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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:

  • 3^{8}

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

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

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

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

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

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

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

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab n_predictors model nr_obs rmse aic vif_max resid_max eras rmse_sum rmse_lag aic_sum vif_max_sum rank rank_sum
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 52 0.6801275 121.480208 1.186945e+04 1.9354268 1982-1999 –> 2000-2012 2.0465353 1.3664078 315.5171 1.504032e+04 3 4
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 52 0.7201028 127.420034 5.023048e+03 1.6036461 1982-1999 –> 2000-2012 2.1571637 1.4370609 326.7000 8.001591e+03 9 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 52 0.7425615 130.614048 1.123328e+05 2.1602026 1982-1999 –> 2000-2012 2.2577295 1.5151680 335.3984 1.307808e+05 13 16
Atlantic (-Inf,26] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 52 0.7570324 130.621294 2.189014e+03 2.1365217 1982-1999 –> 2000-2012 2.4218012 1.6647688 343.1983 5.050018e+03 14 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 52 0.6785582 121.239965 1.266473e+01 1.9748939 1982-1999 –> 2000-2012 2.5061357 1.8275775 345.5207 2.191494e+01 1 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 52 0.6802298 121.495856 1.278791e+01 1.9749797 1982-1999 –> 2000-2012 2.5164438 1.8362140 346.2669 2.313591e+01 4 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 52 0.6796001 121.399526 2.638702e+01 1.9766954 1982-1999 –> 2000-2012 2.5362043 1.8566042 347.3190 4.966519e+01 2 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 52 0.7256169 128.213372 1.255250e+01 2.8004232 1982-1999 –> 2000-2012 2.5590060 1.8333891 352.8243 2.374788e+01 10 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 52 0.7886333 136.874405 4.250428e+01 2.0222800 1982-1999 –> 2000-2012 2.6224433 1.8338100 361.5092 5.740026e+01 15 22
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 52 0.7937326 137.544709 4.261875e+01 2.0383256 1982-1999 –> 2000-2012 2.6418753 1.8481427 362.9892 5.526786e+01 17 26
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 26 0.2096311 6.539689 1.054347e+04 0.6086312 2000-2012 –> 2008-2019 0.8897586 0.6801275 128.0199 2.241292e+04 1 4
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 26 0.2488826 15.464550 1.278681e+02 0.4609602 2000-2012 –> 2008-2019 0.9327855 0.6839029 137.5205 1.754181e+02 2 7
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 26 0.2702859 19.754500 1.586399e+01 0.7094565 2000-2012 –> 2008-2019 0.9488441 0.6785582 140.9945 2.852872e+01 4 5
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 26 0.2736968 20.406618 1.583246e+01 0.7204954 2000-2012 –> 2008-2019 0.9539266 0.6802298 141.9025 2.862037e+01 5 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 26 0.2744375 20.547153 7.971037e+01 0.7212987 2000-2012 –> 2008-2019 0.9540376 0.6796001 141.9467 1.060974e+02 6 8
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 26 0.2782654 19.267443 1.435436e+01 0.7071867 2000-2012 –> 2008-2019 0.9707371 0.6924717 140.6183 2.652040e+01 8 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 26 0.2897787 23.375642 2.053663e+02 0.7522251 2000-2012 –> 2008-2019 0.9767762 0.6869975 145.9011 2.928982e+02 10 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 26 0.2753625 20.722129 7.963889e+01 0.6613501 2000-2012 –> 2008-2019 0.9840481 0.7086856 146.4800 1.323148e+02 7 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 26 0.2658208 18.888287 1.873673e+01 0.7340532 2000-2012 –> 2008-2019 0.9914377 0.7256169 147.1017 3.128922e+01 3 13
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + silicate 26 0.2784043 19.293396 1.068235e+01 0.7492468 2000-2012 –> 2008-2019 1.0131181 0.7347138 146.8025 2.185820e+01 9 21
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 355 3.9891914 2003.794227 2.043063e+02 11.3706052 1982-1999 –> 2000-2012 7.0734617 3.0842703 3743.4762 5.099045e+02 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 355 4.0167187 2008.676739 9.813779e+00 13.5844516 1982-1999 –> 2000-2012 7.2575738 3.2408551 3781.9347 2.348012e+01 2 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 355 4.0723090 2018.435566 1.017996e+01 11.9690940 1982-1999 –> 2000-2012 7.2602127 3.1879037 3780.5244 2.443295e+01 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 355 4.0918615 2021.836367 9.839943e+00 12.2440944 1982-1999 –> 2000-2012 7.2993294 3.2074679 3788.0734 2.309970e+01 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 355 4.1015125 2023.508986 8.970750e+00 12.3085938 1982-1999 –> 2000-2012 7.3166197 3.2151071 3791.3589 2.235422e+01 5 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 355 4.2310367 2045.583763 2.034988e+02 11.5259368 1982-1999 –> 2000-2012 7.3580599 3.1270232 3794.5993 5.144215e+02 7 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 355 4.3205034 2060.440418 1.179242e+01 11.5855359 1982-1999 –> 2000-2012 7.5550366 3.2345332 3832.3745 2.822530e+01 13 19
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 355 4.3322311 2062.365058 9.801914e+00 11.6820202 1982-1999 –> 2000-2012 7.5773760 3.2451448 3836.5199 2.289981e+01 14 22
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 355 4.3557893 2066.215502 8.846052e+00 11.6850675 1982-1999 –> 2000-2012 7.6242592 3.2684698 3845.2261 2.347819e+01 15 24
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 355 4.1149875 2025.837781 3.247268e+01 16.3625687 1982-1999 –> 2000-2012 7.7107926 3.5958051 3869.5607 9.016245e+01 6 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 312 3.4037840 1663.747600 3.516112e+02 14.4276413 2000-2012 –> 2008-2019 7.3929754 3.9891914 3667.5418 5.559175e+02 2 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 312 3.3829887 1659.923605 1.310516e+01 15.1684362 2000-2012 –> 2008-2019 7.3997074 4.0167187 3668.6003 2.291894e+01 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 312 3.4081796 1664.552913 1.205250e+01 14.4011724 2000-2012 –> 2008-2019 7.4804886 4.0723090 3682.9885 2.223246e+01 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 312 3.4104236 1664.963625 1.280586e+01 14.3886594 2000-2012 –> 2008-2019 7.5022851 4.0918615 3686.8000 2.264580e+01 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 312 3.4117636 1665.208763 1.170716e+01 14.3763945 2000-2012 –> 2008-2019 7.5132762 4.1015125 3688.7177 2.067791e+01 5 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 312 3.5624260 1692.173311 4.482190e+01 16.5433152 2000-2012 –> 2008-2019 7.6774135 4.1149875 3718.0111 7.729458e+01 21 27
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 312 3.4318023 1668.863041 1.724353e+02 16.6666230 2000-2012 –> 2008-2019 7.7188446 4.2870423 3723.7833 2.640935e+02 6 14
Atlantic (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 312 3.4318480 1668.871347 1.713353e+02 16.6310963 2000-2012 –> 2008-2019 7.7200571 4.2882092 3723.9848 2.631882e+02 7 16
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 312 3.4389210 1670.156083 1.722779e+02 16.8109089 2000-2012 –> 2008-2019 7.7314331 4.2925121 3725.9817 2.641407e+02 9 19
Atlantic (26,26.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 312 3.4318507 1666.871849 5.851933e+00 16.6384852 2000-2012 –> 2008-2019 7.7357817 4.3039310 3722.5837 1.036317e+01 8 20
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 485 3.0600478 2475.247982 2.636693e+04 13.8849366 1982-1999 –> 2000-2012 5.6892526 2.6292049 4278.4630 5.876801e+04 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 485 3.0676850 2477.665878 1.054101e+03 16.4814213 1982-1999 –> 2000-2012 5.7782541 2.7105692 4303.7388 2.577443e+03 2 5
