Last updated: 2021-06-17

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1 Required data

Required are:

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

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

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

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

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

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

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

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

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

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

3 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 112

4 Fit all models

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

  • cstar_tref

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

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

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

5 Prepare coeffcients

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

5.1 Formatting

# lm_all_fitted <- lm_all_fitted_1

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

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

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

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

5.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

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

5.3 VIF threshold

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

  • 1000

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

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

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

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

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

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

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

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab n_predictors model nr_obs rmse aic vif_max resid_max eras rmse_sum rmse_lag aic_sum vif_max_sum rank rank_sum
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 249 1.2580037 834.935397 20.543942 3.6316363 1982-1999 –> 2000-2009 3.3346768 2.0766730 2852.461054 46.938654 1 2
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 249 1.2599649 835.711154 19.469434 3.6430698 1982-1999 –> 2000-2009 3.3377334 2.0777685 2853.728314 43.215124 2 4
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 249 1.2755584 841.836649 198.529345 3.7467343 1982-1999 –> 2000-2009 3.3591782 2.0836198 2862.474783 398.630393 3 6
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 249 1.5861763 950.371874 20.513814 6.1817721 1982-1999 –> 2000-2009 3.8498265 2.2636502 3048.246673 46.142713 10 14
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 249 1.6681124 975.454360 39.773575 4.9499773 1982-1999 –> 2000-2009 4.2962268 2.6281144 3212.465556 59.516940 11 16
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 249 1.6688787 975.683061 26.034779 4.9521487 1982-1999 –> 2000-2009 4.2971899 2.6283112 3212.764067 38.868514 12 18
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 249 1.6815274 979.443255 263.961797 4.9742767 1982-1999 –> 2000-2009 4.3132323 2.6317049 3217.726887 325.252577 13 20
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 249 1.6948251 981.366008 19.199993 4.7790645 1982-1999 –> 2000-2009 4.3413656 2.6465405 3222.888796 30.344240 14 22
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 249 1.6962263 981.777570 17.071051 4.7794891 1982-1999 –> 2000-2009 4.3428255 2.6465991 3223.321015 23.779535 15 24
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 249 1.7126633 986.580098 174.247955 4.7929514 1982-1999 –> 2000-2009 4.3617097 2.6490464 3228.984962 230.510378 16 26
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 35 0.2627943 19.778827 495.671114 0.7701612 2000-2009 –> 2010-2019 1.5207980 1.2580037 854.714224 516.215056 6 7
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 35 0.2610997 19.325988 493.027147 0.7673719 2000-2009 –> 2010-2019 1.5210646 1.2599649 855.037141 512.496580 4 6
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 35 0.2536233 17.292337 865.849657 0.7547430 2000-2009 –> 2010-2019 1.5291817 1.2755584 859.128985 1064.379002 1 4
Indian (-Inf,26] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 35 0.2637144 18.023494 170.352391 0.7318528 2000-2009 –> 2010-2019 1.7439084 1.4801940 931.957126 185.107766 7 11
Indian (-Inf,26] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 35 0.2623887 17.670723 172.479677 0.7268506 2000-2009 –> 2010-2019 1.7501795 1.4877908 934.153682 186.236177 5 10
Indian (-Inf,26] 4 cstar_tref ~ temp + aou + silicate + phosphate 35 0.2589540 16.748365 813.288314 0.6976682 2000-2009 –> 2010-2019 1.8143257 1.5553717 955.353598 957.650966 2 8
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 35 0.2590084 18.763074 482.329402 0.7700221 2000-2009 –> 2010-2019 1.8451847 1.5861763 969.134949 502.843215 3 10
Indian (-Inf,26] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 35 0.2654774 18.489895 268.277066 0.8684631 2000-2009 –> 2010-2019 2.3472560 2.0817787 1102.266169 282.084228 9 21
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 35 0.8328126 98.519430 135.687636 1.5338155 2000-2009 –> 2010-2019 2.5276377 1.6948251 1079.885438 154.887629 17 25
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 35 0.8401415 99.132747 134.896796 1.5459130 2000-2009 –> 2010-2019 2.5363678 1.6962263 1080.910317 151.967847 18 27
Indian (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 424 1.7636679 1698.411410 22.427889 7.3515491 1982-1999 –> 2000-2009 3.5868634 1.8231955 5218.314250 37.436890 4 5
Indian (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 424 1.7644854 1698.804398 14.703094 7.3610951 1982-1999 –> 2000-2009 3.5967614 1.8322760 5227.331979 28.025581 5 7
Indian (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 424 1.7722931 1702.548454 124.472694 7.4397920 1982-1999 –> 2000-2009 3.6501631 1.8778700 5273.745574 260.670234 6 9
Indian (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 424 1.7532285 1693.377078 13.633999 7.0763488 1982-1999 –> 2000-2009 3.8548415 2.1016129 5459.990459 27.215807 1 8
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 424 1.7534985 1693.507638 13.742873 7.0813348 1982-1999 –> 2000-2009 3.8587439 2.1052454 5463.118981 27.400607 2 10
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 424 1.7565500 1694.982092 159.434972 7.1267838 1982-1999 –> 2000-2009 3.8905009 2.1339509 5488.104197 261.111232 3 12
Indian (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 424 1.8033353 1715.272820 10.368169 7.0923555 1982-1999 –> 2000-2009 4.1162962 2.3129609 5646.235564 22.199716 7 17
Indian (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 424 1.8045762 1715.856121 9.863163 7.0991147 1982-1999 –> 2000-2009 4.1240343 2.3194582 5651.688560 21.796641 8 19
Indian (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 424 1.8200863 1723.113461 116.314935 7.1506828 1982-1999 –> 2000-2009 4.1798728 2.3597864 5688.870211 204.418027 9 21
Indian (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 424 1.9144342 1767.969833 17.969461 7.0977643 1982-1999 –> 2000-2009 4.3991832 2.4847490 5825.305130 31.092583 10 23
Indian (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 38 0.2601536 19.506623 341.599491 0.6267712 2000-2009 –> 2010-2019 2.0133822 1.7532285 1712.883701 355.233490 2 3
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 38 0.2609044 19.725639 321.256167 0.6304054 2000-2009 –> 2010-2019 2.0144029 1.7534985 1713.233277 334.999040 3 5
Indian (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 38 0.2888890 27.469148 595.257249 0.7746852 2000-2009 –> 2010-2019 2.0611821 1.7722931 1730.017601 719.729942 4 9
Indian (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 38 0.3144779 33.919373 604.964123 0.8342750 2000-2009 –> 2010-2019 2.0781458 1.7636679 1732.330783 627.392011 7 10
Indian (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 38 0.3137199 33.735981 574.433305 0.8371926 2000-2009 –> 2010-2019 2.0782054 1.7644854 1732.540379 589.136400 6 10
Indian (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 38 0.3168775 32.497097 73.228323 0.8843118 2000-2009 –> 2010-2019 2.1202129 1.8033353 1747.769917 83.596493 9 15
Indian (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 38 0.3160535 32.299202 59.961775 0.8852581 2000-2009 –> 2010-2019 2.1206297 1.8045762 1748.155322 69.824938 8 15
Indian (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 38 0.2112543 3.682688 314.445879 0.4899996 2000-2009 –> 2010-2019 2.1256885 1.9144342 1771.652522 332.415340 1 10
Indian (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 38 0.3059528 29.830669 390.699753 0.8979367 2000-2009 –> 2010-2019 2.1260391 1.8200863 1752.944131 507.014688 5 13
Indian (26,26.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 38 0.3208481 33.443482 74.451671 0.7847865 2000-2009 –> 2010-2019 2.3557519 2.0349038 1851.163704 84.703212 10 20
Indian (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 477 1.2996978 1617.741109 55.768093 4.6282442 1982-1999 –> 2000-2009 2.6702061 1.3705083 4153.151894 77.296995 6 7
Indian (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 477 1.3003356 1618.209086 41.732337 4.6343540 1982-1999 –> 2000-2009 2.6716968 1.3713613 4154.524565 57.314462 7 9
Indian (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 477 1.3123374 1626.973920 191.008220 4.6961359 1982-1999 –> 2000-2009 2.6922869 1.3799495 4172.366727 401.507448 8 11
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 477 1.2657006 1592.454366 16.183158 5.1128480 1982-1999 –> 2000-2009 2.8280081 1.5623075 4318.313306 29.265411 1 5
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 477 1.2690242 1594.956197 20.722303 5.0758633 1982-1999 –> 2000-2009 2.8485992 1.5795750 4336.797365 35.737036 3 8
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 477 1.2689864 1594.927781 16.784052 5.0773915 1982-1999 –> 2000-2009 2.8487633 1.5797769 4336.954840 31.896722 2 8
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 477 1.2753713 1599.715771 208.702376 5.1535928 1982-1999 –> 2000-2009 2.8610122 1.5856410 4347.129995 352.337686 5 12
Indian (26.5,26.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 477 1.2694003 1593.238912 12.488902 5.0357221 1982-1999 –> 2000-2009 2.8753688 1.6059685 4357.174607 21.627962 4 13
Indian (26.5,26.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 477 1.3163906 1627.915848 10.842241 4.7807420 1982-1999 –> 2000-2009 2.9081473 1.5917567 4378.927321 23.756882 9 17
Indian (26.5,26.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 477 1.3526252 1653.820494 19.281444 4.5486015 1982-1999 –> 2000-2009 2.9599555 1.6073303 4418.988569 33.953387 11 21
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 38 0.4281556 57.370916 186.142869 0.9804916 2000-2009 –> 2010-2019 1.6938562 1.2657006 1649.825281 202.326027 3 4
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 38 0.4266848 57.109382 220.660670 0.9519775 2000-2009 –> 2010-2019 1.6957089 1.2690242 1652.065579 241.382973 1 4
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 38 0.4271570 57.193444 185.643633 0.9521473 2000-2009 –> 2010-2019 1.6961434 1.2689864 1652.121225 202.427685 2 4
Indian (26.5,26.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 38 0.4508532 59.296708 114.414032 0.9410934 2000-2009 –> 2010-2019 1.7202536 1.2694003 1652.535621 126.902934 8 12
Indian (26.5,26.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 38 0.4476115 58.748283 68.732840 0.9949953 2000-2009 –> 2010-2019 1.7640021 1.3163906 1686.664131 79.575081 5 10
Indian (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 38 0.4316600 55.990431 571.742870 0.9593262 2000-2009 –> 2010-2019 1.7993852 1.3677252 1720.401895 737.786230 4 13
Indian (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 38 0.4496293 59.090106 32.363371 0.9853271 2000-2009 –> 2010-2019 1.8018577 1.3522284 1712.630696 48.395732 7 13
Indian (26.5,26.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 38 0.4494094 59.052940 42.134126 0.9852877 2000-2009 –> 2010-2019 1.8020347 1.3526252 1712.873433 61.415570 6 13
Indian (26.5,26.75] 3 cstar_tref ~ temp + silicate + phosphate_star 38 0.4563541 58.218370 29.579067 0.9692485 2000-2009 –> 2010-2019 1.8184108 1.3620567 1716.667750 39.792365 9 17
Indian (26.5,26.75] 4 cstar_tref ~ sal + temp + nitrate + silicate 38 0.7454817 97.516249 55.413259 1.9469770 2000-2009 –> 2010-2019 2.7416704 1.9961888 2122.626325 62.740266 12 39
Indian (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 922 1.1121786 2826.578131 17.115977 6.0734671 1982-1999 –> 2000-2009 2.3670731 1.2548945 6471.632169 27.398575 1 5
Indian (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 922 1.2095399 2981.325219 81.935207 5.2771229 1982-1999 –> 2000-2009 2.4387481 1.2292083 6580.756436 121.233323 6 7
Indian (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 922 1.2099732 2981.985785 66.447582 5.2844804 1982-1999 –> 2000-2009 2.4393568 1.2293836 6581.731695 96.951916 7 9
Indian (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 922 1.2189822 2995.664587 217.278285 5.4114646 1982-1999 –> 2000-2009 2.4520226 1.2330404 6601.962495 465.071920 9 12
Indian (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 922 1.2153290 2988.129997 9.907292 5.3050041 1982-1999 –> 2000-2009 2.4773647 1.2620357 6643.701991 20.074795 8 13
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 922 1.1238072 2845.758392 27.787467 6.1395917 1982-1999 –> 2000-2009 2.5297784 1.4059712 6741.583505 44.932261 2 8
Indian (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 922 1.1245266 2846.938409 33.699651 6.1523945 1982-1999 –> 2000-2009 2.5308950 1.4063684 6743.386657 51.326557 3 10
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 922 1.1280932 2852.777735 212.193463 6.2388885 1982-1999 –> 2000-2009 2.5395787 1.4114855 6757.237937 343.923676 4 12
Indian (26.75,27] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 922 1.1957099 2958.119347 15.086540 5.4849742 1982-1999 –> 2000-2009 2.6552697 1.4595598 6934.463246 23.742367 5 17
Indian (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 922 1.3520517 3184.715878 26.644036 4.4044168 1982-1999 –> 2000-2009 2.7792313 1.4271796 7111.568936 43.761281 12 21
Indian (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 90 0.4590187 129.249340 181.551604 1.2109303 2000-2009 –> 2010-2019 1.5711972 1.1121786 2955.827471 198.667581 3 4
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 90 0.4567001 128.337848 144.580428 1.2105879 2000-2009 –> 2010-2019 1.5805073 1.1238072 2974.096240 172.367895 2 4
Indian (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 90 0.4561679 128.127962 179.258803 1.2105836 2000-2009 –> 2010-2019 1.5806945 1.1245266 2975.066371 212.958453 1 4
Indian (26.75,27] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 90 0.4678380 130.674944 114.371308 1.4220025 2000-2009 –> 2010-2019 1.6635479 1.1957099 3088.794291 129.457848 5 9
Indian (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 90 0.4700518 131.524696 151.455628 1.3011379 2000-2009 –> 2010-2019 1.6853808 1.2153290 3119.654692 161.362920 7 12
Indian (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 90 0.4700630 131.528999 139.890953 1.4115125 2000-2009 –> 2010-2019 1.8221147 1.3520517 3316.244877 166.534990 8 15
Indian (26.75,27] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 90 0.4694558 131.296335 161.586967 1.4118161 2000-2009 –> 2010-2019 1.8233957 1.3539399 3318.585572 194.018878 6 14
Indian (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 90 0.4598779 127.585962 514.291701 1.4021785 2000-2009 –> 2010-2019 1.8239720 1.3640941 3328.653244 667.538567 4 13
Indian (26.75,27] 3 cstar_tref ~ temp + silicate + phosphate_star 90 0.4916494 137.610837 20.128047 1.3629756 2000-2009 –> 2010-2019 1.9581140 1.4664646 3470.117144 29.994189 9 25
Indian (26.75,27] 4 cstar_tref ~ sal + temp + silicate + phosphate 90 0.6732320 196.189190 179.238823 3.2780363 2000-2009 –> 2010-2019 2.0211029 1.3478709 3375.194217 208.747567 10 16
Indian (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 978 2.0408525 4184.790832 129.777000 9.8063507 1982-1999 –> 2000-2009 3.8373305 1.7964780 9054.335540 214.426031 2 5
Indian (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 978 2.0434689 4187.296790 112.244914 9.7981569 1982-1999 –> 2000-2009 3.8396003 1.7961314 9056.374233 183.568813 3 5
Indian (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 978 2.0493270 4192.896200 289.955592 9.8396983 1982-1999 –> 2000-2009 3.8434750 1.7941479 9059.297529 739.683327 4 5
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 978 2.1430505 4280.366212 37.898370 8.1367579 1982-1999 –> 2000-2009 3.9769290 1.8338784 9199.816291 54.778178 6 10
Indian (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 978 2.2460585 4370.193808 17.970810 7.5440901 1982-1999 –> 2000-2009 4.0949998 1.8489413 9307.456090 34.745529 8 13
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 978 2.2746772 4396.959207 51.445670 9.8249382 1982-1999 –> 2000-2009 4.1345526 1.8598754 9350.502371 113.354940 9 15
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 978 2.2746829 4396.964092 44.549707 9.8169127 1982-1999 –> 2000-2009 4.1345890 1.8599061 9350.547206 95.663576 10 17
Indian (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 978 2.2747079 4394.985569 20.910334 9.7426204 1982-1999 –> 2000-2009 4.1351387 1.8604308 9347.251849 33.435584 11 19
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 978 2.2762133 4398.279644 572.109942 9.8138138 1982-1999 –> 2000-2009 4.1397270 1.8635137 9356.556053 1106.754007 12 21
Indian (27,27.25] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 978 2.2807423 4400.167677 34.812991 10.1847130 1982-1999 –> 2000-2009 4.1480327 1.8672903 9361.347600 83.393821 13 23
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 173 0.6964505 379.784265 944.019690 2.1972914 2000-2009 –> 2010-2019 2.6540988 1.9576483 4483.159125 1056.041060 1 2
Indian (27,27.25] 4 cstar_tref ~ sal + temp + aou + nitrate 173 0.7002696 379.676459 596.527104 2.3217090 2000-2009 –> 2010-2019 3.1557018 2.4554321 4924.200441 625.044075 2 21
Indian (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 173 0.8271776 437.304109 894.049485 2.5797210 2000-2009 –> 2010-2019 3.2578736 2.4306960 4962.023375 923.878838 5 21
Indian (27,27.25] 3 cstar_tref ~ aou + nitrate + phosphate_star 173 0.8389415 440.190185 789.856542 2.6633764 2000-2009 –> 2010-2019 3.2934678 2.4545263 4981.992412 812.373836 6 24
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 173 1.1698337 559.226847 585.228981 3.4904933 2000-2009 –> 2010-2019 3.3128842 2.1430505 4839.593059 623.127350 8 10
Indian (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate 173 0.7085173 383.727796 298.582008 2.2856832 2000-2009 –> 2010-2019 3.4048822 2.6963648 5111.336788 407.952396 3 47
Indian (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + silicate 173 1.0939433 534.019679 921.764527 3.5207050 2000-2009 –> 2010-2019 3.4123526 2.3184093 4966.227299 979.172148 7 20
Indian (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 173 1.2436586 578.400637 231.100480 4.2822140 2000-2009 –> 2010-2019 3.4897171 2.2460585 4948.594445 249.071290 10 14
Indian (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 173 1.2897976 591.004650 67.881058 4.4141990 2000-2009 –> 2010-2019 3.5645055 2.2747079 4985.990219 88.791392 12 17
Indian (27,27.25] 3 cstar_tref ~ temp + nitrate + phosphate_star 173 1.2898184 589.010231 14.940986 4.4207119 2000-2009 –> 2010-2019 3.5742201 2.2844017 4990.313710 25.780532 13 19
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1090 1.8306476 4425.466081 124.619538 9.8005417 1982-1999 –> 2000-2009 3.2892078 1.4585603 10037.012233 229.908738 3 4
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1090 1.8317218 4426.745008 144.673839 9.6879738 1982-1999 –> 2000-2009 3.2906418 1.4589199 10039.059448 247.838188 5 7
Indian (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1090 1.8328564 4428.094918 197.823353 9.8737036 1982-1999 –> 2000-2009 3.2929246 1.4600682 10042.860850 391.622746 8 13
Indian (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1090 1.8328568 4426.095302 116.220456 9.8734327 1982-1999 –> 2000-2009 3.2930650 1.4602082 10039.160127 172.347362 9 15
Indian (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1090 1.8338029 4429.220335 183.850861 9.7490865 1982-1999 –> 2000-2009 3.2941465 1.4603436 10044.573977 377.938023 10 17
Indian (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1090 1.8338371 4427.261045 105.243010 9.7481763 1982-1999 –> 2000-2009 3.2943559 1.4605187 10040.988353 161.137736 11 19
Indian (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1090 1.8360882 4429.935367 394.773138 9.8618483 1982-1999 –> 2000-2009 3.2977268 1.4616386 10046.050916 1049.054566 14 25
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1090 1.8300033 4424.698716 109.715311 9.3274595 1982-1999 –> 2000-2009 3.2988229 1.4688197 10058.085824 144.186290 1 17
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1090 1.8300476 4424.751530 150.402835 9.7478439 1982-1999 –> 2000-2009 3.3061946 1.4761470 10073.644515 210.307621 2 33
Indian (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1090 1.8357207 4429.498948 36.738020 9.1680104 1982-1999 –> 2000-2009 3.3101564 1.4744358 10072.777547 54.592298 13 42
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 235 1.0043500 682.941190 347.888204 2.5497050 2000-2009 –> 2010-2019 2.8343533 1.8300033 5107.639906 457.603515 6 7
Indian (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + silicate 235 1.0066009 681.993347 215.973683 2.4269175 2000-2009 –> 2010-2019 2.8383842 1.8317833 5106.811514 259.286770 8 10
Indian (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 235 1.0051343 681.308035 87.567532 2.5434021 2000-2009 –> 2010-2019 2.8421965 1.8370623 5112.399622 161.201365 7 11
Indian (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 235 0.9834509 671.057941 715.459269 2.7759591 2000-2009 –> 2010-2019 2.8454966 1.8620457 5131.597067 884.563537 1 8
Indian (27.25,27.5] 3 cstar_tref ~ temp + aou + nitrate 235 0.9882685 671.354720 659.472867 2.5309128 2000-2009 –> 2010-2019 2.8518080 1.8635395 5131.641985 764.018070 2 10
Indian (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 235 1.0184197 687.479608 127.748646 2.8655783 2000-2009 –> 2010-2019 2.8541404 1.8357207 5116.978556 164.486666 10 13
Indian (27.25,27.5] 3 cstar_tref ~ sal + temp + nitrate 235 1.0066033 679.994467 19.847925 2.4242257 2000-2009 –> 2010-2019 2.8557633 1.8491599 5123.395040 39.644710 9 15
Indian (27.25,27.5] 3 cstar_tref ~ temp + nitrate + phosphate_star 235 1.0302902 690.926142 36.596355 2.5486501 2000-2009 –> 2010-2019 2.8680861 1.8377959 5120.888149 66.392693 12 17
Indian (27.25,27.5] 3 cstar_tref ~ aou + nitrate + silicate 235 0.9885810 671.503285 124.558878 2.7886615 2000-2009 –> 2010-2019 2.9060123 1.9174314 5193.939783 164.847845 3 14
Indian (27.25,27.5] 3 cstar_tref ~ temp + nitrate + silicate 235 1.0290938 690.380066 122.507667 2.8215426 2000-2009 –> 2010-2019 2.9073464 1.8782526 5167.811341 159.216268 11 20
Indian (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1557 1.2896303 5224.637776 668.891700 6.6890150 1982-1999 –> 2000-2009 2.3079393 1.0183090 10682.304272 844.932092 2 6
Indian (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1557 1.2939562 5235.065828 588.215255 6.5524385 1982-1999 –> 2000-2009 2.3123621 1.0184059 10693.092762 738.818008 5 11
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1557 1.2866843 5217.516322 697.223823 6.6922366 1982-1999 –> 2000-2009 2.3137469 1.0270625 10707.605712 1067.055284 1 17
Indian (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1557 1.2897359 5222.892793 660.269852 6.6692832 1982-1999 –> 2000-2009 2.3169417 1.0272058 10711.510597 750.494207 3 20
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1557 1.2913811 5228.862659 607.833245 6.5334987 1982-1999 –> 2000-2009 2.3178248 1.0264437 10716.668874 1019.721295 4 16
Indian (27.5,27.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1557 1.2942692 5233.819184 574.272038 6.5076194 1982-1999 –> 2000-2009 2.3210199 1.0267507 10720.758200 664.273259 6 20
Indian (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1557 1.3076439 5265.833449 729.297529 6.6324454 1982-1999 –> 2000-2009 2.3381284 1.0304845 10766.522613 1520.547907 7 27
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1557 1.3371839 5337.396691 294.680545 6.2715063 1982-1999 –> 2000-2009 2.3586846 1.0215007 10806.917118 401.372157 10 18
Indian (27.5,27.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1557 1.3373670 5335.822948 46.788875 6.2325789 1982-1999 –> 2000-2009 2.3589091 1.0215421 10803.496931 78.359137 11 20
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1557 1.3239997 5306.541168 433.749693 7.3233496 1982-1999 –> 2000-2009 2.3693801 1.0453804 10863.595103 501.000830 8 31
Indian (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 284 0.9839029 810.739569 797.315957 3.3210715 2000-2009 –> 2010-2019 2.4241873 1.4402844 6379.427676 1094.216709 1 16
Indian (27.5,27.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 284 0.9937751 814.410281 756.129507 3.6332474 2000-2009 –> 2010-2019 2.4357228 1.4419477 6384.692533 1047.115473 4 20
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 284 1.1087151 878.575700 132.552084 3.3998680 2000-2009 –> 2010-2019 2.4458990 1.3371839 6215.972391 427.232629 11 12
Indian (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 284 1.1120953 878.304773 101.918967 3.4085129 2000-2009 –> 2010-2019 2.4496669 1.3375716 6214.604059 343.614109 12 15
Indian (27.5,27.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 284 1.0004583 818.217344 804.158570 3.1955071 2000-2009 –> 2010-2019 2.4582397 1.4577814 6422.507410 1053.979025 5 23
Indian (27.5,27.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 284 1.1234433 884.071364 65.325133 3.6760514 2000-2009 –> 2010-2019 2.4608103 1.3373670 6219.894312 112.114008 13 15
Indian (27.5,27.75] 3 cstar_tref ~ temp + nitrate + phosphate_star 284 1.1234435 882.071444 45.959943 3.6755371 2000-2009 –> 2010-2019 2.4610232 1.3375797 6216.389652 83.825941 14 18
Indian (27.5,27.75] 3 cstar_tref ~ temp + nitrate + phosphate 284 1.0150229 824.426626 778.978487 3.2738758 2000-2009 –> 2010-2019 2.4939988 1.4789759 6471.664798 951.309870 8 29
Indian (27.5,27.75] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 284 0.9878365 811.005862 727.100478 2.9890317 2000-2009 –> 2010-2019 2.5091454 1.5213088 6548.124698 962.637553 3 33
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 284 1.1300931 889.423479 133.334193 3.4776661 2000-2009 –> 2010-2019 2.5184582 1.3883651 6343.785110 496.820796 15 20
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 639 1.0964128 1945.035349 112.157968 5.2403854 1982-1999 –> 2000-2009 1.7971649 0.7007521 3600.828460 326.864122 4 7
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 639 1.1015286 1950.984615 121.805082 5.2177364 1982-1999 –> 2000-2009 1.8012109 0.6996823 3604.418590 336.404632 6 8
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 639 1.1838999 2043.147770 117.569169 4.9821251 1982-1999 –> 2000-2009 1.8810855 0.6971856 3691.062486 318.834499 8 9
Indian (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 639 1.1955852 2053.699994 107.145528 6.1483697 1982-1999 –> 2000-2009 1.9128445 0.7172593 3743.442266 310.310975 10 14
Indian (27.75,27.85] 3 cstar_tref ~ nitrate + silicate + phosphate 639 1.1124703 1959.616529 898.430720 4.3075977 1982-1999 –> 2000-2009 1.9300046 0.8175344 3849.399768 948.583847 7 16
Indian (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 639 1.2820300 2142.915848 106.314936 6.2150735 1982-1999 –> 2000-2009 2.0130719 0.7310419 3862.045740 304.169658 13 18
Indian (27.75,27.85] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 639 1.2461169 2106.604691 90.084575 4.8435229 1982-1999 –> 2000-2009 2.0380601 0.7919432 3949.283626 212.125307 11 18
Indian (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 639 1.2481497 2108.687773 121.688510 4.8722380 1982-1999 –> 2000-2009 2.0391588 0.7910090 3949.544438 239.880229 12 18
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate 639 1.0688353 1910.479317 976.616887 6.1866443 1982-1999 –> 2000-2009 2.1581514 1.0893162 4245.409803 1055.334075 1 36
Indian (27.75,27.85] 3 cstar_tref ~ aou + silicate + phosphate 639 1.3462302 2203.363344 86.536917 4.9022077 1982-1999 –> 2000-2009 2.1724812 0.8262510 4109.521804 228.356472 14 24
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 143 1.1140779 450.712161 523.380160 3.1020806 2000-2009 –> 2010-2019 2.1978931 1.0838152 2380.978569 1102.659601 1 3
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 143 1.1170720 451.479755 366.447860 3.0844699 2000-2009 –> 2010-2019 2.2134848 1.0964128 2396.515104 478.605828 3 7
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 143 1.1195543 452.114590 520.958446 3.0621894 2000-2009 –> 2010-2019 2.2210829 1.1015286 2403.099205 642.763528 5 11
Indian (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 143 1.1396921 455.213257 520.197978 3.3987901 2000-2009 –> 2010-2019 2.2363099 1.0966177 2398.487481 978.118165 9 14
Indian (27.75,27.85] 3 cstar_tref ~ nitrate + silicate + phosphate 143 1.2002946 468.030582 731.150281 2.5380011 2000-2009 –> 2010-2019 2.3127648 1.1124703 2427.647111 1629.581000 11 18
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 143 1.1294350 454.627632 387.288917 3.1598955 2000-2009 –> 2010-2019 2.3133350 1.1838999 2497.775401 504.858086 7 15
Indian (27.75,27.85] 3 cstar_tref ~ sal + nitrate + phosphate 143 1.2802113 486.465619 940.800451 2.7939915 2000-2009 –> 2010-2019 2.3517026 1.0714913 2398.116746 1862.597302 17 18
Indian (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate 143 1.1146669 448.863318 304.817588 3.1496884 2000-2009 –> 2010-2019 2.3577320 1.2430652 2552.334300 710.277779 2 13
Indian (27.75,27.85] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 143 1.1178364 449.675399 247.633242 3.1406175 2000-2009 –> 2010-2019 2.3639533 1.2461169 2556.280090 337.717817 4 16
Indian (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 143 1.1207567 450.421583 357.999920 3.1316235 2000-2009 –> 2010-2019 2.3689064 1.2481497 2559.109356 479.688429 6 19
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 821 1.2085877 2654.978092 110.642265 8.0139639 1982-1999 –> 2000-2009 1.9154966 0.7069089 4452.927638 210.360140 3 4
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 821 1.2083640 2654.674154 143.161483 7.9893276 1982-1999 –> 2000-2009 1.9155299 0.7071659 4453.228441 243.129421 2 4
Indian (27.85,27.95] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 821 1.2271095 2677.951059 102.677935 8.2655312 1982-1999 –> 2000-2009 1.9372530 0.7101435 4481.497200 202.392976 4 8
Indian (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 821 1.2750139 2740.832584 134.700643 8.1981714 1982-1999 –> 2000-2009 1.9822268 0.7072129 4537.497608 234.544707 6 9
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 821 1.2482965 2708.059576 123.330599 7.8507369 1982-1999 –> 2000-2009 2.0228172 0.7745207 4658.003124 220.317948 5 10
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 821 1.0275195 2388.473528 716.477930 7.0349106 1982-1999 –> 2000-2009 2.0242437 0.9967242 4758.127289 839.162648 1 11
Indian (27.85,27.95] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 821 1.3105188 2785.931729 122.057987 8.1263337 1982-1999 –> 2000-2009 2.0931038 0.7825851 4751.111449 213.331032 7 13
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 821 1.3471799 2831.235162 93.339533 6.3940321 1982-1999 –> 2000-2009 2.1937146 0.8465347 4927.119714 187.672482 8 15
Indian (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 821 1.3786573 2869.159758 324.810407 6.8902568 1982-1999 –> 2000-2009 2.2699111 0.8912538 5050.703691 1043.399319 9 17
Indian (27.85,27.95] 3 cstar_tref ~ sal + silicate + phosphate_star 821 1.4622949 2963.868632 93.335735 6.3132400 1982-1999 –> 2000-2009 2.3594622 0.8971673 5154.416924 183.719585 11 20
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 175 1.1194703 550.127967 280.181511 4.3752585 2000-2009 –> 2010-2019 2.3278344 1.2083640 3204.802120 423.342993 2 3
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 175 1.1196653 550.188931 222.159021 4.3501240 2000-2009 –> 2010-2019 2.3282531 1.2085877 3205.167022 332.801286 3 5
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 175 1.1200869 550.320672 568.915436 4.4854627 2000-2009 –> 2010-2019 2.3307923 1.2107054 3208.173394 921.212078 4 7
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 175 1.1018110 544.562800 195.753708 4.3241057 2000-2009 –> 2010-2019 2.3501075 1.2482965 3252.622376 319.084307 1 6
Indian (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 175 1.1211275 548.645683 440.051050 4.6156114 2000-2009 –> 2010-2019 2.4997847 1.3786573 3417.805441 764.861457 5 14
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 175 1.1898782 569.476323 78.003492 5.5104947 2000-2009 –> 2010-2019 2.5370581 1.3471799 3400.711485 171.343025 10 18
Indian (27.85,27.95] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 175 1.3404992 611.193213 143.783915 5.3682180 2000-2009 –> 2010-2019 2.5676087 1.2271095 3289.144273 246.461850 14 18
Indian (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 175 1.3365655 610.164633 240.596159 4.7294784 2000-2009 –> 2010-2019 2.6115794 1.2750139 3350.997217 375.296802 12 18
Indian (27.85,27.95] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 175 1.3387423 610.734197 176.108919 4.7762775 2000-2009 –> 2010-2019 2.6492611 1.3105188 3396.665925 298.166906 13 20
Indian (27.85,27.95] 3 cstar_tref ~ sal + silicate + phosphate_star 175 1.3437693 610.045987 76.980286 5.1243004 2000-2009 –> 2010-2019 2.8060642 1.4622949 3573.914619 170.316022 15 25
Indian (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 832 1.1664420 2631.299991 924.491630 6.6906285 1982-1999 –> 2000-2009 2.0919572 0.9255152 5529.597758 1075.432547 1 2
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 832 1.3078732 2821.735110 98.792131 9.1380882 1982-1999 –> 2000-2009 2.2598326 0.9519595 5780.602382 184.623165 2 4
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 832 1.3085394 2822.582497 100.772751 9.1537596 1982-1999 –> 2000-2009 2.2608665 0.9523271 5782.279994 188.118582 3 6
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 832 1.3186134 2835.344083 344.886841 9.2988963 1982-1999 –> 2000-2009 2.2727388 0.9541254 5799.097577 812.875608 4 8
Indian (27.95,28.05] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 832 1.4013236 2934.576005 100.145283 7.3117178 1982-1999 –> 2000-2009 2.3893235 0.9879999 5971.337570 185.934041 7 13
Indian (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 832 1.4455068 2986.231097 89.138505 6.7558197 1982-1999 –> 2000-2009 2.4136311 0.9681243 5979.300211 174.923295 8 13
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 832 1.3236407 2841.676052 102.387017 9.3642328 1982-1999 –> 2000-2009 2.4225722 1.0989315 6109.221367 205.255011 5 12
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 832 1.3361969 2855.386554 60.964073 9.2288153 1982-1999 –> 2000-2009 2.4713828 1.1351860 6190.716840 127.934845 6 15
Indian (27.95,28.05] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 832 1.4590932 3001.798168 95.135898 7.1042582 1982-1999 –> 2000-2009 2.5585784 1.0994851 6268.426311 197.499928 9 17
Indian (27.95,28.05] 3 cstar_tref ~ sal + silicate + phosphate_star 832 1.4874182 3031.791356 48.755124 6.7077789 1982-1999 –> 2000-2009 2.6262364 1.1388182 6371.989978 115.708389 10 20
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 248 1.2041034 809.918186 152.464252 3.6172554 2000-2009 –> 2010-2019 2.5119766 1.3078732 3631.653295 251.256384 1 2
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 248 1.2051044 810.330366 156.132857 3.5920522 2000-2009 –> 2010-2019 2.5136438 1.3085394 3632.912862 256.905608 3 5
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 248 1.2129548 813.550950 188.591060 3.6097269 2000-2009 –> 2010-2019 2.5315682 1.3186134 3648.895033 533.477901 7 10
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 248 1.2125034 813.366356 157.530091 3.2576859 2000-2009 –> 2010-2019 2.5361441 1.3236407 3655.042408 259.917108 6 10
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 248 1.2139372 811.952526 30.998023 3.0961270 2000-2009 –> 2010-2019 2.5501341 1.3361969 3667.339080 91.962097 8 13
Indian (27.95,28.05] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 248 1.2112893 810.869443 142.910168 3.4313412 2000-2009 –> 2010-2019 2.6126129 1.4013236 3745.445447 243.055451 5 11
Indian (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 248 1.2053698 808.439572 148.318205 3.6422991 2000-2009 –> 2010-2019 2.6508766 1.4455068 3794.670670 237.456709 4 11
Indian (27.95,28.05] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 248 1.2156644 812.657724 153.744027 3.1912493 2000-2009 –> 2010-2019 2.6747576 1.4590932 3814.455892 248.879926 9 17
Indian (27.95,28.05] 3 cstar_tref ~ sal + silicate + phosphate_star 248 1.2164155 810.964070 28.619405 3.0790996 2000-2009 –> 2010-2019 2.7038336 1.4874182 3842.755426 77.374529 10 19
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 248 1.2045737 808.111890 832.377463 3.3571740 2000-2009 –> 2010-2019 2.9317385 1.7271648 4090.570328 1595.310362 2 13
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate 474 1.4142153 1685.706680 879.306940 4.5272810 1982-1999 –> 2000-2009 2.5066230 1.0924076 3675.313966 1234.686481 1 5
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 474 1.5555119 1777.984552 207.316592 6.1331911 1982-1999 –> 2000-2009 2.6193548 1.0638430 3734.828682 394.559737 2 3
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 474 1.5594462 1780.379316 209.471394 6.1220142 1982-1999 –> 2000-2009 2.6264551 1.0670088 3741.121998 398.977284 3 5
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 474 1.5615384 1781.650317 255.577380 6.1383376 1982-1999 –> 2000-2009 2.6307385 1.0692001 3745.084608 528.727827 4 7
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate 474 1.5768973 1788.929059 177.875189 6.2671714 1982-1999 –> 2000-2009 2.6872877 1.1103904 3799.958111 335.397852 6 11
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 474 1.5947363 1801.593277 179.358832 5.6369212 1982-1999 –> 2000-2009 2.7779913 1.1832550 3898.009695 397.744884 8 14
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 474 1.5925004 1800.263187 232.308552 5.7302114 1982-1999 –> 2000-2009 2.7832774 1.1907770 3904.993695 482.812660 7 14
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + silicate 474 1.6025402 1804.221026 41.350325 5.8855355 1982-1999 –> 2000-2009 2.8028840 1.2003438 3917.450129 95.232256 11 19
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + silicate 474 1.6023649 1804.117335 126.864471 5.6430533 1982-1999 –> 2000-2009 2.8212883 1.2189234 3937.498699 279.395569 10 20
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 474 1.5978868 1801.464252 93.081928 5.5922798 1982-1999 –> 2000-2009 2.8216050 1.2237182 3939.996479 216.943762 9 21
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate 170 1.0386956 507.347444 492.066030 2.7814105 2000-2009 –> 2010-2019 2.4529110 1.4142153 2193.054124 1371.372970 1 2
Indian (28.05,28.1] 3 cstar_tref ~ temp + nitrate + phosphate 170 1.0546886 510.542587 490.808271 2.9919795 2000-2009 –> 2010-2019 2.6183505 1.5636619 2289.481183 1270.246056 2 7
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 170 1.0842490 523.940885 114.411484 3.1960710 2000-2009 –> 2010-2019 2.6789853 1.5947363 2325.534161 293.770315 3 11
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 170 1.0929703 526.664778 111.546237 3.2355792 2000-2009 –> 2010-2019 2.6854707 1.5925004 2326.927966 343.854789 5 12
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 170 1.1382089 540.454094 151.086174 3.3653234 2000-2009 –> 2010-2019 2.6937207 1.5555119 2318.438647 358.402765 13 15
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 170 1.1350332 539.504149 150.836831 3.3493038 2000-2009 –> 2010-2019 2.6944794 1.5594462 2319.883465 360.308225 9 12
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 170 1.1360380 539.804999 150.739297 3.3557731 2000-2009 –> 2010-2019 2.6975764 1.5615384 2321.455316 406.316677 11 15
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + silicate 170 1.1077251 529.223972 59.224634 3.2660322 2000-2009 –> 2010-2019 2.7100900 1.6023649 2333.341307 186.089105 7 18
