.0361453 11777.558795 454.674472 5.3545396 2000-2009 –> 2010-2019 1.7039760 0.6678307 15947.861233 746.805494 14 23
S_Pacific (28.3, Inf] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 4044 1.0412318 11815.165820 444.319854 4.8859839 2000-2009 –> 2010-2019 1.7091792 0.6679474 15984.183322 717.862220 17 27

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 3.4430436 2843.2182
Indian (-Inf,26] 2000-2009 –> 2010-2019 3.0791461 1538.3785
Indian (26,26.5] 1982-1999 –> 2000-2009 3.7354251 5373.8442
Indian (26,26.5] 2000-2009 –> 2010-2019 2.8863847 2665.6943
Indian (26.5,26.75] 1982-1999 –> 2000-2009 2.7452550 4548.0086
Indian (26.5,26.75] 2000-2009 –> 2010-2019 2.1346101 2372.4086
Indian (26.75,27] 1982-1999 –> 2000-2009 2.4147327 6338.5771
Indian (26.75,27] 2000-2009 –> 2010-2019 2.2221981 3996.5612
Indian (27,27.25] 1982-1999 –> 2000-2009 3.9991326 9225.0540
Indian (27,27.25] 2000-2009 –> 2010-2019 3.9395060 6236.8615
Indian (27.25,27.5] 1982-1999 –> 2000-2009 3.2395011 9965.2332
Indian (27.25,27.5] 2000-2009 –> 2010-2019 3.1807982 6394.5850
Indian (27.5,27.75] 1982-1999 –> 2000-2009 2.2736720 10569.6840
Indian (27.5,27.75] 2000-2009 –> 2010-2019 2.5026851 7659.0053
Indian (27.75,27.85] 1982-1999 –> 2000-2009 1.8533151 3585.8307
Indian (27.75,27.85] 2000-2009 –> 2010-2019 2.1266249 2910.0894
Indian (27.85,27.95] 1982-1999 –> 2000-2009 2.1284137 4634.4485
Indian (27.85,27.95] 2000-2009 –> 2010-2019 2.6197817 3940.5670
Indian (27.95,28.05] 1982-1999 –> 2000-2009 2.3368894 5848.8985
Indian (27.95,28.05] 2000-2009 –> 2010-2019 2.8010381 4655.8237
Indian (28.05,28.1] 1982-1999 –> 2000-2009 2.2526859 3372.8984
Indian (28.05,28.1] 2000-2009 –> 2010-2019 2.7031895 2596.5949
Indian (28.1,28.2] 1982-1999 –> 2000-2009 1.5517707 6883.0523
Indian (28.1,28.2] 2000-2009 –> 2010-2019 1.8195088 5808.2837
Indian (28.2,28.3] 1982-1999 –> 2000-2009 0.8380009 6191.3917
Indian (28.2,28.3] 2000-2009 –> 2010-2019 0.9150985 5202.6557
Indian (28.3, Inf] 1982-1999 –> 2000-2009 0.9793003 7125.6989
Indian (28.3, Inf] 2000-2009 –> 2010-2019 1.1806918 7735.6340
N_Atlantic (-Inf,26] 1982-1999 –> 2000-2009 2.9135735 618.6680
N_Atlantic (-Inf,26] 2000-2009 –> 2010-2019 2.7796894 607.2698
N_Atlantic (26,26.5] 1982-1999 –> 2000-2009 3.2926030 1632.9318
N_Atlantic (26,26.5] 2000-2009 –> 2010-2019 3.0000682 1523.6280
N_Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 3.5891796 2162.5517
N_Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 3.7609162 1927.8124
N_Atlantic (26.75,27] 1982-1999 –> 2000-2009 3.1866246 4297.8194
N_Atlantic (26.75,27] 2000-2009 –> 2010-2019 3.5879755 3681.7786
N_Atlantic (27,27.25] 1982-1999 –> 2000-2009 3.0244464 5683.4089
N_Atlantic (27,27.25] 2000-2009 –> 2010-2019 3.7720610 6526.1657
N_Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 5.4106802 13052.7724
N_Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 7.0051653 15382.2215
N_Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 3.5490366 22274.4582
N_Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 3.7719000 24172.6626