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 485 3.0778449 2480.873135 2.432317e+01 16.6386927 1982-1999 –> 2000-2012 5.8438314 2.7659865 4322.1251 5.675330e+01 3 10
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 485 3.1842797 2513.849717 2.231321e+02 15.2409973 1982-1999 –> 2000-2012 5.8518031 2.6675234 4327.9165 4.370424e+02 8 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 485 3.0950505 2486.280479 2.449140e+01 16.8931171 1982-1999 –> 2000-2012 5.8947973 2.7997468 4336.6311 5.721913e+01 6 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 485 3.1013671 2488.258091 2.460735e+01 16.9746429 1982-1999 –> 2000-2012 5.9130428 2.8116757 4341.7975 5.748701e+01 7 18
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 485 3.2107230 2519.871645 1.782593e+02 15.8549943 1982-1999 –> 2000-2012 5.9213531 2.7106300 4343.9614 3.882681e+02 10 14
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 485 3.2617984 2537.180722 7.478635e+01 15.5776816 1982-1999 –> 2000-2012 5.9913731 2.7295747 4368.4940 1.415193e+02 14 19
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 485 3.0945724 2486.130619 8.022789e+01 16.5624162 1982-1999 –> 2000-2012 6.0220747 2.9275023 4369.9467 1.466299e+02 4 20
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 485 3.0948290 2484.211050 1.444972e+01 16.4914339 1982-1999 –> 2000-2012 6.0235298 2.9287008 4366.3341 3.517589e+01 5 22
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 449 3.8758920 2504.795487 7.866809e+04 11.4828112 2000-2012 –> 2008-2019 6.9359397 3.0600478 4980.0435 1.050350e+05 4 5
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 449 3.9483840 2521.435923 1.678116e+03 12.7522547 2000-2012 –> 2008-2019 7.0160689 3.0676850 4999.1018 2.732217e+03 10 12
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 449 3.8532117 2499.525299 3.571630e+02 11.9694308 2000-2012 –> 2008-2019 7.0374915 3.1842797 5013.3750 5.802951e+02 1 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 449 4.0124898 2535.898723 3.161727e+01 13.2571727 2000-2012 –> 2008-2019 7.0903347 3.0778449 5016.7719 5.594045e+01 17 20
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 449 4.0343775 2540.783918 3.192874e+01 13.4085541 2000-2012 –> 2008-2019 7.1294280 3.0950505 5027.0644 5.642014e+01 19 25
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 449 4.0389844 2541.808773 3.199996e+01 13.4319244 2000-2012 –> 2008-2019 7.1403515 3.1013671 5030.0669 5.660731e+01 20 27
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 449 3.8925655 2508.650272 9.157379e+01 12.1374120 2000-2012 –> 2008-2019 7.1543639 3.2617984 5045.8310 1.663601e+02 5 19
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 449 3.9779883 2526.143872 3.308766e+02 13.0049471 2000-2012 –> 2008-2019 7.1887114 3.2107230 5046.0155 5.091359e+02 14 24
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 449 3.9083528 2512.284986 9.139972e+01 12.1953469 2000-2012 –> 2008-2019 7.2023618 3.2940090 5058.9976 1.652803e+02 6 22
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 449 3.9215886 2515.320947 9.175289e+01 12.2909779 2000-2012 –> 2008-2019 7.2368934 3.3153048 5068.2844 1.672813e+02 7 26
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 801 2.3136915 3630.968110 1.899053e+04 10.8517816 1982-1999 –> 2000-2012 3.8987480 1.5850565 6565.8021 5.234851e+04 2 3
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 801 2.2314831 3573.011131 2.073098e+02 5.8316319 1982-1999 –> 2000-2012 3.9218821 1.6903990 6607.8366 3.811940e+02 1 3
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 801 2.4441384 3718.835153 1.263845e+03 11.4406683 1982-1999 –> 2000-2012 4.1639561 1.7198178 6780.4729 2.840149e+03 5 8
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 801 2.4795772 3739.896597 1.451172e+02 11.7441352 1982-1999 –> 2000-2012 4.2001284 1.7205512 6800.1969 3.054772e+02 7 11
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 801 2.3572609 3660.855051 7.632702e+01 5.9769690 1982-1999 –> 2000-2012 4.2067556 1.8494947 6835.4595 1.306554e+02 3 8
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 801 2.3964252 3687.252463 7.514614e+01 6.0603952 1982-1999 –> 2000-2012 4.3186593 1.9222341 6921.8035 1.293410e+02 4 12
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 801 2.4548129 3725.816528 7.797344e+01 6.0894198 1982-1999 –> 2000-2012 4.4165656 1.9617527 6991.9917 1.325362e+02 6 17
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 801 2.5562275 3790.668654 3.440653e+01 11.5541711 1982-1999 –> 2000-2012 4.4350048 1.8787773 6989.6844 7.789384e+01 8 14
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 801 2.6563480 3850.217042 1.974042e+01 12.2393186 1982-1999 –> 2000-2012 4.5407217 1.8843737 7051.8549 4.841942e+01 11 18
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 801 2.6200681 3830.186424 3.460451e+01 11.6881218 1982-1999 –> 2000-2012 4.5750299 1.9549618 7090.9729 7.822622e+01 9 18
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 839 2.3750772 3846.499120 3.445329e+02 8.1794121 2000-2012 –> 2008-2019 4.6065603 2.2314831 7419.5103 5.518427e+02 1 2
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 839 2.4157128 3874.965468 9.156740e+01 8.3420025 2000-2012 –> 2008-2019 4.7729737 2.3572609 7535.8205 1.678944e+02 2 5
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 839 2.4317332 3886.056796 9.037692e+01 8.3824678 2000-2012 –> 2008-2019 4.8281584 2.3964252 7573.3093 1.655231e+02 3 7
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 839 2.4666637 3909.988887 9.362788e+01 8.5199598 2000-2012 –> 2008-2019 4.9214767 2.4548129 7635.8054 1.716013e+02 4 10
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 839 2.7610021 4099.145085 2.388922e+04 13.2806342 2000-2012 –> 2008-2019 5.0746936 2.3136915 7730.1132 4.287975e+04 8 10
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 839 2.7175124 4072.503852 1.743779e+03 13.5104134 2000-2012 –> 2008-2019 5.1616508 2.4441384 7791.3390 3.007624e+03 6 11
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 839 2.6054578 4001.845733 1.027067e+02 8.9088430 2000-2012 –> 2008-2019 5.2645704 2.6591126 7855.7292 1.899333e+02 5 17
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 839 2.8182318 4131.570886 2.879936e+02 13.7545148 2000-2012 –> 2008-2019 5.2978090 2.4795772 7871.4675 4.331108e+02 13 20
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 839 2.7551796 4095.602728 3.179733e+01 13.5753799 2000-2012 –> 2008-2019 5.3114071 2.5562275 7886.2714 6.620386e+01 7 15
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 839 2.7926786 4118.286883 2.661098e+01 13.6749757 2000-2012 –> 2008-2019 5.4127467 2.6200681 7948.4733 6.121548e+01 10 19
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 974 1.9577779 4086.778331 3.170773e+02 8.1479864 1982-1999 –> 2000-2012 3.3839622 1.4261843 7552.8677 6.579417e+02 1 4
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 974 2.0858486 4210.214625 1.189601e+02 8.9264877 1982-1999 –> 2000-2012 3.6173125 1.5314640 7814.9012 2.296100e+02 3 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 974 2.1358617 4256.371315 1.448585e+02 8.2518815 1982-1999 –> 2000-2012 3.6319157 1.4960541 7815.5349 2.614408e+02 6 12
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 974 2.0878752 4212.106375 1.164815e+02 8.9231678 1982-1999 –> 2000-2012 3.6547199 1.5668448 7861.2391 2.261307e+02 4 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 974 2.3324614 4427.900389 9.923886e+02 10.9407424 1982-1999 –> 2000-2012 3.7087400 1.3762786 7824.6745 2.307603e+03 9 10
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 974 2.3417598 4435.650741 4.918691e+01 10.7038052 1982-1999 –> 2000-2012 3.7494559 1.4076961 7876.3484 1.492346e+02 10 12
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 974 2.1784218 4294.806333 1.338121e+02 9.3767387 1982-1999 –> 2000-2012 3.7882044 1.6097827 7996.5497 2.461817e+02 7 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 974 2.3809907 4468.014687 2.306729e+01 10.7253594 1982-1999 –> 2000-2012 3.8322164 1.4512257 7967.9761 4.620855e+01 12 16