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate 170 1.1898274 553.533900 94.161823 3.5142664 2000-2009 –> 2010-2019 2.7667247 1.5768973 2342.462959 272.037011 22 28
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 170 1.1492691 541.741995 25.588549 3.1562213 2000-2009 –> 2010-2019 2.7686562 1.6193871 2355.876992 48.385311 15 29
Indian (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1447 0.8298686 3580.712276 719.869634 3.1804783 1982-1999 –> 2000-2009 1.5288935 0.6990248 7369.285945 1132.831815 1 2
Indian (28.1,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1447 0.8797061 3747.491720 704.916101 3.0626305 1982-1999 –> 2000-2009 1.6520416 0.7723355 7888.914559 1116.736435 2 7
Indian (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1447 0.9253914 3896.011837 758.111958 4.0473283 1982-1999 –> 2000-2009 1.6903153 0.7649238 8005.125735 1463.682650 3 5
Indian (28.1,28.2] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1447 0.9258329 3895.391961 604.580667 4.0732034 1982-1999 –> 2000-2009 1.6930759 0.7672430 8013.277203 1308.352819 4 7
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1447 0.9299667 3908.284812 771.901002 4.1212746 1982-1999 –> 2000-2009 1.6997362 0.7697695 8037.866992 1106.476305 5 9
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1447 0.9337792 3922.124866 760.974973 4.1312486 1982-1999 –> 2000-2009 1.7074572 0.7736780 8071.727265 1130.214221 6 12
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1447 0.9357326 3926.172645 493.705006 4.1844293 1982-1999 –> 2000-2009 1.7099190 0.7741864 8076.112142 803.340993 8 15
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1447 0.9356892 3928.038386 913.328649 4.1507282 1982-1999 –> 2000-2009 1.7125067 0.7768175 8092.049503 1379.521978 7 15
Indian (28.1,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1447 0.9379371 3932.982637 546.044168 4.2057456 1982-1999 –> 2000-2009 1.7150052 0.7770681 8096.141406 894.724663 9 18
Indian (28.1,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1447 0.9690936 4027.553517 632.644969 3.8368193 1982-1999 –> 2000-2009 1.7734584 0.8043648 8313.551874 1009.763787 10 20
Indian (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 559 0.6819936 1172.475537 402.243891 2.9661975 2000-2009 –> 2010-2019 1.5118622 0.8298686 4753.187812 1122.113526 2 3
Indian (28.1,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 559 0.6896821 1183.008928 401.688717 3.0334520 2000-2009 –> 2010-2019 1.5693883 0.8797061 4930.500648 1106.604818 8 10
Indian (28.1,28.2] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 559 0.7009411 1201.112744 672.392603 3.4575052 2000-2009 –> 2010-2019 1.6267740 0.9258329 5096.504705 1276.973271 17 20
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 559 0.7063493 1209.705776 654.116932 3.4819882 2000-2009 –> 2010-2019 1.6420819 0.9357326 5135.878421 1147.821938 25 29
Indian (28.1,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 559 0.7062607 1209.565424 721.961871 3.4803629 2000-2009 –> 2010-2019 1.6441978 0.9379371 5142.548061 1268.006039 24 29
Indian (28.1,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 559 0.6848022 1175.070338 402.241721 3.0033391 2000-2009 –> 2010-2019 1.6538958 0.9690936 5202.623855 1034.886690 4 10
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 559 0.6815472 1171.743543 79.295843 3.4420708 2000-2009 –> 2010-2019 1.6860791 1.0045318 5305.237158 138.919163 1 8
Indian (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 559 0.6954435 1192.309476 25.164032 3.6536434 2000-2009 –> 2010-2019 1.7000156 1.0045722 5323.919292 54.486334 15 23
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 559 0.6832107 1174.468974 92.845711 3.4580085 2000-2009 –> 2010-2019 1.7100595 1.0268488 5371.552753 155.608170 3 15
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 559 0.7065025 1209.948120 21.407089 3.6622468 2000-2009 –> 2010-2019 1.7159932 1.0094907 5355.692936 46.015082 26 36
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2454 0.4443104 2996.624226 77.813464 1.6290408 1982-1999 –> 2000-2009 0.7806435 0.3363331 5351.843423 158.653758 6 7
Indian (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2454 0.4460802 3016.135386 416.391438 1.5932035 1982-1999 –> 2000-2009 0.7844252 0.3383450 5413.758733 1350.817121 15 17
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2454 0.4459892 3015.134297 726.444327 1.6049434 1982-1999 –> 2000-2009 0.7845841 0.3385948 5418.005502 876.603146 13 16
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2454 0.4459957 3015.205486 416.124706 1.6037807 1982-1999 –> 2000-2009 0.7846631 0.3386674 5419.600708 585.846128 14 18
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2454 0.4459646 3014.863265 533.453305 1.6079419 1982-1999 –> 2000-2009 0.7849659 0.3390013 5426.264665 728.275495 12 17
Indian (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2454 0.4456736 3011.659835 685.539802 1.6951820 1982-1999 –> 2000-2009 0.7871714 0.3414978 5475.228063 961.305480 8 14
Indian (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2454 0.4458455 3013.552096 882.622252 1.6984017 1982-1999 –> 2000-2009 0.7881498 0.3423043 5493.892871 1121.571734 10 17
Indian (28.2,28.3] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2454 0.4461791 3015.222885 363.501173 1.6126394 1982-1999 –> 2000-2009 0.7891697 0.3429906 5507.805003 943.216554 16 24
Indian (28.2,28.3] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2454 0.4462913 3016.456909 309.495391 1.6390816 1982-1999 –> 2000-2009 0.7918068 0.3455156 5561.187652 433.449719 19 28
Indian (28.2,28.3] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2454 0.4462686 3016.207670 182.293480 1.6355746 1982-1999 –> 2000-2009 0.7921228 0.3458542 5567.903019 315.841581 18 28
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 925 0.5546525 1548.621340 171.062505 3.5775727 2000-2009 –> 2010-2019 0.9920658 0.4374133 4468.460184 278.424664 3 8
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 925 0.5493167 1530.738046 159.497309 3.5040673 2000-2009 –> 2010-2019 0.9936271 0.4443104 4527.362272 237.310772 2 8
Indian (28.2,28.3] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 925 0.5612223 1570.405569 201.069100 3.6605471 2000-2009 –> 2010-2019 0.9976335 0.4364112 4478.987654 499.247439 4 5
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 925 0.5613091 1570.691651 190.379671 3.6587159 2000-2009 –> 2010-2019 0.9978196 0.4365105 4480.390383 331.555154 5 7
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 925 0.5616359 1571.768541 189.256988 3.6570590 2000-2009 –> 2010-2019 0.9982564 0.4366205 4482.703931 329.824668 6 9
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 925 0.5619698 1572.867928 188.707009 3.6573264 2000-2009 –> 2010-2019 0.9987338 0.4367641 4485.416872 328.733247 7 11
Indian (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 925 0.5636031 1578.237080 830.997328 3.4378136 2000-2009 –> 2010-2019 1.0082421 0.4446389 4578.489295 1395.524110 8 15
Indian (28.2,28.3] 4 cstar_tref ~ sal + aou + silicate + phosphate 925 0.5643890 1578.814877 189.954474 3.5266042 2000-2009 –> 2010-2019 1.0100711 0.4456821 4588.568311 282.393663 9 17
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 925 0.5692722 1596.752638 885.712706 3.1201381 2000-2009 –> 2010-2019 1.0152679 0.4459957 4611.958124 1301.837412 10 20
Indian (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 925 0.5694362 1597.285451 885.697577 3.1184957 2000-2009 –> 2010-2019 1.0155164 0.4460802 4613.420837 1302.089016 11 22
Indian (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2210 0.3663423 1847.200757 867.711282 1.5401905 1982-1999 –> 2000-2009 0.6026995 0.2363573 1737.642517 1828.416911 2 3
Indian (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2210 0.3669681 1854.745536 362.091970 1.5454835 1982-1999 –> 2000-2009 0.6037835 0.2368154 1755.380453 809.717309 3 5
Indian (28.3, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2210 0.3672707 1858.387920 231.344256 1.5501704 1982-1999 –> 2000-2009 0.6045872 0.2373165 1770.150212 525.469685 4 7
Indian (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2210 0.3673054 1858.805451 391.137022 1.5507095 1982-1999 –> 2000-2009 0.6048134 0.2375080 1774.813803 883.030089 5 9
Indian (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2210 0.3617455 1791.389007 242.816152 1.5108453 1982-1999 –> 2000-2009 0.6051416 0.2433961 1836.307187 534.190671 1 6
Indian (28.3, Inf] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 2210 0.3676449 1860.889990 211.382447 1.5513665 1982-1999 –> 2000-2009 0.6110530 0.2434081 1904.067214 480.342536 6 12
Indian (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2210 0.3679977 1867.129523 248.910058 1.4836782 1982-1999 –> 2000-2009 0.6317730 0.2637753 2335.311080 551.783925 7 16
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2210 0.3942865 2172.113761 58.172133 1.4663950 1982-1999 –> 2000-2009 0.6397438 0.2454573 2261.421312 148.009495 8 15
Indian (28.3, Inf] 4 cstar_tref ~ temp + aou + nitrate + silicate 2210 0.3983562 2215.501456 15.082500 1.5050791 1982-1999 –> 2000-2009 0.6438854 0.2455293 2304.352480 29.766217 9 17
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2210 0.4101401 2346.354528 58.673818 1.4008751 1982-1999 –> 2000-2009 0.6863728 0.2762327 3057.449954 151.931915 11 21
Indian (28.3, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1392 0.3584232 1107.826789 691.330875 2.0327468 2000-2009 –> 2010-2019 0.7256938 0.3672707 2966.214710 922.675131 1 3
Indian (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1392 0.3648649 1157.417982 709.158277 2.2230160 2000-2009 –> 2010-2019 0.7328627 0.3679977 3024.547505 958.068336 2 6
Indian (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1392 0.3811598 1279.054969 553.825498 2.3038639 2000-2009 –> 2010-2019 0.7429053 0.3617455 3070.443976 796.641651 4 5
Indian (28.3, Inf] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 1392 0.3988660 1403.467465 392.132257 2.2132289 2000-2009 –> 2010-2019 0.7665109 0.3676449 3264.357456 603.514704 15 18
Indian (28.3, Inf] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 1392 0.3705330 1198.334168 325.479588 2.1464323 2000-2009 –> 2010-2019 0.7794904 0.4089573 3529.924172 527.198917 3 10
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1392 0.3921989 1358.539385 182.157219 2.3910068 2000-2009 –> 2010-2019 0.8024493 0.4102504 3706.083070 263.667509 5 14
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1392 0.3926087 1361.446771 124.570639 2.3942075 2000-2009 –> 2010-2019 0.8027488 0.4101401 3707.801299 183.244457 7 15
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1392 0.3926659 1361.852276 85.727110 2.3943835 2000-2009 –> 2010-2019 0.8030609 0.4103950 3710.952811 144.700671 8 18
Indian (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1392 0.3927053 1362.131656 169.166524 2.3948182 2000-2009 –> 2010-2019 0.8033620 0.4106568 3714.050714 280.895437 9 20
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1392 0.4099535 1481.799987 73.641751 2.4957003 2000-2009 –> 2010-2019 0.8042400 0.3942865 3653.913749 131.813884 16 21
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 114 3.8820390 646.768185 25.256572 9.7489385 1982-1999 –> 2000-2009 4.5406243 0.6585853 758.893366 75.064324 2 6
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 114 4.0098791 654.155516 22.107104 11.6771107 1982-1999 –> 2000-2009 4.6760449 0.6661657 767.402248 155.443684 8 13
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 114 4.2118954 665.362092 65.041291 9.7814624 1982-1999 –> 2000-2009 4.8684950 0.6565997 777.191350 76.306534 13 15
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 114 4.3291998 671.625248 65.137202 8.6574217 1982-1999 –> 2000-2009 4.9005611 0.5713612 769.827327 76.484959 17 18
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 114 4.0520217 656.539218 66.531049 12.2839748 1982-1999 –> 2000-2009 4.9212773 0.8692557 795.863630 100.584071 9 16
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 114 4.0699122 657.543672 12.883487 13.3831558 1982-1999 –> 2000-2009 4.9538895 0.8839773 798.513907 218.652937 10 20
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 114 4.3063973 670.421164 110.125406 8.5586959 1982-1999 –> 2000-2009 4.9633290 0.6569317 782.299973 121.809492 16 19
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 114 3.8950285 647.529814 55.885837 12.8265034 1982-1999 –> 2000-2009 5.1560691 1.2610406 823.315638 124.815130 4 28
N_Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 114 4.3390340 670.142584 50.055725 8.8086427 1982-1999 –> 2000-2009 5.2241764 0.8851424 809.241897 58.628622 18 29
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 114 4.3053110 670.363644 53.731330 11.5576123 1982-1999 –> 2000-2009 5.2469457 0.9416347 817.526106 133.453754 15 30
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 51 0.3752271 58.748898 37.985442 1.0814134 2000-2009 –> 2010-2019 4.2702556 3.8950285 706.278711 93.871279 5 9
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 51 0.4585669 79.207518 37.579134 1.1603831 2000-2009 –> 2010-2019 4.3406058 3.8820390 725.975703 62.835706 13 15
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 51 0.4665504 80.968023 112.344902 1.1999270 2000-2009 –> 2010-2019 4.4764295 4.0098791 735.123539 134.452006 16 24
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 51 0.6149898 109.144465 71.959254 1.6142810 2000-2009 –> 2010-2019 4.6670114 4.0520217 765.683683 138.490302 19 28
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 51 0.3632646 55.444109 71.191185 0.9827982 2000-2009 –> 2010-2019 4.6685756 4.3053110 725.807753 124.922515 3 18
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 51 0.4577744 79.031099 12.969790 1.1530624 2000-2009 –> 2010-2019 4.6696698 4.2118954 744.393191 78.011080 12 25
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 51 0.6186572 109.750922 226.132594 1.6301901 2000-2009 –> 2010-2019 4.6885694 4.0699122 767.294594 239.016081 25 35
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 51 0.3613130 54.894646 18.281666 0.9859564 2000-2009 –> 2010-2019 4.6905129 4.3291998 726.519894 83.418867 1 18
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 51 0.4609553 79.737392 15.221059 1.1668857 2000-2009 –> 2010-2019 4.7673526 4.3063973 750.158556 125.346465 14 30
N_Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 51 0.3793781 59.871099 73.279796 1.0731919 2000-2009 –> 2010-2019 4.7881876 4.4088095 735.650955 142.292938 6 28
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 178 1.6497107 697.355689 195.695639 4.2339898 1982-1999 –> 2000-2009 2.9608994 1.3111888 1508.975606 432.946643 1 5
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 178 1.6822751 704.314493 21.540978 3.6749085 1982-1999 –> 2000-2009 2.9892370 1.3069619 1514.410372 56.698446 2 3
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 178 1.6932980 706.639533 15.002839 4.0393261 1982-1999 –> 2000-2009 3.0004590 1.3071609 1516.807282 21.716961 3 5
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 178 1.7066673 709.439261 14.731763 4.3994069 1982-1999 –> 2000-2009 3.0140215 1.3073542 1519.676781 21.146874 4 7
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 178 2.1708534 795.084960 20.204315 8.4530494 1982-1999 –> 2000-2009 3.5704944 1.3996411 1637.517820 27.149269 18 23
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 178 1.8935886 746.438772 21.947067 5.9218975 1982-1999 –> 2000-2009 3.5806118 1.6870232 1677.017503 110.507581 7 17
N_Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + silicate 178 1.8991649 745.485593 12.531956 5.6213726 1982-1999 –> 2000-2009 3.6844971 1.7853322 1700.797906 17.320359 8 20
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 178 2.0545387 775.480396 19.517925 7.7972433 1982-1999 –> 2000-2009 3.8999652 1.8454265 1748.418708 70.612176 14 27
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 178 2.4046490 831.497928 193.519778 12.0851153 1982-1999 –> 2000-2009 4.0384371 1.6337881 1746.942336 471.740575 24 33
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 178 2.4775077 842.124223 34.503560 9.0404270 1982-1999 –> 2000-2009 4.0917844 1.6142767 1751.897877 81.170127 25 33
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 225 1.0950614 693.387025 256.530519 4.5137259 2000-2009 –> 2010-2019 2.7447720 1.6497107 1390.742714 452.226158 4 5
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 225 1.0859865 689.642306 44.772375 4.5680990 2000-2009 –> 2010-2019 2.7682617 1.6822751 1393.956799 66.313353 3 5
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 225 1.0852332 689.330048 9.438420 4.5754008 2000-2009 –> 2010-2019 2.7785313 1.6932980 1395.969581 24.441259 2 5
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 225 1.0847633 689.135145 8.546711 4.5826611 2000-2009 –> 2010-2019 2.7914306 1.7066673 1398.574406 23.278475 1 5
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 225 1.0980627 694.618673 113.708320 3.3940465 2000-2009 –> 2010-2019 2.9916512 1.8935886 1441.057445 135.655387 5 12
N_Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + silicate 225 1.2501455 750.989316 6.642365 5.3735511 2000-2009 –> 2010-2019 3.1493104 1.8991649 1496.474909 19.174321 7 15
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 225 1.1901063 730.841529 9.684345 5.4706597 2000-2009 –> 2010-2019 3.3609597 2.1708534 1525.926489 29.888660 6 24
N_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 225 1.4519333 820.325535 90.132800 6.6113611 2000-2009 –> 2010-2019 3.5064720 2.0545387 1595.805931 109.650726 8 22
N_Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + nitrate + silicate 225 1.4566858 819.796061 6.630198 6.3424303 2000-2009 –> 2010-2019 3.6341636 2.1774779 1613.965727 24.902178 9 28
N_Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + silicate + phosphate 225 1.5352682 843.439630 6.476772 5.8098920 2000-2009 –> 2010-2019 3.7793418 2.2440736 1648.333982 19.092227 10 33
N_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 231 1.5745539 879.284660 93.968433 6.8763354 1982-1999 –> 2000-2009 3.3850127 1.8104588 2197.396869 254.197089 3 6
N_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 231 1.5945273 885.108338 67.904958 7.4788670 1982-1999 –> 2000-2009 3.3850739 1.7905466 2196.054073 211.374307 4 6
N_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 231 1.4472850 840.346099 144.626443 6.7064882 1982-1999 –> 2000-2009 3.4135958 1.9663108 2211.969359 365.420439 1 9
N_Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 231 1.5432566 870.009018 197.199433 4.8843516 1982-1999 –> 2000-2009 3.4273179 1.8840613 2213.943656 602.965876 2 8
N_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 231 1.7058534 916.287871 88.150201 8.4807844 1982-1999 –> 2000-2009 3.4826512 1.7767978 2222.238706 235.775431 7 8
N_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 231 1.6362836 895.051155 54.778985 8.1276419 1982-1999 –> 2000-2009 3.8517907 2.2155070 2341.995200 181.283745 5 19
N_Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 231 1.6586790 901.331539 117.857579 5.9682557 1982-1999 –> 2000-2009 4.0175416 2.3588626 2388.904063 483.711747 6 28
N_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 231 1.7494093 927.936115 139.166312 6.9095714 1982-1999 –> 2000-2009 4.0689384 2.3195291 2406.612279 318.968665 8 24
N_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 231 1.8359931 948.254112 63.616672 7.7348220 1982-1999 –> 2000-2009 4.1632607 2.3272676 2427.088573 194.567937 9 27
N_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 231 1.8909143 963.871547 159.000723 7.4014121 1982-1999 –> 2000-2009 4.2161714 2.3252571 2444.145958 344.480698 10 27
N_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 226 1.6490143 873.764072 161.585363 4.5537155 2000-2009 –> 2010-2019 3.0962993 1.4472850 1714.110171 306.211806 1 2
N_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 226 2.0329444 967.533821 231.257629 5.7946323 2000-2009 –> 2010-2019 3.6074983 1.5745539 1846.818481 325.226062 4 7
N_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 226 2.0180083 964.230205 223.293505 5.6544318 2000-2009 –> 2010-2019 3.6125356 1.5945273 1849.338543 291.198463 3 7
N_Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 226 2.0857630 979.024834 523.453556 5.8955438 2000-2009 –> 2010-2019 3.6290196 1.5432566 1849.033852 720.652989 7 9
N_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 226 1.9678586 952.956236 228.034481 5.5582745 2000-2009 –> 2010-2019 3.6737120 1.7058534 1869.244107 316.184681 2 9
N_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 226 2.0984874 979.749579 152.790703 6.6437370 2000-2009 –> 2010-2019 3.7347710 1.6362836 1874.800734 207.569688 8 13
N_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 226 2.4444027 1050.107214 158.996285 9.5549735 2000-2009 –> 2010-2019 4.1938119 1.7494093 1978.043330 298.162597 11 19
N_Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 226 2.6620321 1086.316682 345.926111 9.9802466 2000-2009 –> 2010-2019 4.3207111 1.6586790 1987.648220 463.783691 26 32
N_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 226 2.4457113 1050.347000 22.617410 9.5470270 2000-2009 –> 2010-2019 4.3366257 1.8909143 2014.218547 181.618134 12 22
N_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 226 2.4464109 1050.475117 22.530466 9.5434811 2000-2009 –> 2010-2019 4.4377170 1.9913061 2038.246057 186.200424 13 25
N_Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 451 1.5446196 1686.052015 994.808480 3.8951916 1982-1999 –> 2000-2009 3.0764600 1.5318403 4202.425787 1770.888519 3 7
N_Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 451 1.5441247 1685.762949 305.773404 3.6661552 1982-1999 –> 2000-2009 3.1015071 1.5573824 4224.560407 510.668002 2 7
N_Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 451 1.5416470 1684.314429 235.149972 3.7190625 1982-1999 –> 2000-2009 3.1152555 1.5736086 4237.166729 302.220150 1 9
N_Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 451 1.5963466 1715.763857 325.437763 3.7103660 1982-1999 –> 2000-2009 3.1886392 1.5922926 4284.621643 392.059998 6 15
N_Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 451 1.6494616 1743.287517 217.690856 3.9583735 1982-1999 –> 2000-2009 3.2699394 1.6204778 4333.937901 961.673737 7 17
N_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 451 1.8379875 1842.904023 124.645157 4.7008413 1982-1999 –> 2000-2009 3.3080369 1.4700494 4303.446050 326.651164 11 12
N_Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 451 1.7524257 1799.905382 327.493740 4.6088189 1982-1999 –> 2000-2009 3.3244252 1.5719996 4351.370490 514.671306 9 15
N_Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 451 1.6744727 1758.862038 246.327331 4.3635783 1982-1999 –> 2000-2009 3.3401344 1.6656617 4388.804321 322.899137 8 22
N_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 451 1.5472216 1687.570196 138.144730 3.3362171 1982-1999 –> 2000-2009 3.3419896 1.7947681 4418.742424 236.267174 4 22
N_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 451 1.9107814 1877.938607 149.189107 5.0866573 1982-1999 –> 2000-2009 3.4003219 1.4895406 4356.341507 243.337034 13 15
N_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 502 1.9324931 2050.194476 289.957019 6.0351140 2000-2009 –> 2010-2019 3.4797147 1.5472216 3737.764672 428.101749 2 5
N_Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 502 1.9459586 2056.999355 380.121967 5.7654285 2000-2009 –> 2010-2019 3.4876055 1.5416470 3741.313784 615.271939 3 4
N_Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 502 1.9461845 2057.113160 413.200270 5.6814611 2000-2009 –> 2010-2019 3.4903092 1.5441247 3742.876109 718.973675 4 6
N_Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + silicate 502 1.9463902 2055.216731 197.535446 5.7161438 2000-2009 –> 2010-2019 3.4956032 1.5492130 3741.947118 308.448898 5 9
N_Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 502 1.9019291 2034.571069 424.908398 5.6072198 2000-2009 –> 2010-2019 3.4982757 1.5963466 3750.334926 750.346160 1 6
N_Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 502 1.9761913 2072.107720 484.859687 6.3376794 2000-2009 –> 2010-2019 3.6506640 1.6744727 3830.969758 731.187019 6 13
N_Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 502 1.9780242 2073.016268 483.432721 6.4174125 2000-2009 –> 2010-2019 3.7304499 1.7524257 3872.921650 810.926461 7 15
N_Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + silicate 502 1.9790139 2071.506487 202.902824 6.5110131 2000-2009 –> 2010-2019 3.7794107 1.8003968 3893.771425 323.596887 8 17
N_Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 502 2.1707009 2162.108882 569.602313 7.1110922 2000-2009 –> 2010-2019 3.8201626 1.6494616 3905.396399 787.293169 21 27
N_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 502 2.0173927 2092.329598 191.570538 7.5844638 2000-2009 –> 2010-2019 3.8553803 1.8379875 3935.233621 316.215695 11 21
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 681 1.6477842 2626.819949 235.888317 8.2034481 1982-1999 –> 2000-2009 2.8956431 1.2478589 5229.320256 672.505181 3 7
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 681 1.7821286 2733.569476 159.457339 8.0907125 1982-1999 –> 2000-2009 2.9113092 1.1291805 5178.369119 519.432744 9 10
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 681 1.7839588 2734.967457 93.388896 8.1777899 1982-1999 –> 2000-2009 2.9330862 1.1491275 5207.399085 147.019030 10 12
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 681 1.8003566 2747.429543 94.329356 8.3187948 1982-1999 –> 2000-2009 2.9706519 1.1702953 5248.664624 150.155091 15 18
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 681 1.7966464 2742.619770 139.277869 8.8838405 1982-1999 –> 2000-2009 3.0506178 1.2539714 5350.830850 497.759517 13 18
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 681 1.6244594 2607.402733 217.454178 7.9243289 1982-1999 –> 2000-2009 3.0544422 1.4299828 5424.879063 548.263946 1 11
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 681 1.6375683 2618.349569 162.892799 6.0833139 1982-1999 –> 2000-2009 3.0552573 1.4176890 5422.200929 441.026833 2 11
N_Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 681 1.7223706 2687.115823 225.757519 7.8604381 1982-1999 –> 2000-2009 3.0855790 1.3632084 5429.129982 624.908443 7 13
N_Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 681 1.7020891 2670.982658 194.017763 8.4945835 1982-1999 –> 2000-2009 3.0985197 1.3964306 5450.992546 495.760508 4 12
N_Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 681 1.7327788 2695.321581 158.657233 7.4550056 1982-1999 –> 2000-2009 3.1007328 1.3679540 5442.819594 456.275590 8 15
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 767 1.7598826 3018.057016 721.188393 7.7914958 2000-2009 –> 2010-2019 3.3843419 1.6244594 5625.459749 938.642572 8 9
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 767 1.7545601 3013.471281 640.178148 8.2588885 2000-2009 –> 2010-2019 3.3921284 1.6375683 5631.820850 803.070947 4 6
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 767 1.7508856 3010.297220 900.254405 7.9090982 2000-2009 –> 2010-2019 3.3986698 1.6477842 5637.117169 1136.142722 3 6
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + silicate 767 1.7598962 3016.068769 633.239124 7.7929957 2000-2009 –> 2010-2019 3.4645116 1.7046153 5687.071425 769.467299 9 13
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 767 1.7557100 3014.463202 420.158696 8.7682149 2000-2009 –> 2010-2019 3.5378387 1.7821286 5748.032678 579.616035 5 12
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 767 1.7577815 3016.248399 106.468191 8.6670971 2000-2009 –> 2010-2019 3.5417402 1.7839588 5751.215856 199.857087 6 14
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + aou + silicate 767 1.7582610 3014.661394 86.719742 8.5644325 2000-2009 –> 2010-2019 3.5436329 1.7853719 5748.707315 154.867424 7 16
N_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 767 1.7480407 3007.835213 116.497670 8.5411901 2000-2009 –> 2010-2019 3.5483973 1.8003566 5755.264756 210.827026 1 14
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 767 1.7628502 3018.607842 415.789362 8.2382978 2000-2009 –> 2010-2019 3.5594965 1.7966464 5761.227613 555.067231 10 21
N_Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 767 1.7641952 3019.762537 59.561212 8.0709187 2000-2009 –> 2010-2019 3.5600121 1.7958169 5761.753388 93.979571 11 21
N_Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1506 2.7001864 7279.725144 157.775826 10.2443459 1982-1999 –> 2000-2009 4.3372936 1.6371072 12172.815626 678.409626 1 3
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1506 2.8320676 7423.356096 161.061659 17.7836521 1982-1999 –> 2000-2009 4.4008509 1.5687833 12207.653720 632.884599 2 3
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1506 2.8912376 7485.637032 96.239133 10.6119360 1982-1999 –> 2000-2009 4.8649086 1.9736710 12855.860820 307.771054 3 9
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1506 3.0864653 7682.446779 122.234669 13.7797161 1982-1999 –> 2000-2009 4.9071851 1.8207197 12846.817661 396.438639 7 11
N_Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1506 3.0113726 7608.259528 150.624649 11.5900028 1982-1999 –> 2000-2009 5.0074502 1.9960777 13007.292485 1099.823322 6 13
N_Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1506 3.1575048 7750.986503 125.451613 11.4645292 1982-1999 –> 2000-2009 5.0771101 1.9196053 13050.326869 404.076493 8 13
N_Atlantic (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1506 3.2867219 7869.793626 149.287197 20.0069541 1982-1999 –> 2000-2009 5.0815148 1.7947929 12995.563077 617.441935 13 16
N_Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1506 3.1790870 7769.504136 91.670318 11.2840497 1982-1999 –> 2000-2009 5.1848508 2.0057638 13178.890911 289.320442 9 17
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1506 2.9248939 7520.496576 104.723582 10.9119661 1982-1999 –> 2000-2009 5.2900212 2.3651273 13352.470543 319.049108 4 17
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1506 3.2759729 7861.926900 155.687691 13.9374832 1982-1999 –> 2000-2009 5.3053112 2.0293383 13303.133361 718.710807 11 20
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1416 3.6414774 7578.605130 587.986273 11.0131861 2000-2009 –> 2010-2019 6.4735450 2.8320676 15001.961225 749.047932 2 4
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1416 3.6597099 7592.539514 293.516957 11.8901031 2000-2009 –> 2010-2019 6.5846038 2.9248939 15113.036089 398.240539 3 8
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1416 3.7360867 7650.166568 183.141796 11.3335683 2000-2009 –> 2010-2019 6.6273243 2.8912376 15135.803600 279.380929 13 16
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1416 3.7566999 7665.517571 940.351512 10.9985106 2000-2009 –> 2010-2019 6.6684178 2.9117179 15172.415154 1142.490051 19 23
N_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1416 3.7630430 7668.224448 183.134496 10.8082256 2000-2009 –> 2010-2019 6.6895799 2.9265369 15188.412535 277.330612 21 27
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1416 3.6852664 7611.955001 351.497203 11.8965849 2000-2009 –> 2010-2019 6.7717318 3.0864653 15294.401779 473.731872 4 12
N_Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1416 4.1429297 7938.553412 509.735919 9.6316783 2000-2009 –> 2010-2019 6.8431161 2.7001864 15218.278557 667.511744 35 36
N_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1416 3.6990987 7620.407346 293.384273 12.1233202 2000-2009 –> 2010-2019 6.9318453 3.2327466 15440.326555 384.231766 7 18
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1416 3.6299427 7569.753567 693.339604 11.9860627 2000-2009 –> 2010-2019 7.0766621 3.4467194 15584.714104 851.859751 1 19
N_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1416 3.8371150 7724.609470 560.161996 11.6633534 2000-2009 –> 2010-2019 7.1130878 3.2759729 15586.536370 715.849686 27 39
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2967 2.2244977 13178.398937 54.971452 12.4179965 1982-1999 –> 2000-2009 3.5537849 1.3292873 22340.631344 197.884942 1 2
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2967 2.2343734 13204.684902 65.443273 14.1772318 1982-1999 –> 2000-2009 3.5804451 1.3460717 22434.297717 215.845267 2 5
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2967 2.2462220 13236.068846 65.207366 13.6401532 1982-1999 –> 2000-2009 3.5921246 1.3459026 22465.007115 219.483586 3 5
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2967 2.2724564 13304.972449 316.507606 12.9967959 1982-1999 –> 2000-2009 3.6684137 1.3959573 22729.999315 1132.087337 4 9
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2967 2.2915417 13352.601407 27.199396 15.2739941 1982-1999 –> 2000-2009 3.7215880 1.4300463 22905.186834 62.745759 6 13
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2967 2.2961358 13364.485913 29.049973 15.0241083 1982-1999 –> 2000-2009 3.7252024 1.4290667 22913.391551 72.982811 7 13
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2967 2.3691073 13550.134647 31.603032 15.8638881 1982-1999 –> 2000-2009 3.7263100 1.3572027 22821.970879 77.861772 9 13
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2967 2.2804203 13323.732084 28.170517 14.4459702 1982-1999 –> 2000-2009 3.7291540 1.4487337 22946.036656 68.117685 5 13
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2967 2.3505752 13505.534093 120.871233 11.9090174 1982-1999 –> 2000-2009 3.8042840 1.4537088 23148.248186 487.553526 8 17
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 2967 2.3789082 13574.632874 23.197202 12.6842311 1982-1999 –> 2000-2009 3.9032069 1.5242986 23469.972419 97.754195 11 22
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3116 1.5817726 11594.325266 142.612964 10.3681114 2000-2009 –> 2010-2019 3.8161460 2.2343734 24799.010168 208.056237 1 3
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3116 1.5936536 11640.481117 112.658359 11.0092707 2000-2009 –> 2010-2019 3.8181512 2.2244977 24818.880053 167.629811 3 4
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3116 1.5832999 11600.277964 135.723660 10.6374177 2000-2009 –> 2010-2019 3.8295218 2.2462220 24836.346809 200.931026 2 5
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3116 1.6780365 11958.719858 479.684097 8.5378178 2000-2009 –> 2010-2019 3.9504928 2.2724564 25263.692307 796.191703 8 12
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3116 1.6802770 11964.950064 38.903322 8.8060599 2000-2009 –> 2010-2019 3.9606973 2.2804203 25288.682148 67.073839 9 14
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3116 1.6812966 11968.691680 38.185201 8.8794694 2000-2009 –> 2010-2019 3.9728384 2.2915417 25321.293087 65.384597 11 17
N_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3116 1.6810160 11967.662084 41.893120 8.8589379 2000-2009 –> 2010-2019 3.9771518 2.2961358 25332.147997 70.943093 10 17
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3116 1.6255262 11762.622237 833.050774 11.0664358 2000-2009 –> 2010-2019 3.9998277 2.3743015 25327.752771 1444.930452 4 16
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3116 1.6760933 11951.573028 284.152265 11.9787470 2000-2009 –> 2010-2019 4.0266685 2.3505752 25457.107121 405.023498 6 14
N_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3116 1.6656930 11913.181057 854.279233 11.3970450 2000-2009 –> 2010-2019 4.0374446 2.3717515 25471.935206 1171.630405 5 16
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1135 1.0353651 3313.882296 77.067132 13.7799618 1982-1999 –> 2000-2009 1.6560519 0.6206868 5144.077358 323.643441 1 2
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 1135 1.0353653 3311.882742 52.027152 13.7786237 1982-1999 –> 2000-2009 1.6797094 0.6443441 5212.197232 263.246761 2 5
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1135 1.0754662 3398.142573 69.966153 12.8169004 1982-1999 –> 2000-2009 1.7002410 0.6247748 5238.994153 281.716464 4 6
N_Atlantic (27.75,27.85] 3 cstar_tref ~ sal + aou + nitrate 1135 1.0853124 3416.830444 21.721086 12.9105127 1982-1999 –> 2000-2009 1.7315156 0.6462032 5320.699559 77.633539 8 12
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1135 1.0720121 3392.840204 67.686617 13.7490820 1982-1999 –> 2000-2009 1.7447282 0.6727161 5378.233055 289.349558 3 8
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1135 1.0985245 3446.297580 59.966318 12.9339134 1982-1999 –> 2000-2009 1.7756325 0.6771081 5442.236818 250.123251 13 19
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1135 1.0845834 3419.305379 55.258838 13.9912588 1982-1999 –> 2000-2009 1.7765336 0.6919501 5459.049407 233.921876 6 13
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1135 1.0846065 3417.353525 17.708709 14.0174189 1982-1999 –> 2000-2009 1.7843204 0.6997140 5476.609738 85.960482 7 15
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1135 1.0933203 3437.518148 56.173242 13.9207280 1982-1999 –> 2000-2009 1.8003455 0.7070252 5518.815172 302.233315 11 20
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1135 1.0934326 3435.751316 18.750776 13.9784068 1982-1999 –> 2000-2009 1.8086166 0.7151840 5537.169460 91.817700 12 22
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1040 0.4921885 1472.432626 480.332580 2.0428701 2000-2009 –> 2010-2019 1.5275536 1.0353651 4786.314922 557.399712 1 2
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 1040 0.5018898 1510.524072 462.703893 2.1196679 2000-2009 –> 2010-2019 1.5372551 1.0353653 4822.406814 514.731044 2 4
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1040 0.5043219 1520.453372 348.042852 2.2514288 2000-2009 –> 2010-2019 1.5797881 1.0754662 4918.595945 418.009005 3 7
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1040 0.5186759 1580.098080 433.889972 1.6644074 2000-2009 –> 2010-2019 1.5906880 1.0720121 4972.938284 501.576589 4 7
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1040 0.5289560 1620.409921 353.941981 1.8538066 2000-2009 –> 2010-2019 1.6135395 1.0845834 5039.715300 409.200818 7 13
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1040 0.5271075 1613.219083 473.089538 1.8235276 2000-2009 –> 2010-2019 1.6204278 1.0933203 5050.737231 529.262780 6 17
N_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1040 0.5267280 1611.739895 192.778354 1.8122540 2000-2009 –> 2010-2019 1.6275249 1.1007969 5064.728354 236.864806 5 20
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1040 0.5402092 1661.649101 302.812833 1.9936127 2000-2009 –> 2010-2019 1.6387337 1.0985245 5107.946681 362.779151 9 22
N_Atlantic (27.75,27.85] 3 cstar_tref ~ sal + aou + nitrate 1040 0.5588952 1729.496259 65.929822 2.9484829 2000-2009 –> 2010-2019 1.6442075 1.0853124 5146.326703 87.650907 10 18
N_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 1040 0.5723324 1780.295000 396.577631 2.2838676 2000-2009 –> 2010-2019 1.6547527 1.0824204 5193.068559 436.288516 14 19
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1134 1.4598253 4090.174960 88.302661 13.0622435 1982-1999 –> 2000-2009 2.0734522 0.6136269 5944.843140 266.516219 1 3
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1134 1.4731717 4110.815885 108.829456 13.1020530 1982-1999 –> 2000-2009 2.0868049 0.6136332 5965.504458 319.154717 2 6
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1134 1.4758678 4114.962798 57.901602 12.8292627 1982-1999 –> 2000-2009 2.0894954 0.6136277 5969.633405 119.506002 3 6
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1134 1.4842552 4127.815457 96.570402 12.2322198 1982-1999 –> 2000-2009 2.0904374 0.6061822 5958.339208 296.414247 4 5
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1134 1.5682735 4250.696602 86.718238 16.2905131 1982-1999 –> 2000-2009 2.2186428 0.6503693 6218.391893 229.661218 6 16
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1134 1.5660985 4249.549099 104.733893 11.7033703 1982-1999 –> 2000-2009 2.2264279 0.6603293 6249.306659 308.707317 5 17
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1134 1.6106906 4311.224381 71.560700 15.3477258 1982-1999 –> 2000-2009 2.2551614 0.6444708 6260.898361 257.650577 7 14
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1134 1.6124568 4313.709985 56.229641 16.0933487 1982-1999 –> 2000-2009 2.2604230 0.6479662 6274.083088 108.751273 8 16
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1134 1.6141640 4316.109970 99.687316 16.3243747 1982-1999 –> 2000-2009 2.2624418 0.6482778 6277.434001 256.161604 9 18
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1134 1.8445624 4618.717659 14.551908 12.0549289 1982-1999 –> 2000-2009 2.4581960 0.6136336 6471.407259 38.341423 14 19
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 976 0.6803723 1996.873323 179.636608 5.2320923 2000-2009 –> 2010-2019 2.1401976 1.4598253 6087.048283 267.939270 4 5