N_Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 1.7187672 5317.1120
N_Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 1.5861037 4994.2084
N_Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 2.2093434 6217.8021
N_Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 2.2479472 6237.3549
N_Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 2.8320127 8236.7052
N_Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 2.7269059 7658.9121
N_Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 0.3413418 -817.2781
N_Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 0.2829704 -1269.9537
N_Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 0.3151788 -1483.2427
N_Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 0.2699540 -2131.6489
N_Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 0.3541284 -2194.4269
N_Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 0.3040903 -4112.7562
N_Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 0.5349897 195.6729
N_Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 0.3870000 -917.5045
N_Pacific (-Inf,26] 1982-1999 –> 2000-2009 7.9800938 11957.8989
N_Pacific (-Inf,26] 2000-2009 –> 2010-2019 8.5489252 27500.9517
N_Pacific (26,26.5] 1982-1999 –> 2000-2009 3.5536299 7431.4687
N_Pacific (26,26.5] 2000-2009 –> 2010-2019 3.6534715 12187.3360
N_Pacific (26.5,26.75] 1982-1999 –> 2000-2009 2.3039575 5015.9973
N_Pacific (26.5,26.75] 2000-2009 –> 2010-2019 2.6350642 9537.0565
N_Pacific (26.75,27] 1982-1999 –> 2000-2009 2.2663512 6747.7381
N_Pacific (26.75,27] 2000-2009 –> 2010-2019 2.4968294 11099.1522
N_Pacific (27,27.25] 1982-1999 –> 2000-2009 1.7469950 7000.2769
N_Pacific (27,27.25] 2000-2009 –> 2010-2019 1.8236302 11996.4525
N_Pacific (27.25,27.5] 1982-1999 –> 2000-2009 1.0870671 5569.9110
N_Pacific (27.25,27.5] 2000-2009 –> 2010-2019 1.1130539 9667.0603
N_Pacific (27.5,27.75] 1982-1999 –> 2000-2009 0.7383912 3135.9313
N_Pacific (27.5,27.75] 2000-2009 –> 2010-2019 0.8358117 6698.9369
N_Pacific (27.75,27.85] 1982-1999 –> 2000-2009 0.4354978 -190.7351
N_Pacific (27.75,27.85] 2000-2009 –> 2010-2019 0.4681171 -107.0801
N_Pacific (27.85,27.95] 1982-1999 –> 2000-2009 0.3964511 -591.9946
N_Pacific (27.85,27.95] 2000-2009 –> 2010-2019 0.3892557 -1295.7615
N_Pacific (27.95,28.05] 1982-1999 –> 2000-2009 0.4288228 -227.8709
N_Pacific (27.95,28.05] 2000-2009 –> 2010-2019 0.3996110 -1748.3614
N_Pacific (28.05,28.1] 1982-1999 –> 2000-2009 0.3612455 -442.4361
N_Pacific (28.05,28.1] 2000-2009 –> 2010-2019 0.3583953 -1715.6398
N_Pacific (28.1,28.2] 1982-1999 –> 2000-2009 0.3194686 -1832.9638
N_Pacific (28.1,28.2] 2000-2009 –> 2010-2019 0.3254101 -3485.2261
N_Pacific (28.2,28.3] 1982-1999 –> 2000-2009 0.3231431 -7003.0313
N_Pacific (28.2,28.3] 2000-2009 –> 2010-2019 0.2933212 -16649.2042
N_Pacific (28.3, Inf] 1982-1999 –> 2000-2009 0.0686283 -3057.3233
N_Pacific (28.3, Inf] 2000-2009 –> 2010-2019 0.0598061 -4380.0800
S_Atlantic (26,26.5] 1982-1999 –> 2000-2009 3.1009630 899.9524
S_Atlantic (26,26.5] 2000-2009 –> 2010-2019 2.3856365 636.0665
S_Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 2.8127985 1323.5448