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 974 2.3434463 4435.053134 4.615456e+01 10.5479414 1982-1999 –> 2000-2012 3.8508215 1.5073752 8006.8872 1.312252e+02 11 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 974 2.3900209 4475.388781 2.300754e+01 10.7260284 1982-1999 –> 2000-2012 3.8540112 1.4639903 7992.3918 4.610829e+01 13 18
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1133 1.9022113 4686.391403 3.680268e+02 8.9706560 2000-2012 –> 2008-2019 3.8599892 1.9577779 8773.1697 6.851041e+02 1 2
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1133 1.9715855 4767.561690 8.870769e+01 9.7939400 2000-2012 –> 2008-2019 4.0329695 2.0613840 8954.7935 1.511416e+02 2 4
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1133 2.0229709 4825.863929 1.823524e+02 9.6538783 2000-2012 –> 2008-2019 4.1108460 2.0878752 9037.9703 2.988339e+02 4 8
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1133 2.0259779 4829.229634 1.862095e+02 9.6460595 2000-2012 –> 2008-2019 4.1118264 2.0858486 9039.4443 3.051696e+02 5 8
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate 1133 2.0289328 4830.532245 8.763377e+01 9.5763400 2000-2012 –> 2008-2019 4.1176459 2.0887131 9041.4203 1.492360e+02 6 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1133 2.0203912 4822.972437 2.186417e+02 9.0749200 2000-2012 –> 2008-2019 4.1562528 2.1358617 9079.3438 3.635002e+02 3 9
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1133 2.1138395 4925.429193 1.967434e+02 10.0636241 2000-2012 –> 2008-2019 4.2922612 2.1784218 9220.2355 3.305555e+02 7 14
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1133 2.1472929 4961.009888 3.008651e+02 9.6046967 2000-2012 –> 2008-2019 4.4513347 2.3040418 9365.0293 4.892321e+02 8 16
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1133 2.2307843 5047.447133 1.189869e+03 11.6956439 2000-2012 –> 2008-2019 4.5632457 2.3324614 9475.3475 2.182258e+03 10 19
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1133 2.2253350 5041.904991 5.140580e+01 11.4027970 2000-2012 –> 2008-2019 4.5670948 2.3417598 9477.5557 1.005927e+02 9 19
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1929 3.1547708 9920.782190 3.253060e+02 8.5977043 1982-1999 –> 2000-2012 4.6766845 1.5219137 14848.3419 7.353723e+02 1 9
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1929 3.4451959 10260.536687 5.004829e+01 20.0123589 1982-1999 –> 2000-2012 4.7351291 1.2899332 14746.2060 8.442096e+01 9 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1929 3.4455171 10260.896295 4.948601e+01 19.9633583 1982-1999 –> 2000-2012 4.7513838 1.3058667 14779.3686 8.373080e+01 10 13
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1929 3.2889813 10081.514285 4.464778e+02 13.6419664 1982-1999 –> 2000-2012 4.7590645 1.4700833 14916.4905 1.004207e+03 3 9
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1929 3.4049925 10215.251319 5.010538e+01 19.0889668 1982-1999 –> 2000-2012 4.7700800 1.3650875 14852.2310 8.467353e+01 8 13
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1929 3.5270009 10351.072901 4.963971e+01 18.7659718 1982-1999 –> 2000-2012 4.7722606 1.2452596 14742.5640 1.191140e+02 16 17
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1929 3.5348433 10359.641747 4.605868e+02 19.4287474 1982-1999 –> 2000-2012 4.8510368 1.3161935 14899.1611 1.304046e+03 18 22
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + silicate + phosphate 1929 3.5356540 10358.526476 4.769136e+01 19.2430709 1982-1999 –> 2000-2012 5.0222012 1.4865472 15221.2610 1.171041e+02 19 26
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1929 3.2594374 10046.702552 4.785617e+01 10.0697782 1982-1999 –> 2000-2012 5.0516608 1.7922233 15411.1032 1.190937e+02 2 18
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1929 3.4761259 10295.018119 2.327701e+02 9.9188781 1982-1999 –> 2000-2012 5.0585240 1.5823982 15326.7136 5.102852e+02 12 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1886 2.9119899 9397.888006 4.451461e+01 9.8591980 2000-2012 –> 2008-2019 6.3169824 3.4049925 19613.1393 9.461999e+01 2 10
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1886 2.9107166 9396.238271 4.375455e+01 9.9641782 2000-2012 –> 2008-2019 6.3559125 3.4451959 19656.7750 9.380285e+01 1 10
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1886 2.9125594 9398.625707 4.377431e+01 9.9755414 2000-2012 –> 2008-2019 6.3580765 3.4455171 19659.5220 9.326032e+01 3 13
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1886 3.0786108 9607.768870 4.949640e+02 9.3080444 2000-2012 –> 2008-2019 6.3960656 3.3174548 19722.5391 7.348459e+02 7 11
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1886 2.9173489 9402.823328 4.371232e+01 9.9377801 2000-2012 –> 2008-2019 6.4070732 3.4897244 19710.9044 9.315522e+01 4 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1886 3.1205845 9658.848813 6.364939e+02 11.8441619 2000-2012 –> 2008-2019 6.4095658 3.2889813 19740.3631 1.082972e+03 13 16
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1886 3.0210208 9536.539661 7.144566e+02 9.3708949 2000-2012 –> 2008-2019 6.5558641 3.5348433 19896.1814 1.175043e+03 5 23
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1886 3.4176104 10001.803861 3.834556e+02 9.6332278 2000-2012 –> 2008-2019 6.5723812 3.1547708 19922.5861 7.087615e+02 19 20
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1886 3.1102329 9646.315505 4.905660e+01 11.2979722 2000-2012 –> 2008-2019 6.6372338 3.5270009 19997.3884 9.869630e+01 12 28
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1886 3.3937706 9975.399814 4.773396e+01 9.8393082 2000-2012 –> 2008-2019 6.6532081 3.2594374 20022.1024 9.559014e+01 18 20
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3359 2.5171499 15747.998162 9.081975e+02 21.9209044 1982-1999 –> 2000-2012 3.8170565 1.2999066 24988.5935 2.955341e+03 8 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3359 2.4365355 15529.326410 1.694013e+01 21.6022799 1982-1999 –> 2000-2012 3.8529159 1.4163804 25240.8590 3.237896e+01 3 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3359 2.4325353 15518.287987 1.694397e+01 21.8303470 1982-1999 –> 2000-2012 3.8534868 1.4209515 25247.5037 3.285848e+01 1 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3359 2.4326856 15518.703139 1.739079e+01 21.9940069 1982-1999 –> 2000-2012 3.8544490 1.4217634 25251.0537 3.322308e+01 2 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3359 2.5209917 15758.243538 7.897851e+02 20.1809552 1982-1999 –> 2000-2012 3.8549023 1.3339106 25140.5529 2.614162e+03 9 11
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3359 2.5305368 15783.631536 6.778652e+02 22.3797629 1982-1999 –> 2000-2012 3.8775171 1.3469803 25219.4509 2.163334e+03 12 15
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3359 2.5224326 15762.082167 9.016551e+02 20.1537928 1982-1999 –> 2000-2012 3.9039117 1.3814791 25336.6901 2.665763e+03 10 14
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3359 2.4515621 15570.630450 2.644793e+01 19.8523327 1982-1999 –> 2000-2012 3.9753613 1.5237992 25683.3474 6.065067e+01 5 14
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3359 2.5635054 15868.590376 1.693754e+01 24.8062069 1982-1999 –> 2000-2012 3.9947218 1.4312165 25635.3089 3.194197e+01 16 24
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3359 2.4500921 15566.600951 1.013312e+03 20.7325702 1982-1999 –> 2000-2012 4.0000891 1.5499970 25772.8679 3.058117e+03 4 14
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3058 2.1279323 13310.730197 8.656624e+02 9.0499349 2000-2012 –> 2008-2019 4.5780244 2.4500921 28877.3311 1.878975e+03 1 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3058 2.1941732 13498.213186 1.788392e+01 8.9391448 2000-2012 –> 2008-2019 4.6267085 2.4325353 29016.5012 3.482789e+01 2 3