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 976 0.6792891 1993.817135 221.100223 5.3785128 2000-2009 –> 2010-2019 2.1524607 1.4731717 6104.633020 329.929679 3 5
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 976 0.6783246 1991.091976 123.028919 5.3735163 2000-2009 –> 2010-2019 2.1541923 1.4758678 6106.054774 180.930521 2 5
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 976 0.6755651 1983.273603 226.880963 5.3845314 2000-2009 –> 2010-2019 2.1598203 1.4842552 6111.089061 323.451364 1 5
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 976 0.6864001 2011.791132 160.714844 5.3732140 2000-2009 –> 2010-2019 2.2546736 1.5682735 6262.487734 247.433082 12 18
N_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 976 0.7240244 2116.144048 252.653116 6.5074343 2000-2009 –> 2010-2019 2.2901230 1.5660985 6365.693147 357.387009 19 24
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 976 0.6807336 1995.891676 220.277126 5.5117931 2000-2009 –> 2010-2019 2.2914243 1.6106906 6307.116057 291.837826 5 12
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 976 0.6816908 1998.586665 108.462189 5.4728949 2000-2009 –> 2010-2019 2.2941476 1.6124568 6312.296649 164.691831 6 14
N_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 976 0.6823667 2000.487419 183.358383 5.4702992 2000-2009 –> 2010-2019 2.2965307 1.6141640 6316.597390 283.045699 7 16
N_Atlantic (27.85,27.95] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 976 0.6874263 2014.656482 26.201836 5.0057608 2000-2009 –> 2010-2019 2.5232451 1.8358188 6622.597773 59.291311 15 26
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1145 1.4152271 4058.663430 278.585380 11.2534658 1982-1999 –> 2000-2009 2.6850870 1.2698599 8001.756357 794.267482 2 7
N_Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1145 1.4755783 4154.293717 325.956549 14.6486219 1982-1999 –> 2000-2009 2.6927086 1.2171303 7996.873241 945.756814 5 6
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1145 1.4484229 4111.757638 586.460425 12.0093305 1982-1999 –> 2000-2009 2.7376565 1.2892337 8090.735695 1476.702519 3 9
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1145 1.4070947 4045.466310 305.063932 12.0738457 1982-1999 –> 2000-2009 2.7555578 1.3484631 8130.898874 871.926405 1 9
N_Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1145 1.5262046 4231.544589 348.866900 15.2981270 1982-1999 –> 2000-2009 2.7605868 1.2343822 8107.481244 1007.326869 6 9
N_Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1145 1.5276975 4233.783583 542.515819 15.3828034 1982-1999 –> 2000-2009 2.7606109 1.2329134 8106.898477 1512.349857 7 9
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1145 1.4626564 4134.151512 281.649110 12.0679145 1982-1999 –> 2000-2009 2.7615162 1.2988597 8130.759415 804.557115 4 11
N_Atlantic (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1145 1.5450227 4259.607659 536.858348 15.4686572 1982-1999 –> 2000-2009 2.7884772 1.2434545 8152.899236 1268.373898 9 13
N_Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1145 1.5377043 4246.734693 296.438979 16.2934269 1982-1999 –> 2000-2009 2.9050531 1.3673488 8363.129686 803.582922 8 17
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1145 1.7820351 4586.430556 458.962347 14.0457428 1982-1999 –> 2000-2009 3.4097838 1.6277486 9117.973800 1265.096640 11 21
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1090 1.0551053 3174.154742 409.035132 8.3122500 2000-2009 –> 2010-2019 2.4703324 1.4152271 7232.818172 687.620513 1 3
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1090 1.0584009 3180.847321 774.206627 8.3447092 2000-2009 –> 2010-2019 2.5068238 1.4484229 7292.604959 1360.667052 2 5
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1090 1.0627684 3189.684631 412.354924 8.3705406 2000-2009 –> 2010-2019 2.5254249 1.4626564 7323.836144 694.004034 3 7
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1090 1.1522888 3363.238097 395.728109 4.7596906 2000-2009 –> 2010-2019 2.5593835 1.4070947 7408.704407 700.792041 7 8
N_Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1090 1.0915161 3246.962295 570.589844 5.2409304 2000-2009 –> 2010-2019 2.5670944 1.4755783 7401.256012 896.546393 4 9
N_Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1090 1.1125678 3287.957354 612.507209 4.7744338 2000-2009 –> 2010-2019 2.6387724 1.5262046 7519.501943 961.374109 5 11
N_Atlantic (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1090 1.1218110 3305.712748 604.889476 4.6738758 2000-2009 –> 2010-2019 2.6668338 1.5450227 7565.320407 1141.747823 6 14
N_Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1090 1.1525100 3361.650077 294.040704 4.7441008 2000-2009 –> 2010-2019 2.6902143 1.5377043 7608.384770 590.479682 8 15
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1090 1.3882743 3763.062037 649.508462 4.4606638 2000-2009 –> 2010-2019 3.1703094 1.7820351 8349.492592 1108.470809 9 19
N_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1090 1.4988996 3927.595391 561.567973 4.5836621 2000-2009 –> 2010-2019 3.5132383 2.0143387 8794.630893 945.961943 10 25
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 593 0.1329902 -697.869867 141.787425 0.3645677 1982-1999 –> 2000-2009 0.2595473 0.1265571 -1441.581456 554.397704 1 2
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 593 0.1395023 -639.172440 12.405894 0.4176698 1982-1999 –> 2000-2009 0.2849621 0.1454598 -1218.569913 34.286738 2 4
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 593 0.1589877 -486.107699 4.927380 0.6586168 1982-1999 –> 2000-2009 0.3151693 0.1561816 -984.579476 18.211658 4 7
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 593 0.1539769 -522.088931 178.432609 0.5532705 1982-1999 –> 2000-2009 0.3156218 0.1616449 -978.470572 705.644871 3 7
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 593 0.1720362 -392.558892 26.990909 0.8487248 1982-1999 –> 2000-2009 0.3371244 0.1650883 -826.363262 119.196514 5 10
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate 593 0.1802051 -337.539320 71.003576 0.9590030 1982-1999 –> 2000-2009 0.3499739 0.1697688 -738.745561 294.753795 6 13
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + silicate 593 0.1828673 -320.146489 5.191369 0.9872769 1982-1999 –> 2000-2009 0.3519975 0.1691302 -725.746895 16.120850 7 13
N_Atlantic (28.05,28.1] 3 cstar_tref ~ sal + aou + nitrate 593 0.1854615 -305.439642 4.503315 0.9981661 1982-1999 –> 2000-2009 0.3574564 0.1719949 -693.455773 15.416420 8 16
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 593 0.1867167 -293.439697 35.643603 1.1351421 1982-1999 –> 2000-2009 0.4145381 0.2278214 -349.696802 106.399966 9 18
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 593 0.2011490 -205.138317 13.039444 1.3921022 1982-1999 –> 2000-2009 0.4521464 0.2509974 -148.432634 34.399379 10 21
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 592 0.1076506 -931.993251 734.104039 0.3931125 2000-2009 –> 2010-2019 0.2347484 0.1270978 -1681.611387 1022.417915 3 4
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 592 0.1075831 -932.725777 880.563447 0.3929645 2000-2009 –> 2010-2019 0.2351728 0.1275896 -1677.763042 1245.289538 2 4
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 592 0.1074827 -933.816474 734.505805 0.3927427 2000-2009 –> 2010-2019 0.2361823 0.1286995 -1668.581164 1019.403756 1 4
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 592 0.1078304 -932.044135 242.256203 0.3927382 2000-2009 –> 2010-2019 0.2408206 0.1329902 -1629.914002 384.043628 4 8
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 592 0.1125326 -880.190644 18.850118 0.3149349 2000-2009 –> 2010-2019 0.2520349 0.1395023 -1519.363084 31.256012 5 10
N_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 592 0.1322914 -691.250104 352.240951 0.5838165 2000-2009 –> 2010-2019 0.2862682 0.1539769 -1213.339035 530.673561 6 12
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 592 0.1548747 -509.161931 10.110257 0.7956024 2000-2009 –> 2010-2019 0.3138625 0.1589877 -995.269630 15.037637 7 14
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 592 0.1639451 -442.684830 59.200773 0.9729533 2000-2009 –> 2010-2019 0.3359813 0.1720362 -835.243722 86.191682 8 16
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate 592 0.1679790 -414.294158 136.151265 1.0540483 2000-2009 –> 2010-2019 0.3481841 0.1802051 -751.833478 207.154841 9 18
N_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + silicate 592 0.1693468 -404.821647 8.574860 1.0802565 2000-2009 –> 2010-2019 0.3522141 0.1828673 -724.968137 13.766229 10 20
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 930 0.1436091 -956.402578 742.522892 0.3924712 1982-1999 –> 2000-2009 0.2830327 0.1394236 -1810.148722 1676.014679 4 5
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 930 0.1364749 -1051.177376 369.839724 0.4333102 1982-1999 –> 2000-2009 0.2950711 0.1585962 -1702.121765 1183.742831 1 3
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 930 0.1367384 -1047.589847 497.124695 0.4325983 1982-1999 –> 2000-2009 0.2954294 0.1586910 -1697.593878 1441.970266 2 5
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 930 0.1368535 -1046.024878 368.190848 0.4324389 1982-1999 –> 2000-2009 0.2955826 0.1587291 -1695.650831 1182.356629 3 7
N_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 930 0.1508516 -866.888006 81.471778 0.4139567 1982-1999 –> 2000-2009 0.3274865 0.1766349 -1350.275667 245.952587 5 16
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 930 0.1575991 -783.498246 12.327839 0.7749494 1982-1999 –> 2000-2009 0.3294296 0.1718305 -1308.291334 20.010998 6 11
N_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 930 0.1590585 -768.353305 2.720682 0.8592804 1982-1999 –> 2000-2009 0.3309032 0.1718447 -1295.015936 6.859581 7 13
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 930 0.1663333 -683.170831 96.824324 0.9944906 1982-1999 –> 2000-2009 0.3415565 0.1752231 -1177.189504 203.599109 8 16
N_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 930 0.1663531 -684.950199 25.309216 1.0011360 1982-1999 –> 2000-2009 0.3421168 0.1757637 -1176.120431 65.047775 9 19
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 930 0.1675591 -669.513918 427.738931 1.2332678 1982-1999 –> 2000-2009 0.3425567 0.1749976 -1165.559525 904.817379 10 17
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 909 0.1084952 -1424.987280 668.005574 0.4092121 2000-2009 –> 2010-2019 0.2449701 0.1364749 -2476.164656 1037.845298 1 2
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 909 0.1085028 -1424.861185 873.031391 0.4093773 2000-2009 –> 2010-2019 0.2452412 0.1367384 -2472.451033 1370.156086 2 4
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 909 0.1085081 -1424.774282 666.289537 0.4095049 2000-2009 –> 2010-2019 0.2453615 0.1368535 -2470.799160 1034.480385 3 6
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 909 0.1112449 -1380.085866 933.589454 0.3490752 2000-2009 –> 2010-2019 0.2548540 0.1436091 -2336.488444 1676.112345 4 8
N_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 909 0.1181557 -1273.963082 247.961737 0.3914146 2000-2009 –> 2010-2019 0.2690073 0.1508516 -2140.851088 329.433516 5 10
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 909 0.1233492 -1194.792300 602.536456 0.8926628 2000-2009 –> 2010-2019 0.2909083 0.1675591 -1864.306218 1030.275388 6 16
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 909 0.1341382 -1044.363556 16.776257 0.9030147 2000-2009 –> 2010-2019 0.2917373 0.1575991 -1827.861802 29.104096 10 16
N_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 909 0.1353770 -1029.871318 10.011383 0.9561179 2000-2009 –> 2010-2019 0.2944355 0.1590585 -1798.224622 12.732065 12 19
N_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 909 0.1313918 -1081.475746 235.197250 0.9812400 2000-2009 –> 2010-2019 0.2977251 0.1663333 -1764.646577 332.021574 8 16
N_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 909 0.1317272 -1078.902251 109.799515 0.9690652 2000-2009 –> 2010-2019 0.2980802 0.1663531 -1763.852449 135.108731 9 18
N_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1842 0.1389686 -2029.030941 43.162747 2.1266449 1982-1999 –> 2000-2009 0.3164337 0.1774651 -2962.521120 79.817000 1 2
N_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1842 0.1505362 -1734.473727 511.259350 1.9655254 1982-1999 –> 2000-2009 0.3423530 0.1918168 -2430.309892 858.831990 2 8
N_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1842 0.1553708 -1618.019377 605.658404 3.1972956 1982-1999 –> 2000-2009 0.3442393 0.1888685 -2361.191545 1349.998002 3 5
N_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1842 0.1554944 -1615.090414 574.833711 3.1989937 1982-1999 –> 2000-2009 0.3443783 0.1888839 -2358.013363 1251.711147 4 7
N_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1842 0.1560979 -1600.819042 597.411160 3.2112361 1982-1999 –> 2000-2009 0.3457207 0.1896228 -2331.810423 1275.485448 5 10
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1842 0.1578615 -1561.431742 274.355621 2.9293578 1982-1999 –> 2000-2009 0.3572032 0.1993418 -2141.672422 478.689039 6 14
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 1842 0.1644132 -1411.623754 39.256715 0.8488956 1982-1999 –> 2000-2009 0.3610114 0.1965982 -2034.216417 75.835807 7 14
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1842 0.1729377 -1225.401252 38.107680 3.1787735 1982-1999 –> 2000-2009 0.3620491 0.1891114 -1966.646405 66.416889 9 13
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1842 0.1720990 -1243.310574 419.576932 2.1825390 1982-1999 –> 2000-2009 0.3837591 0.2116601 -1640.310955 775.568609 8 17
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1842 0.1981535 -723.969342 557.475161 5.3688556 1982-1999 –> 2000-2009 0.4239245 0.2257709 -923.737806 994.180953 10 20
N_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2269 0.1101235 -3523.742471 104.128306 0.6572011 2000-2009 –> 2010-2019 0.2490921 0.1389686 -5552.773412 147.291053 3 4
N_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2269 0.1096388 -3543.565767 842.000154 0.7114096 2000-2009 –> 2010-2019 0.2650096 0.1553708 -5161.585144 1447.658558 1 3
N_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2269 0.1096880 -3541.546961 840.625000 0.7108872 2000-2009 –> 2010-2019 0.2651824 0.1554944 -5156.637374 1415.458710 2 5
N_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2269 0.1102122 -3520.121992 937.168022 0.7120129 2000-2009 –> 2010-2019 0.2663102 0.1560979 -5120.941034 1534.579182 4 8
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2269 0.1147504 -3340.781016 103.987501 0.5924272 2000-2009 –> 2010-2019 0.2876881 0.1729377 -4566.182268 142.095181 6 14
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2269 0.1476671 -2207.390834 598.589461 0.7302226 2000-2009 –> 2010-2019 0.3055286 0.1578615 -3768.822575 872.945082 7 12
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2269 0.1138802 -3374.992824 932.854204 0.7530615 2000-2009 –> 2010-2019 0.3120337 0.1981535 -4098.962166 1490.329365 5 14
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 2269 0.1761305 -1415.255333 73.517996 0.9253104 2000-2009 –> 2010-2019 0.3405437 0.1644132 -2826.879087 112.774711 16 22
N_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2269 0.1803786 -1308.152085 783.692006 1.0030039 2000-2009 –> 2010-2019 0.3524776 0.1720990 -2551.462659 1203.268938 17 24
N_Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2269 0.1666101 -1662.983156 786.609088 1.0204468 2000-2009 –> 2010-2019 0.4426915 0.2760814 -1163.140963 1380.396786 10 21
N_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 303 0.1156835 -433.202862 278.693030 0.6474255 1982-1999 –> 2000-2009 0.2930983 0.1774148 -753.734601 509.636730 1 2
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 303 0.1266420 -380.356047 83.321008 0.6746030 1982-1999 –> 2000-2009 0.3125769 0.1859349 -652.322899 107.320751 2 4
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 303 0.2017646 -98.119270 621.356662 1.0772434 1982-1999 –> 2000-2009 0.4749468 0.2731821 44.665808 956.423585 3 6
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 303 0.2208792 -43.267705 98.666919 1.0774169 1982-1999 –> 2000-2009 0.5138004 0.2929212 174.723956 230.126606 8 12
N_Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 303 0.2288443 -23.799699 7.108498 1.1279294 1982-1999 –> 2000-2009 0.5489191 0.3200749 287.758051 13.999088 9 14
N_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 303 0.2179407 -49.383721 499.850842 1.4357483 1982-1999 –> 2000-2009 0.6094130 0.3914723 483.239902 900.850018 4 10
N_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 303 0.2194181 -45.289772 930.814856 1.4266433 1982-1999 –> 2000-2009 0.6112677 0.3918497 488.372618 1621.997828 5 12
N_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 303 0.2196734 -44.584986 276.679042 1.4236909 1982-1999 –> 2000-2009 0.6115885 0.3919151 489.257289 662.822188 7 15
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 303 0.2194480 -47.207153 788.590491 1.4276527 1982-1999 –> 2000-2009 0.6197917 0.4003437 507.573048 1046.290673 6 15
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 303 0.2401071 7.314692 276.513999 1.2051377 1982-1999 –> 2000-2009 0.6423643 0.4022571 567.234896 370.914711 11 21
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 643 0.0507178 -1966.174662 168.679471 0.1879131 2000-2009 –> 2010-2019 0.1773599 0.1266420 -2346.530709 252.000479 1 2
N_Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 643 0.1216531 -860.555991 144.837754 0.3368530 2000-2009 –> 2010-2019 0.3504974 0.2288443 -884.355690 151.946251 10 12
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 643 0.1228842 -845.809422 103.447503 0.4300954 2000-2009 –> 2010-2019 0.3629913 0.2401071 -838.494731 379.961502 18 21
N_Atlantic (28.2, Inf] 3 cstar_tref ~ sal + silicate + phosphate_star 643 0.1250669 -825.519182 102.718725 0.4065320 2000-2009 –> 2010-2019 0.3694183 0.2443514 -809.586151 146.117888 20 24
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 643 0.1134224 -947.245321 154.312441 0.3497731 2000-2009 –> 2010-2019 0.4375261 0.3241037 -758.143858 1004.007983 7 12
N_Atlantic (28.2, Inf] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 643 0.0904967 -1233.114936 873.030912 0.3227355 2000-2009 –> 2010-2019 0.4778899 0.3873932 -935.917121 1212.604020 4 15
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + phosphate 643 0.1227759 -846.925478 118.576015 0.4169541 2000-2009 –> 2010-2019 0.4906106 0.3678347 -581.122390 201.952492 14 20
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 643 0.1228071 -846.604039 942.630397 0.4133338 2000-2009 –> 2010-2019 0.4923906 0.3695835 -577.926722 1823.491073 17 24
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + phosphate_star 643 0.1228014 -846.662019 50.941206 0.4138071 2000-2009 –> 2010-2019 0.4951066 0.3723052 -573.538374 96.505902 16 24
N_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 643 0.1227980 -846.697645 142.996065 0.4140807 2000-2009 –> 2010-2019 0.4952235 0.3724255 -573.378128 951.549285 15 24
N_Pacific (-Inf,26] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1611 4.0082677 9059.113166 42.044061 17.5199215 1982-1999 –> 2000-2009 7.5242056 3.5159378 11727.948042 67.088424 2 3
N_Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1611 4.1015232 9133.216801 25.774387 16.1331401 1982-1999 –> 2000-2009 7.7183312 3.6168080 11830.110950 47.911264 3 5
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1611 3.5234804 8643.765409 30.804879 19.8484962 1982-1999 –> 2000-2009 7.8525651 4.3290847 11518.985722 58.787304 1 15
N_Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1611 4.1315906 9156.750402 52.503727 16.3971986 1982-1999 –> 2000-2009 7.9532857 3.8216951 11908.305936 100.924586 4 11
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1611 4.4312279 9382.336323 50.487066 22.2183464 1982-1999 –> 2000-2009 8.1494747 3.7182469 12106.669622 80.802916 8 13
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1611 4.5408206 9461.053087 52.471825 21.5009393 1982-1999 –> 2000-2009 8.2221099 3.6812893 12175.477056 88.467961 10 13
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1611 4.4075115 9365.045561 52.107775 22.5545799 1982-1999 –> 2000-2009 8.2472981 3.8397866 12121.286054 100.269570 7 15
N_Pacific (-Inf,26] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1611 4.7286314 9589.634531 35.149198 19.8055712 1982-1999 –> 2000-2009 8.4287945 3.7001631 12307.131451 58.058296 12 16
N_Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1611 4.7713527 9618.613337 25.111751 19.1248644 1982-1999 –> 2000-2009 8.5457613 3.7744085 12355.818106 45.119344 14 20
N_Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1611 4.8271520 9656.074864 39.897048 18.8217107 1982-1999 –> 2000-2009 8.7950205 3.9678685 12442.865107 86.593049 15 24
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3132 3.6307948 16979.355727 51.029624 13.4355928 2000-2009 –> 2010-2019 7.1542752 3.5234804 25623.121135 81.834503 1 2
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3132 3.9652358 17531.300112 403.709914 14.2746529 2000-2009 –> 2010-2019 8.3431028 4.3778671 26874.601661 679.402547 2 8
N_Pacific (-Inf,26] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3132 4.3484134 18109.127273 54.480888 20.3888453 2000-2009 –> 2010-2019 8.3566811 4.0082677 27168.240440 96.524948 7 9
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3132 4.0093788 17600.648787 65.016323 13.1715614 2000-2009 –> 2010-2019 8.4168903 4.4075115 26965.694348 117.124098 3 10
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3132 4.0188240 17615.388043 62.586278 13.1922374 2000-2009 –> 2010-2019 8.4500518 4.4312279 26997.724366 113.073344 4 12
N_Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3132 4.4166460 18206.655022 31.113995 21.4541688 2000-2009 –> 2010-2019 8.5181693 4.1015232 27339.871823 56.888382 8 11
N_Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3132 4.4197062 18210.993691 61.554961 21.5525444 2000-2009 –> 2010-2019 8.5512968 4.1315906 27367.744093 114.058688 9 13
N_Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 3132 4.0573973 17673.224276 45.049248 13.2165195 2000-2009 –> 2010-2019 8.5966856 4.5392883 27131.189914 69.485800 5 14
N_Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + silicate 3132 4.4201722 18209.654075 27.077453 21.5796240 2000-2009 –> 2010-2019 8.6082714 4.1880992 27408.173781 48.503548 10 15
N_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3132 4.1172456 17766.946079 67.338181 13.3633544 2000-2009 –> 2010-2019 8.6580662 4.5408206 27227.999167 119.810006 6 16
N_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1190 1.7352868 4702.864773 59.574252 7.0532431 1982-1999 –> 2000-2009 3.4082048 1.6729180 7033.207251 83.299706 1 4
N_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1190 1.7628459 4740.365947 57.566622 7.2249718 1982-1999 –> 2000-2009 3.4332026 1.6703567 7068.872853 81.622470 2 4
N_Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1190 1.8502705 4855.563450 23.543214 5.7949323 1982-1999 –> 2000-2009 3.5247898 1.6745194 7187.052170 36.338340 3 7
N_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1190 1.8593093 4867.161787 58.730274 7.4299545 1982-1999 –> 2000-2009 3.5281991 1.6688898 7194.616190 122.010713 4 5
N_Pacific (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1190 1.8755819 4885.900868 15.228409 6.0200624 1982-1999 –> 2000-2009 3.5546575 1.6790756 7218.644816 24.412431 5 11
N_Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1190 1.9081197 4928.835339 18.325515 5.8603313 1982-1999 –> 2000-2009 3.5833731 1.6752533 7260.849053 27.952320 6 11
N_Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1190 1.9371865 4962.816990 13.970379 6.1079852 1982-1999 –> 2000-2009 3.6172538 1.6800673 7296.268293 22.409080 7 14
N_Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1190 2.0588120 5109.740965 50.350461 6.1121866 1982-1999 –> 2000-2009 3.7410035 1.6821915 7446.706034 118.126006 8 16
N_Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 1190 2.1017076 5156.819133 39.384142 6.4387629 1982-1999 –> 2000-2009 3.7894579 1.6877502 7495.736397 88.925059 9 18
N_Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1190 2.5228490 5593.499118 207.628221 7.2103207 1982-1999 –> 2000-2009 4.2704178 1.7475688 7976.141720 438.252817 10 20
N_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1820 1.6805698 7068.580112 26.294438 7.3227779 2000-2009 –> 2010-2019 3.4158567 1.7352868 11771.444885 85.868690 3 4
N_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1820 1.6852956 7078.801405 25.578877 7.0115617 2000-2009 –> 2010-2019 3.4481415 1.7628459 11819.167352 83.145499 6 8
N_Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1820 1.6657126 7036.257160 11.543463 6.9004586 2000-2009 –> 2010-2019 3.5159830 1.8502705 11891.820610 35.086676 1 4
N_Pacific (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1820 1.6815825 7068.772883 6.859768 7.1798165 2000-2009 –> 2010-2019 3.5571645 1.8755819 11954.673751 22.088177 4 9
N_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1820 1.6981071 7106.367826 48.615748 6.3612438 2000-2009 –> 2010-2019 3.5574164 1.8593093 11973.529613 107.346022 8 12
N_Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1820 1.6700395 7045.700342 11.130498 6.7189199 2000-2009 –> 2010-2019 3.5781592 1.9081197 11974.535681 29.456013 2 8
N_Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1820 1.6853493 7076.917379 7.091064 6.9778355 2000-2009 –> 2010-2019 3.6225358 1.9371865 12039.734368 21.061443 7 14
N_Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1820 1.6849664 7078.090330 42.649162 6.3141780 2000-2009 –> 2010-2019 3.7437784 2.0588120 12187.831294 92.999623 5 13
N_Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 1820 1.6995856 7107.535632 33.794367 6.5494580 2000-2009 –> 2010-2019 3.8012932 2.1017076 12264.354765 73.178509 9 18
N_Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1820 1.7983338 7315.108777 228.799672 7.2868421 2000-2009 –> 2010-2019 4.3211828 2.5228490 12908.607895 436.427893 10 20
N_Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1053 1.2307198 3439.488424 108.351704 5.8403403 1982-1999 –> 2000-2009 2.3398640 1.1091442 5204.394796 222.168365 1 5
N_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1053 1.2805975 3523.154698 58.999107 6.8300575 1982-1999 –> 2000-2009 2.3652135 1.0846160 5262.343959 126.760714 5 6
N_Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1053 1.2797209 3521.712689 390.329980 15.6479734 1982-1999 –> 2000-2009 2.3798782 1.1001573 5277.263129 872.358145 4 6
N_Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1053 1.2410771 3457.137673 14.735950 4.8584550 1982-1999 –> 2000-2009 2.3842472 1.1431701 5256.792941 32.911686 2 10
N_Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1053 1.2466569 3466.584893 17.586433 4.8726766 1982-1999 –> 2000-2009 2.4042145 1.1575576 5280.623330 39.436279 3 12
N_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1053 1.2978155 3551.281832 29.146053 6.9982176 1982-1999 –> 2000-2009 2.4147344 1.1169189 5324.221135 77.627927 6 11
N_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1053 1.3064613 3565.265125 30.008918 7.0557719 1982-1999 –> 2000-2009 2.4388603 1.1323990 5354.033565 78.427972 7 14
N_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 1053 1.3249500 3592.859724 54.242248 7.3600404 1982-1999 –> 2000-2009 2.4453570 1.1204070 5367.384836 118.752677 8 14
N_Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1053 1.3780351 3675.591593 195.870568 18.0332370 1982-1999 –> 2000-2009 2.4832675 1.1052324 5434.434910 478.654688 11 14
N_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1053 1.3391319 3615.281966 7.406916 7.4822287 1982-1999 –> 2000-2009 2.4993239 1.1601920 5429.934624 18.891522 9 19
N_Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1666 1.2735164 5547.520378 384.886335 6.3758168 2000-2009 –> 2010-2019 2.5532373 1.2797209 9069.233067 775.216315 1 5
N_Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1666 1.3422761 5722.733130 96.697672 5.6801647 2000-2009 –> 2010-2019 2.5729958 1.2307198 9162.221553 205.049376 3 4
N_Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1666 1.3669753 5783.487979 7.736600 5.8990813 2000-2009 –> 2010-2019 2.6080524 1.2410771 9240.625652 22.472550 7 9
N_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1666 1.3287770 5689.054059 85.080602 7.0340626 2000-2009 –> 2010-2019 2.6093745 1.2805975 9212.208757 144.079709 2 7
N_Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1666 1.3739262 5800.387916 8.538672 5.9650378 2000-2009 –> 2010-2019 2.6205831 1.2466569 9266.972809 26.125106 8 11
N_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1666 1.3448042 5729.003058 22.338830 7.3095318 2000-2009 –> 2010-2019 2.6426197 1.2978155 9280.284890 51.484883 4 10
N_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1666 1.3508533 5743.957024 22.850863 7.4062160 2000-2009 –> 2010-2019 2.6573146 1.3064613 9309.222148 52.859781 5 12
N_Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1666 1.3589971 5761.984080 291.633333 6.3512172 2000-2009 –> 2010-2019 2.7370321 1.3780351 9437.575674 487.503901 6 17
N_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 1666 1.4343038 5941.687456 70.514442 5.9863606 2000-2009 –> 2010-2019 2.7592538 1.3249500 9534.547180 124.756690 9 17
N_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1666 1.4636088 6009.079244 5.660565 6.2482945 2000-2009 –> 2010-2019 2.8027407 1.3391319 9624.361210 13.067481 10 19
N_Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1429 1.3870633 5004.431901 216.576880 9.5504882 1982-1999 –> 2000-2009 2.8527276 1.4656642 7576.202754 450.701022 11 12
N_Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1429 1.1802532 4542.979736 46.683059 6.2107136 1982-1999 –> 2000-2009 2.8705073 1.6902541 7317.200486 105.379955 3 7
N_Pacific (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1429 1.2984877 4815.836815 444.856247 7.7845652 1982-1999 –> 2000-2009 2.8808277 1.5823400 7496.374278 854.561281 7 9
N_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1429 1.1886376 4563.211056 45.321039 6.4914779 1982-1999 –> 2000-2009 2.9954778 1.8068402 7432.146757 116.188332 5 12
N_Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1429 1.1874166 4560.273528 24.838096 6.8894472 1982-1999 –> 2000-2009 3.0702668 1.8828502 7487.723357 66.361899 4 13
N_Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1429 1.1963474 4581.688676 30.173223 7.2493610 1982-1999 –> 2000-2009 3.1239076 1.9275603 7542.463633 82.568068 6 16
N_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1429 1.1765809 4534.073324 70.366971 7.2782039 1982-1999 –> 2000-2009 3.1244047 1.9478238 7509.698161 187.382170 1 12
N_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1429 1.1797562 4541.775921 74.076253 7.6011177 1982-1999 –> 2000-2009 3.1640710 1.9843149 7543.757300 196.147482 2 14
N_Pacific (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 1429 1.3463017 4917.185121 27.548601 5.9291962 1982-1999 –> 2000-2009 3.1987463 1.8524445 7819.516551 60.197971 10 18
N_Pacific (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1429 1.5633626 5344.392318 121.328039 7.7372963 1982-1999 –> 2000-2009 3.2042357 1.6408731 8074.509451 257.585629 12 15
N_Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1878 1.2014604 6032.901275 51.267852 6.6797046 2000-2009 –> 2010-2019 2.3817136 1.1802532 10575.881011 97.950911 1 4
N_Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1878 1.2551404 6193.782224 19.027427 6.9763401 2000-2009 –> 2010-2019 2.4425570 1.1874166 10754.055752 43.865523 2 6
N_Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1878 1.2695060 6236.504283 23.165373 7.0190169 2000-2009 –> 2010-2019 2.4658534 1.1963474 10818.192958 53.338596 3 9
N_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1878 1.3290584 6408.598472 60.386361 5.3200272 2000-2009 –> 2010-2019 2.5056393 1.1765809 10942.671795 130.753332 6 7
N_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1878 1.3320827 6417.131027 62.970354 5.4446021 2000-2009 –> 2010-2019 2.5118389 1.1797562 10958.906949 137.046607 7 9
N_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1878 1.3259652 6403.253435 49.972834 5.7075440 2000-2009 –> 2010-2019 2.5146029 1.1886376 10966.464490 95.293873 5 10
N_Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1878 1.2795334 6266.039352 217.707217 7.3293053 2000-2009 –> 2010-2019 2.6665967 1.3870633 11270.471253 434.284097 4 15
N_Pacific (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1878 1.3784616 6545.609514 687.087583 7.6407388 2000-2009 –> 2010-2019 2.6769494 1.2984877 11361.446329 1131.943830 8 15
N_Pacific (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1878 1.5297347 6934.499370 12.156326 7.5626062 2000-2009 –> 2010-2019 2.8510820 1.3213473 11798.212805 26.582065 10 18
N_Pacific (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 1878 1.5096709 6888.598329 32.510815 7.3959920 2000-2009 –> 2010-2019 2.8559726 1.3463017 11805.783450 60.059415 9 19
N_Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1896 0.8148893 4618.381166 128.519937 3.0693349 1982-1999 –> 2000-2009 1.4355022 0.6206129 6269.387440 245.662887 2 3
N_Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1896 0.8104642 4597.733296 37.043635 3.5183432 1982-1999 –> 2000-2009 1.5159555 0.7054913 6471.528273 69.422038 1 3
N_Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1896 0.8986638 4987.453758 117.556156 3.2772222 1982-1999 –> 2000-2009 1.6908776 0.7922138 7060.746976 233.233308 5 8
N_Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1896 0.8559122 4804.627269 27.119921 4.8337397 1982-1999 –> 2000-2009 1.6926721 0.8367599 6974.999426 58.706830 3 8
N_Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1896 0.8665347 4851.399121 37.339836 5.0372540 1982-1999 –> 2000-2009 1.7313644 0.8648297 7079.117242 78.736169 4 10
N_Pacific (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1896 0.9338445 5135.070220 381.834556 3.2181714 1982-1999 –> 2000-2009 1.7704551 0.8366106 7305.132164 872.690116 6 10
N_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1896 0.9578416 5231.282695 44.682728 4.0765462 1982-1999 –> 2000-2009 1.9312787 0.9734371 7664.607240 120.273586 7 16
N_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1896 1.0083014 5425.963843 247.370198 3.9727815 1982-1999 –> 2000-2009 1.9481180 0.9398166 7798.200445 617.573411 10 17
N_Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1896 1.0140615 5445.564880 33.167108 3.4040021 1982-1999 –> 2000-2009 1.9716338 0.9575723 7848.330691 65.338412 11 19
N_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1896 0.9845572 5335.598964 71.432103 4.6158221 1982-1999 –> 2000-2009 2.0419275 1.0573703 7912.668406 193.546694 8 19
N_Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2626 0.8286410 6479.055729 32.656671 4.1265202 2000-2009 –> 2010-2019 1.6391052 0.8104642 11076.789026 69.700305 1 2
N_Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2626 0.8288578 6480.429944 124.771887 3.9136774 2000-2009 –> 2010-2019 1.6437471 0.8148893 11098.811110 253.291824 2 4
N_Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2626 0.8727584 6751.486448 19.632678 4.2197994 2000-2009 –> 2010-2019 1.7286706 0.8559122 11556.113716 46.752599 3 6
N_Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2626 0.8819379 6806.437609 29.406141 4.2343928 2000-2009 –> 2010-2019 1.7484727 0.8665347 11657.836730 66.745978 4 8
N_Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2626 0.9568061 7232.365419 124.417371 3.6544438 2000-2009 –> 2010-2019 1.8554698 0.8986638 12219.819176 241.973527 5 10
N_Pacific (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2626 0.9968648 7449.773470 372.286710 3.2998575 2000-2009 –> 2010-2019 1.9307094 0.9338445 12584.843690 754.121265 7 13
N_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2626 1.0195167 7567.779706 30.677339 3.6231514 2000-2009 –> 2010-2019 1.9773584 0.9578416 12799.062401 75.360067 8 15
N_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2626 0.9843321 7383.325648 305.859398 6.3254496 2000-2009 –> 2010-2019 1.9926334 1.0083014 12809.289491 553.229596 6 16
N_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2626 1.0440514 7692.672435 44.794923 3.8864567 2000-2009 –> 2010-2019 2.0286087 0.9845572 13028.271399 116.227026 9 17
N_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2626 1.0487419 7716.214233 51.396611 3.9320592 2000-2009 –> 2010-2019 2.0390539 0.9903120 13073.913259 129.333526 10 19
N_Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2340 0.4592953 3013.302683 117.384887 2.5710548 1982-1999 –> 2000-2009 0.8683348 0.4090395 4133.992005 246.287601 1 2
N_Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2340 0.5021907 3429.163521 117.013357 2.5878239 1982-1999 –> 2000-2009 0.9719131 0.4697224 4839.452980 214.664497 2 4
N_Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2340 0.5235462 3626.064264 21.916819 2.7091943 1982-1999 –> 2000-2009 1.0273138 0.5037676 5185.856882 37.412140 3 6
N_Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2340 0.5671719 4000.638037 8.808889 2.7846998 1982-1999 –> 2000-2009 1.1307232 0.5635513 5796.828975 22.795354 4 11
N_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2340 0.5793184 4099.806483 869.640994 2.4835257 1982-1999 –> 2000-2009 1.1361927 0.5568742 5870.872212 1334.034862 6 12
N_Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2340 0.5979729 4248.130429 656.063430 2.4089619 1982-1999 –> 2000-2009 1.1377037 0.5397308 5953.281420 1189.216696 8 12
N_Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2340 0.5816110 4116.290412 17.222739 2.7242697 1982-1999 –> 2000-2009 1.1482570 0.5666460 5922.025433 31.773557 7 15
N_Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2340 0.5752748 4067.025756 9.058148 2.8012714 1982-1999 –> 2000-2009 1.1521692 0.5768944 5912.545583 24.335312 5 14
N_Pacific (27.25,27.5] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2340 0.6177860 4398.682803 320.097645 2.5752269 1982-1999 –> 2000-2009 1.1707860 0.5530000 6153.031702 588.529733 9 14
N_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2340 0.6286188 4482.034634 51.848981 2.6043031 1982-1999 –> 2000-2009 1.2164798 0.5878610 6367.251049 88.612854 11 21
N_Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3418 0.4476499 4219.471028 314.168077 1.9232993 2000-2009 –> 2010-2019 0.9069452 0.4592953 7232.773710 431.552964 1 2
N_Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3418 0.4931124 4880.687472 22.624315 2.0637658 2000-2009 –> 2010-2019 1.0166586 0.5235462 8506.751737 44.541134 2 5
N_Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3418 0.5229824 5280.717742 290.923466 1.9800378 2000-2009 –> 2010-2019 1.0251731 0.5021907 8709.881263 407.936823 3 5
N_Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3418 0.5239349 5295.157168 18.223056 2.1359191 2000-2009 –> 2010-2019 1.0911069 0.5671719 9295.795206 27.031945 4 8
N_Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3418 0.5297100 5370.093934 17.492935 2.1474529 2000-2009 –> 2010-2019 1.1049848 0.5752748 9437.119690 26.551083 5 10
N_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3418 0.5892100 6097.806616 883.740480 1.9571829 2000-2009 –> 2010-2019 1.1685284 0.5793184 10197.613099 1753.381474 6 12
N_Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3418 0.5938778 6149.749413 22.295558 1.9659403 2000-2009 –> 2010-2019 1.1754888 0.5816110 10266.039826 39.518296 7 14
N_Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3418 0.6047054 6275.261352 653.956932 2.5784184 2000-2009 –> 2010-2019 1.2026784 0.5979729 10523.391782 1310.020361 8 16
N_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3418 0.6242765 6493.001393 71.504187 2.7259216 2000-2009 –> 2010-2019 1.2528953 0.6286188 10975.036027 123.353167 9 20
N_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3418 0.6280214 6533.886065 529.550846 2.2713130 2000-2009 –> 2010-2019 1.2534989 0.6254775 10992.475442 1158.819725 10 20
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2464 0.4096096 2608.039452 881.599821 1.3700178 1982-1999 –> 2000-2009 0.7476539 0.3380443 3285.409888 1517.715592 2 3
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2464 0.4087240 2597.372424 93.391250 1.3682834 1982-1999 –> 2000-2009 0.7505529 0.3418289 3296.831868 141.558572 1 4
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2464 0.4097337 2609.531677 89.822101 1.3520634 1982-1999 –> 2000-2009 0.7509780 0.3412443 3305.595178 140.053821 3 5
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2464 0.4121499 2638.506707 32.317459 1.4065497 1982-1999 –> 2000-2009 0.7596950 0.3475451 3370.868659 58.389141 7 12