S_Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 2.7499686 1342.4249
S_Atlantic (26.75,27] 1982-1999 –> 2000-2009 2.0330142 1672.6844
S_Atlantic (26.75,27] 2000-2009 –> 2010-2019 2.5512320 1945.5977
S_Atlantic (27,27.25] 1982-1999 –> 2000-2009 1.9694272 2161.2394
S_Atlantic (27,27.25] 2000-2009 –> 2010-2019 1.9236343 1875.9028
S_Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 1.8879936 2619.7855
S_Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 2.2938229 2824.8873
S_Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 2.2091422 4290.9357
S_Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 2.4704502 4475.0117
S_Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 1.4884374 1033.4497
S_Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 2.0683605 1815.7598
S_Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 1.2814425 1111.9521
S_Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 1.9133260 1972.1424
S_Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 1.1523001 1292.3112
S_Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 1.5996494 2303.2319
S_Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 0.9903674 686.8469
S_Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 1.2889602 1225.9078
S_Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 0.8009210 651.1031
S_Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 1.0137236 1348.8443
S_Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 0.5940657 243.8883
S_Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 0.7180951 722.7705
S_Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 1.3398290 10338.3134
S_Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 1.5243111 14522.6960
S_Pacific (-Inf,26] 1982-1999 –> 2000-2009 7.7395838 5544.3464
S_Pacific (-Inf,26] 2000-2009 –> 2010-2019 9.2582796 5496.5165
S_Pacific (26,26.5] 1982-1999 –> 2000-2009 5.1711408 6928.2296
S_Pacific (26,26.5] 2000-2009 –> 2010-2019 4.9540618 7509.7454
S_Pacific (26.5,26.75] 1982-1999 –> 2000-2009 3.1198349 4590.6862
S_Pacific (26.5,26.75] 2000-2009 –> 2010-2019 3.8219949 5388.7989
S_Pacific (26.75,27] 1982-1999 –> 2000-2009 3.9554836 6716.7970
S_Pacific (26.75,27] 2000-2009 –> 2010-2019 4.9602944 8877.0533
S_Pacific (27,27.25] 1982-1999 –> 2000-2009 4.2089010 9253.7063
S_Pacific (27,27.25] 2000-2009 –> 2010-2019 4.6067289 11797.5828
S_Pacific (27.25,27.5] 1982-1999 –> 2000-2009 3.8602277 14307.7811
S_Pacific (27.25,27.5] 2000-2009 –> 2010-2019 4.3442239 15896.1992
S_Pacific (27.5,27.75] 1982-1999 –> 2000-2009 3.5717251 15898.2349
S_Pacific (27.5,27.75] 2000-2009 –> 2010-2019 4.3226412 18896.4686
S_Pacific (27.75,27.85] 1982-1999 –> 2000-2009 2.8500895 5392.3681
S_Pacific (27.75,27.85] 2000-2009 –> 2010-2019 3.5266771 6844.2509
S_Pacific (27.85,27.95] 1982-1999 –> 2000-2009 2.8314358 5809.5163
S_Pacific (27.85,27.95] 2000-2009 –> 2010-2019 3.7117510 7591.6462
S_Pacific (27.95,28.05] 1982-1999 –> 2000-2009 2.4170693 6507.1129
S_Pacific (27.95,28.05] 2000-2009 –> 2010-2019 2.9791866 10783.5734
S_Pacific (28.05,28.1] 1982-1999 –> 2000-2009 1.9511260 3020.7782