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3058 2.1944186 13498.897262 1.763217e+01 8.9832412 2000-2012 –> 2008-2019 4.6271042 2.4326856 29017.6004 3.502295e+01 3 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3058 2.2077844 13536.035699 1.775867e+01 9.0284892 2000-2012 –> 2008-2019 4.6443199 2.4365355 29065.3621 3.469880e+01 4 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3058 2.2167405 13560.795677 2.712107e+01 10.3755747 2000-2012 –> 2008-2019 4.6683026 2.4515621 29131.4261 5.356900e+01 6 11
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3058 2.2123037 13548.542358 6.201162e+02 10.2095489 2000-2012 –> 2008-2019 4.6687333 2.4564295 29132.4978 1.109085e+03 5 11
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 3058 2.2186238 13563.989652 2.709967e+01 10.3111273 2000-2012 –> 2008-2019 4.6785819 2.4599581 29155.5882 5.339402e+01 7 14
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3058 2.3241874 13850.281919 7.313810e+02 10.3421188 2000-2012 –> 2008-2019 4.8451791 2.5209917 29608.5255 1.521166e+03 10 19
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3058 2.2837343 13740.894045 1.763118e+01 10.2583314 2000-2012 –> 2008-2019 4.8472397 2.5635054 29609.4844 3.456872e+01 8 24
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3058 2.3409132 13894.137592 1.015916e+03 10.3102989 2000-2012 –> 2008-2019 4.8633458 2.5224326 29656.2198 1.917571e+03 11 21
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1395 1.2199891 4527.607506 1.776162e+03 6.8339432 1982-1999 –> 2000-2012 1.8782809 0.6582918 6469.2089 4.040372e+03 2 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1395 1.1808527 4436.639200 5.677613e+04 6.1458693 1982-1999 –> 2000-2012 1.9027046 0.7218519 6555.7635 2.779515e+05 1 11
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1395 1.3250240 4758.029840 2.798402e+03 7.6707534 1982-1999 –> 2000-2012 1.9310618 0.6060378 6540.3398 8.084887e+03 9 10
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1395 1.2565365 4609.960519 3.286304e+01 6.9546282 1982-1999 –> 2000-2012 1.9386419 0.6821054 6620.0042 6.357221e+01 3 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1395 1.3743083 4859.920630 1.486510e+03 7.8910917 1982-1999 –> 2000-2012 2.0002720 0.6259636 6704.5365 4.084262e+03 14 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1395 1.3180884 4743.387715 3.814421e+01 7.2603777 1982-1999 –> 2000-2012 2.0387859 0.7206975 6859.4294 6.485355e+01 6 13
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1395 1.3208395 4749.204824 3.635967e+01 7.3084383 1982-1999 –> 2000-2012 2.0418323 0.7209928 6866.0355 6.033785e+01 8 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1395 1.3205363 4748.564374 3.839829e+01 7.3014991 1982-1999 –> 2000-2012 2.0421337 0.7215974 6867.0094 6.425237e+01 7 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1395 1.4188221 4948.855977 1.712956e+03 8.1789846 1982-1999 –> 2000-2012 2.0677660 0.6489438 6862.9116 4.726561e+03 15 18
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1395 1.3451442 4798.076891 3.503591e+01 7.9167427 1982-1999 –> 2000-2012 2.0684997 0.7233555 6919.2089 5.760075e+01 11 22
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1177 1.2259438 3833.717068 1.581302e+03 5.1984334 2000-2012 –> 2008-2019 2.4459330 1.2199891 8361.3246 3.357464e+03 3 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1177 1.1835036 3750.781268 2.243329e+03 6.4487112 2000-2012 –> 2008-2019 2.5085276 1.3250240 8508.8111 5.041730e+03 1 10
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1177 1.2712690 3919.178016 3.304484e+01 5.1950664 2000-2012 –> 2008-2019 2.5278055 1.2565365 8529.1385 6.590787e+01 6 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1177 1.2655005 3908.472175 8.132929e+03 5.1471350 2000-2012 –> 2008-2019 2.5664045 1.3009041 8615.2466 1.431549e+04 5 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1177 1.2184328 3819.250267 1.383904e+03 6.5539514 2000-2012 –> 2008-2019 2.5927411 1.3743083 8679.1709 2.870414e+03 2 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1177 1.4243124 4186.765552 5.335112e+04 7.5958619 2000-2012 –> 2008-2019 2.6051651 1.1808527 8623.4048 1.101273e+05 14 15
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1177 1.3313582 4027.895242 3.738417e+01 5.3536601 2000-2012 –> 2008-2019 2.6494466 1.3180884 8771.2830 7.552838e+01 7 13
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1177 1.3337749 4032.164408 3.615588e+01 5.3506054 2000-2012 –> 2008-2019 2.6546144 1.3208395 8781.3692 7.251554e+01 8 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1177 1.3360863 4036.240274 3.737764e+01 5.3624046 2000-2012 –> 2008-2019 2.6566226 1.3205363 8784.8046 7.577593e+01 9 16
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1177 1.3562653 4069.527087 1.517950e+01 4.5978543 2000-2012 –> 2008-2019 2.6588203 1.3025550 8777.8399 3.383073e+01 10 15
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1344 1.3085450 4550.952623 6.895247e+04 8.7555536 1982-1999 –> 2000-2012 2.2294169 0.9208719 7310.1322 2.051511e+05 1 3
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1344 1.6755578 5215.507628 2.547885e+03 15.4508418 1982-1999 –> 2000-2012 2.5792963 0.9037385 7936.1112 7.023819e+03 7 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1344 1.5756371 5050.232027 1.539176e+03 10.4301414 1982-1999 –> 2000-2012 2.6192102 1.0435731 8066.3359 3.420860e+03 2 9
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1344 1.5901563 5074.888041 7.955524e+04 8.4804215 1982-1999 –> 2000-2012 2.6326450 1.0424887 8088.8565 2.241076e+05 3 9
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1344 1.6061029 5101.709852 7.926696e+04 8.4298513 1982-1999 –> 2000-2012 2.6509188 1.0448160 8120.2585 1.979916e+05 4 12
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 1344 1.6086397 5103.952204 6.796974e+04 8.4315553 1982-1999 –> 2000-2012 2.6541568 1.0455171 8121.8788 1.767335e+05 5 14
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1344 1.7555075 5340.800220 8.567837e+02 16.5299667 1982-1999 –> 2000-2012 2.6815027 0.9259952 8111.3757 2.927327e+03 11 14
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1344 1.6401383 5158.076932 2.892971e+01 10.5665577 1982-1999 –> 2000-2012 2.7170809 1.0769426 8238.8316 5.796022e+01 6 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1344 1.8133442 5427.931211 9.197450e+02 17.3619520 1982-1999 –> 2000-2012 2.7611846 0.9478404 8246.4000 3.274826e+03 15 19
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1344 1.6991719 5253.125866 4.748024e+01 10.6053915 1982-1999 –> 2000-2012 2.8170047 1.1178328 8410.4243 9.137478e+01 8 19
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1151 1.4836252 4188.509144 6.510718e+04 9.1571546 2000-2012 –> 2008-2019 2.7921702 1.3085450 8739.4618 1.340596e+05 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1151 1.6296605 4404.628142 1.256991e+03 10.4520085 2000-2012 –> 2008-2019 3.2052976 1.5756371 9454.8602 2.796168e+03 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1151 1.7584428 4579.711293 7.842869e+04 9.0130336 2000-2012 –> 2008-2019 3.3485991 1.5901563 9654.5993 1.579839e+05 5 8
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1151 1.7434002 4559.934012 8.256059e+04 9.6612376 2000-2012 –> 2008-2019 3.3495030 1.6061029 9661.6439 1.618276e+05 4 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1151 1.7158441 4523.258207 2.835696e+01 10.6688843 2000-2012 –> 2008-2019 3.3559824 1.6401383 9681.3351 5.728667e+01 3 9
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 1151 1.7812230 4607.341634 6.435127e+04 9.1372349 2000-2012 –> 2008-2019 3.3898628 1.6086397 9711.2938 1.323210e+05 7 12
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1151 1.7762575 4602.915313 4.618997e+01 10.7088627 2000-2012 –> 2008-2019 3.4754294 1.6991719 9856.0412 9.367022e+01 6 14
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1151 1.7837584 4612.615904 3.146066e+01 10.7658640 2000-2012 –> 2008-2019 3.4907412 1.7069828 9878.0698 6.331001e+01 8 17