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2464 0.4118996 2635.513244 38.580599 1.4094115 1982-1999 –> 2000-2009 0.7597959 0.3478963 3369.879259 69.484917 6 12
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2464 0.4115312 2631.104136 20.424604 1.4266241 1982-1999 –> 2000-2009 0.7602880 0.3487567 3370.370952 35.037230 5 12
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2464 0.4150806 2673.424734 31.890681 1.2967075 1982-1999 –> 2000-2009 0.7609957 0.3459150 3396.459655 62.043586 9 13
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2464 0.4121887 2638.971174 20.755644 1.4302324 1982-1999 –> 2000-2009 0.7616249 0.3494362 3382.099406 35.628871 8 16
N_Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2464 0.4110628 2623.491619 64.933658 1.3444019 1982-1999 –> 2000-2009 0.7707197 0.3596568 3421.817486 97.511827 4 14
N_Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2464 0.4166791 2690.366126 19.205035 1.3063028 1982-1999 –> 2000-2009 0.7724949 0.3558158 3467.389312 33.777646 10 19
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3532 0.4370893 4191.089242 100.887059 1.7842971 2000-2009 –> 2010-2019 0.8458132 0.4087240 6788.461666 194.278309 3 4
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3532 0.4369974 4189.604401 990.203155 1.7697404 2000-2009 –> 2010-2019 0.8466070 0.4096096 6797.643853 1871.802977 2 4
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3532 0.4369930 4189.532729 112.881600 1.7921868 2000-2009 –> 2010-2019 0.8467267 0.4097337 6799.064405 202.703701 1 4
N_Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 3532 0.4370909 4189.115225 75.635506 1.7828179 2000-2009 –> 2010-2019 0.8481537 0.4110628 6812.606844 140.569164 4 8
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3532 0.4409785 4253.666680 42.493695 1.7999907 2000-2009 –> 2010-2019 0.8528781 0.4118996 6889.179923 81.074294 6 12
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3532 0.4409467 4253.157159 42.732622 1.8030003 2000-2009 –> 2010-2019 0.8530966 0.4121499 6891.663865 75.050081 5 12
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3532 0.4432006 4289.173043 26.703087 1.8042710 2000-2009 –> 2010-2019 0.8547318 0.4115312 6920.277179 47.127690 9 14
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3532 0.4437783 4298.375526 27.108871 1.8135447 2000-2009 –> 2010-2019 0.8559671 0.4121887 6937.346700 47.864516 10 18
N_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3532 0.4410233 4254.384060 42.484625 1.7875937 2000-2009 –> 2010-2019 0.8561039 0.4150806 6927.808795 74.375306 7 16
N_Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3532 0.4410242 4252.398625 26.413145 1.7890711 2000-2009 –> 2010-2019 0.8577033 0.4166791 6942.764751 45.618179 8 18
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 942 0.2310041 -73.382391 324.381482 0.8917914 1982-1999 –> 2000-2009 0.4304026 0.1993985 -200.258621 721.544061 2 3
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 942 0.2313128 -70.866270 23.810301 0.8909762 1982-1999 –> 2000-2009 0.4312071 0.1998943 -195.934712 51.633337 3 5
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 942 0.2313274 -70.747217 28.995673 0.8911761 1982-1999 –> 2000-2009 0.4312781 0.1999507 -195.610237 62.377551 4 7
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 942 0.2304182 -78.166456 150.459649 0.9033750 1982-1999 –> 2000-2009 0.4336301 0.2032119 -191.251726 421.210139 1 5
N_Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 942 0.2326164 -62.278502 149.949638 0.8302146 1982-1999 –> 2000-2009 0.4360045 0.2033881 -176.732791 415.353620 5 10
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 942 0.2327302 -59.357516 7.406621 0.9300080 1982-1999 –> 2000-2009 0.4426589 0.2099287 -148.768990 19.769945 6 12
N_Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 942 0.2327961 -60.823667 6.939774 0.9407550 1982-1999 –> 2000-2009 0.4440074 0.2112113 -147.800954 19.303092 7 14
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 942 0.2344718 -45.311320 7.978748 0.9251215 1982-1999 –> 2000-2009 0.4502144 0.2157427 -114.835091 16.971635 8 16
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 942 0.2346460 -43.911736 8.168222 0.9238927 1982-1999 –> 2000-2009 0.4507408 0.2160948 -112.248119 17.634795 9 18
N_Pacific (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 942 0.2364047 -31.843291 7.325520 0.8901733 1982-1999 –> 2000-2009 0.4533610 0.2169563 -99.283248 15.795619 12 22
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1220 0.2434211 28.581649 170.268834 1.0022694 2000-2009 –> 2010-2019 0.4738393 0.2304182 -49.584807 320.728483 1 2
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1220 0.2445407 39.778726 502.456308 1.0232819 2000-2009 –> 2010-2019 0.4755448 0.2310041 -33.603665 826.837790 6 8
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1220 0.2448681 43.043609 40.825071 1.0225130 2000-2009 –> 2010-2019 0.4761810 0.2313128 -27.822661 64.635372 7 10
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1220 0.2448717 43.078594 49.497180 1.0229347 2000-2009 –> 2010-2019 0.4761991 0.2313274 -27.668623 78.492853 8 12
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1220 0.2441623 36.000257 10.334788 1.0709042 2000-2009 –> 2010-2019 0.4768925 0.2327302 -23.357259 17.741409 4 10
N_Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1220 0.2449179 41.539291 9.896204 1.0346352 2000-2009 –> 2010-2019 0.4777140 0.2327961 -19.284377 16.835978 11 18
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1220 0.2438695 33.072272 11.011590 1.0543544 2000-2009 –> 2010-2019 0.4783413 0.2344718 -12.239049 18.990337 3 11
N_Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1220 0.2438277 32.654271 11.243939 1.0524939 2000-2009 –> 2010-2019 0.4784737 0.2346460 -11.257466 19.412161 2 11
N_Pacific (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1220 0.2448782 41.143590 10.059923 1.0195498 2000-2009 –> 2010-2019 0.4804061 0.2355279 2.299310 16.929535 9 19
N_Pacific (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1220 0.2442574 34.950619 10.222236 1.0821598 2000-2009 –> 2010-2019 0.4806622 0.2364047 3.107327 17.547756 5 17
N_Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1208 0.1975412 -476.132837 96.165850 0.8970515 1982-1999 –> 2000-2009 0.3789713 0.1814301 -701.704231 210.464059 1 2
N_Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1208 0.1984449 -465.105042 14.324526 0.8968712 1982-1999 –> 2000-2009 0.3804965 0.1820516 -687.831143 35.211847 2 4
N_Pacific (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1208 0.1986713 -462.350243 14.519706 0.8970245 1982-1999 –> 2000-2009 0.3809285 0.1822572 -684.137271 35.743412 3 6
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1208 0.2030582 -409.583432 361.920139 0.8375034 1982-1999 –> 2000-2009 0.3951565 0.1920983 -587.616795 669.211490 4 8
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1208 0.2030879 -409.229210 14.768286 0.8349120 1982-1999 –> 2000-2009 0.3953225 0.1922345 -586.672980 31.586402 5 10
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1208 0.2030948 -409.147656 20.035141 0.8344103 1982-1999 –> 2000-2009 0.3953622 0.1922674 -586.448985 39.428893 6 12
N_Pacific (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1208 0.2068373 -367.031975 432.650443 0.8711801 1982-1999 –> 2000-2009 0.4028503 0.1960130 -530.280930 963.623534 7 14
N_Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 1208 0.2072677 -362.010723 50.292705 0.8722724 1982-1999 –> 2000-2009 0.4039048 0.1966372 -522.614525 103.655604 8 16
N_Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1208 0.2080216 -353.238178 7.494592 0.8722421 1982-1999 –> 2000-2009 0.4055849 0.1975633 -509.932539 17.346047 9 18
N_Pacific (27.85,27.95] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1208 0.2081767 -351.437740 7.517147 0.8724793 1982-1999 –> 2000-2009 0.4059584 0.1977817 -507.212823 17.393182 10 20
N_Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1623 0.1771979 -997.289065 141.361239 0.9115704 2000-2009 –> 2010-2019 0.3747391 0.1975412 -1473.421902 237.527089 1 2
N_Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1623 0.1776643 -988.757399 26.660846 0.9036075 2000-2009 –> 2010-2019 0.3761092 0.1984449 -1453.862441 40.985372 2 4
N_Pacific (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1623 0.1777849 -986.554535 27.708595 0.9018707 2000-2009 –> 2010-2019 0.3764562 0.1986713 -1448.904779 42.228301 3 6
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1623 0.1898832 -772.855840 859.406974 0.9361536 2000-2009 –> 2010-2019 0.3929413 0.2030582 -1182.439272 1221.327112 7 11
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1623 0.1900434 -770.117831 59.399741 0.9363583 2000-2009 –> 2010-2019 0.3931313 0.2030879 -1179.347041 74.168027 8 13
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1623 0.1900641 -769.764079 70.396963 0.9366165 2000-2009 –> 2010-2019 0.3931589 0.2030948 -1178.911735 90.432104 9 15
N_Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1623 0.1795466 -954.547663 157.974172 1.0309792 2000-2009 –> 2010-2019 0.3936211 0.2140744 -1236.490520 318.323583 4 15
N_Pacific (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1623 0.1925179 -730.125807 570.183023 0.8394732 2000-2009 –> 2010-2019 0.3993552 0.2068373 -1097.157782 1002.833466 14 21
N_Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 1623 0.1926098 -728.575832 51.709071 0.8390435 2000-2009 –> 2010-2019 0.3998775 0.2072677 -1090.586555 102.001776 15 23
N_Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1623 0.1931881 -718.844516 11.936788 0.8312952 2000-2009 –> 2010-2019 0.4012097 0.2080216 -1072.082694 19.431380 16 25
N_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1268 0.2268945 -149.145387 22.348263 1.4710016 1982-1999 –> 2000-2009 0.4133763 0.1864818 -349.783393 34.612624 1 2
N_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1268 0.2269554 -148.464118 18.945270 1.4708390 1982-1999 –> 2000-2009 0.4134670 0.1865116 -348.970685 30.092447 2 4
N_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1268 0.2272232 -145.473255 389.295578 1.4697242 1982-1999 –> 2000-2009 0.4138841 0.1866608 -345.320672 625.646599 3 6
N_Pacific (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1268 0.2313354 -99.988344 61.742072 1.3288587 1982-1999 –> 2000-2009 0.4208740 0.1895386 -287.228879 153.702225 4 8
N_Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1268 0.2318056 -94.838904 69.582527 1.3229991 1982-1999 –> 2000-2009 0.4217911 0.1899855 -280.139071 173.336431 5 10
N_Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1268 0.2327712 -84.296892 109.347154 1.3119807 1982-1999 –> 2000-2009 0.4239920 0.1912207 -264.256879 253.528786 6 12
N_Pacific (27.95,28.05] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1268 0.2387549 -21.929332 11.228029 1.2297426 1982-1999 –> 2000-2009 0.4322361 0.1934812 -194.205855 21.754280 7 14
N_Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1268 0.2390334 -18.973817 9.635060 1.2266588 1982-1999 –> 2000-2009 0.4327797 0.1937463 -190.121974 19.295632 8 16
N_Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 1268 0.2400797 -7.897233 85.298287 1.2192123 1982-1999 –> 2000-2009 0.4350908 0.1950111 -173.683598 212.513315 9 18
N_Pacific (27.95,28.05] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1268 0.2413065 5.029444 870.639992 1.2441261 1982-1999 –> 2000-2009 0.4378597 0.1965531 -154.267043 1865.541215 10 20
N_Pacific (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2165 0.1536327 -1952.911927 82.864624 0.9896485 2000-2009 –> 2010-2019 0.3849681 0.2313354 -2052.900271 144.606696 1 5
N_Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2165 0.1539144 -1944.978492 91.918668 0.9907738 2000-2009 –> 2010-2019 0.3857201 0.2318056 -2039.817396 161.501195 2 7
N_Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2165 0.1544365 -1930.315380 127.292333 0.9923748 2000-2009 –> 2010-2019 0.3872078 0.2327712 -2014.612272 236.639487 3 9
N_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2165 0.1607549 -1756.692170 57.183360 1.1093995 2000-2009 –> 2010-2019 0.3876494 0.2268945 -1905.837556 79.531624 4 5
N_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2165 0.1607897 -1755.756425 48.710657 1.1095467 2000-2009 –> 2010-2019 0.3877451 0.2269554 -1904.220544 67.655928 5 7
N_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2165 0.1609782 -1750.681192 708.300257 1.1101396 2000-2009 –> 2010-2019 0.3882015 0.2272232 -1896.154447 1097.595835 6 9
N_Pacific (27.95,28.05] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 2165 0.1705181 -1503.393590 17.892245 0.9305518 2000-2009 –> 2010-2019 0.4092730 0.2387549 -1525.322922 29.120274 7 14
N_Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2165 0.1706608 -1499.770978 15.645180 0.9293135 2000-2009 –> 2010-2019 0.4096942 0.2390334 -1518.744794 25.280240 8 16
N_Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 2165 0.1714425 -1479.981825 109.109827 0.9215113 2000-2009 –> 2010-2019 0.4115222 0.2400797 -1487.879058 194.408114 9 18
N_Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2165 0.1808505 -1246.662740 353.774976 0.9673093 2000-2009 –> 2010-2019 0.4490670 0.2682166 -971.510690 584.064510 10 22
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 851 0.2245221 -113.381820 4.720224 1.5461132 1982-1999 –> 2000-2009 0.3210961 0.0965740 -668.856318 11.238731 3 4
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 851 0.2427562 19.516062 131.405618 1.5798332 1982-1999 –> 2000-2009 0.3484088 0.1056526 -480.253522 287.306681 9 13
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 851 0.2428833 20.407016 6.248193 1.5811240 1982-1999 –> 2000-2009 0.3485351 0.1056518 -479.367363 16.743840 11 14
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 851 0.2429028 20.543621 6.247308 1.5812760 1982-1999 –> 2000-2009 0.3485545 0.1056517 -479.231035 16.743290 12 14
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 851 0.2190812 -155.135144 236.820946 1.7562771 1982-1999 –> 2000-2009 0.3580280 0.1389468 -485.065038 439.281519 1 6
N_Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 851 0.2267260 -96.756888 119.759529 0.9768365 1982-1999 –> 2000-2009 0.3704428 0.1437168 -405.759649 253.590553 4 14
N_Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 851 0.2274705 -91.176981 111.709093 0.9775824 1982-1999 –> 2000-2009 0.3716594 0.1441888 -398.146575 238.933477 5 16
N_Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 851 0.2294548 -76.394228 258.815444 0.9561936 1982-1999 –> 2000-2009 0.3782675 0.1488127 -363.793955 461.051115 6 19
N_Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 851 0.2533060 89.920027 3.746153 1.4101936 1982-1999 –> 2000-2009 0.4016484 0.1483424 -201.442022 9.364662 14 26
N_Pacific (28.05,28.1] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 851 0.2419260 11.685088 234.456156 1.5790822 1982-1999 –> 2000-2009 0.4066406 0.1647146 -214.768289 435.578924 8 26
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1214 0.0920505 -2332.610742 18.399980 0.5083677 2000-2009 –> 2010-2019 0.3165727 0.2245221 -2445.992562 23.120204 1 4
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1214 0.1012766 -2100.695226 486.807012 0.3955274 2000-2009 –> 2010-2019 0.3440328 0.2427562 -2081.179163 618.212631 4 13
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1214 0.1012455 -2101.438924 25.536864 0.3951931 2000-2009 –> 2010-2019 0.3441289 0.2428833 -2081.031908 31.785057 3 14
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1214 0.1012397 -2101.579696 25.538193 0.3951227 2000-2009 –> 2010-2019 0.3441425 0.2429028 -2081.036075 31.785501 2 14
N_Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1214 0.1290152 -1512.936273 551.486371 0.4783456 2000-2009 –> 2010-2019 0.3480964 0.2190812 -1668.071418 788.307317 14 15
N_Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1214 0.1342920 -1415.607187 188.251631 0.6506938 2000-2009 –> 2010-2019 0.3610180 0.2267260 -1512.364075 308.011160 15 19
N_Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1214 0.1344237 -1413.227692 178.613012 0.6498796 2000-2009 –> 2010-2019 0.3618942 0.2274705 -1504.404673 290.322105 16 21
N_Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1214 0.1371599 -1364.300552 473.804107 0.6579048 2000-2009 –> 2010-2019 0.3666148 0.2294548 -1440.694780 732.619551 18 24
N_Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1214 0.1349438 -1405.850941 10.240699 0.6390457 2000-2009 –> 2010-2019 0.3882498 0.2533060 -1315.930914 13.986853 17 31
N_Pacific (28.05,28.1] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 1214 0.1476434 -1187.472800 468.715928 0.6405972 2000-2009 –> 2010-2019 0.3895694 0.2419260 -1175.787713 703.172084 22 30
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1792 0.1380764 -1996.658874 240.908691 0.7897152 1982-1999 –> 2000-2009 0.2618629 0.1237866 -2860.696893 539.792765 1 3
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1792 0.1551570 -1578.656201 7.600425 0.8304798 1982-1999 –> 2000-2009 0.2726456 0.1174886 -2511.098912 22.333038 2 3
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1792 0.1942861 -772.634874 151.318272 0.8885847 1982-1999 –> 2000-2009 0.3291248 0.1348387 -1524.640664 385.841893 8 11
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1792 0.1945355 -768.035853 7.955698 0.8936225 1982-1999 –> 2000-2009 0.3297607 0.1352252 -1516.292465 26.116723 9 13
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1792 0.1945789 -767.236902 8.934280 0.8944489 1982-1999 –> 2000-2009 0.3298856 0.1353067 -1514.704426 28.876784 10 15
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1792 0.1722271 -1204.570880 71.419198 0.6777228 1982-1999 –> 2000-2009 0.3324132 0.1601862 -1730.919631 167.309589 3 9
N_Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1792 0.1724050 -1200.870320 58.159177 0.7006448 1982-1999 –> 2000-2009 0.3338502 0.1614453 -1716.962659 242.819798 4 11
N_Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1792 0.1734693 -1178.812754 56.388499 0.7039970 1982-1999 –> 2000-2009 0.3354222 0.1619529 -1690.792557 243.675258 5 13
N_Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1792 0.1765533 -1115.654525 216.694326 0.7114091 1982-1999 –> 2000-2009 0.3422616 0.1657083 -1597.604304 459.708671 6 15
N_Pacific (28.1,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 1792 0.1832413 -984.398907 214.718925 0.9139286 1982-1999 –> 2000-2009 0.3546229 0.1713817 -1424.249065 432.655431 7 18
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2410 0.1325039 -2888.626337 715.813791 1.0431787 2000-2009 –> 2010-2019 0.2705803 0.1380764 -4885.285211 956.722482 1 2
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2410 0.1421984 -2548.281797 25.309043 1.1069623 2000-2009 –> 2010-2019 0.2973553 0.1551570 -4126.937998 32.909468 2 4
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2410 0.1480456 -2354.049224 131.238862 0.5822504 2000-2009 –> 2010-2019 0.3202726 0.1722271 -3558.620104 202.658060 3 6
N_Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2410 0.1515112 -2242.518108 136.177304 0.6897083 2000-2009 –> 2010-2019 0.3239162 0.1724050 -3443.388428 194.336481 4 8
N_Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2410 0.1518792 -2230.824159 133.411200 0.6897380 2000-2009 –> 2010-2019 0.3253485 0.1734693 -3409.636913 189.799699 5 10
N_Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2410 0.1532449 -2187.677105 727.331148 0.6686277 2000-2009 –> 2010-2019 0.3297982 0.1765533 -3303.331630 944.025473 6 12
N_Pacific (28.1,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2410 0.1549385 -2136.701861 695.249982 0.9246465 2000-2009 –> 2010-2019 0.3381797 0.1832413 -3121.100768 909.968907 7 14
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2410 0.1574702 -2056.579374 452.775477 0.8831191 2000-2009 –> 2010-2019 0.3517562 0.1942861 -2829.214248 604.093749 9 17
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2410 0.1576105 -2052.284437 24.756035 0.8807777 2000-2009 –> 2010-2019 0.3521461 0.1945355 -2820.320290 32.711733 10 19
N_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2410 0.1576267 -2051.790218 28.180800 0.8802776 2000-2009 –> 2010-2019 0.3522056 0.1945789 -2819.027120 37.115080 11 21
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6223 0.1487890 -6038.333288 768.815438 0.5688079 1982-1999 –> 2000-2009 0.3120973 0.1633083 -7696.122323 1583.487275 2 4
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6223 0.1487864 -6038.548769 658.244274 0.5704192 1982-1999 –> 2000-2009 0.3122131 0.1634267 -7693.255361 1434.040062 1 4
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6223 0.1490402 -6017.343182 7.722387 0.5644584 1982-1999 –> 2000-2009 0.3122924 0.1632522 -7676.592185 16.193557 3 4
N_Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 6223 0.1490523 -6018.326234 7.388132 0.5616157 1982-1999 –> 2000-2009 0.3124888 0.1634364 -7674.779789 14.838124 4 8
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6223 0.1573236 -5344.148388 11.214120 0.5680305 1982-1999 –> 2000-2009 0.3243169 0.1669933 -6907.059017 22.878442 5 10
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6223 0.1573404 -5342.823141 10.773587 0.5678156 1982-1999 –> 2000-2009 0.3243479 0.1670075 -6905.372302 22.439654 6 12
N_Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 6223 0.1573431 -5344.607759 10.746921 0.5703453 1982-1999 –> 2000-2009 0.3243548 0.1670117 -6909.049687 21.365510 7 14
N_Pacific (28.2,28.3] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 6223 0.1587366 -5234.863439 11.074135 0.5781740 1982-1999 –> 2000-2009 0.3273676 0.1686309 -6758.278947 22.153774 8 16
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6223 0.1717627 -4251.282075 194.568001 0.6500593 1982-1999 –> 2000-2009 0.3438535 0.1720909 -5686.338523 396.295924 11 20
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6223 0.1717758 -4250.332315 186.761798 0.6505709 1982-1999 –> 2000-2009 0.3438794 0.1721036 -5685.073733 379.708519 12 22
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 9743 0.1307724 -11976.876803 862.268623 0.5314141 2000-2009 –> 2010-2019 0.2795614 0.1487890 -18015.210091 1631.084061 1 3
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 9743 0.1310563 -11934.612666 717.171029 0.5196654 2000-2009 –> 2010-2019 0.2798428 0.1487864 -17973.161435 1375.415303 2 3
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 9743 0.1322158 -11762.971578 13.457565 0.5511378 2000-2009 –> 2010-2019 0.2812560 0.1490402 -17780.314759 21.179952 3 6
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 9743 0.1436056 -10152.739376 17.140110 0.5903323 2000-2009 –> 2010-2019 0.3009293 0.1573236 -15496.887764 28.354230 10 14
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 9743 0.1436202 -10150.763994 16.708567 0.5907460 2000-2009 –> 2010-2019 0.3009606 0.1573404 -15493.587135 27.482154 11 16
N_Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 9743 0.1437048 -10141.294440 16.661443 0.5939491 2000-2009 –> 2010-2019 0.3010479 0.1573431 -15485.902199 27.408364 12 18
N_Pacific (28.2,28.3] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 9743 0.1449833 -9968.698190 17.093258 0.6203775 2000-2009 –> 2010-2019 0.3037199 0.1587366 -15203.561628 28.167393 16 23
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 9743 0.1340516 -11494.279986 470.415036 0.5704084 2000-2009 –> 2010-2019 0.3058142 0.1717627 -15745.562062 664.983037 4 14
N_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 9743 0.1340519 -11494.237837 457.756409 0.5704071 2000-2009 –> 2010-2019 0.3058276 0.1717758 -15744.570152 644.518207 5 16
N_Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 9743 0.1341363 -11483.966614 354.967960 0.5652363 2000-2009 –> 2010-2019 0.3064729 0.1723366 -15695.733666 491.915185 7 19
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 565 0.0275547 -2441.088181 198.067552 0.1631068 1982-1999 –> 2000-2009 0.0612787 0.0337241 -3171.976997 324.065726 1 4
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 565 0.0276563 -2436.926470 546.563962 0.1671163 1982-1999 –> 2000-2009 0.0612891 0.0336328 -3168.839695 1282.937967 2 3
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 565 0.0276922 -2435.464236 669.300087 0.1646344 1982-1999 –> 2000-2009 0.0614052 0.0337131 -3166.476231 1563.102430 3 5
N_Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 565 0.0278505 -2431.019991 163.323932 0.1699453 1982-1999 –> 2000-2009 0.0615891 0.0337386 -3163.746113 288.953315 4 8
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 565 0.0288511 -2389.136804 226.146271 0.1789601 1982-1999 –> 2000-2009 0.0631935 0.0343424 -3113.157419 375.802414 5 10
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 565 0.0288628 -2388.678900 316.110786 0.1790077 1982-1999 –> 2000-2009 0.0632282 0.0343654 -3112.446716 698.072615 6 12
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 565 0.0288818 -2387.933195 225.542091 0.1792193 1982-1999 –> 2000-2009 0.0632697 0.0343879 -3111.454055 374.840034 7 14
N_Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 565 0.0299614 -2348.466242 220.506445 0.1769168 1982-1999 –> 2000-2009 0.0660852 0.0361238 -3055.370754 370.024945 8 16
N_Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 565 0.0310235 -2309.099807 153.722783 0.2064498 1982-1999 –> 2000-2009 0.0673056 0.0362821 -3014.352281 288.701192 9 18
N_Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 565 0.0493322 -1784.971078 75.524636 0.3748917 1982-1999 –> 2000-2009 0.1148015 0.0654693 -2267.105961 132.151275 10 27
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 482 0.0267668 -2108.395658 425.096505 0.1917747 2000-2009 –> 2010-2019 0.0544589 0.0276922 -4543.859895 1094.396591 1 4
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 482 0.0273874 -2086.298026 83.850241 0.1959582 2000-2009 –> 2010-2019 0.0549421 0.0275547 -4527.386208 281.917793 3 4
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 482 0.0273462 -2087.749668 246.407984 0.1890338 2000-2009 –> 2010-2019 0.0550026 0.0276563 -4524.676137 792.971947 2 4
N_Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 482 0.0274467 -2086.215659 71.230702 0.1934058 2000-2009 –> 2010-2019 0.0552972 0.0278505 -4517.235651 234.554634 4 8
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 482 0.0320377 -1935.115840 90.905489 0.1857787 2000-2009 –> 2010-2019 0.0608887 0.0288511 -4324.252644 317.051760 5 10
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 482 0.0320427 -1934.964593 200.417465 0.1859079 2000-2009 –> 2010-2019 0.0609055 0.0288628 -4323.643493 516.528250 6 12
N_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 482 0.0320454 -1934.884464 90.692050 0.1859507 2000-2009 –> 2010-2019 0.0609272 0.0288818 -4322.817659 316.234141 7 14
N_Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 482 0.0327521 -1915.856547 68.317572 0.1840873 2000-2009 –> 2010-2019 0.0637756 0.0310235 -4224.956355 222.040355 8 17
N_Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 482 0.0353192 -1843.112456 90.232909 0.1821986 2000-2009 –> 2010-2019 0.0652805 0.0299614 -4191.578698 310.739354 9 17
N_Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 482 0.0540488 -1432.968373 23.794894 0.3810852 2000-2009 –> 2010-2019 0.1033810 0.0493322 -3217.939451 99.319531 13 23
S_Atlantic (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 53 1.1076074 175.240916 214.646302 4.3375213 1982-1999 –> 2000-2009 3.4366730 2.3290656 954.610035 456.273682 1 10
S_Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 53 1.1444210 178.706765 174.330229 4.6781227 1982-1999 –> 2000-2009 3.4473246 2.3029035 954.257698 409.051644 2 6
S_Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 53 1.2029915 183.997486 173.631749 5.0582640 1982-1999 –> 2000-2009 3.4746215 2.2716301 954.926924 400.773866 4 6
S_Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 53 1.1668154 180.760966 166.057591 4.7917709 1982-1999 –> 2000-2009 3.4851300 2.3183146 958.566269 390.519047 3 10
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 53 1.2416385 187.349262 30.789685 3.3156935 1982-1999 –> 2000-2009 3.5744777 2.3328392 967.265580 67.827684 6 16
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 53 1.2606121 188.956809 317.470107 3.3972816 1982-1999 –> 2000-2009 3.5759646 2.3153525 966.329970 1046.273544 10 15
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 53 1.2431108 187.474883 18.592087 3.3221582 1982-1999 –> 2000-2009 3.5812612 2.3381504 968.159844 56.508769 8 20
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 53 1.2370203 186.954267 19.207784 3.2841788 1982-1999 –> 2000-2009 3.5867995 2.3497792 969.316109 57.495298 5 21
S_Atlantic (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 53 1.2590540 186.825716 29.103539 3.9275206 1982-1999 –> 2000-2009 3.5985425 2.3394884 965.704052 53.467296 9 23
S_Atlantic (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 53 1.2423798 185.412526 18.902588 3.6153157 1982-1999 –> 2000-2009 3.6057613 2.3633816 967.725340 38.744970 7 25
S_Atlantic (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 153 1.4771893 531.396790 197.021783 4.5596939 2000-2009 –> 2010-2019 2.5847967 1.1076074 706.637706 411.668086 8 9
S_Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 153 1.4582372 527.703723 198.690672 4.6826560 2000-2009 –> 2010-2019 2.6026583 1.1444210 706.410487 373.020900 4 6
S_Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 153 1.4588013 527.814331 199.525212 4.6897803 2000-2009 –> 2010-2019 2.6256167 1.1668154 708.575298 365.582803 5 8
S_Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 153 1.4353746 523.184214 200.074280 4.8140582 2000-2009 –> 2010-2019 2.6383660 1.2029915 707.181700 373.706028 1 5
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 153 1.5189158 539.363506 157.971039 5.1521033 2000-2009 –> 2010-2019 2.7559361 1.2370203 726.317773 177.178823 12 17
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 153 1.5169183 538.987143 154.941629 5.0962294 2000-2009 –> 2010-2019 2.7585568 1.2416385 726.336404 185.731314 10 16
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 153 1.4596670 527.984005 120.356056 4.8044300 2000-2009 –> 2010-2019 2.7599211 1.3002541 720.222818 170.001515 6 18
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 153 1.5178251 539.158060 158.503018 5.1270130 2000-2009 –> 2010-2019 2.7609359 1.2431108 726.632943 177.095104 11 19
S_Atlantic (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 153 1.4608850 526.222556 104.992032 4.7675437 2000-2009 –> 2010-2019 2.7668136 1.3059286 716.922960 154.635560 7 21
S_Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 153 1.4488136 525.849501 187.731818 4.4596973 2000-2009 –> 2010-2019 2.8140242 1.3652106 723.255706 395.842288 3 19
S_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 136 1.3744750 486.466816 159.354879 4.1895553 1982-1999 –> 2000-2009 2.7820867 1.4076117 1278.754996 249.121221 4 7
S_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 136 1.3721336 486.003080 54.183620 4.5794559 1982-1999 –> 2000-2009 2.7881582 1.4160246 1280.925093 112.676825 2 9
S_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 136 1.3738300 486.339141 30.844317 4.5690644 1982-1999 –> 2000-2009 2.7894831 1.4156532 1281.145208 48.233725 3 8
S_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 136 1.3875558 489.043181 140.270405 4.0825764 1982-1999 –> 2000-2009 2.7943815 1.4068257 1281.084475 230.274242 6 8
S_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 136 1.3889473 489.315828 147.798586 4.1229246 1982-1999 –> 2000-2009 2.7944622 1.4055149 1280.945104 237.702367 7 8
S_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 136 1.3824605 488.042523 41.698210 4.4880717 1982-1999 –> 2000-2009 2.7983117 1.4158512 1282.910416 59.080391 5 11
S_Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 136 1.4206086 495.446496 259.077194 4.2086966 1982-1999 –> 2000-2009 2.8302611 1.4096525 1288.375037 575.697041 11 15
S_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 136 1.4190186 493.141898 35.128621 4.0884446 1982-1999 –> 2000-2009 2.8406147 1.4215961 1287.799615 44.975573 10 20
S_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 136 1.4226358 493.834371 39.953041 4.1574146 1982-1999 –> 2000-2009 2.8415516 1.4189157 1287.657917 91.325949 13 21
S_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 136 1.4211664 493.553278 23.572308 4.1346289 1982-1999 –> 2000-2009 2.8415753 1.4204089 1287.841713 33.352462 12 21
S_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 252 1.2120130 780.941280 68.924177 5.5924931 2000-2009 –> 2010-2019 2.4907407 1.2787276 1247.767988 126.455286 1 2
S_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 252 1.3171131 820.525274 193.582889 5.6412478 2000-2009 –> 2010-2019 2.6915881 1.3744750 1306.992090 352.937769 5 9
S_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 252 1.3125161 818.861027 167.226039 5.4627405 2000-2009 –> 2010-2019 2.7014634 1.3889473 1308.176854 315.024625 3 10
S_Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 252 1.3139115 819.366831 167.189187 5.5320229 2000-2009 –> 2010-2019 2.7014673 1.3875558 1308.410012 307.459593 4 10
S_Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 252 1.3090053 817.586105 518.409155 5.0702117 2000-2009 –> 2010-2019 2.7296139 1.4206086 1313.032601 777.486348 2 13
S_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 252 1.3679660 838.557440 71.523411 3.6586361 2000-2009 –> 2010-2019 2.7400997 1.3721336 1324.560520 125.707032 6 8
S_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 252 1.3713010 839.716472 37.186938 3.7193921 2000-2009 –> 2010-2019 2.7451310 1.3738300 1326.055613 68.031255 7 10
S_Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 252 1.3735914 840.510849 37.264295 3.7793049 2000-2009 –> 2010-2019 2.7560519 1.3824605 1328.553373 78.962505 8 13
S_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 252 1.3965935 846.415916 53.080931 4.0144821 2000-2009 –> 2010-2019 2.8192293 1.4226358 1340.250287 93.033972 10 23
S_Atlantic (26.5,26.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 252 1.4002897 847.674014 18.397666 4.1795727 2000-2009 –> 2010-2019 2.8193083 1.4190186 1340.815912 53.526288 12 22
S_Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 175 0.8192425 440.847177 176.600384 3.8392695 1982-1999 –> 2000-2009 1.8000269 0.9807845 1602.466670 427.845978 1 5
S_Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 175 0.8255823 443.545256 66.877799 3.8347160 1982-1999 –> 2000-2009 1.8194260 0.9938438 1616.011143 162.162185 2 8
S_Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 175 0.8394517 449.376266 77.242101 3.8823757 1982-1999 –> 2000-2009 1.8387698 0.9993181 1626.346480 169.488454 3 10
S_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 175 1.0747690 535.865504 188.658968 7.2075613 1982-1999 –> 2000-2009 2.0144660 0.9396969 1662.392858 368.266224 6 7
S_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 175 1.0795974 537.434355 31.796014 7.2115490 1982-1999 –> 2000-2009 2.0409334 0.9613360 1682.630275 62.174971 7 9
S_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 175 1.0837852 538.789397 28.538772 7.2155600 1982-1999 –> 2000-2009 2.0553084 0.9715232 1692.629078 58.356255 8 11
S_Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 175 1.1051949 543.636096 175.465542 7.4451249 1982-1999 –> 2000-2009 2.0973153 0.9921203 1712.678782 354.974398 9 14
S_Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 175 1.1116375 545.670431 29.253153 7.4526442 1982-1999 –> 2000-2009 2.1163675 1.0047300 1725.069482 51.686684 10 18
S_Atlantic (26.75,27] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 175 1.1179480 547.651697 25.928010 7.4644976 1982-1999 –> 2000-2009 2.1291915 1.0112435 1732.349537 43.136685 11 20
S_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 175 0.9158154 479.849339 79.106175 3.4718678 1982-1999 –> 2000-2009 2.3916004 1.4757850 1976.514753 182.774488 4 19
S_Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 413 1.3054076 1311.799463 167.061435 5.7632103 2000-2009 –> 2010-2019 2.1246501 0.8192425 1752.646640 343.661819 2 3
S_Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 413 1.3089548 1313.888940 87.747044 5.7880000 2000-2009 –> 2010-2019 2.1345370 0.8255823 1757.434196 154.624843 3 5
S_Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 413 1.3297716 1326.038187 93.487589 5.9429272 2000-2009 –> 2010-2019 2.1692233 0.8394517 1775.414454 170.729690 4 7
S_Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 413 1.2910108 1303.260274 84.131114 5.5284203 2000-2009 –> 2010-2019 2.2068262 0.9158154 1783.109613 163.237290 1 5
S_Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + silicate 413 1.3437749 1332.104374 82.959301 5.7069095 2000-2009 –> 2010-2019 2.2860176 0.9422427 1819.910532 149.441645 5 10
S_Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 413 1.6926369 1511.824114 142.478287 5.2515022 2000-2009 –> 2010-2019 2.8858809 1.1932441 2084.289097 328.557611 7 19
S_Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 413 1.6807881 1506.415033 76.748701 5.1822578 2000-2009 –> 2010-2019 2.8928160 1.2120278 2084.346715 145.847071 6 19
S_Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + silicate 413 1.6932282 1510.093084 58.808305 5.2400006 2000-2009 –> 2010-2019 2.9055056 1.2122774 2086.096824 109.790655 8 22
S_Atlantic (26.75,27] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 413 1.7339800 1528.405572 76.387413 4.7588321 2000-2009 –> 2010-2019 3.0574585 1.3234785 2135.126276 140.196350 9 29
S_Atlantic (26.75,27] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 413 1.8742328 1590.296222 70.137271 5.2017178 2000-2009 –> 2010-2019 3.2101606 1.3359278 2202.293813 137.806995 12 33
S_Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 198 0.9589051 559.282263 170.877772 2.7100851 1982-1999 –> 2000-2009 1.9455821 0.9866770 2057.517680 480.679126 3 4
S_Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 198 0.9628190 560.895300 58.438239 2.7232882 1982-1999 –> 2000-2009 1.9515976 0.9887785 2061.377536 167.126799 4 6
S_Atlantic (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 198 0.9535566 557.067299 49.892222 2.6988937 1982-1999 –> 2000-2009 1.9528238 0.9992672 2068.692279 127.076361 2 11
S_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 198 0.9337154 548.740556 74.050360 2.6789800 1982-1999 –> 2000-2009 1.9558458 1.0221303 2084.254459 164.185068 1 29
S_Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 198 0.9717871 564.566712 190.020854 2.6586560 1982-1999 –> 2000-2009 1.9658385 0.9940514 2070.665351 358.318842 5 11
S_Atlantic (27,27.25] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 198 0.9819336 566.679935 37.392177 2.6909164 1982-1999 –> 2000-2009 1.9725259 0.9905923 2067.097463 137.866483 7 12
S_Atlantic (27,27.25] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 198 0.9813617 566.449242 46.767924 2.7050710 1982-1999 –> 2000-2009 1.9756638 0.9943021 2070.814150 155.439617 6 13
S_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 198 0.9934378 573.292455 129.716099 2.8200837 1982-1999 –> 2000-2009 1.9833954 0.9899576 2075.033203 285.706325 11 14
S_Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 198 0.9831998 569.190259 228.255174 2.6649127 1982-1999 –> 2000-2009 1.9850843 1.0018845 2083.577561 385.099724 8 18
S_Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + silicate 198 0.9969295 572.681868 32.235702 2.8364148 1982-1999 –> 2000-2009 1.9869457 0.9900163 2072.485143 119.683233 12 16
S_Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 494 0.9530613 1266.968292 129.582207 3.3096678 2000-2009 –> 2010-2019 1.9158803 0.9628190 1827.863592 188.020446 2 6
S_Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 494 0.9604188 1273.997200 221.099115 3.3708376 2000-2009 –> 2010-2019 1.9193240 0.9589051 1833.279463 391.976886 4 7
S_Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 494 0.9504449 1264.455649 215.253477 3.3210491 2000-2009 –> 2010-2019 1.9222319 0.9717871 1829.022361 405.274331 1 6
S_Atlantic (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 494 0.9743579 1287.167260 100.200268 3.4128388 2000-2009 –> 2010-2019 1.9279146 0.9535566 1844.234560 150.092490 7 9
S_Atlantic (27,27.25] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 494 0.9536718 1265.553610 124.155953 3.3473770 2000-2009 –> 2010-2019 1.9350335 0.9813617 1832.002851 170.923877 3 9
S_Atlantic (27,27.25] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 494 0.9609144 1272.468655 99.844629 3.3401889 2000-2009 –> 2010-2019 1.9428479 0.9819336 1839.148590 137.236806 5 12
S_Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 494 1.0228979 1331.602529 146.087833 3.8818474 2000-2009 –> 2010-2019 1.9566134 0.9337154 1880.343085 220.138193 9 10