S_Pacific (28.05,28.1] 2000-2009 –> 2010-2019 2.5768626 5342.1519
S_Pacific (28.1,28.2] 1982-1999 –> 2000-2009 1.6738752 7056.8409
S_Pacific (28.1,28.2] 2000-2009 –> 2010-2019 2.0665590 11003.8609
S_Pacific (28.2,28.3] 1982-1999 –> 2000-2009 0.9694435 6681.3835
S_Pacific (28.2,28.3] 2000-2009 –> 2010-2019 0.9801794 7844.8699
S_Pacific (28.3, Inf] 1982-1999 –> 2000-2009 1.6617364 10116.0243
S_Pacific (28.3, Inf] 2000-2009 –> 2010-2019 1.6932343 15867.0705

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
27c801d Donghe-Zhu 2021-08-19
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
27c801d Donghe-Zhu 2021-08-19
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 silicate temp
Indian - 1982-1999 --> 2000-2009
(-Inf,26] 6 4 6 7 10 4 10
(26,26.5] 6 4 6 7 4 10 10
(26.5,26.75] 4 5 5 8 5 10 10
(26.75,27] 5 5 4 8 5 10 10
(27,27.25] 4 10 5 8 5 5 10
(27.25,27.5] 4 10 5 8 5 4 10
(27.5,27.75] 4 10 4 9 4 4 10
(27.75,27.85] 4 1 5 8 7 10 7
(27.85,27.95] 3 2 3 8 10 10 6
(27.95,28.05] 2 4 4 9 10 10 5
(28.05,28.1] 5 8 3 6 6 5 9
(28.1,28.2] 9 10 4 3 5 3 10
(28.2,28.3] 8 10 5 5 5 4 10
(28.3, Inf] 7 4 7 7 3 10 9
total 71.00 87.00 66.00 101.00 84.00 99.00 126.00
Indian - 2000-2009 --> 2010-2019
(-Inf,26] 5 5 6 8 9 5 10
(26,26.5] 6 4 6 7 4 10 10
(26.5,26.75] 5 5 5 8 4 10 10
(26.75,27] 5 5 5 8 4 10 10
(27,27.25] 5 10 5 7 5 6 10
(27.25,27.5] 7 10 5 4 6 6 10
(27.5,27.75] 5 10 4 8 4 5 10
(27.75,27.85] 4 2 4 9 6 10 7
(27.85,27.95] 2 3 4 9 9 10 6
(27.95,28.05] 2 4 4 9 10 10 5
(28.05,28.1] 3 5 4 6 9 8 7
(28.1,28.2] 8 10 5 4 5 3 10
(28.2,28.3] 5 7 6 6 10 7 9
(28.3, Inf] 6 5 7 7 4 10 9
total 68.00 85.00 70.00 100.00 89.00 110.00 123.00
N_Atlantic - 1982-1999 --> 2000-2009
(-Inf,26] 6 6 7 7 9 9 6
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 9 6 6 5 3 10 8
(26.75,27] 8 4 6 6 4 10 9
(27,27.25] 7 6 6 5 9 10 5
(27.25,27.5] 6 8 4 8 6 7 9
(27.5,27.75] 5 3 4 8 10 5 10
(27.75,27.85] 6 6 4 4 10 8 5
(27.85,27.95] 5 3 4 7 10 6 10
(27.95,28.05] 5 10 8 6 5 7 8
(28.05,28.1] 8 9 3 4 10 5 4
(28.1,28.15] 7 10 5 6 10 4 5
(28.15,28.2] 8 10 4 5 10 3 5
(28.2, Inf] 8 5 2 5 10 7 5
total 95.00 92.00 69.00 83.00 116.00 97.00 97.00
N_Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 5 4 6 5 10 10 8
(26,26.5] 7 5 5 6 10 7 9
(26.5,26.75] 9 6 6 5 3 10 8
(26.75,27] 8 6 5 6 5 10 8
(27,27.25] 8 3 4 5 10 10 5
(27.25,27.5] 7 8 4 7 7 8 8
(27.5,27.75] 4 5 4 9 10 5 9
(27.75,27.85] 8 5 4 3 10 7 7
(27.85,27.95] 5 3 5 7 9 6 10
(27.95,28.05] 6 10 8 5 6 7 7
(28.05,28.1] 8 10 4 5 10 3 5
(28.1,28.15] 7 10 5 6 10 4 5
(28.15,28.2] 8 10 5 4 9 3 6
(28.2, Inf] 5 3 3 7 10 2 7
total 95.00 88.00 68.00 80.00 119.00 92.00 102.00
N_Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 7 10 5 6 4 5 10
(26,26.5] 7 4 7 7 3 10 9
(26.5,26.75] 7 4 7 7 3 10 9
(26.75,27] 8 4 7 7 4 10 8
(27,27.25] 9 7 8 6 4 7 7
(27.25,27.5] 9 7 9 6 4 6 6
(27.5,27.75] 6 4 6 7 10 10 5
(27.75,27.85] 5 5 5 7 10 10 5
(27.85,27.95] 7 3 7 7 3 10 9
(27.95,28.05] 6 4 6 7 4 10 10
(28.05,28.1] 6 7 6 6 5 10 8
(28.1,28.2] 6 7 7 6 6 10 7
(28.2,28.3] 4 6 4 10 10 8 5
(28.3, Inf] 4 5 5 10 9 10 4
total 91.00 77.00 89.00 99.00 79.00 126.00 102.00