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1151 1.7892613 4619.706734 4.364624e+01 10.7728942 2000-2012 –> 2008-2019 3.5049194 1.7156581 9898.7871 8.858980e+01 9 19
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1151 1.8853869 4740.170805 1.854097e+03 17.2089514 2000-2012 –> 2008-2019 3.5609448 1.6755578 9955.6784 4.401982e+03 11 18
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1648 2.3150475 7457.583363 2.057439e+03 11.9817528 1982-1999 –> 2000-2012 3.8380063 1.5229588 12177.2637 3.921758e+03 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1648 2.4064702 7585.240201 2.680059e+03 12.6215378 1982-1999 –> 2000-2012 4.0326456 1.6261753 12472.6634 5.132061e+03 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1648 2.4193624 7602.850640 2.105484e+03 12.5737282 1982-1999 –> 2000-2012 4.0713085 1.6519462 12530.4940 3.953442e+03 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1648 2.4672386 7667.437537 1.939202e+03 12.5323577 1982-1999 –> 2000-2012 4.1932834 1.7260448 12707.3219 3.696202e+03 4 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1648 2.7983608 8082.516886 2.435709e+03 10.3773862 1982-1999 –> 2000-2012 5.0749884 2.2766275 13830.6160 4.619378e+03 5 15
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1648 3.1175923 8438.574493 1.305020e+03 15.3093555 1982-1999 –> 2000-2012 5.2602840 2.1426917 14031.5760 2.287176e+03 10 15
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1648 2.8613992 8155.941580 2.832658e+03 11.0366693 1982-1999 –> 2000-2012 5.2733274 2.4119282 14051.7174 5.393204e+03 6 21
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1648 2.8778738 8174.863975 2.071881e+03 11.8623801 1982-1999 –> 2000-2012 5.3730091 2.4951354 14157.3981 3.942751e+03 7 23
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1648 2.8903432 8187.114278 1.659016e+03 12.2768404 1982-1999 –> 2000-2012 5.3857890 2.4954458 14167.9666 3.087917e+03 8 25
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1648 3.1511593 8473.872685 1.372987e+05 14.9416143 1982-1999 –> 2000-2012 5.3865928 2.2354335 14175.2626 2.375682e+05 11 17
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1440 2.4593135 6692.203854 3.356675e+03 11.6214260 2000-2012 –> 2008-2019 4.7743610 2.3150475 14149.7872 5.414114e+03 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1440 2.4672609 6701.495676 3.757957e+03 12.0942837 2000-2012 –> 2008-2019 4.8737311 2.4064702 14286.7359 6.438016e+03 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1440 2.4720278 6707.054718 3.061852e+03 12.0894471 2000-2012 –> 2008-2019 4.8913902 2.4193624 14309.9054 5.167336e+03 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1440 2.4955786 6734.362351 2.791902e+03 12.1147512 2000-2012 –> 2008-2019 4.9628172 2.4672386 14401.7999 4.731103e+03 4 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1440 2.7129672 6974.906621 3.336410e+03 9.8423324 2000-2012 –> 2008-2019 5.5113280 2.7983608 15057.4235 5.772119e+03 5 10
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1440 2.7627780 7027.304625 3.716351e+03 10.5349128 2000-2012 –> 2008-2019 5.6241772 2.8613992 15183.2462 6.549009e+03 7 13
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1440 2.7520545 7016.104429 2.649665e+03 10.7738781 2000-2012 –> 2008-2019 5.6299283 2.8778738 15190.9684 4.721546e+03 6 13
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1440 2.8009524 7064.826393 2.356464e+03 10.8725323 2000-2012 –> 2008-2019 5.6912957 2.8903432 15251.9407 4.015480e+03 9 17
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 1440 2.7983197 7062.118106 2.365232e+03 11.1169825 2000-2012 –> 2008-2019 5.7233450 2.9250253 15288.5466 4.139548e+03 8 17
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1440 2.8411689 7107.883760 1.375074e+03 14.3687477 2000-2012 –> 2008-2019 5.9587612 3.1175923 15546.4583 2.680095e+03 10 20
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 971 1.1465395 3035.143842 5.520640e+05 7.8593404 1982-1999 –> 2000-2012 1.7765733 0.6300337 4436.7309 8.951594e+05 1 2
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 971 1.1610179 3059.513589 7.756528e+05 9.3627145 1982-1999 –> 2000-2012 1.8000660 0.6390481 4481.6999 1.318099e+06 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 971 1.2701402 3233.963866 4.554681e+05 9.4426186 1982-1999 –> 2000-2012 1.9480811 0.6779408 4741.8166 1.046810e+06 3 6
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 971 1.2705260 3232.553632 4.155436e+05 9.4251450 1982-1999 –> 2000-2012 1.9671624 0.6966364 4777.8516 7.106390e+05 4 8
Atlantic (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 971 1.3032183 3283.891697 1.172177e+04 7.8487604 1982-1999 –> 2000-2012 2.0367383 0.7335201 4905.9971 2.422282e+04 5 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 971 1.3598643 3366.520112 3.238313e+03 8.2520846 1982-1999 –> 2000-2012 2.0740176 0.7141534 4949.8275 1.072215e+04 8 14
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 971 1.3263018 3317.988704 1.274224e+04 7.9205478 1982-1999 –> 2000-2012 2.0788343 0.7525325 4977.1985 2.344399e+04 6 28
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 971 1.3701385 3381.137469 6.927219e+03 8.8597836 1982-1999 –> 2000-2012 2.0838034 0.7136649 4963.4528 2.595540e+04 10 15
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 971 1.3705643 3379.740830 3.201099e+03 8.8237559 1982-1999 –> 2000-2012 2.0854820 0.7149177 4962.5994 8.138301e+03 11 18
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 971 1.3346908 3330.233366 1.523282e+04 7.9346675 1982-1999 –> 2000-2012 2.0973885 0.7626977 5008.8986 2.742644e+04 7 31
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 866 1.0892614 2619.687240 6.940922e+05 6.8718041 2000-2012 –> 2008-2019 2.2358009 1.1465395 5654.8311 1.246156e+06 2 3
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 866 1.0871797 2616.374136 8.717174e+05 6.9004161 2000-2012 –> 2008-2019 2.2481976 1.1610179 5675.8877 1.647370e+06 1 3
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 866 1.2020461 2790.333161 3.970318e+05 7.4524787 2000-2012 –> 2008-2019 2.4721863 1.2701402 6024.2970 8.524999e+05 3 6
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 866 1.2081666 2797.129716 3.923760e+05 7.6301798 2000-2012 –> 2008-2019 2.4786926 1.2705260 6029.6833 8.079197e+05 4 8
Atlantic (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 866 1.3182826 2950.204785 1.259534e+04 7.8817125 2000-2012 –> 2008-2019 2.6215009 1.3032183 6234.0965 2.431711e+04 5 10
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 866 1.3458159 2986.006267 1.384175e+04 7.9339928 2000-2012 –> 2008-2019 2.6721177 1.3263018 6303.9950 2.658399e+04 10 16
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 866 1.3550938 2997.905565 1.690755e+04 7.9327107 2000-2012 –> 2008-2019 2.6897846 1.3346908 6328.1389 3.214038e+04 13 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 866 1.3444597 2984.260022 2.773721e+03 7.8447216 2000-2012 –> 2008-2019 2.7043239 1.3598643 6350.7801 6.012034e+03 8 16
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 866 1.3387343 2976.868602 5.585225e+03 7.9469338 2000-2012 –> 2008-2019 2.7088729 1.3701385 6358.0061 1.251244e+04 6 16
Atlantic (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 866 1.3469178 2985.423878 2.262213e+03 7.9885370 2000-2012 –> 2008-2019 2.7127008 1.3657830 6358.3780 3.809454e+03 11 20
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1381 1.1180358 4241.273892 6.473266e+05 13.6244614 1982-1999 –> 2000-2012 1.6234140 0.5053782 5501.4155 9.640094e+05 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1381 1.1344103 4281.432310 8.005269e+03 9.7305224 1982-1999 –> 2000-2012 1.7539893 0.6195789 5886.2902 1.360711e+04 2 6
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1381 1.1439903 4304.659037 7.876816e+03 9.6518353 1982-1999 –> 2000-2012 1.7806376 0.6366473 5955.4984 1.221944e+04 3 11
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1381 1.2727011 4599.141075 8.926901e+05 13.7415416 1982-1999 –> 2000-2012 1.7899204 0.5172193 5898.4692 1.448919e+06 11 13