S_Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 494 0.9740660 1286.893370 177.107495 3.3566433 2000-2009 –> 2010-2019 1.9572658 0.9831998 1856.083629 405.362670 6 14
S_Atlantic (27,27.25] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 494 0.9771470 1287.779829 83.894092 3.3359941 2000-2009 –> 2010-2019 1.9617202 0.9845731 1855.522838 119.395077 8 17
S_Atlantic (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 494 1.0294366 1335.426482 80.625693 4.1424939 2000-2009 –> 2010-2019 2.0154287 0.9859921 1903.739783 112.580682 11 21
S_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 337 1.0189006 982.984664 898.184274 3.3050295 1982-1999 –> 2000-2009 1.7766542 0.7577536 2576.878154 1758.328731 3 4
S_Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 337 0.9972213 968.489139 984.243810 3.2559175 1982-1999 –> 2000-2009 1.7808133 0.7835920 2608.788438 1956.474848 1 3
S_Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 337 1.0185777 982.771043 547.227348 3.3709369 1982-1999 –> 2000-2009 1.8125632 0.7939856 2641.307009 1124.440951 2 5
S_Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 337 1.0425769 996.467319 862.514833 3.0798967 1982-1999 –> 2000-2009 1.8384068 0.7958298 2656.214344 1717.502199 4 9
S_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 337 1.0468230 1001.206715 582.100023 4.3294165 1982-1999 –> 2000-2009 1.8409061 0.7940831 2659.912665 1512.240113 5 9
S_Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 337 1.0484428 1000.248797 463.925573 4.6513508 1982-1999 –> 2000-2009 1.8507177 0.8022750 2671.159175 1345.248217 6 15
S_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 337 1.0702469 1016.122024 472.200219 3.9642683 1982-1999 –> 2000-2009 1.8664488 0.7962019 2678.515841 1089.190357 7 13
S_Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 337 1.0769099 1018.305124 170.682291 3.5855283 1982-1999 –> 2000-2009 1.8734245 0.7965146 2679.242445 514.379063 8 15
S_Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 337 1.0905580 1026.793296 175.557114 5.3560506 1982-1999 –> 2000-2009 1.8889340 0.7983760 2690.961120 488.933345 9 17
S_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 337 1.1112603 1041.468057 228.979720 4.8407285 1982-1999 –> 2000-2009 1.9283706 0.8171103 2739.736946 560.303354 10 23
S_Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 618 0.9582077 1566.407488 825.544815 3.6450454 2000-2009 –> 2010-2019 1.9507302 0.9925225 2531.713295 1733.740612 2 3
S_Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 618 0.9725738 1583.193712 831.376366 3.7161075 2000-2009 –> 2010-2019 1.9697951 0.9972213 2551.682852 1815.620175 4 6
S_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 618 0.9373104 1541.535062 596.787308 3.5138106 2000-2009 –> 2010-2019 1.9841334 1.0468230 2542.741777 1178.887331 1 7
S_Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 618 0.9830372 1595.264473 484.804383 3.7561088 2000-2009 –> 2010-2019 2.0016149 1.0185777 2578.035516 1032.031731 5 8
S_Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 618 0.9592898 1565.680682 486.814398 3.6486979 2000-2009 –> 2010-2019 2.0077326 1.0484428 2565.929479 950.739971 3 10
S_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 618 0.9854503 1598.030037 591.997185 3.7343883 2000-2009 –> 2010-2019 2.0556972 1.0702469 2614.152061 1064.197404 6 14
S_Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 618 0.9854687 1596.051106 178.106191 3.7363784 2000-2009 –> 2010-2019 2.0760267 1.0905580 2622.844402 353.663305 7 17
S_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 618 0.9993571 1613.837228 228.761086 3.7469479 2000-2009 –> 2010-2019 2.1106174 1.1112603 2655.305285 457.740806 8 19
S_Atlantic (27.25,27.5] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 618 0.9999091 1612.460073 175.983530 3.7631794 2000-2009 –> 2010-2019 2.1209413 1.1210322 2657.829064 346.268147 9 21
S_Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 618 1.1457367 1768.024644 776.012374 4.2090801 2000-2009 –> 2010-2019 2.1646373 1.0189006 2751.009308 1674.196648 13 17
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 440 1.2351631 1448.524600 407.097766 3.3622505 1982-1999 –> 2000-2009 2.2562713 1.0211081 4405.530947 849.919030 3 6
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 440 1.2531660 1461.258292 763.405870 3.5541908 1982-1999 –> 2000-2009 2.2575302 1.0043642 4384.469645 1293.963950 10 11
S_Atlantic (27.5,27.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 440 1.2594216 1463.640158 662.717353 3.4302771 1982-1999 –> 2000-2009 2.2737474 1.0143259 4405.024825 1123.369922 18 20
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 440 1.2525921 1460.855185 303.532183 3.5555026 1982-1999 –> 2000-2009 2.2875725 1.0349804 4445.443296 815.475059 8 13
S_Atlantic (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 440 1.2730084 1473.082864 166.021936 3.6271577 1982-1999 –> 2000-2009 2.2948848 1.0218764 4429.626510 243.975115 24 28
S_Atlantic (27.5,27.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 440 1.2593510 1463.590836 68.804782 3.4308615 1982-1999 –> 2000-2009 2.2995480 1.0401970 4456.455491 119.018812 17 23
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 440 1.2521847 1460.568889 116.706418 3.5565888 1982-1999 –> 2000-2009 2.3091504 1.0569657 4488.121517 348.863258 7 14
S_Atlantic (27.5,27.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 440 1.2584132 1462.935271 56.305878 3.4478381 1982-1999 –> 2000-2009 2.3163326 1.0579194 4490.331368 109.104624 16 24
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 440 1.2555605 1462.938176 118.645224 3.5813038 1982-1999 –> 2000-2009 2.3189409 1.0633804 4502.858218 343.801785 14 23
S_Atlantic (27.5,27.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 440 1.2605874 1464.454396 28.581542 3.4601501 1982-1999 –> 2000-2009 2.3242623 1.0636749 4502.940389 52.620181 20 30
S_Atlantic (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 987 1.1877388 2817.324091 493.887278 2.7688385 2000-2009 –> 2010-2019 2.3115714 1.1238327 4182.725495 1343.373576 1 2
S_Atlantic (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 987 1.1993823 2834.513113 478.728828 2.7402566 2000-2009 –> 2010-2019 2.3353700 1.1359877 4209.381213 1297.923113 2 4
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 987 1.2236544 2869.814867 596.268906 4.4748232 2000-2009 –> 2010-2019 2.4597513 1.2360970 4319.004520 1286.146151 3 9
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 987 1.2537102 2912.570835 582.684509 3.4628762 2000-2009 –> 2010-2019 2.4661807 1.2124704 4344.777508 890.795373 4 7
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 987 1.2841280 2954.810518 489.709855 3.5390384 2000-2009 –> 2010-2019 2.5192912 1.2351631 4403.335117 896.807620 5 10
S_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 987 1.2841409 2952.828134 474.750961 3.5448563 2000-2009 –> 2010-2019 2.5253573 1.2412164 4403.654899 725.921721 6 13
S_Atlantic (27.5,27.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 987 1.3126373 2991.501162 176.122249 4.4158857 2000-2009 –> 2010-2019 2.5355246 1.2228873 4429.236042 408.649609 7 11
S_Atlantic (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 987 1.3322817 3019.675212 297.844567 4.6460219 2000-2009 –> 2010-2019 2.5804117 1.2481300 4477.389986 555.825999 8 16
S_Atlantic (27.5,27.75] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 987 1.3323054 3017.706581 162.406411 4.6435617 2000-2009 –> 2010-2019 2.5804611 1.2481557 4473.439469 395.366673 9 18
S_Atlantic (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 987 1.3333238 3019.052960 168.168888 4.6333138 2000-2009 –> 2010-2019 2.5904256 1.2571017 4481.070657 403.195759 10 28
S_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 174 0.7965206 428.619810 681.767370 2.1175142 1982-1999 –> 2000-2009 1.3189148 0.5223942 927.471436 1543.870827 1 2
S_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 174 0.8081247 433.653052 506.967290 2.4962730 1982-1999 –> 2000-2009 1.3331034 0.5249787 935.613885 1361.839432 9 11
S_Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 174 0.8094693 432.231616 397.364303 2.5339053 1982-1999 –> 2000-2009 1.3453743 0.5359050 945.169899 523.569222 10 13
S_Atlantic (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 174 0.8057368 430.623255 378.407098 2.4673748 1982-1999 –> 2000-2009 1.3497542 0.5440174 953.026891 497.547335 7 11
S_Atlantic (27.75,27.85] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 174 0.7989670 427.686994 643.611874 2.1924368 1982-1999 –> 2000-2009 1.3900703 0.5911034 1002.386710 1148.904203 6 11
S_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 174 0.7969636 428.813316 633.259684 2.1386321 1982-1999 –> 2000-2009 1.4264098 0.6294462 1045.108214 1448.718783 3 9
S_Atlantic (27.75,27.85] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 174 0.7987643 427.598694 599.305515 2.1780409 1982-1999 –> 2000-2009 1.4344423 0.6356780 1048.100207 1057.360323 5 12
S_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 174 0.7974961 427.045763 625.973156 2.1587609 1982-1999 –> 2000-2009 1.4588521 0.6613560 1072.495350 1160.516830 4 13
S_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate 174 0.8175506 435.688620 169.427522 2.7867282 1982-1999 –> 2000-2009 1.4717959 0.6542454 1074.328015 260.319375 11 19
S_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 174 0.8293434 440.672500 351.000006 3.0516476 1982-1999 –> 2000-2009 1.5216031 0.6922597 1114.893515 1197.715031 13 24
S_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 464 1.0609126 1264.445525 441.840944 3.8219903 2000-2009 –> 2010-2019 1.8690372 0.8081247 1698.098578 948.808235 13 22
S_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 464 1.1007388 1295.622453 794.311923 4.1504641 2000-2009 –> 2010-2019 1.8972594 0.7965206 1724.242263 1476.079292 15 16
S_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 464 1.1131706 1305.123601 567.995460 4.1054919 2000-2009 –> 2010-2019 1.9149945 0.8018239 1736.052762 1044.981840 17 23
S_Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 464 1.1036251 1295.837847 428.768228 4.2898939 2000-2009 –> 2010-2019 1.9329685 0.8293434 1736.510347 779.768234 16 29
S_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 464 0.9780292 1195.627497 662.715657 2.6534312 2000-2009 –> 2010-2019 1.9526926 0.9746634 1694.487341 1262.984368 1 20
S_Atlantic (27.75,27.85] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 464 0.9951558 1208.313848 500.792738 2.8093127 2000-2009 –> 2010-2019 1.9701176 0.9749618 1705.280218 1017.419294 2 22
S_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 464 1.0149435 1226.970696 674.614017 2.6670612 2000-2009 –> 2010-2019 2.0122072 0.9972636 1733.807741 943.919350 3 26
S_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 464 1.0377809 1245.795661 843.276095 2.8057491 2000-2009 –> 2010-2019 2.0282177 0.9904368 1750.242266 1102.390800 5 26
S_Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate 464 1.0411871 1246.567820 34.387024 2.8716899 2000-2009 –> 2010-2019 2.0396090 0.9984219 1751.808822 72.469033 7 31
S_Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 464 1.0367078 1244.920374 808.866685 2.7233558 2000-2009 –> 2010-2019 2.0419714 1.0052636 1754.537916 1143.228763 4 29
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 180 0.8521679 467.228071 939.589235 3.7921560 1982-1999 –> 2000-2009 1.5466065 0.6944385 1396.349125 1666.065622 1 3
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 180 0.8755377 476.967728 978.252025 4.3082923 1982-1999 –> 2000-2009 1.5550021 0.6794644 1387.167412 1768.838420 2 3
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 180 0.8920631 483.699231 795.751195 4.2673678 1982-1999 –> 2000-2009 1.5945606 0.7024975 1422.835449 1123.688254 4 7
S_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 180 0.8863719 479.395163 300.383655 4.8490777 1982-1999 –> 2000-2009 1.6356980 0.7493260 1472.545416 618.147295 3 8
S_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate 180 1.0515292 540.906230 467.786950 7.4207563 1982-1999 –> 2000-2009 1.7947179 0.7431887 1526.917919 754.961073 6 10
S_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate 180 0.9136438 490.304643 364.371561 3.9245696 1982-1999 –> 2000-2009 1.9074756 0.9938318 1728.572718 692.049419 5 22
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 180 1.2109109 593.712098 406.445756 6.1999708 1982-1999 –> 2000-2009 2.1012899 0.8903790 1738.568965 1136.020425 9 15
S_Atlantic (27.85,27.95] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 180 1.1713947 579.768115 714.454558 8.6094350 1982-1999 –> 2000-2009 2.1825632 1.0111684 1833.047229 1504.879328 7 25
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 180 1.2706879 611.058888 273.814831 5.2093814 1982-1999 –> 2000-2009 2.1870540 0.9163661 1780.887004 586.571477 13 20
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 180 1.2798618 613.648621 480.193302 6.1120671 1982-1999 –> 2000-2009 2.2212510 0.9413893 1806.861330 1226.893500 15 23
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 499 1.3595157 1591.625318 155.357081 4.0492595 2000-2009 –> 2010-2019 2.2384013 0.8788855 2069.966971 1091.415362 13 17
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 499 1.1443309 1434.135354 436.907836 6.8093109 2000-2009 –> 2010-2019 2.3552417 1.2109109 2027.847453 843.353592 2 16
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 499 1.1888980 1469.056305 307.673875 6.2168798 2000-2009 –> 2010-2019 2.4841428 1.2952448 2087.006072 790.058643 3 30
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 499 1.2177957 1491.006601 305.079761 7.5008129 2000-2009 –> 2010-2019 2.4976575 1.2798618 2104.655222 785.273063 4 26
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 499 1.2202045 1492.812719 335.520035 7.5590780 2000-2009 –> 2010-2019 2.5064522 1.2862477 2108.253108 895.880535 5 30
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 499 1.2362130 1504.725986 159.247727 7.4382988 2000-2009 –> 2010-2019 2.5205107 1.2842977 2119.620178 414.776372 7 30
S_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 499 1.2263858 1495.431137 304.466826 7.7966752 2000-2009 –> 2010-2019 2.5317746 1.3053889 2114.189358 784.655059 6 36
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 499 1.2619896 1523.588061 81.367327 5.4600369 2000-2009 –> 2010-2019 2.5326775 1.2706879 2134.646950 355.182158 8 28
S_Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 499 1.1070221 1403.839470 299.050098 3.2229878 2000-2009 –> 2010-2019 2.5459548 1.4389327 2059.661942 1219.882593 1 40
S_Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + silicate 499 1.2664357 1524.802498 36.552677 6.4695866 2000-2009 –> 2010-2019 2.5528104 1.2863746 2138.278418 101.259521 10 36
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 285 1.1318860 891.409553 691.150132 5.7906782 1982-1999 –> 2000-2009 1.7566377 0.6247518 1895.579937 1520.495502 2 3
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 285 1.1272255 891.057760 354.375369 4.9329622 1982-1999 –> 2000-2009 1.9177942 0.7905687 2143.454595 1323.132839 1 3
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 285 1.1546969 904.782563 97.007885 5.1378478 1982-1999 –> 2000-2009 2.0113235 0.8566266 2241.120402 382.029280 3 10
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 285 1.1644330 909.568501 195.880234 4.9992801 1982-1999 –> 2000-2009 2.0154704 0.8510374 2239.059286 752.189432 4 8
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 285 1.1714621 912.998968 123.957287 5.0063634 1982-1999 –> 2000-2009 2.0202270 0.8487649 2239.692880 504.534472 6 9
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 285 1.1679680 911.296308 278.829903 5.0129298 1982-1999 –> 2000-2009 2.0215941 0.8536261 2243.963974 804.526905 5 11
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + silicate 285 1.1770429 913.707965 21.581011 4.9556528 1982-1999 –> 2000-2009 2.0346879 0.8576450 2249.288645 54.156071 8 16
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 285 1.1764732 915.432040 196.918878 4.9888295 1982-1999 –> 2000-2009 2.0362218 0.8597485 2255.575124 746.238285 7 16
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate 285 1.2092771 929.107912 29.933955 4.9305714 1982-1999 –> 2000-2009 2.0607183 0.8514413 2257.094921 85.428917 10 15
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 285 1.1967636 923.178899 195.002807 5.1282481 1982-1999 –> 2000-2009 2.0626208 0.8658572 2268.727687 715.550332 9 20
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 668 1.0203811 1795.624059 699.796354 3.0641916 2000-2009 –> 2010-2019 2.1476066 1.1272255 2686.681819 1054.171722 1 5
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 668 1.0476558 1828.281061 98.757656 3.8476639 2000-2009 –> 2010-2019 2.2023527 1.1546969 2733.063624 195.765541 2 8
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 668 1.0489232 1829.777858 211.210769 3.2515682 2000-2009 –> 2010-2019 2.2133562 1.1644330 2739.346359 407.091003 3 10
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 668 1.0524699 1833.956825 290.282829 3.2470600 2000-2009 –> 2010-2019 2.2204379 1.1679680 2745.253133 569.112731 4 12
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 668 1.0555920 1837.623891 211.238613 3.0920803 2000-2009 –> 2010-2019 2.2320653 1.1764732 2753.055931 408.157491 5 15
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 668 1.0661894 1849.990592 111.476916 3.2470040 2000-2009 –> 2010-2019 2.2376516 1.1714621 2762.989560 235.434202 6 15
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 668 1.0891036 1874.315390 211.203055 2.9450335 2000-2009 –> 2010-2019 2.2858673 1.1967636 2797.494289 406.205862 7 19
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 668 1.3088243 2103.827889 831.065365 7.0363569 2000-2009 –> 2010-2019 2.3085372 0.9997129 2926.459206 1807.435183 13 14
S_Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 668 1.3474353 2139.821186 748.705311 7.3968630 2000-2009 –> 2010-2019 2.3809048 1.0334695 2981.381477 1706.422468 15 17
S_Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + silicate 668 1.2067020 2001.254985 34.268947 4.2097030 2000-2009 –> 2010-2019 2.3837449 1.1770429 2914.962950 55.849958 9 20
S_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 177 0.8807055 471.334917 303.637620 2.6875011 1982-1999 –> 2000-2009 1.4437117 0.5630062 1117.001353 778.545621 2 3
S_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 177 0.8801151 471.097507 221.000775 2.7095821 1982-1999 –> 2000-2009 1.4483158 0.5682007 1123.633668 604.568540 1 3
S_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 177 0.8839308 472.628961 465.736161 2.7484108 1982-1999 –> 2000-2009 1.4556062 0.5716754 1129.725460 883.019278 4 7
S_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 177 0.8997202 478.896561 231.944991 2.9037308 1982-1999 –> 2000-2009 1.4822970 0.5825767 1150.122369 610.812888 7 11
S_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 177 0.8930780 476.273438 266.798293 2.9947172 1982-1999 –> 2000-2009 1.4952042 0.6021262 1172.187850 700.378195 5 10
S_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate 177 0.8812377 469.548783 79.953259 2.6323053 1982-1999 –> 2000-2009 1.5066050 0.6253672 1191.791472 177.833895 3 9
S_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + silicate 177 0.9008325 477.333931 57.056150 2.8253732 1982-1999 –> 2000-2009 1.5488977 0.6480651 1226.244442 148.616493 8 15
S_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + silicate 177 0.8935802 474.472452 41.044604 3.0512370 1982-1999 –> 2000-2009 1.6031748 0.7095945 1291.228441 110.144137 6 16
S_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 177 0.9345667 490.348250 199.243130 3.3809556 1982-1999 –> 2000-2009 1.6148105 0.6802438 1275.506923 574.466884 11 19
S_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 177 0.9303374 488.742605 72.982905 2.4128166 1982-1999 –> 2000-2009 1.6778667 0.7475293 1344.454260 300.726298 9 24
S_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 430 0.7755897 957.493569 353.738758 2.2804094 2000-2009 –> 2010-2019 1.6557047 0.8801151 1428.591076 574.739533 1 2
S_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 430 0.7784662 960.492187 406.805034 2.2759975 2000-2009 –> 2010-2019 1.6623970 0.8839308 1433.121148 872.541195 3 7
S_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 430 0.7818884 964.045217 291.563880 2.2823118 2000-2009 –> 2010-2019 1.6625939 0.8807055 1435.380133 595.201500 4 6
S_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 430 0.7761060 958.032607 273.112118 2.2235680 2000-2009 –> 2010-2019 1.6691840 0.8930780 1434.306045 539.910411 2 7
S_Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 430 0.7821562 964.322598 344.384750 2.3024472 2000-2009 –> 2010-2019 1.6818765 0.8997202 1443.219159 576.329741 5 12
S_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + silicate 430 0.8114412 992.096112 54.254183 2.3799326 2000-2009 –> 2010-2019 1.7050214 0.8935802 1466.568564 95.298787 6 12
S_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 430 0.8390118 1019.160532 339.463037 2.3289690 2000-2009 –> 2010-2019 1.7735785 0.9345667 1509.508782 538.706166 7 18
S_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate 430 0.8948664 1071.364687 98.819295 2.8286904 2000-2009 –> 2010-2019 1.7761041 0.8812377 1540.913470 178.772553 9 12
S_Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + silicate 430 0.8894656 1066.461298 74.842318 2.7443293 2000-2009 –> 2010-2019 1.7902981 0.9008325 1543.795229 131.898468 8 16
S_Atlantic (28.05,28.1] 3 cstar_tref ~ sal + temp + silicate 430 0.9252401 1096.401607 53.867495 2.7948697 2000-2009 –> 2010-2019 1.8718808 0.9466407 1589.294015 91.053473 10 24
S_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 353 0.6243234 683.183315 206.311994 2.1782918 1982-1999 –> 2000-2009 1.0919309 0.4676076 1209.739568 840.016315 2 3
S_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 353 0.6229859 681.669234 112.717484 2.1747100 1982-1999 –> 2000-2009 1.0940161 0.4710302 1213.899245 456.123199 1 3
S_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 353 0.6251359 684.101498 252.906894 2.1725419 1982-1999 –> 2000-2009 1.0986144 0.4734785 1220.364970 682.352367 3 6
S_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 353 0.6302154 689.814884 81.350034 2.1235026 1982-1999 –> 2000-2009 1.1136351 0.4834198 1242.244273 422.967762 6 10
S_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 353 0.6268354 686.018259 163.052548 2.1441775 1982-1999 –> 2000-2009 1.1284469 0.5016115 1267.187391 708.830594 4 9
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate 353 0.6897377 751.531203 92.704859 2.3836383 1982-1999 –> 2000-2009 1.2728307 0.5830931 1447.805574 266.153075 9 18
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + silicate 353 0.6866466 748.360071 62.351494 2.3116114 1982-1999 –> 2000-2009 1.2919196 0.6052730 1473.679392 191.975920 8 26
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 353 0.7802421 838.575968 59.052170 2.6580664 1982-1999 –> 2000-2009 1.2983657 0.5181236 1442.942946 332.652209 11 17
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 353 0.7798777 838.246142 59.152288 2.6565518 1982-1999 –> 2000-2009 1.3043921 0.5245144 1452.150677 359.430678 10 17
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 353 0.6822601 743.835568 41.538410 2.2811762 1982-1999 –> 2000-2009 1.3129830 0.6307228 1501.198288 382.748179 7 26
S_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 581 0.5999806 980.197698 248.883910 2.4269470 2000-2009 –> 2010-2019 1.2229665 0.6229859 1661.866932 361.601395 1 2
S_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 581 0.6018075 983.432657 375.658138 2.4324236 2000-2009 –> 2010-2019 1.2261309 0.6243234 1666.615972 581.970132 4 6
S_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 581 0.6016501 983.154355 357.991737 2.4250121 2000-2009 –> 2010-2019 1.2267860 0.6251359 1667.255853 610.898631 3 6
S_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 581 0.6009506 981.916606 338.326733 2.3883869 2000-2009 –> 2010-2019 1.2277860 0.6268354 1667.934866 501.379281 2 6
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + silicate 581 0.6019978 981.768992 35.672004 2.4530776 2000-2009 –> 2010-2019 1.2314548 0.6294570 1668.733782 76.607849 5 10
S_Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 581 0.6063325 991.402932 248.137635 2.4904676 2000-2009 –> 2010-2019 1.2365479 0.6302154 1681.217816 329.487668 6 12
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + silicate 581 0.6467509 1058.065687 98.255839 2.7136117 2000-2009 –> 2010-2019 1.3333974 0.6866466 1806.425757 160.607334 7 15
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate 581 0.6501633 1063.664816 136.527804 2.6521948 2000-2009 –> 2010-2019 1.3399010 0.6897377 1815.196019 229.232663 8 17
S_Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 581 0.6775956 1107.636816 248.003306 2.1037795 2000-2009 –> 2010-2019 1.3598557 0.6822601 1851.472385 289.541717 9 16
S_Atlantic (28.1,28.15] 3 cstar_tref ~ sal + temp + silicate 581 0.7162610 1164.682441 35.641682 2.3271195 2000-2009 –> 2010-2019 1.5366820 0.8204210 2036.709054 75.133280 10 24
S_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 330 0.4063233 356.099324 361.368192 1.4715157 1982-1999 –> 2000-2009 0.7441730 0.3378497 731.921664 1112.273837 4 5
S_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 330 0.4054950 354.752509 145.421983 1.4712115 1982-1999 –> 2000-2009 0.7449759 0.3394809 735.795922 407.066821 2 4
S_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 330 0.4064554 356.313980 313.133676 1.4786298 1982-1999 –> 2000-2009 0.7473184 0.3408630 741.761488 729.020195 5 8
S_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 330 0.4054736 354.717822 101.861823 1.4848702 1982-1999 –> 2000-2009 0.7486582 0.3431845 747.523235 333.867089 1 5
S_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 330 0.4062774 356.024752 263.763471 1.4677226 1982-1999 –> 2000-2009 0.7585748 0.3522975 777.239287 799.499915 3 8
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate 330 0.4617006 438.425950 103.910141 1.5537766 1982-1999 –> 2000-2009 0.9314324 0.4697318 1169.492092 362.228740 9 28
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 330 0.4539393 427.236908 57.098185 1.8806326 1982-1999 –> 2000-2009 0.9351681 0.4812288 1184.515076 284.022490 7 28
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + silicate 330 0.4572236 431.994762 70.490363 1.4838355 1982-1999 –> 2000-2009 0.9366584 0.4794348 1185.224417 241.060872 8 28
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + silicate 330 0.4067770 354.835963 23.563664 1.5136823 1982-1999 –> 2000-2009 0.9647394 0.5579624 1272.490632 71.024522 6 28
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 330 0.5800359 589.020386 58.696365 1.7907967 1982-1999 –> 2000-2009 0.9648491 0.3848131 1103.932573 260.638881 10 16
S_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 613 0.3475706 448.581206 210.301164 1.6223731 2000-2009 –> 2010-2019 0.7530655 0.4054950 803.333714 355.723147 1 3
S_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 613 0.3481728 450.658625 526.830079 1.6252816 2000-2009 –> 2010-2019 0.7544961 0.4063233 806.757949 888.198271 2 6
S_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 613 0.3488259 452.907452 381.274291 1.6237668 2000-2009 –> 2010-2019 0.7552813 0.4064554 809.221432 694.407967 3 8
S_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 613 0.3498705 456.495472 422.509424 1.6255778 2000-2009 –> 2010-2019 0.7561478 0.4062774 812.520223 686.272896 4 7
S_Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 613 0.3510811 460.640526 214.233870 1.6345522 2000-2009 –> 2010-2019 0.7565547 0.4054736 815.358349 316.095692 5 6
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + silicate 613 0.3603998 490.076708 34.231882 1.4903052 2000-2009 –> 2010-2019 0.7671768 0.4067770 844.912671 57.795546 6 12
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + silicate 613 0.3647349 504.424897 114.029664 1.6972435 2000-2009 –> 2010-2019 0.8219585 0.4572236 936.419659 184.520027 7 15
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate 613 0.3662346 509.348710 165.151769 1.6832652 2000-2009 –> 2010-2019 0.8279352 0.4617006 947.774660 269.061910 8 17
S_Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 613 0.4677153 802.851764 205.464110 1.5977945 2000-2009 –> 2010-2019 0.9216547 0.4539393 1230.088673 262.562295 9 16
S_Atlantic (28.15,28.2] 3 cstar_tref ~ sal + temp + silicate 613 0.4958980 871.064335 32.897974 2.1576870 2000-2009 –> 2010-2019 1.0944585 0.5985605 1478.833472 56.287010 10 24
S_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2282 0.7090116 4920.551706 243.053708 3.7861315 1982-1999 –> 2000-2009 1.2622352 0.5532236 9715.950273 326.121443 2 3
S_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2282 0.7087681 4918.984084 615.800782 3.7319832 1982-1999 –> 2000-2009 1.2667095 0.5579414 9763.481491 1352.902174 1 4
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2282 0.7122827 4939.559923 211.124043 3.7566465 1982-1999 –> 2000-2009 1.2708716 0.5585889 9788.763678 288.360590 5 9
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2282 0.7329157 5069.888130 585.352934 3.5971485 1982-1999 –> 2000-2009 1.2918509 0.5589353 9922.676477 899.833278 31 36
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2282 0.7487973 5167.730048 10.807755 3.7512300 1982-1999 –> 2000-2009 1.3020330 0.5532357 9961.255387 48.342947 39 41
S_Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 2282 0.7489576 5166.706462 5.285988 3.8199627 1982-1999 –> 2000-2009 1.3079678 0.5590102 10018.269781 26.448517 40 46
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2282 0.7185211 4979.358766 682.602890 3.5066078 1982-1999 –> 2000-2009 1.3138411 0.5953200 10196.791424 1039.108387 16 23
S_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2282 0.7096345 4924.559324 140.410053 3.6323815 1982-1999 –> 2000-2009 1.3332895 0.6236550 10412.844915 191.067125 3 11
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 2282 0.7160799 4963.825752 61.662896 3.7590305 1982-1999 –> 2000-2009 1.3601639 0.6440841 10636.476051 102.261360 14 23
S_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2282 0.7120372 4939.986561 337.769714 3.5216083 1982-1999 –> 2000-2009 1.3980066 0.6859694 10978.924715 455.435132 4 18
S_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4037 0.5791170 6773.839048 634.066699 3.6746473 2000-2009 –> 2010-2019 1.2878851 0.7087681 11692.823132 1249.867480 1 2
S_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4037 0.5861691 6867.595439 154.516671 3.5331688 2000-2009 –> 2010-2019 1.2951807 0.7090116 11788.147145 397.570379 2 4
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 4037 0.5862778 6867.031816 134.621454 3.4936504 2000-2009 –> 2010-2019 1.2985605 0.7122827 11806.591739 345.745497 3 8
S_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4037 0.6316072 7445.907179 102.183525 3.6564335 2000-2009 –> 2010-2019 1.3412417 0.7096345 12370.466503 242.593579 7 10
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4037 0.6089129 7160.462375 607.236530 3.4915620 2000-2009 –> 2010-2019 1.3418286 0.7329157 12230.350505 1192.589464 5 36
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4037 0.6324234 7453.909928 21.529265 4.0579381 2000-2009 –> 2010-2019 1.3469939 0.7145705 12408.105572 34.326432 8 21
S_Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 4037 0.6087737 7158.690663 14.053192 3.6755051 2000-2009 –> 2010-2019 1.3575710 0.7487973 12326.420711 24.860947 4 44
S_Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 4037 0.6098614 7170.517855 6.617494 3.5513924 2000-2009 –> 2010-2019 1.3588189 0.7489576 12337.224317 11.903482 6 47
S_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4037 0.6622784 7813.209198 204.479279 4.1320188 2000-2009 –> 2010-2019 1.3743156 0.7120372 12753.195758 542.248993 11 15
S_Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4037 0.6626345 7817.372834 682.572915 4.1311453 2000-2009 –> 2010-2019 1.3749220 0.7122875 12758.963380 1397.353639 12 18
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 621 4.2484041 3572.928568 34.265379 14.5870456 1982-1999 –> 2000-2009 7.7757199 3.5273158 5489.356326 82.438787 1 2
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 621 4.2712294 3579.583576 9.450316 15.6724196 1982-1999 –> 2000-2009 7.8012155 3.5299860 5496.548615 21.431740 5 7
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 621 4.2669301 3578.332772 11.780370 15.5017539 1982-1999 –> 2000-2009 7.8030309 3.5361008 5496.526640 26.154302 3 6
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 621 4.2661912 3578.117672 11.842715 15.4944529 1982-1999 –> 2000-2009 7.8036485 3.5374573 5496.583849 26.144738 2 7
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 621 4.2704179 3579.347567 26.465882 15.4970798 1982-1999 –> 2000-2009 7.8080256 3.5376077 5497.843937 52.377805 4 10
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 621 4.2894231 3584.862744 88.920993 15.1553348 1982-1999 –> 2000-2009 7.8322220 3.5427989 5504.400225 268.983266 7 17
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 621 4.2904437 3585.158228 86.147931 15.1935144 1982-1999 –> 2000-2009 7.8330447 3.5426010 5504.656041 239.972628 8 17
S_Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 621 4.2924212 3583.730531 2.008674 15.4810130 1982-1999 –> 2000-2009 7.8352222 3.5428011 5501.268443 6.931268 9 20
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 621 4.2936702 3586.091885 81.922900 15.1010946 1982-1999 –> 2000-2009 7.8377172 3.5440470 5505.879435 229.746566 10 22
S_Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 621 4.2945587 3584.348879 2.013425 15.5652912 1982-1999 –> 2000-2009 7.8400851 3.5455264 5502.432751 6.745655 11 24
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 204 3.8439973 1142.304138 49.496664 12.0577154 2000-2009 –> 2010-2019 8.0924014 4.2484041 4715.232706 83.762044 7 8
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 204 3.8384073 1141.710383 19.896193 12.2171387 2000-2009 –> 2010-2019 8.1053373 4.2669301 4720.043155 31.676562 1 4
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 204 3.8398410 1141.862758 19.894205 12.1864068 2000-2009 –> 2010-2019 8.1060322 4.2661912 4719.980429 31.736919 3 5
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 204 3.8396162 1141.838864 35.147067 12.1918534 2000-2009 –> 2010-2019 8.1100340 4.2704179 4721.186431 61.612950 2 6
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 204 3.8432817 1142.228179 16.314948 12.0828265 2000-2009 –> 2010-2019 8.1145111 4.2712294 4721.811754 25.765264 6 11
S_Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 204 3.8585868 1141.849733 3.621672 11.5314554 2000-2009 –> 2010-2019 8.1320254 4.2734386 4720.075536 6.272242 10 16
S_Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 204 3.8459530 1140.511668 7.985718 11.9730296 2000-2009 –> 2010-2019 8.1561481 4.3101951 4729.374418 11.198894 9 23
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 204 3.9015708 1148.369654 148.929929 13.2702972 2000-2009 –> 2010-2019 8.1920145 4.2904437 4733.527882 235.077860 12 20
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 204 3.8400164 1141.881393 91.272510 12.1749673 2000-2009 –> 2010-2019 8.2007525 4.3607360 4747.222993 157.319939 4 21
S_Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 204 3.9116928 1149.426776 173.250869 13.2416748 2000-2009 –> 2010-2019 8.2011159 4.2894231 4734.289521 262.171862 14 21
S_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 828 2.4825283 3869.525802 68.767469 12.6052478 1982-1999 –> 2000-2009 5.0522176 2.5696893 6761.323058 171.256361 5 8
S_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 828 2.4847932 3871.035926 31.934712 12.6105292 1982-1999 –> 2000-2009 5.0541858 2.5693926 6762.692555 46.559834 8 10
S_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 828 2.4880023 3873.173287 47.619509 12.5727707 1982-1999 –> 2000-2009 5.0573262 2.5693239 6764.797324 70.156530 10 11
S_Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 828 2.4627234 3856.261719 390.703654 12.7641910 1982-1999 –> 2000-2009 5.0734728 2.6107494 6767.367069 1005.607102 1 8
S_Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 828 2.4630420 3856.475945 62.919488 13.2804673 1982-1999 –> 2000-2009 5.1008474 2.6378054 6780.138848 171.130869 2 15
S_Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 828 2.4664897 3858.792303 27.230820 13.4022553 1982-1999 –> 2000-2009 5.1096095 2.6431199 6784.906711 59.098886 3 18
S_Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 828 2.4731811 3863.278842 45.095325 13.4827893 1982-1999 –> 2000-2009 5.1195630 2.6463819 6790.895525 79.831903 4 20
S_Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 828 2.4828431 3867.735780 366.706771 12.2573400 1982-1999 –> 2000-2009 5.1257709 2.6429278 6791.761654 976.849285 6 20
S_Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 828 2.4834859 3868.164438 61.200015 12.7719096 1982-1999 –> 2000-2009 5.1481479 2.6646619 6802.165601 161.057962 7 28
S_Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 828 2.4874983 3870.837776 24.667418 12.8996868 1982-1999 –> 2000-2009 5.1574496 2.6699513 6807.254264 38.856565 9 32
S_Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 384 1.7023040 1512.307439 632.862681 7.4266176 2000-2009 –> 2010-2019 4.1650274 2.4627234 5368.569158 1023.566335 1 2
S_Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 384 1.7188906 1519.754309 114.217055 7.3190856 2000-2009 –> 2010-2019 4.1819326 2.4630420 5376.230254 177.136544 2 4
S_Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 384 1.7237413 1521.918550 75.265411 7.2965198 2000-2009 –> 2010-2019 4.1902309 2.4664897 5380.710853 102.496232 3 6
S_Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 384 1.7314679 1525.353413 119.178079 7.2764131 2000-2009 –> 2010-2019 4.2046490 2.4731811 5388.632255 164.273404 4 8
S_Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 384 1.9418100 1611.405347 625.339315 7.7689391 2000-2009 –> 2010-2019 4.4246531 2.4828431 5479.141126 992.046086 6 12
S_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 384 1.9448322 1614.599714 117.133863 7.7310057 2000-2009 –> 2010-2019 4.4273605 2.4825283 5484.125516 185.901332 7 12
S_Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 384 1.9480821 1613.882041 113.173383 7.6539310 2000-2009 –> 2010-2019 4.4315681 2.4834859 5482.046479 174.373398 8 15
S_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 384 1.9502229 1616.725552 78.234538 7.6810402 2000-2009 –> 2010-2019 4.4350162 2.4847932 5487.761478 110.169250 9 17
S_Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 384 1.9518574 1615.368919 73.365891 7.6272597 2000-2009 –> 2010-2019 4.4393557 2.4874983 5486.206695 98.033309 10 19
S_Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 384 1.9547580 1618.509401 108.685463 7.6459916 2000-2009 –> 2010-2019 4.4427604 2.4880023 5491.682688 156.304972 11 21
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 692 1.8785046 2850.389730 33.604172 7.0901567 1982-1999 –> 2000-2009 3.0620502 1.1835457 4626.462872 59.546455 1 5
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 692 1.8842996 2854.652727 31.479813 7.2537770 1982-1999 –> 2000-2009 3.0682820 1.1839823 4631.135297 50.659166 2 7
S_Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 692 1.9311815 2888.665605 35.480562 8.0112831 1982-1999 –> 2000-2009 3.0727886 1.1416071 4624.692465 78.870262 4 7
S_Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 692 1.9407850 2895.530975 34.386905 8.1702833 1982-1999 –> 2000-2009 3.0809275 1.1401425 4630.132852 77.705373 5 7
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 692 1.9044459 2869.371384 338.876045 7.7653005 1982-1999 –> 2000-2009 3.0918208 1.1873750 4649.030081 757.524859 3 9
S_Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 692 1.9789573 2922.487936 413.635578 8.6347450 1982-1999 –> 2000-2009 3.1144582 1.1355009 4652.561690 956.094837 8 9
S_Pacific (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 692 1.9420468 2894.430534 30.372103 7.5944396 1982-1999 –> 2000-2009 3.1731127 1.2310658 4712.199476 54.029756 6 15
S_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 692 1.9519304 2901.456211 25.546898 7.7552464 1982-1999 –> 2000-2009 3.1809970 1.2290666 4717.421013 42.140841 7 15
S_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 692 1.9869004 2926.031913 316.564205 8.2480256 1982-1999 –> 2000-2009 3.2062721 1.2193717 4733.206314 691.601042 9 16
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 692 2.5280358 3261.391538 202.440260 8.4810461 1982-1999 –> 2000-2009 4.1122260 1.5841902 5361.094765 511.222162 18 34