N_Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 8 10 5 5 6 5 9
(26,26.5] 7 4 7 7 3 10 9
(26.5,26.75] 7 4 7 7 3 10 9
(26.75,27] 7 4 7 8 4 10 8
(27,27.25] 8 6 8 7 5 8 7
(27.25,27.5] 9 8 8 6 4 6 7
(27.5,27.75] 6 4 6 7 10 10 5
(27.75,27.85] 5 4 5 8 10 10 5
(27.85,27.95] 8 4 7 6 4 10 8
(27.95,28.05] 7 4 7 6 4 10 9
(28.05,28.1] 6 7 6 6 5 10 8
(28.1,28.2] 6 7 7 6 6 10 7
(28.2,28.3] 4 6 4 10 10 8 5
(28.3, Inf] 4 4 4 10 10 10 4
total 92.00 76.00 88.00 99.00 84.00 127.00 100.00
S_Atlantic - 1982-1999 --> 2000-2009
(26,26.5] 9 6 6 6 7 10 6
(26.5,26.75] 7 4 7 7 3 10 9
(26.75,27] 7 4 6 6 4 10 10
(27,27.25] 7 10 5 5 6 10 4
(27.25,27.5] 7 10 5 4 4 10 3
(27.5,27.75] 8 2 6 6 5 10 8
(27.75,27.85] 5 10 10 3 6 5 4
(27.85,27.95] 7 4 9 6 3 4 7
(27.95,28.05] 6 4 8 6 6 2 8
(28.05,28.1] 5 2 6 7 4 4 10
(28.1,28.15] 6 1 6 7 4 3 10
(28.15,28.2] 4 4 4 8 7 5 10
(28.2, Inf] 7 10 2 4 8 6 4
total 85.00 71.00 80.00 75.00 67.00 89.00 93.00
S_Atlantic - 2000-2009 --> 2010-2019
(26,26.5] 10 7 4 5 7 10 5
(26.5,26.75] 8 6 6 6 4 10 8
(26.75,27] 8 10 4 5 5 10 5
(27,27.25] 6 10 7 6 4 10 4
(27.25,27.5] 6 10 6 6 5 10 4
(27.5,27.75] 8 7 7 3 7 10 6
(27.75,27.85] 8 5 8 5 6 7 6
(27.85,27.95] 7 3 7 7 8 8 7
(27.95,28.05] 7 4 8 7 2 7 7
(28.05,28.1] 7 1 8 6 3 6 8
(28.1,28.15] 6 1 6 7 3 4 10
(28.15,28.2] 6 3 5 6 4 5 10
(28.2, Inf] 6 10 2 5 9 5 4
total 93.00 77.00 78.00 74.00 67.00 102.00 84.00
S_Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 6 6 4 7 10 5 10
(26,26.5] 8 10 7 7 3 4 8
(26.5,26.75] 6 10 6 7 4 4 10
(26.75,27] 6 10 6 7 4 4 10
(27,27.25] 5 10 6 7 6 7 8
(27.25,27.5] 4 10 5 6 6 10 7
(27.5,27.75] 4 10 5 6 6 10 6
(27.75,27.85] 3 7 9 4 5 4 4
(27.85,27.95] 6 1 5 6 5 10 8
(27.95,28.05] 6 3 4 7 7 6 10
(28.05,28.1] 6 2 4 7 6 7 10
(28.1,28.2] 4 3 3 8 5 10 10
(28.2,28.3] 5 3 4 8 5 10 10
(28.3, Inf] 6 9 7 6 10 4 5
total 75.00 94.00 75.00 93.00 82.00 95.00 116.00
S_Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 6 8 4 7 10 4 9
(26,26.5] 7 10 7 7 3 4 9
(26.5,26.75] 6 10 6 7 4 4 10
(26.75,27] 8 10 5 5 7 7 7
(27,27.25] 5 10 5 8 6 8 7
(27.25,27.5] 3 7 4 7 6 10 10
(27.5,27.75] 3 8 4 7 7 10 9
(27.75,27.85] 4 10 7 2 5 2 2
(27.85,27.95] 7 4 3 4 10 8 6
(27.95,28.05] 7 2 4 6 7 7 10
(28.05,28.1] 5 4 3 7 9 5 10
(28.1,28.2] 6 3 4 5 10 7 10
(28.2,28.3] 4 4 6 5 10 10 7
(28.3, Inf] 5 10 7 7 3 10 5
total 76.00 100.00 69.00 84.00 97.00 96.00 111.00

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
27c801d Donghe-Zhu 2021-08-19
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
27c801d Donghe-Zhu 2021-08-19
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
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sessionInfo()
R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

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

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

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

other attached packages:
 [1] car_3.0-10       carData_3.0-4    gt_0.2.2         corrr_0.4.3     
 [5] broom_0.7.5      kableExtra_1.3.1 knitr_1.33       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