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1381 1.1451752 4307.518363 8.978480e+03 9.6601097 1982-1999 –> 2000-2012 1.7903581 0.6451829 5980.8917 1.457063e+04 4 14
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1381 1.1775625 4384.547785 7.504629e+03 9.3245580 1982-1999 –> 2000-2012 1.8475884 0.6700259 6121.8490 1.197899e+04 7 27
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1381 1.2883205 4632.831705 2.223886e+03 9.5313513 1982-1999 –> 2000-2012 1.9013455 0.6130250 6219.6963 6.317394e+03 12 15
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1381 1.2991892 4656.035228 8.897868e+01 9.3567365 1982-1999 –> 2000-2012 1.9216251 0.6224359 6268.6773 1.582362e+02 13 18
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1381 1.2653222 4583.080836 8.455290e+03 9.1458477 1982-1999 –> 2000-2012 1.9308012 0.6654790 6308.8609 1.532051e+04 8 25
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1381 1.3032451 4664.644259 1.112338e+02 9.3531961 1982-1999 –> 2000-2012 1.9344184 0.6311733 6300.8725 3.285580e+02 14 20
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1249 0.8776773 3232.578737 7.353235e+05 4.3910062 2000-2012 –> 2008-2019 1.9957131 1.1180358 7473.8526 1.382650e+06 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1249 1.0614787 3707.546485 9.134759e+03 5.1748534 2000-2012 –> 2008-2019 2.1958890 1.1344103 7988.9788 1.714003e+04 5 7
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1249 0.9272279 3369.769725 9.564788e+05 4.7607039 2000-2012 –> 2008-2019 2.1999290 1.2727011 7968.9108 1.849169e+06 2 13
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1249 1.0822491 3755.953771 9.216860e+03 5.1560076 2000-2012 –> 2008-2019 2.2262393 1.1439903 8060.6128 1.709368e+04 6 9
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1249 1.0870494 3767.009168 1.167320e+04 5.1055398 2000-2012 –> 2008-2019 2.2322246 1.1451752 8074.5275 2.065168e+04 7 11
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1249 1.1179744 3837.081690 8.861773e+03 5.2613018 2000-2012 –> 2008-2019 2.2955369 1.1775625 8221.6295 1.636640e+04 10 17
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1249 1.1325716 3869.486513 7.423655e+03 3.7263920 2000-2012 –> 2008-2019 2.3062320 1.1736604 8244.8666 1.452804e+04 15 20
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1249 1.1391856 3882.031890 7.406398e+03 4.1165663 2000-2012 –> 2008-2019 2.3160702 1.1768846 8262.9893 1.375294e+04 16 22
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1249 0.9914653 3537.097159 6.584279e+05 4.8314430 2000-2012 –> 2008-2019 2.3190359 1.3275707 8252.8201 1.481785e+06 3 20
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 1249 1.0325895 3636.618568 4.626631e+05 5.3871260 2000-2012 –> 2008-2019 2.3617361 1.3291466 8353.6183 9.897810e+05 4 22
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2542 0.6985898 5404.295541 6.889004e+05 15.0753858 1982-1999 –> 2000-2012 1.2670292 0.5684394 7970.2808 1.112671e+06 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2542 0.7626486 5850.333749 9.164458e+05 23.9637908 1982-1999 –> 2000-2012 1.5463496 0.7837010 9375.8636 1.636421e+06 2 29
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2542 0.9422303 6925.357456 4.775978e+03 12.4489449 1982-1999 –> 2000-2012 1.5893374 0.6471070 9878.6379 1.313758e+04 5 10
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2542 0.7939632 6054.912039 6.562742e+05 13.4206097 1982-1999 –> 2000-2012 1.5968946 0.8029315 9652.8765 1.041144e+06 3 33
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2542 0.9581846 7010.721177 1.425731e+03 12.2269143 1982-1999 –> 2000-2012 1.6055046 0.6473201 9964.9853 2.436203e+03 9 16
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2542 0.9612539 7026.980355 1.435577e+03 12.0067953 1982-1999 –> 2000-2012 1.6068546 0.6456007 9973.2975 2.440827e+03 14 16
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2542 0.9649743 7046.619502 1.423267e+03 12.3176970 1982-1999 –> 2000-2012 1.6183605 0.6533862 10028.7543 2.433449e+03 18 28
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2542 0.9669708 7057.127157 1.883348e+02 11.5341962 1982-1999 –> 2000-2012 1.6194682 0.6524975 10035.1947 2.558085e+02 20 29
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2542 0.9680430 7060.761430 8.274179e+01 11.1535221 1982-1999 –> 2000-2012 1.6221850 0.6541420 10044.3504 1.291020e+02 21 32
Atlantic (28.15,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2542 0.9354420 6888.597252 3.138680e+03 12.2624500 1982-1999 –> 2000-2012 1.6291461 0.6937040 10049.6444 4.678429e+03 4 20
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2163 0.6105088 4017.608854 8.664648e+05 3.1167918 2000-2012 –> 2008-2019 1.3090986 0.6985898 9421.9044 1.555365e+06 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2163 0.6284437 4142.863201 1.056162e+06 2.4372863 2000-2012 –> 2008-2019 1.3910924 0.7626486 9993.1970 1.972608e+06 2 4
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2163 0.8125355 5254.269401 9.432605e+05 2.8920657 2000-2012 –> 2008-2019 1.6064987 0.7939632 11309.1814 1.599535e+06 3 6
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2163 0.8436569 5416.867382 4.246874e+03 4.1207123 2000-2012 –> 2008-2019 1.7858872 0.9422303 12342.2248 9.022852e+03 4 9
Atlantic (28.15,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2163 0.8506399 5452.526683 3.652523e+03 4.1947922 2000-2012 –> 2008-2019 1.7860819 0.9354420 12341.1239 6.791203e+03 5 9
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2163 0.8521822 5458.363116 1.161671e+03 4.1571050 2000-2012 –> 2008-2019 1.7946224 0.9424402 12382.8527 2.196879e+03 6 12
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2163 0.8676576 5538.217097 2.121190e+03 4.1862694 2000-2012 –> 2008-2019 1.8217283 0.9540708 12527.0641 4.094986e+03 9 17
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2163 0.8655538 5527.715384 1.336611e+03 4.1134223 2000-2012 –> 2008-2019 1.8237384 0.9581846 12538.4366 2.762342e+03 7 16
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2163 0.8752228 5575.772760 1.974795e+03 3.9375937 2000-2012 –> 2008-2019 1.8271524 0.9519296 12553.1970 4.000755e+03 19 26
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2163 0.8699871 5547.816246 3.327074e+02 4.1382869 2000-2012 –> 2008-2019 1.8299248 0.9599377 12565.8309 7.188920e+02 12 23
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5156 0.6267527 9828.294847 1.197609e+03 3.9675992 1982-1999 –> 2000-2012 1.0958722 0.4691195 13071.7296 2.448487e+03 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5156 0.6392334 10031.622241 2.091359e+02 4.0273287 1982-1999 –> 2000-2012 1.1465583 0.5073249 13656.9758 6.295596e+02 2 5
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 5156 0.6554981 10290.719306 6.265147e+01 3.9368103 1982-1999 –> 2000-2012 1.1899905 0.5344923 14170.5375 1.112909e+02 3 12
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5156 0.6811456 10686.500713 1.069672e+03 3.9925063 1982-1999 –> 2000-2012 1.1903731 0.5092275 14330.1139 2.506154e+03 6 10
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5156 0.6846585 10739.546571 6.396351e+02 3.9263262 1982-1999 –> 2000-2012 1.1906839 0.5060254 14352.3897 9.225833e+02 12 14
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5156 0.6810741 10685.418810 5.818843e+02 3.9741669 1982-1999 –> 2000-2012 1.1906916 0.5096174 14332.7655 8.643896e+02 5 10
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 5156 0.6811883 10685.147017 4.289946e+02 4.0227043 1982-1999 –> 2000-2012 1.1917821 0.5105938 14339.8305 6.679010e+02 7 13
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5156 0.6814060 10690.441482 5.923302e+02 3.9657116 1982-1999 –> 2000-2012 1.1920394 0.5106335 14347.5041 8.713912e+02 8 15
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 5156 0.6600101 10359.456110 4.921324e+01 3.8017066 1982-1999 –> 2000-2012 1.1946240 0.5346139 14238.3837 9.738152e+01 4 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 5156 0.6815869 10691.178867 1.499774e+02 3.9233717 1982-1999 –> 2000-2012 1.2001113 0.5185245 14421.0465 3.137275e+02 9 17