S_Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 318 1.7782005 1282.527727 57.890916 4.7457252 2000-2009 –> 2010-2019 3.7093820 1.9311815 4171.193331 93.371477 1 5
S_Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 318 1.7814969 1283.705640 57.909472 4.7760447 2000-2009 –> 2010-2019 3.7222819 1.9407850 4179.236616 92.296377 2 7
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 318 1.8716322 1315.096627 37.430498 4.9259652 2000-2009 –> 2010-2019 3.7501367 1.8785046 4165.486357 71.034670 4 5
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 318 1.8723636 1315.345108 37.020830 4.8964430 2000-2009 –> 2010-2019 3.7566632 1.8842996 4169.997836 68.500642 5 7
S_Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 318 1.8002553 1290.367439 540.388685 4.9340933 2000-2009 –> 2010-2019 3.7792126 1.9789573 4212.855375 954.024263 3 11
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 318 1.8779344 1317.234601 499.733807 4.7106568 2000-2009 –> 2010-2019 3.7823803 1.9044459 4186.605985 838.609852 6 9
S_Pacific (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 318 1.9085525 1325.520392 37.344264 4.8644288 2000-2009 –> 2010-2019 3.8505993 1.9420468 4219.950926 67.716367 10 16
S_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 318 1.9115456 1326.517028 36.906677 4.8943337 2000-2009 –> 2010-2019 3.8634760 1.9519304 4227.973239 62.453575 11 18
S_Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 318 1.9321469 1333.334728 465.313026 5.0826379 2000-2009 –> 2010-2019 3.9190474 1.9869004 4259.366641 781.877231 12 21
S_Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 318 2.0534768 1374.068751 34.052202 4.7389432 2000-2009 –> 2010-2019 4.4239128 2.3704360 4546.373991 68.237276 16 26
S_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 941 2.4805846 4394.228478 576.183217 11.7754630 1982-1999 –> 2000-2009 3.9857818 1.5051972 6696.712299 1228.254673 11 14
S_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 941 2.4897228 4401.148861 61.153238 11.8552165 1982-1999 –> 2000-2009 3.9937319 1.5040091 6702.644030 103.849212 13 14
S_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 941 2.4918453 4402.752574 73.404598 11.8771691 1982-1999 –> 2000-2009 3.9958935 1.5040482 6704.280300 132.109513 15 17
S_Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 941 2.4169433 4345.314176 88.464377 6.6546863 1982-1999 –> 2000-2009 4.0153002 1.5983569 6722.983362 149.099497 2 6
S_Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 941 2.4186587 4346.649410 71.699963 6.6898251 1982-1999 –> 2000-2009 4.0187295 1.6000708 6725.660429 123.573885 3 8
S_Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 941 2.4241224 4350.896048 789.450403 6.7661954 1982-1999 –> 2000-2009 4.0411254 1.6170029 6743.086241 1595.708019 4 12
S_Pacific (26.75,27] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 941 2.5677713 4457.240441 67.639020 11.6980025 1982-1999 –> 2000-2009 4.1716090 1.6038377 6837.195443 117.401128 27 33
S_Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 941 2.5689253 4458.086084 49.005037 11.6941035 1982-1999 –> 2000-2009 4.1747387 1.6058134 6839.582424 84.066721 29 36
S_Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 941 2.5767119 4463.781883 537.590072 11.6620276 1982-1999 –> 2000-2009 4.1993829 1.6226710 6858.353049 1078.108352 32 41
S_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 941 2.6062232 4487.214082 60.725419 9.1863508 1982-1999 –> 2000-2009 4.3793156 1.7730925 6994.777038 110.138244 33 43
S_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 545 2.1885394 2414.368484 35.108684 5.9971180 2000-2009 –> 2010-2019 4.5800354 2.3914960 6739.762574 64.446142 10 11
S_Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 545 2.1651256 2402.644404 166.227127 6.2062026 2000-2009 –> 2010-2019 4.6208395 2.4557140 6777.908548 384.187748 4 10
S_Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 545 2.1761627 2408.186774 32.510534 6.0546083 2000-2009 –> 2010-2019 4.6238957 2.4477330 6777.324499 58.820002 6 11
S_Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 545 2.2111039 2425.549163 74.017232 6.6859664 2000-2009 –> 2010-2019 4.6280472 2.4169433 6770.863339 162.481609 20 22
S_Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 545 2.2131083 2426.536804 55.697857 6.6947509 2000-2009 –> 2010-2019 4.6317669 2.4186587 6773.186213 127.397820 21 24
S_Pacific (26.75,27] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 545 2.1802445 2410.229351 31.764526 6.0482881 2000-2009 –> 2010-2019 4.6446141 2.4643696 6792.115264 61.507081 9 18
S_Pacific (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + silicate 545 2.1898074 2412.999815 32.304711 6.0236096 2000-2009 –> 2010-2019 4.6473966 2.4575893 6787.700572 56.158208 12 19
S_Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 545 2.2238214 2431.800480 802.412974 6.7224677 2000-2009 –> 2010-2019 4.6479438 2.4241224 6782.696528 1591.863377 28 32
S_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 545 2.0998300 2369.266442 685.049653 6.8968876 2000-2009 –> 2010-2019 4.6553912 2.5555612 6819.536397 1262.396020 3 23
S_Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 545 2.0988853 2368.775950 46.684090 6.8556233 2000-2009 –> 2010-2019 4.6555677 2.5566824 6819.871397 98.462020 2 23
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1383 2.2608007 6195.062878 66.874755 9.3870002 1982-1999 –> 2000-2009 4.1314667 1.8706660 9305.545686 104.344717 1 2
S_Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1383 2.3009517 6243.754885 91.246105 8.8261147 1982-1999 –> 2000-2009 4.2269019 1.9259502 9398.332884 181.007831 9 12
S_Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1383 2.3016373 6244.578893 70.486179 8.8651160 1982-1999 –> 2000-2009 4.2274438 1.9258065 9399.043943 138.133403 10 12
S_Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1383 2.3047997 6246.376715 44.079104 9.2456103 1982-1999 –> 2000-2009 4.2315398 1.9267401 9399.575537 79.972993 11 15
S_Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1383 2.3141100 6259.527636 691.660727 8.7739739 1982-1999 –> 2000-2009 4.2511291 1.9370191 9422.782022 1508.614277 12 17
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1383 2.3007370 6243.496765 705.125931 5.9350688 1982-1999 –> 2000-2009 4.2876463 1.9869093 9445.252295 1495.331542 8 14
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1383 2.2986672 6241.007270 95.421279 5.9077785 1982-1999 –> 2000-2009 4.2889764 1.9903093 9445.351322 158.733312 6 14
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1383 2.2992583 6241.718444 64.024851 5.9157706 1982-1999 –> 2000-2009 4.2889914 1.9897331 9445.624168 107.362324 7 14
S_Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1383 2.2849896 6224.499793 277.210631 8.3257070 1982-1999 –> 2000-2009 4.3138514 2.0288618 9457.889779 534.308001 2 11
S_Pacific (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1383 2.2935272 6234.815350 51.175748 8.2434266 1982-1999 –> 2000-2009 4.3696600 2.0761328 9503.075813 121.941729 3 14
S_Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 807 2.2712680 3628.192724 262.443490 8.2234352 2000-2009 –> 2010-2019 4.5562575 2.2849896 9852.692517 539.654121 4 6
S_Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 807 2.2647634 3623.563818 44.379441 8.1765019 2000-2009 –> 2010-2019 4.5595747 2.2948114 9859.927490 95.016598 1 5
S_Pacific (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 807 2.2665074 3624.806275 44.683305 8.1871265 2000-2009 –> 2010-2019 4.5600346 2.2935272 9859.621625 95.859053 3 6
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 807 2.2651059 3623.807890 45.312059 8.3505584 2000-2009 –> 2010-2019 4.5813106 2.3162047 9885.838084 106.034473 2 14
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 807 2.2821775 3635.926694 48.612418 8.6974847 2000-2009 –> 2010-2019 4.6012990 2.3191214 9901.437840 114.585642 5 18
S_Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 807 2.3051183 3652.069869 66.630507 8.3726262 2000-2009 –> 2010-2019 4.6067556 2.3016373 9896.648763 137.116686 6 15
S_Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 807 2.3058650 3652.592598 86.712611 8.3678685 2000-2009 –> 2010-2019 4.6068167 2.3009517 9896.347483 177.958716 8 16
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 807 2.3572228 3688.146203 46.462026 7.6863959 2000-2009 –> 2010-2019 4.6180235 2.2608007 9883.209082 113.336781 21 22
S_Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 807 2.3069550 3653.355328 942.879925 8.3640369 2000-2009 –> 2010-2019 4.6210650 2.3141100 9912.882964 1634.540651 10 21
S_Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 807 2.3312949 3670.294908 84.269016 8.9221495 2000-2009 –> 2010-2019 4.6299621 2.2986672 9911.302177 179.690295 13 19
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2020 1.9405114 8424.835938 109.499890 8.2901733 1982-1999 –> 2000-2009 3.8309028 1.8903914 14186.635915 172.992363 3 7
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2020 1.9668800 8479.363744 99.315862 10.1164271 1982-1999 –> 2000-2009 3.8526988 1.8858188 14234.392268 188.657545 5 7
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2020 1.9345333 8412.370739 116.920318 8.0289845 1982-1999 –> 2000-2009 3.8531677 1.9186344 14215.634682 224.992960 1 6
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2020 1.9683323 8482.345641 104.923746 10.2612024 1982-1999 –> 2000-2009 3.8551339 1.8868016 14238.830970 196.759092 6 9
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2020 1.9836581 8513.679954 600.043566 10.8144832 1982-1999 –> 2000-2009 3.8664471 1.8827890 14264.212826 1296.649655 7 8
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2020 1.9356057 8414.609633 167.056475 7.9606601 1982-1999 –> 2000-2009 3.8871309 1.9515252 14265.398724 298.544231 2 15
S_Pacific (27.25,27.5] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 2020 1.9911820 8526.974477 72.879550 11.1884297 1982-1999 –> 2000-2009 3.9236424 1.9324604 14348.314646 127.546501 10 16
S_Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2020 1.9854404 8517.308344 283.836664 7.2933106 1982-1999 –> 2000-2009 3.9278484 1.9424080 14355.004390 552.562194 8 16
S_Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2020 1.9867776 8520.028295 255.362829 7.2919734 1982-1999 –> 2000-2009 3.9293873 1.9426097 14358.014703 492.176127 9 18
S_Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2020 1.9923617 8529.367355 68.549665 7.8626962 1982-1999 –> 2000-2009 3.9353266 1.9429649 14365.864875 121.451822 11 21
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1079 2.2785448 4853.262212 115.622421 11.3070885 2000-2009 –> 2010-2019 4.2141505 1.9356057 13267.871845 282.678895 1 3
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1079 2.3416698 4912.234435 87.322948 11.5736029 2000-2009 –> 2010-2019 4.2762031 1.9345333 13324.605175 204.243266 4 5
S_Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1079 2.3307558 4902.152980 214.535217 9.4506232 2000-2009 –> 2010-2019 4.3161962 1.9854404 13419.461324 498.371881 2 10
S_Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1079 2.3411659 4911.770003 186.915771 9.4396902 2000-2009 –> 2010-2019 4.3279435 1.9867776 13431.798297 442.278600 3 12
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1079 2.5356697 5083.997266 79.940138 12.0156986 2000-2009 –> 2010-2019 4.5040020 1.9683323 13566.342906 184.863883 10 16
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1079 2.5471960 5093.784550 79.304322 11.9080623 2000-2009 –> 2010-2019 4.5140760 1.9668800 13573.148294 178.620183 11 16
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1079 2.6012065 5139.064256 67.440990 10.1975092 2000-2009 –> 2010-2019 4.5417180 1.9405114 13563.900194 176.940880 13 16
S_Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1079 2.3728450 4940.774841 82.662703 8.4116202 2000-2009 –> 2010-2019 4.5918614 2.2190164 13907.425273 234.462950 5 26
S_Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + silicate 1079 2.6491523 5176.478610 45.281621 8.8821278 2000-2009 –> 2010-2019 4.5942240 1.9450717 13608.797663 113.951186 17 21
S_Pacific (27.25,27.5] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1079 2.6056859 5140.777229 54.968560 10.5859775 2000-2009 –> 2010-2019 4.5968679 1.9911820 13667.751706 127.848111 14 24
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2440 1.7293604 9611.447928 388.797120 8.9586667 1982-1999 –> 2000-2009 3.5624603 1.8331000 15862.284791 667.510284 1 6
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2440 1.7513596 9673.134820 601.662201 9.7311687 1982-1999 –> 2000-2009 3.5809424 1.8295829 15918.056532 930.922085 2 5
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2440 1.7766282 9743.040334 297.181260 9.9996991 1982-1999 –> 2000-2009 3.6013991 1.8247710 15979.850852 550.961151 3 4
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2440 1.8284421 9883.325836 386.799927 10.4472814 1982-1999 –> 2000-2009 3.6573508 1.8289087 16127.112443 665.432430 6 8
S_Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 2440 1.8314189 9889.264289 303.307164 10.3265288 1982-1999 –> 2000-2009 3.6610196 1.8296006 16132.215937 518.894855 7 11
S_Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2440 1.8555624 9955.176633 599.684915 7.8587705 1982-1999 –> 2000-2009 3.7060053 1.8504429 16235.016427 928.451144 8 15
S_Pacific (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2440 1.8600509 9966.966740 600.736391 7.8175845 1982-1999 –> 2000-2009 3.7104449 1.8503941 16246.725197 931.290854 9 15
S_Pacific (27.5,27.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 2440 1.8927356 10049.973206 273.405011 8.7910940 1982-1999 –> 2000-2009 3.7437269 1.8509913 16328.725604 508.775081 10 19
S_Pacific (27.5,27.75] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 2440 1.9034813 10077.600245 290.826139 8.8215799 1982-1999 –> 2000-2009 3.7539961 1.8505148 16355.559608 529.593572 11 19
S_Pacific (27.5,27.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2440 1.9084763 10090.389226 305.220792 8.8196303 1982-1999 –> 2000-2009 3.7598937 1.8514174 16369.850635 547.464106 12 22
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1377 2.6249423 6579.528940 106.763398 8.8223423 2000-2009 –> 2010-2019 4.4137847 1.7888424 16356.004378 221.840703 1 5
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1377 2.6998227 6656.991288 234.821073 9.8211548 2000-2009 –> 2010-2019 4.4291831 1.7293604 16268.439217 623.618193 2 3
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1377 2.7467393 6704.438258 312.623219 10.9648681 2000-2009 –> 2010-2019 4.4980989 1.7513596 16377.573078 914.285420 3 5
S_Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + silicate 1377 2.7753474 6730.973619 83.333293 11.9627833 2000-2009 –> 2010-2019 4.5874650 1.8121176 16568.534760 170.875847 7 12
S_Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1377 2.7497618 6707.467070 344.209440 5.6579069 2000-2009 –> 2010-2019 4.6053242 1.8555624 16662.643703 943.894355 4 12
S_Pacific (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1377 2.7525005 6710.208663 346.262226 5.6831334 2000-2009 –> 2010-2019 4.6125514 1.8600509 16677.175403 946.998617 5 14
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1377 2.8395490 6795.955733 201.746829 8.2606435 2000-2009 –> 2010-2019 4.6161772 1.7766282 16538.996067 498.928089 10 13
S_Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1377 2.8984743 6852.520785 230.945599 8.4707529 2000-2009 –> 2010-2019 4.7269164 1.8284421 16735.846620 617.745526 11 17
S_Pacific (27.5,27.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1377 2.7708404 6726.497611 62.802322 6.2946975 2000-2009 –> 2010-2019 4.7572019 1.9863615 17012.084041 119.824113 6 29
S_Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 1377 2.9275549 6878.014227 191.574312 8.4045700 2000-2009 –> 2010-2019 4.7589738 1.8314189 16767.278515 494.881476 18 25
S_Pacific (27.75,27.85] 3 cstar_tref ~ temp + nitrate + phosphate 919 1.3802152 3210.285071 600.860228 3.8367943 1982-1999 –> 2000-2009 2.7553157 1.3751005 5419.916248 1221.436890 1 3
S_Pacific (27.75,27.85] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 919 1.4013269 3240.186250 973.635652 3.9556125 1982-1999 –> 2000-2009 2.7843237 1.3829968 5459.066357 1785.370096 2 5
S_Pacific (27.75,27.85] 3 cstar_tref ~ sal + nitrate + phosphate 919 1.4050956 3243.122701 954.889106 4.0302731 1982-1999 –> 2000-2009 2.7882988 1.3832031 5460.191698 1766.224012 3 7
S_Pacific (27.75,27.85] 3 cstar_tref ~ nitrate + phosphate + phosphate_star 919 1.4127956 3253.167458 743.372430 3.9830628 1982-1999 –> 2000-2009 2.7964983 1.3837027 5470.693644 1496.752957 4 9
S_Pacific (27.75,27.85] 3 cstar_tref ~ aou + nitrate + phosphate 919 1.4332809 3279.626757 831.337687 4.1118522 1982-1999 –> 2000-2009 2.8210109 1.3877300 5500.832295 1700.303472 5 11
S_Pacific (27.75,27.85] 3 cstar_tref ~ nitrate + silicate + phosphate 919 1.4819573 3341.011523 996.261695 4.6641682 1982-1999 –> 2000-2009 2.8411608 1.3592035 5535.921656 1744.381580 6 7
S_Pacific (27.75,27.85] 2 cstar_tref ~ nitrate + phosphate 919 1.4819625 3339.017919 529.278717 4.6617841 1982-1999 –> 2000-2009 2.8728771 1.3909147 5561.125441 1091.497727 7 14
S_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 919 1.6901812 3586.657069 769.153676 3.7292188 1982-1999 –> 2000-2009 3.1477003 1.4575191 5873.980739 1467.650740 9 17
S_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 919 1.6911680 3587.729922 129.356014 3.7218821 1982-1999 –> 2000-2009 3.1512801 1.4601121 5877.303831 208.840954 10 20
S_Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 919 1.6914917 3588.081679 130.576074 3.7210583 1982-1999 –> 2000-2009 3.1529282 1.4614365 5878.803401 210.548768 11 23
S_Pacific (27.75,27.85] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 605 2.0135202 2575.775922 844.552297 5.2844187 2000-2009 –> 2010-2019 3.4148472 1.4013269 5815.962172 1818.187949 1 3
S_Pacific (27.75,27.85] 3 cstar_tref ~ sal + nitrate + phosphate 605 2.0212584 2578.417175 731.574892 5.1522605 2000-2009 –> 2010-2019 3.4263540 1.4050956 5821.539876 1686.463998 3 6
S_Pacific (27.75,27.85] 3 cstar_tref ~ temp + nitrate + phosphate 605 2.0561226 2599.110217 532.402436 4.9789857 2000-2009 –> 2010-2019 3.4363378 1.3802152 5809.395288 1133.262664 4 5
S_Pacific (27.75,27.85] 3 cstar_tref ~ nitrate + phosphate + phosphate_star 605 2.1090122 2629.841445 579.972268 5.1602164 2000-2009 –> 2010-2019 3.5218078 1.4127956 5883.008903 1323.344698 6 10
S_Pacific (27.75,27.85] 3 cstar_tref ~ aou + nitrate + phosphate 605 2.1482263 2652.133100 608.013731 5.3232784 2000-2009 –> 2010-2019 3.5815072 1.4332809 5931.759857 1439.351418 8 13
S_Pacific (27.75,27.85] 3 cstar_tref ~ nitrate + silicate + phosphate 605 2.2425856 2704.147279 760.868749 7.0451945 2000-2009 –> 2010-2019 3.7245428 1.4819573 6045.158802 1757.130444 9 15
S_Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 605 2.0183357 2578.666292 708.656477 7.9255968 2000-2009 –> 2010-2019 3.7331327 1.7147969 6189.898922 1482.752207 2 17
S_Pacific (27.75,27.85] 2 cstar_tref ~ nitrate + phosphate 605 2.2976052 2731.475136 489.586645 6.3718236 2000-2009 –> 2010-2019 3.7795677 1.4819625 6070.493054 1018.865363 10 17
S_Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 605 2.0973492 2625.131466 612.988390 6.4376916 2000-2009 –> 2010-2019 3.7801742 1.6828250 6201.771552 1606.987558 5 13
S_Pacific (27.75,27.85] 3 cstar_tref ~ sal + aou + nitrate 605 2.1231843 2637.945164 319.663310 6.6655693 2000-2009 –> 2010-2019 3.8440088 1.7208246 6253.627172 650.981761 7 25
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 960 1.5078485 3524.874839 627.181668 4.9504805 1982-1999 –> 2000-2009 2.8118126 1.3039642 5793.900500 1410.633739 1 12
S_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 960 1.5716620 3606.458549 141.888527 3.9546473 1982-1999 –> 2000-2009 2.8473991 1.2757371 5848.158525 238.748590 2 4
S_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 960 1.5723281 3607.272205 142.794888 3.9748149 1982-1999 –> 2000-2009 2.8497520 1.2774238 5850.742697 240.072518 3 8
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + silicate 960 1.5748520 3608.351646 53.683104 4.2203660 1982-1999 –> 2000-2009 2.8525228 1.2776708 5850.081173 117.702216 5 12
S_Pacific (27.85,27.95] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 960 1.5797804 3614.350827 43.957575 3.7600303 1982-1999 –> 2000-2009 2.8555435 1.2757631 5854.078078 100.270658 7 10
S_Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 960 1.5797233 3614.281478 396.680283 3.7470662 1982-1999 –> 2000-2009 2.8568781 1.2771548 5855.469721 1015.491227 6 10
S_Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 960 1.5799949 3614.611542 47.079302 3.7898303 1982-1999 –> 2000-2009 2.8574210 1.2774260 5856.084336 104.571937 8 14
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate 960 1.5730322 3606.131817 85.051490 3.7487775 1982-1999 –> 2000-2009 2.8600372 1.2870049 5857.615251 169.896093 4 13
S_Pacific (27.85,27.95] 3 cstar_tref ~ temp + silicate + phosphate 960 1.5825995 3615.773958 40.618301 4.0899701 1982-1999 –> 2000-2009 2.8736840 1.2910846 5869.498288 93.327354 9 19
S_Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + silicate 960 1.6324015 3677.262261 565.469912 5.1825559 1982-1999 –> 2000-2009 2.9042187 1.2718172 5912.838531 1363.441898 29 30
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 709 1.8453773 2892.840376 671.195913 6.5886773 2000-2009 –> 2010-2019 3.3532257 1.5078485 6417.715216 1298.377581 1 2
S_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 709 1.9269527 2956.177574 193.643764 6.2270248 2000-2009 –> 2010-2019 3.4986147 1.5716620 6562.636124 335.532291 2 4
S_Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 709 1.9291413 2957.787147 194.011169 6.2636708 2000-2009 –> 2010-2019 3.5014694 1.5723281 6565.059352 336.806057 3 6
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + silicate 709 1.9292753 2955.885648 97.717568 6.2310806 2000-2009 –> 2010-2019 3.5041273 1.5748520 6564.237294 151.400671 4 9
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate 709 1.9655758 2982.318314 142.276723 5.4951529 2000-2009 –> 2010-2019 3.5386081 1.5730322 6588.450131 227.328212 5 9
S_Pacific (27.85,27.95] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 709 1.9727735 2987.501352 82.962516 6.3196517 2000-2009 –> 2010-2019 3.5525539 1.5797804 6601.852179 126.920091 6 13
S_Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 709 1.9728692 2987.570108 527.647194 6.3241875 2000-2009 –> 2010-2019 3.5525925 1.5797233 6601.851586 924.327478 7 13
S_Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 709 1.9733511 2987.916466 93.736035 6.3651436 2000-2009 –> 2010-2019 3.5533460 1.5799949 6602.528008 140.815337 8 16
S_Pacific (27.85,27.95] 3 cstar_tref ~ temp + silicate + phosphate 709 1.9767107 2988.328569 82.493645 5.9582365 2000-2009 –> 2010-2019 3.5593102 1.5825995 6604.102527 123.111946 9 18
S_Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 709 1.9785772 2991.666825 182.575368 5.6129313 2000-2009 –> 2010-2019 3.5690013 1.5904242 6618.910233 316.994985 10 20
S_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1152 1.2732092 3839.744023 878.572800 4.0044446 1982-1999 –> 2000-2009 2.4141300 1.1409208 6483.857015 1858.191265 1 2
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 1152 1.2822906 3854.119341 552.912331 3.7122130 1982-1999 –> 2000-2009 2.4414719 1.1591814 6523.162104 1458.457639 2 10
S_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1152 1.3280184 3936.851348 239.494401 3.4693137 1982-1999 –> 2000-2009 2.4820012 1.1539828 6600.270966 402.396518 3 6
S_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1152 1.3281269 3937.039594 239.462359 3.4670679 1982-1999 –> 2000-2009 2.4821289 1.1540020 6600.487468 401.912720 5 9
S_Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + silicate 1152 1.3440921 3962.570428 357.401256 3.6612781 1982-1999 –> 2000-2009 2.4877751 1.1436830 6608.784491 1024.623859 9 11
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1152 1.3281084 3935.007426 19.176952 3.4640261 1982-1999 –> 2000-2009 2.4893470 1.1612386 6607.057443 53.121555 4 15
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1152 1.3282221 3935.204698 18.113033 3.4615224 1982-1999 –> 2000-2009 2.4893991 1.1611770 6607.164820 48.259253 6 16
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1152 1.3283963 3935.506775 410.386769 3.4587353 1982-1999 –> 2000-2009 2.4894542 1.1610579 6607.292888 1138.236072 7 16
S_Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1152 1.3445314 3963.323346 55.108349 3.4403355 1982-1999 –> 2000-2009 2.4992940 1.1547626 6625.888652 131.062794 10 16
S_Pacific (27.95,28.05] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1152 1.3447622 3963.718749 54.299113 3.4433955 1982-1999 –> 2000-2009 2.4994282 1.1546660 6626.142223 131.856495 12 17
S_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1113 1.6702373 4314.418798 702.681624 3.6746445 2000-2009 –> 2010-2019 2.9434465 1.2732092 8154.162821 1581.254424 1 2
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 1113 1.6881617 4336.180220 484.838674 4.4556605 2000-2009 –> 2010-2019 2.9704523 1.2822906 8190.299561 1037.751005 5 7
S_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1113 1.6727283 4317.736198 220.533205 3.6136691 2000-2009 –> 2010-2019 3.0007467 1.3280184 8254.587545 460.027606 2 5
S_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1113 1.6736947 4319.021950 219.648027 3.6083486 2000-2009 –> 2010-2019 3.0018216 1.3281269 8256.061544 459.110386 3 8
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + silicate 1113 1.6737113 4317.044062 107.399777 3.6024823 2000-2009 –> 2010-2019 3.0098339 1.3361225 8265.912631 163.990692 4 12
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1113 1.6997743 4351.440059 30.333779 4.1393703 2000-2009 –> 2010-2019 3.0278826 1.3281084 8286.447486 49.510731 7 11
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1113 1.7001634 4351.949593 30.125559 4.1370565 2000-2009 –> 2010-2019 3.0283855 1.3282221 8287.154291 48.238592 8 14
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1113 1.7008014 4352.784803 453.364247 4.1199265 2000-2009 –> 2010-2019 3.0291977 1.3283963 8288.291577 863.751016 9 16
S_Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1113 1.6941258 4346.030567 201.453324 3.5935492 2000-2009 –> 2010-2019 3.0406264 1.3465006 8314.725869 416.054734 6 19
S_Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate 1113 1.7020426 4354.408667 169.305547 3.9279369 2000-2009 –> 2010-2019 3.0585867 1.3565441 8338.225691 279.706062 10 27
S_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 598 1.1869196 1915.998731 605.296950 6.5783447 1982-1999 –> 2000-2009 2.4945444 1.3076248 3661.015522 1186.563758 1 9
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 598 1.1872800 1914.361762 525.028342 6.4952100 1982-1999 –> 2000-2009 2.4949237 1.3076438 3657.393471 911.256445 2 12
S_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 598 1.2117397 1940.750811 328.390481 6.0386483 1982-1999 –> 2000-2009 2.5150347 1.3032950 3682.364673 691.244586 5 6
S_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 598 1.2121425 1941.148285 328.329600 6.0488169 1982-1999 –> 2000-2009 2.5155633 1.3034208 3682.861200 691.153354 6 8
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 598 1.2154821 1942.438824 391.476162 5.2370207 1982-1999 –> 2000-2009 2.5218108 1.3063288 3684.438227 675.287570 7 12
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 598 1.2166526 1943.590057 27.297304 5.1917523 1982-1999 –> 2000-2009 2.5229362 1.3062836 3685.554001 58.335831 8 12
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 598 1.2173208 1944.246715 27.427604 5.1775189 1982-1999 –> 2000-2009 2.5236572 1.3063364 3686.252113 60.201115 9 15
S_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 598 1.2188996 1947.796907 240.588030 6.2980601 1982-1999 –> 2000-2009 2.5274008 1.3085012 3693.501130 502.611809 10 22
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 598 1.2221821 1949.013344 44.154574 6.6850593 1982-1999 –> 2000-2009 2.5338100 1.3116280 3695.166359 77.476356 12 28
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 598 1.2387150 1965.083693 25.721566 4.4062931 1982-1999 –> 2000-2009 2.5474048 1.3086898 3708.935771 57.309430 19 32
S_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 614 1.5823394 2319.991082 575.877497 3.2551996 2000-2009 –> 2010-2019 2.7692590 1.1869196 4235.989813 1181.174447 8 9
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 614 1.5842565 2319.477996 266.375943 3.2230196 2000-2009 –> 2010-2019 2.7715365 1.1872800 4233.839758 791.404285 10 12
S_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 614 1.5812896 2319.176114 450.574686 3.2085611 2000-2009 –> 2010-2019 2.7930293 1.2117397 4259.926925 778.965168 5 10
S_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 614 1.5809777 2318.933852 450.452794 3.2091062 2000-2009 –> 2010-2019 2.7931202 1.2121425 4260.082137 778.782394 3 9
S_Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 614 1.5774000 2316.151812 326.779072 3.2112369 2000-2009 –> 2010-2019 2.7962996 1.2188996 4263.948720 567.367102 1 11
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 614 1.5814982 2317.338089 225.869974 3.2088540 2000-2009 –> 2010-2019 2.7969802 1.2154821 4259.776913 617.346136 7 14
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 614 1.5812914 2317.177486 18.150070 3.2070908 2000-2009 –> 2010-2019 2.7979440 1.2166526 4260.767543 45.447374 6 14
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 614 1.5809884 2316.942184 18.236435 3.2055409 2000-2009 –> 2010-2019 2.7983092 1.2173208 4261.188900 45.664039 4 13
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 614 1.5872049 2321.761246 21.978915 3.1645797 2000-2009 –> 2010-2019 2.8093870 1.2221821 4270.774590 66.133489 11 23
S_Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 614 1.5774848 2314.217804 18.025423 3.2026040 2000-2009 –> 2010-2019 2.8161998 1.2387150 4279.301497 43.746989 2 21
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1653 0.9963488 4692.917978 408.641721 3.3401027 1982-1999 –> 2000-2009 2.1321504 1.1358016 8486.019431 575.095482 1 2
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1653 0.9972850 4696.022857 128.331407 3.4540070 1982-1999 –> 2000-2009 2.1437352 1.1464502 8511.931092 240.264200 2 9
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1653 1.0076753 4730.288414 454.459145 3.2205670 1982-1999 –> 2000-2009 2.1520556 1.1443803 8541.780116 608.316420 3 8
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1653 1.0088935 4734.282637 133.910857 3.1773669 1982-1999 –> 2000-2009 2.1532500 1.1443565 8545.723480 252.469773 4 7
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1653 1.0092947 4735.597165 133.763990 3.1751377 1982-1999 –> 2000-2009 2.1536546 1.1443599 8547.045140 251.915459 5 9
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1653 1.0279827 4794.251041 26.569689 3.1039561 1982-1999 –> 2000-2009 2.1763153 1.1483325 8612.168683 38.310371 6 16
S_Pacific (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 1653 1.0492998 4862.105811 261.691664 2.8558694 1982-1999 –> 2000-2009 2.2463959 1.1970960 8781.663894 411.932473 7 32
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1653 1.1052871 5033.958346 360.048707 3.5108144 1982-1999 –> 2000-2009 2.2465338 1.1412467 8836.748510 510.882672 24 26
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1653 1.1042591 5030.881913 126.119292 2.8087394 1982-1999 –> 2000-2009 2.2499493 1.1456902 8843.169407 225.758766 22 28
S_Pacific (28.1,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 1653 1.0526794 4872.736760 233.716423 2.5637811 1982-1999 –> 2000-2009 2.2513695 1.1986901 8795.547133 362.863533 10 37
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1377 1.1499895 4306.635886 181.588185 3.6468513 2000-2009 –> 2010-2019 2.1472745 0.9972850 9002.658743 309.919592 4 6
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1377 1.1401623 4283.000490 432.354582 3.6116567 2000-2009 –> 2010-2019 2.1478375 1.0076753 9013.288904 886.813727 1 4
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1377 1.1404015 4283.578328 186.481217 3.6088921 2000-2009 –> 2010-2019 2.1492950 1.0088935 9017.860966 320.392074 2 6
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1377 1.1404980 4283.811430 185.720600 3.6090692 2000-2009 –> 2010-2019 2.1497927 1.0092947 9019.408595 319.484590 3 8
S_Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1377 1.1802779 4378.231952 467.733834 3.2232127 2000-2009 –> 2010-2019 2.1766267 0.9963488 9071.149930 876.375556 6 7
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1377 1.1554834 4317.761364 24.789678 3.6908541 2000-2009 –> 2010-2019 2.1834661 1.0279827 9112.012405 51.359367 5 11
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate 1377 1.1811279 4378.214641 164.893134 2.8242423 2000-2009 –> 2010-2019 2.2319884 1.0508605 9245.233912 284.224794 7 16
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + nitrate + silicate 1377 1.1924856 4404.570501 146.752975 2.8014575 2000-2009 –> 2010-2019 2.2432082 1.0507226 9271.155877 244.867623 8 16
S_Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + silicate 1377 1.1946980 4409.675333 79.402166 2.8381043 2000-2009 –> 2010-2019 2.2667313 1.0720333 9342.641895 147.127546 9 26
S_Pacific (28.1,28.2] 3 cstar_tref ~ sal + temp + silicate 1377 1.1948209 4407.958492 8.288925 2.8301969 2000-2009 –> 2010-2019 2.2684995 1.0736786 9343.995254 14.168583 10 29
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2483 0.4614899 3220.265138 232.097932 2.1363170 1982-1999 –> 2000-2009 1.3006039 0.8391140 9190.773289 280.876244 1 6
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2483 0.4620090 3225.847831 24.406521 2.1396848 1982-1999 –> 2000-2009 1.3007506 0.8387416 9194.229250 54.583344 2 5
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2483 0.4620696 3226.498974 18.634860 2.1414202 1982-1999 –> 2000-2009 1.3008737 0.8388041 9195.237444 47.648150 3 7
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2483 0.4660483 3269.076143 16.232452 2.2215824 1982-1999 –> 2000-2009 1.3132672 0.8472190 9285.628337 36.403240 4 10
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2483 0.5127264 3743.096639 244.621330 1.7017670 1982-1999 –> 2000-2009 1.3240257 0.8112993 9552.136035 296.552147 11 12
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2483 0.4690167 3298.605966 11.325745 2.3343282 1982-1999 –> 2000-2009 1.3390995 0.8700829 9440.712444 19.581281 5 17
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + silicate + phosphate 2483 0.4924243 3540.462628 188.168161 1.6618708 1982-1999 –> 2000-2009 1.3654764 0.8730520 9698.887207 234.608338 6 20
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + nitrate + silicate 2483 0.5283200 3889.876897 103.717840 1.7694964 1982-1999 –> 2000-2009 1.4049483 0.8766283 10067.882696 136.396999 15 31
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 2483 0.5022574 3638.649721 18.484468 1.6940685 1982-1999 –> 2000-2009 1.4279667 0.9257094 10077.601426 42.590422 7 47
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 2483 0.5120888 3734.917614 18.588703 1.7464802 1982-1999 –> 2000-2009 1.4371097 0.9250209 10170.305433 44.173789 10 48
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2053 0.5532862 3409.902583 211.745241 2.1893212 2000-2009 –> 2010-2019 1.0147761 0.4614899 6630.167721 443.843174 2 3
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2053 0.5532487 3409.624340 43.598098 2.1869224 2000-2009 –> 2010-2019 1.0152577 0.4620090 6635.472171 68.004619 1 3
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2053 0.5533882 3410.659440 43.596223 2.1865711 2000-2009 –> 2010-2019 1.0154577 0.4620696 6637.158413 62.231083 3 6
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2053 0.5611616 3467.935257 38.915159 2.2541472 2000-2009 –> 2010-2019 1.0272099 0.4660483 6737.011400 55.147611 11 15
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + silicate + phosphate 2053 0.5543448 3415.751190 197.428705 2.0623981 2000-2009 –> 2010-2019 1.0467691 0.4924243 6956.213818 385.596866 5 11
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 2053 0.5534530 3409.140257 43.232065 2.1198749 2000-2009 –> 2010-2019 1.0557103 0.5022574 7047.789978 61.716533 4 11
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate 2053 0.5544480 3416.515336 40.056356 2.3556537 2000-2009 –> 2010-2019 1.0571684 0.5027204 7059.741100 57.827148 6 14
S_Pacific (28.2,28.3] 3 cstar_tref ~ sal + silicate + phosphate 2053 0.5578205 3439.415081 31.583501 2.2594674 2000-2009 –> 2010-2019 1.0647092 0.5068887 7121.646741 46.356612 8 17
S_Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 2053 0.5570103 3435.447553 43.583157 1.9074271 2000-2009 –> 2010-2019 1.0690992 0.5120888 7170.365167 62.171860 7 17
S_Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2053 0.5585315 3448.645116 221.122696 2.0622891 2000-2009 –> 2010-2019 1.0712578 0.5127264 7191.741755 465.744026 9 20
S_Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 2024 0.6905689 4257.133282 261.376499 2.9493647 1982-1999 –> 2000-2009 1.4281145 0.7375456 8499.817848 1186.418390 3 4
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2024 0.6886761 4248.023136 320.217459 3.0493987 1982-1999 –> 2000-2009 1.4358335 0.7471573 8541.857673 772.677294 1 6
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2024 0.6981667 4303.427573 42.571348 3.0388542 1982-1999 –> 2000-2009 1.4407010 0.7425343 8573.701194 55.518048 4 7
S_Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 2024 0.6982353 4301.825352 42.316635 3.0503819 1982-1999 –> 2000-2009 1.4459936 0.7477583 8596.711691 54.878630 6 12
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2024 0.7125915 4386.210724 76.966795 3.2013654 1982-1999 –> 2000-2009 1.4545196 0.7419281 8653.384341 97.910523 8 10
S_Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2024 0.7126958 4384.803434 61.670533 3.1911282 1982-1999 –> 2000-2009 1.4606759 0.7479800 8680.815472 80.811018 9 16
S_Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + nitrate + silicate 2024 0.7205564 4429.205987 14.503421 3.3107922 1982-1999 –> 2000-2009 1.4642880 0.7437316 8703.595514 27.024581 12 16
S_Pacific (28.3, Inf] 3 cstar_tref ~ sal + nitrate + silicate 2024 0.7216430 4433.305549 12.649449 3.3681076 1982-1999 –> 2000-2009 1.4700488 0.7484058 8729.477658 24.058745 13 21
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2024 0.7599144 4646.486612 179.312287 3.6619473 1982-1999 –> 2000-2009 1.5401133 0.7801989 9104.585883 300.699536 14 29
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2024 0.7602528 4648.289116 261.349554 3.6649515 1982-1999 –> 2000-2009 1.5402968 0.7800440 9105.634578 377.254873 15 28
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2390 0.8355710 5937.846921 178.114659 3.3584454 2000-2009 –> 2010-2019 1.5954853 0.7599144 10584.333532 357.426946 2 15
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2390 0.8354650 5937.240697 229.907436 3.3579853 2000-2009 –> 2010-2019 1.5957178 0.7602528 10585.529813 491.256991 1 15
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2390 0.8360684 5940.691711 375.815261 3.3694425 2000-2009 –> 2010-2019 1.5965575 0.7604891 10590.238992 751.578619 3 18
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2390 0.8388690 5956.676506 537.109835 3.4012704 2000-2009 –> 2010-2019 1.6002001 0.7613312 10610.703388 1002.730918 4 20
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2390 0.9319381 6459.589410 504.547051 2.6442318 2000-2009 –> 2010-2019 1.6206142 0.6886761 10707.612546 824.764510 15 16
S_Pacific (28.3, Inf] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2390 0.9426465 6512.200345 399.710154 2.6864682 2000-2009 –> 2010-2019 1.6314154 0.6887690 10758.769158 714.047476 21 23
S_Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2390 0.9426169 6514.050535 29.689925 2.7995111 2000-2009 –> 2010-2019 1.6407836 0.6981667 10817.478108 72.261273 20 23
S_Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 2390 0.9426466 6512.201209 23.985557 2.7985350 2000-2009 –> 2010-2019 1.6408820 0.6982353 10814.026561 66.302192 22 27
S_Pacific (28.3, Inf] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2390 0.8573807 6059.012045 120.569888 3.1931844 2000-2009 –> 2010-2019 1.6420132 0.7846325 10833.073957 224.717052 10 39
S_Pacific (28.3, Inf] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2390 0.8573728 6058.968359 109.908458 3.1927666 2000-2009 –> 2010-2019 1.6425287 0.7851558 10835.729325 210.308494 9 39