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5954 0.6044895 10916.578443 1.006271e+03 4.0134366 2000-2012 –> 2008-2019 1.2312422 0.6267527 20744.8733 2.203880e+03 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5954 0.6323336 11452.829987 6.116601e+02 4.0033625 2000-2012 –> 2008-2019 1.2715670 0.6392334 21484.4522 8.207960e+02 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 5954 0.6528652 11833.332031 2.563748e+02 3.8485196 2000-2012 –> 2008-2019 1.3083633 0.6554981 22124.0513 3.190263e+02 3 6
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 5954 0.6533399 11839.988174 2.268628e+02 3.7663515 2000-2012 –> 2008-2019 1.3133500 0.6600101 22199.4443 2.760761e+02 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5954 0.6675847 12098.828539 9.088939e+02 4.0080435 2000-2012 –> 2008-2019 1.3487303 0.6811456 22785.3293 1.978566e+03 8 14
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5954 0.6678743 12103.993047 9.149416e+02 3.9975504 2000-2012 –> 2008-2019 1.3489485 0.6810741 22789.4119 1.496826e+03 10 15
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5954 0.6675745 12098.646168 8.893602e+02 3.9965965 2000-2012 –> 2008-2019 1.3489804 0.6814060 22789.0876 1.481690e+03 7 15
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 5954 0.6675848 12096.830731 5.856931e+02 4.0069101 2000-2012 –> 2008-2019 1.3491717 0.6815869 22788.0096 7.356705e+02 9 18
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 5954 0.6705750 12150.048497 8.582177e+02 3.8174878 2000-2012 –> 2008-2019 1.3517633 0.6811883 22835.1955 1.287212e+03 15 22
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 5954 0.6705910 12150.332234 1.736768e+01 4.0374776 2000-2012 –> 2008-2019 1.3532389 0.6826479 22857.5523 2.932099e+01 16 26
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2618 5.4926994 16362.668369 9.914949e+01 35.4003308 1982-1999 –> 2000-2012 10.7134315 5.2207321 23177.1380 1.970125e+02 1 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2618 5.8036051 16650.959751 2.444775e+01 41.1304785 1982-1999 –> 2000-2012 10.7255653 4.9219602 23334.9566 5.522639e+01 3 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2618 5.6447816 16505.672358 9.949055e+01 22.4725361 1982-1999 –> 2000-2012 10.8130170 5.1682354 23297.7666 2.074029e+02 2 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2618 5.8157682 16661.921808 3.403413e+03 26.1111201 1982-1999 –> 2000-2012 10.8516265 5.0358583 23396.5686 4.967639e+03 4 7
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2618 5.8892665 16727.678505 1.966874e+01 44.4742950 1982-1999 –> 2000-2012 10.9707756 5.0815090 23482.3051 3.269938e+01 6 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2618 6.0163238 16839.440627 1.672846e+01 20.8733316 1982-1999 –> 2000-2012 10.9955805 4.9792567 23549.0619 4.215856e+01 8 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2618 5.9601691 16790.339757 2.076160e+01 42.1792911 1982-1999 –> 2000-2012 11.1033519 5.1431828 23571.6757 3.647175e+01 7 12
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2618 5.8788276 16716.389270 9.890158e+01 24.7102565 1982-1999 –> 2000-2012 11.1648251 5.2859975 23556.3650 1.967082e+02 5 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2618 6.1470699 16952.010045 6.797336e+00 22.9824705 1982-1999 –> 2000-2012 11.3325914 5.1855215 23751.4970 1.370122e+01 9 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2618 6.1765125 16977.028972 8.290461e+00 23.5744309 1982-1999 –> 2000-2012 11.4007496 5.2242371 23792.9845 1.826942e+01 11 21
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3295 4.6311964 19466.057322 1.416984e+02 31.3701356 2000-2012 –> 2008-2019 10.1238958 5.4926994 35828.7257 2.408479e+02 2 3
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3295 4.6913819 19551.147150 5.672018e+01 29.5014110 2000-2012 –> 2008-2019 10.4949870 5.8036051 36202.1069 8.116793e+01 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3295 4.6966531 19558.547371 5.460197e+01 29.7015803 2000-2012 –> 2008-2019 10.5859196 5.8892665 36286.2259 7.427071e+01 4 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3295 4.4872673 19258.002169 3.014148e+01 26.4965778 2000-2012 –> 2008-2019 10.6378930 6.1506257 36213.0401 4.311262e+01 1 11
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3295 4.7880891 19685.610868 5.771797e+01 28.9438232 2000-2012 –> 2008-2019 10.7482582 5.9601691 36475.9506 7.847957e+01 6 13
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3295 5.5545183 20664.096097 1.431473e+02 23.3707043 2000-2012 –> 2008-2019 11.1993000 5.6447816 37169.7685 2.426379e+02 7 9
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 3295 4.7053289 19568.709437 2.587144e+01 30.6116404 2000-2012 –> 2008-2019 11.2530175 6.5476886 36849.3026 3.815088e+01 5 24
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3295 5.6923458 20825.621747 4.884527e+03 24.3406665 2000-2012 –> 2008-2019 11.5081140 5.8157682 37487.5436 8.287940e+03 8 12
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3295 5.7307465 20867.928768 1.409669e+02 23.7825739 2000-2012 –> 2008-2019 11.6095741 5.8788276 37584.3180 2.398684e+02 9 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3295 5.7999810 20949.067070 2.717412e+01 28.4031183 2000-2012 –> 2008-2019 11.8163048 6.0163238 37788.5077 4.390257e+01 10 18
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2600 4.2683898 14938.910966 5.136796e+02 14.5359747 1982-1999 –> 2000-2012 7.7271410 3.4587512 23065.4417 1.356621e+03 5 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2600 4.3237928 15005.971870 5.202472e+01 16.0163214 1982-1999 –> 2000-2012 7.7477539 3.4239611 23101.6686 9.786082e+01 9 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2600 3.9800945 14575.269258 5.196186e+02 15.2069549 1982-1999 –> 2000-2012 7.8194939 3.8393995 23020.2455 1.330477e+03 1 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2600 4.0100720 14614.288207 5.285836e+01 17.7252261 1982-1999 –> 2000-2012 7.9061104 3.8960384 23103.9294 9.818126e+01 2 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2600 4.4909850 15203.255072 2.808763e+01 16.8703007 1982-1999 –> 2000-2012 8.0104276 3.5194425 23382.8406 4.804669e+01 11 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2600 4.5334698 15252.215935 3.033425e+01 17.0407386 1982-1999 –> 2000-2012 8.0725698 3.5391000 23448.7894 5.164262e+01 12 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2600 4.2712313 14942.371542 5.292314e+01 13.7340713 1982-1999 –> 2000-2012 8.1367371 3.8655058 23408.0163 1.063238e+02 6 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2600 4.1735544 14822.074186 2.801581e+01 17.9441811 1982-1999 –> 2000-2012 8.1518273 3.9782729 23375.4224 4.698199e+01 3 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2600 4.2883637 14963.187576 1.787540e+01 13.9038694 1982-1999 –> 2000-2012 8.1701240 3.8817604 23441.6308 2.928277e+01 7 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2600 4.2060618 14862.419559 2.962672e+01 17.9484501 1982-1999 –> 2000-2012 8.1973144 3.9912526 23425.7027 4.899280e+01 4 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2519 3.6683029 13710.647716 5.760097e+02 14.2209073 2000-2012 –> 2008-2019 7.6483974 3.9800945 28285.9170 1.095628e+03 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2519 3.8489564 13952.838994 4.835956e+01 15.1354748 2000-2012 –> 2008-2019 7.8590284 4.0100720 28567.1272 1.012179e+02 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2519 3.9386321 14068.871378 1.851186e+01 15.2023484 2000-2012 –> 2008-2019 8.1121865 4.1735544 28890.9456 4.652767e+01 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2519 3.9550619 14089.843487 1.916061e+01 15.2272520 2000-2012 –> 2008-2019 8.1611237 4.2060618 28952.2630 4.878733e+01 4 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2519 4.0192484 14170.948583 5.840418e+02 19.0234019 2000-2012 –> 2008-2019 8.2876382 4.2683898 29109.8595 1.097721e+03 5 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2519 4.1249114 14301.682754 4.534815e+01 19.7492615 2000-2012 –> 2008-2019 8.4487042 4.3237928 29307.6546 9.737287e+01 6 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2519 4.2167241 14412.589243 4.717185e+01 16.5547265 2000-2012 –> 2008-2019 8.4879554 4.2712313 29354.9608 1.000950e+02 8 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2519 4.2384842 14438.520706 2.111948e+01 16.7136377 2000-2012 –> 2008-2019 8.5268479 4.2883637 29401.7083 3.899488e+01 11 18