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 3.9833965 3093.50621
Indian (-Inf,26] 2000-2009 –> 2010-2019 1.9135904 962.25416
Indian (26,26.5] 1982-1999 –> 2000-2009 3.9257261 5494.27049
Indian (26,26.5] 2000-2009 –> 2010-2019 2.1093640 1749.26913
Indian (26.5,26.75] 1982-1999 –> 2000-2009 2.8164044 4297.43292
Indian (26.5,26.75] 2000-2009 –> 2010-2019 1.8533323 1727.84119
Indian (26.75,27] 1982-1999 –> 2000-2009 2.5209318 6716.80251
Indian (26.75,27] 2000-2009 –> 2010-2019 1.7530027 3192.22341
Indian (27,27.25] 1982-1999 –> 2000-2009 4.0284374 9244.34848
Indian (27,27.25] 2000-2009 –> 2010-2019 3.3119704 4919.34309
Indian (27.25,27.5] 1982-1999 –> 2000-2009 3.2967242 10049.42138
Indian (27.25,27.5] 2000-2009 –> 2010-2019 2.8603587 5131.31030
Indian (27.5,27.75] 1982-1999 –> 2000-2009 2.3314937 10747.24722
Indian (27.5,27.75] 2000-2009 –> 2010-2019 2.4657152 6341.70626
Indian (27.75,27.85] 1982-1999 –> 2000-2009 1.9743234 3860.49570
Indian (27.75,27.85] 2000-2009 –> 2010-2019 2.2937165 2457.03434
Indian (27.85,27.95] 1982-1999 –> 2000-2009 2.0713759 4722.46331
Indian (27.85,27.95] 2000-2009 –> 2010-2019 2.5008343 3330.00039
Indian (27.95,28.05] 1982-1999 –> 2000-2009 2.3767120 5978.25700
Indian (27.95,28.05] 2000-2009 –> 2010-2019 2.6217286 3752.37404
Indian (28.05,28.1] 1982-1999 –> 2000-2009 2.7077505 3829.42561
Indian (28.05,28.1] 2000-2009 –> 2010-2019 2.6766965 2312.64561
Indian (28.1,28.2] 1982-1999 –> 2000-2009 1.6882409 7996.40526
Indian (28.1,28.2] 2000-2009 –> 2010-2019 1.6460347 5161.76456
Indian (28.2,28.3] 1982-1999 –> 2000-2009 0.7867702 5463.54896
Indian (28.2,28.3] 2000-2009 –> 2010-2019 1.0027234 4531.57579
Indian (28.3, Inf] 1982-1999 –> 2000-2009 0.6233853 2073.68962
Indian (28.3, Inf] 2000-2009 –> 2010-2019 0.7763324 3434.82895
N_Atlantic (-Inf,26] 1982-1999 –> 2000-2009 4.9451412 790.00754
N_Atlantic (-Inf,26] 2000-2009 –> 2010-2019 4.6027170 738.28866
N_Atlantic (26,26.5] 1982-1999 –> 2000-2009 3.4830407 1632.24622
N_Atlantic (26,26.5] 2000-2009 –> 2010-2019 3.1504894 1490.08080
N_Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 3.7411354 2305.03487
N_Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 3.8642701 1902.15020
N_Atlantic (26.75,27] 1982-1999 –> 2000-2009 3.2466709 4310.14173
N_Atlantic (26.75,27] 2000-2009 –> 2010-2019 3.6287576 3815.25295
N_Atlantic (27,27.25] 1982-1999 –> 2000-2009 3.0155839 5338.46060
N_Atlantic (27,27.25] 2000-2009 –> 2010-2019 3.4930770 5710.76708
N_Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 4.9456496 12897.08251
N_Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 6.7779914 15273.58860
N_Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 3.7004514 22817.47420
N_Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 3.9388940 25191.68477
N_Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 1.7457695 5372.80820
N_Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 1.6034471 5010.27788
N_Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 2.2021483 6158.98415
N_Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 2.2556815 6259.56139
N_Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 2.8257038 8219.94060
N_Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 2.7308427 7649.65503
N_Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 0.3438537 -810.56423
N_Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 0.2835469 -1269.78867
N_Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 0.3183165 -1437.79676
N_Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 0.2732320 -2091.56460
N_Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 0.3581072 -2115.04303
N_Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 0.3086558 -3996.73867
N_Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 0.5237767 163.67681
N_Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 0.4149014 -887.89939
N_Pacific (-Inf,26] 1982-1999 –> 2000-2009 8.1436847 12049.45980
N_Pacific (-Inf,26] 2000-2009 –> 2010-2019 8.3653490 27010.43607
N_Pacific (26,26.5] 1982-1999 –> 2000-2009 3.6450560 7317.80948
N_Pacific (26,26.5] 2000-2009 –> 2010-2019 3.6561512 12078.57002
N_Pacific (26.5,26.75] 1982-1999 –> 2000-2009 2.4154961 5319.14272
N_Pacific (26.5,26.75] 2000-2009 –> 2010-2019 2.6563204 9313.72529
N_Pacific (26.75,27] 1982-1999 –> 2000-2009 3.0485173 7579.95927
N_Pacific (26.75,27] 2000-2009 –> 2010-2019 2.5872806 11125.20868
N_Pacific (27,27.25] 1982-1999 –> 2000-2009 1.7729785 7238.47183
N_Pacific (27,27.25] 2000-2009 –> 2010-2019 1.8583829 12190.47500
N_Pacific (27.25,27.5] 1982-1999 –> 2000-2009 1.0959873 5613.51382
N_Pacific (27.25,27.5] 2000-2009 –> 2010-2019 1.1197958 9613.68778
N_Pacific (27.5,27.75] 1982-1999 –> 2000-2009 0.7594799 3366.67217
N_Pacific (27.5,27.75] 2000-2009 –> 2010-2019 0.8517781 6870.68180
N_Pacific (27.75,27.85] 1982-1999 –> 2000-2009 0.4403505 -158.27245
N_Pacific (27.75,27.85] 2000-2009 –> 2010-2019 0.4774254 -19.94113
N_Pacific (27.85,27.95] 1982-1999 –> 2000-2009 0.3944536 -590.44522
N_Pacific (27.85,27.95] 2000-2009 –> 2010-2019 0.3900600 -1241.32047
N_Pacific (27.95,28.05] 1982-1999 –> 2000-2009 0.4245351 -258.79780
N_Pacific (27.95,28.05] 2000-2009 –> 2010-2019 0.4001048 -1731.70000
N_Pacific (28.05,28.1] 1982-1999 –> 2000-2009 0.3653281 -417.66838
N_Pacific (28.05,28.1] 2000-2009 –> 2010-2019 0.3564319 -1730.64933
N_Pacific (28.1,28.2] 1982-1999 –> 2000-2009 0.3221850 -1808.79616
N_Pacific (28.1,28.2] 2000-2009 –> 2010-2019 0.3261559 -3431.68627
N_Pacific (28.2,28.3] 1982-1999 –> 2000-2009 0.3237212 -6959.19219
N_Pacific (28.2,28.3] 2000-2009 –> 2010-2019 0.2965432 -16263.44909
N_Pacific (28.3, Inf] 1982-1999 –> 2000-2009 0.0683446 -3034.49262
N_Pacific (28.3, Inf] 2000-2009 –> 2010-2019 0.0634859 -4271.83462
S_Atlantic (26,26.5] 1982-1999 –> 2000-2009 3.5366556 962.68618
S_Atlantic (26,26.5] 2000-2009 –> 2010-2019 2.7067625 716.84938
S_Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 2.8100886 1283.74396
S_Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 2.7194694 1314.46152
S_Atlantic (26.75,27] 1982-1999 –> 2000-2009 2.0303405 1702.90891
S_Atlantic (26.75,27] 2000-2009 –> 2010-2019 2.5873076 1948.06682
S_Atlantic (27,27.25] 1982-1999 –> 2000-2009 1.9675303 2071.15148
S_Atlantic (27,27.25] 2000-2009 –> 2010-2019 1.9454260 1850.12408
S_Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 1.8457239 2660.27161
S_Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 2.0441926 2607.12430
S_Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 2.2938240 4451.08022
S_Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 2.4904345 4372.40149
S_Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 1.4050320 1011.85941
S_Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 1.9659075 1728.50683
S_Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 1.8726219 1609.37526
S_Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 2.4765623 2096.41257
S_Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 1.9937296 2203.35575
S_Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 2.2612524 2804.06883
S_Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 1.5276489 1202.18962
S_Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 1.7248639 1482.46976
S_Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 1.2007135 1347.12123
S_Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 1.2941508 1752.34284
S_Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 0.8476548 964.98964
S_Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 0.8208729 948.52208
S_Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 1.3106969 10139.54342
S_Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 1.3377318 12247.22888
S_Pacific (-Inf,26] 1982-1999 –> 2000-2009 7.8169932 5499.54963
S_Pacific (-Inf,26] 2000-2009 –> 2010-2019 8.1410372 4726.27448
S_Pacific (26,26.5] 1982-1999 –> 2000-2009 5.0998591 6781.33026
S_Pacific (26,26.5] 2000-2009 –> 2010-2019 4.3342554 5442.51065
S_Pacific (26.5,26.75] 1982-1999 –> 2000-2009 3.2162935 4733.79368
S_Pacific (26.5,26.75] 2000-2009 –> 2010-2019 3.8557092 4233.90403
S_Pacific (26.75,27] 1982-1999 –> 2000-2009 4.0975609 6782.52746
S_Pacific (26.75,27] 2000-2009 –> 2010-2019 4.6335498 6784.09653
S_Pacific (27,27.25] 1982-1999 –> 2000-2009 4.2617607 9422.24734
S_Pacific (27,27.25] 2000-2009 –> 2010-2019 4.5941099 9885.99080
S_Pacific (27.25,27.5] 1982-1999 –> 2000-2009 3.8861686 14283.23040
S_Pacific (27.25,27.5] 2000-2009 –> 2010-2019 4.4477243 13533.11027
S_Pacific (27.5,27.75] 1982-1999 –> 2000-2009 3.6737239 16155.53980
S_Pacific (27.5,27.75] 2000-2009 –> 2010-2019 4.6005677 16596.45758
S_Pacific (27.75,27.85] 1982-1999 –> 2000-2009 2.9111394 5603.78353
S_Pacific (27.75,27.85] 2000-2009 –> 2010-2019 3.6242280 6002.26156
S_Pacific (27.85,27.95] 1982-1999 –> 2000-2009 2.8569269 5854.84671
S_Pacific (27.85,27.95] 2000-2009 –> 2010-2019 3.5182849 6572.73427
S_Pacific (27.95,28.05] 1982-1999 –> 2000-2009 2.4774430 6589.01081
S_Pacific (27.95,28.05] 2000-2009 –> 2010-2019 3.0110980 8263.58690
S_Pacific (28.05,28.1] 1982-1999 –> 2000-2009 2.5197086 3683.74825
S_Pacific (28.05,28.1] 2000-2009 –> 2010-2019 2.7942065 4258.55968
S_Pacific (28.1,28.2] 1982-1999 –> 2000-2009 2.1905410 8650.17969
S_Pacific (28.1,28.2] 2000-2009 –> 2010-2019 2.1964720 9143.94065
S_Pacific (28.2,28.3] 1982-1999 –> 2000-2009 1.3514122 9587.33936
S_Pacific (28.2,28.3] 2000-2009 –> 2010-2019 1.0437415 6918.73083
S_Pacific (28.3, Inf] 1982-1999 –> 2000-2009 1.4680585 8718.95819
S_Pacific (28.3, Inf] 2000-2009 –> 2010-2019 1.6206198 10713.74954

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)

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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
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 4 5 10
(27.5,27.75] 4 10 5 8 4 5 10
(27.75,27.85] 4 3 6 7 6 9 6
(27.85,27.95] 3 3 4 8 10 10 5
(27.95,28.05] 3 3 4 9 10 10 5
(28.05,28.1] 5 5 4 3 10 8 10
(28.1,28.2] 8 10 6 8 5 2 5
(28.2,28.3] 8 10 7 6 5 3 8
(28.3, Inf] 7 9 7 5 4 10 6
total 71.00 91.00 74.00 100.00 87.00 101.00 115.00
Indian - 2000-2009 --> 2010-2019
(-Inf,26] 5 2 5 8 6 8 10
(26,26.5] 5 5 5 8 3 10 10
(26.5,26.75] 3 3 3 8 5 10 10
(26.75,27] 3 2 4 8 5 10 10
(27,27.25] 6 10 0 6 6 5 7
(27.25,27.5] 3 10 0 4 4 6 9
(27.5,27.75] 0 9 6 8 5 6 7
(27.75,27.85] 5 3 7 5 6 9 7
(27.85,27.95] 4 2 4 8 10 10 5
(27.95,28.05] 3 3 4 8 10 9 6
(28.05,28.1] 3 6 5 4 9 7 10
(28.1,28.2] 8 10 3 6 5 5 6
(28.2,28.3] 8 5 7 5 10 8 6
(28.3, Inf] 7 6 8 6 7 10 4
total 63.00 76.00 61.00 92.00 91.00 113.00 107.00
N_Atlantic - 1982-1999 --> 2000-2009
(-Inf,26] 5 5 6 8 10 8 7
(26,26.5] 7 5 6 5 10 8 8
(26.5,26.75] 9 6 6 5 3 10 8
(26.75,27] 9 7 6 6 5 10 6
(27,27.25] 8 6 6 5 7 10 7
(27.25,27.5] 7 10 5 6 5 6 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] 7 5 3 5 10 7 6
total 96.00 95.00 70.00 80.00 115.00 97.00 98.00
N_Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 6 6 6 8 10 8 6
(26,26.5] 5 4 5 4 10 10 9
(26.5,26.75] 8 6 6 6 4 10 8
(26.75,27] 9 8 5 4 5 10 6
(27,27.25] 9 4 4 4 10 10 5
(27.25,27.5] 7 10 5 6 9 6 5
(27.5,27.75] 6 4 5 8 10 6 8
(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 4 3 7 9 3 7
total 97.00 94.00 70.00 77.00 121.00 93.00 94.00
N_Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 7 10 6 6 4 4 10
(26,26.5] 7 4 7 7 3 10 9
(26.5,26.75] 8 4 7 7 3 10 8
(26.75,27] 8 4 8 7 4 10 7
(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] 7 3 7 7 3 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 93.00 75.00 91.00 99.00 79.00 125.00 99.00
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] 8 4 7 7 3 10 8
(26.75,27] 8 4 7 7 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] 4 5 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 5 10 10 7 5
(28.3, Inf] 4 4 4 10 10 10 4
total 93.00 77.00 89.00 98.00 84.00 126.00 99.00
S_Atlantic - 1982-1999 --> 2000-2009
(26,26.5] 7 4 8 7 4 10 8
(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] 8 10 5 4 5 10 4
(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] 6 8 9 6 9 3 5
(27.95,28.05] 5 3 5 5 10 9 9
(28.05,28.1] 5 3 4 4 10 9 10
(28.1,28.15] 4 3 5 5 10 8 10
(28.15,28.2] 5 3 4 4 10 9 10
(28.2, Inf] 7 9 2 5 10 6 4
total 81.00 73.00 76.00 67.00 92.00 109.00 95.00
S_Atlantic - 2000-2009 --> 2010-2019
(26,26.5] 8 7 5 6 5 10 8
(26.5,26.75] 7 5 7 6 4 10 9
(26.75,27] 8 10 4 5 5 10 5
(27,27.25] 5 10 7 6 4 10 4
(27.25,27.5] 7 10 6 6 4 10 4
(27.5,27.75] 5 10 8 3 6 10 4
(27.75,27.85] 8 5 8 5 8 7 6
(27.85,27.95] 6 4 4 7 10 10 7
(27.95,28.05] 7 4 5 6 10 8 8
(28.05,28.1] 4 3 3 4 10 10 10
(28.1,28.15] 4 3 3 4 10 10 10
(28.15,28.2] 4 3 3 4 10 10 10
(28.2, Inf] 8 8 2 5 10 6 5
total 81.00 82.00 65.00 67.00 96.00 121.00 90.00
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] 7 10 7 6 4 4 9
(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 4 7 7 10 6
(27.5,27.75] 5 10 6 5 5 10 5
(27.75,27.85] 3 7 9 4 5 4 4
(27.85,27.95] 6 2 5 4 5 9 10
(27.95,28.05] 7 3 4 6 7 6 10
(28.05,28.1] 5 4 3 7 10 5 10
(28.1,28.2] 6 4 4 5 8 9 9
(28.2,28.3] 6 3 4 6 10 10 6
(28.3, Inf] 4 10 3 4 10 8 5
total 78.00 99.00 72.00 82.00 94.00 95.00 110.00
S_Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 5 5 4 6 10 8 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] 8 8 5 5 7 10 6
(27,27.25] 5 10 6 6 7 9 7
(27.25,27.5] 3 9 4 7 8 10 7
(27.5,27.75] 4 10 3 6 7 10 7
(27.75,27.85] 4 10 7 2 5 2 2
(27.85,27.95] 6 1 5 5 6 9 9
(27.95,28.05] 6 3 4 5 10 6 10
(28.05,28.1] 5 4 3 7 10 5 10
(28.1,28.2] 4 3 3 4 10 10 10
(28.2,28.3] 5 2 6 5 10 10 6
(28.3, Inf] 6 10 5 8 7 4 6
total 75.00 95.00 68.00 80.00 104.00 101.00 108.00

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

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

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

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

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

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

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