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2519 4.2507454 14453.073754 2.130641e+01 16.7508402 2000-2012 –> 2008-2019 8.5575349 4.3067895 29438.5563 4.541798e+01 12 20
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2519 4.2186635 14414.905878 3.276474e+02 15.9149705 2000-2012 –> 2008-2019 8.6340190 4.4153555 29529.8457 5.979159e+02 9 19
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2353 4.0678504 13294.582562 1.607109e+03 14.9650141 1982-1999 –> 2000-2012 7.2827415 3.2148911 19594.3414 3.020740e+03 1 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2353 4.2828520 13536.962456 1.612123e+03 17.0788332 1982-1999 –> 2000-2012 7.3775663 3.0947143 19744.1434 3.078768e+03 2 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2353 4.4339192 13700.094670 1.115642e+02 18.4992374 1982-1999 –> 2000-2012 7.6199888 3.1860696 19977.9703 1.968837e+02 8 10
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2353 4.4052980 13669.618794 7.090362e+02 19.1655344 1982-1999 –> 2000-2012 7.6615713 3.2562733 20000.4570 1.309254e+03 6 10
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2353 4.2828951 13537.009727 1.086554e+02 15.4492759 1982-1999 –> 2000-2012 7.7259808 3.4430857 20003.4048 1.817398e+02 3 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2353 4.5208347 13791.451126 5.268447e+01 19.0051401 1982-1999 –> 2000-2012 7.8265443 3.3057096 20158.9041 1.061427e+02 11 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2353 4.5294286 13800.388569 5.635269e+01 18.9889684 1982-1999 –> 2000-2012 7.8500072 3.3205786 20178.7471 1.142011e+02 13 19
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2353 4.4979172 13767.534353 1.120265e+02 20.0290416 1982-1999 –> 2000-2012 7.8522042 3.3542870 20170.4363 1.980036e+02 10 17
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2353 4.4456692 13712.549235 3.204461e+04 15.3744904 1982-1999 –> 2000-2012 7.8759591 3.4302899 20169.8967 4.507276e+04 9 17
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2353 4.4104426 13675.111311 3.273922e+04 15.5879161 1982-1999 –> 2000-2012 7.9097686 3.4993260 20180.8779 4.575993e+04 7 22
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2314 3.7148323 12654.327105 1.559764e+03 12.4109253 2000-2012 –> 2008-2019 7.7826827 4.0678504 25948.9097 3.166873e+03 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2314 3.9373864 12923.600901 1.572524e+03 15.2611758 2000-2012 –> 2008-2019 8.2202384 4.2828520 26460.5634 3.184647e+03 3 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2314 3.9524469 12941.269291 1.176824e+02 15.6701325 2000-2012 –> 2008-2019 8.2353420 4.2828951 26478.2790 2.263378e+02 4 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2314 3.8955680 12874.184751 2.973504e+04 13.1903008 2000-2012 –> 2008-2019 8.3412372 4.4456692 26586.7340 6.177965e+04 2 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2314 4.0586381 13063.969614 4.767945e+01 16.8801944 2000-2012 –> 2008-2019 8.4468921 4.3882540 26715.3457 9.943961e+01 6 10
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2314 4.0602626 13065.821641 5.031285e+01 16.9632140 2000-2012 –> 2008-2019 8.4561714 4.3959089 26725.3996 1.047461e+02 7 12
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2314 4.0607108 13066.332537 3.078278e+04 13.1542655 2000-2012 –> 2008-2019 8.4711534 4.4104426 26741.4438 6.352200e+04 8 15
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2314 4.0554296 13060.309538 4.282024e+01 17.7940196 2000-2012 –> 2008-2019 8.5822621 4.5268325 26858.0001 8.956847e+01 5 17
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2314 4.1610978 13179.352400 1.202736e+02 18.6688209 2000-2012 –> 2008-2019 8.5950169 4.4339192 26879.4471 2.318378e+02 11 19
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2314 4.0645837 13068.744364 4.167812e+01 17.3437914 2000-2012 –> 2008-2019 8.5975012 4.5329175 26870.7565 8.775389e+01 9 23
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3330 3.6175091 18027.463317 1.468360e+03 16.2549509 1982-1999 –> 2000-2012 6.4815262 2.8640172 26962.3646 2.494822e+03 2 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3330 3.5835385 17964.626504 1.477291e+02 15.3985493 1982-1999 –> 2000-2012 6.5269112 2.9433727 26998.1921 2.453741e+02 1 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3330 3.8065355 18366.682279 8.214653e+02 16.7478240 1982-1999 –> 2000-2012 6.7756938 2.9691582 27431.7357 1.384068e+03 7 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3330 3.6855432 18151.554057 7.230112e+01 16.5654455 1982-1999 –> 2000-2012 6.7966245 3.1110813 27385.1651 1.325750e+02 3 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3330 3.6893691 18158.463960 8.181477e+01 16.5609739 1982-1999 –> 2000-2012 6.8141176 3.1247485 27407.8993 1.492682e+02 4 13
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3330 3.8224225 18394.420686 1.126258e+04 17.0805152 1982-1999 –> 2000-2012 6.8408547 3.0184321 27518.8913 1.998537e+04 8 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3330 3.8224589 18392.484123 7.726836e+02 17.1365296 1982-1999 –> 2000-2012 6.8500504 3.0275914 27525.8925 1.317112e+03 9 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3330 3.6970556 18172.325222 5.076845e+01 15.9965663 1982-1999 –> 2000-2012 6.9072973 3.2102416 27519.2031 1.022777e+02 5 18
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3330 3.7057244 18185.923238 4.902968e+01 16.2059415 1982-1999 –> 2000-2012 6.9176485 3.2119240 27532.6926 9.869830e+01 6 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3330 3.8595272 18458.758267 1.470055e+02 18.9449030 1982-1999 –> 2000-2012 6.9528978 3.0933706 27671.7597 2.458334e+02 10 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3034 3.4430292 16120.990423 2.332501e+03 16.1334639 2000-2012 –> 2008-2019 7.0605383 3.6175091 34148.4537 3.800861e+03 1 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3034 3.5369080 16289.537586 2.337061e+02 19.4505914 2000-2012 –> 2008-2019 7.1204465 3.5835385 34254.1641 3.814352e+02 2 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3034 3.6596951 16491.187305 4.850674e+01 20.3793514 2000-2012 –> 2008-2019 7.3567508 3.6970556 34663.5125 9.927518e+01 3 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3034 3.6736231 16514.229226 8.609654e+01 20.7805881 2000-2012 –> 2008-2019 7.3591663 3.6855432 34665.7833 1.583977e+02 4 7
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3034 3.6757208 16517.692077 9.825837e+01 20.7241899 2000-2012 –> 2008-2019 7.3650898 3.6893691 34676.1560 1.800731e+02 5 9
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3034 3.6780313 16519.503957 4.741717e+01 20.5184783 2000-2012 –> 2008-2019 7.3837558 3.7057244 34705.4272 9.644686e+01 6 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3034 3.7665253 16665.724612 1.138195e+03 21.1719368 2000-2012 –> 2008-2019 7.5730608 3.8065355 35032.4069 1.959661e+03 8 15
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3034 3.7596274 16654.605357 1.742321e+04 19.2251500 2000-2012 –> 2008-2019 7.5820499 3.8224225 35049.0260 2.868579e+04 7 15
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3034 3.7938327 16707.544587 1.044133e+03 21.4119226 2000-2012 –> 2008-2019 7.6162916 3.8224589 35100.0287 1.816817e+03 9 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3034 3.8785423 16849.046515 2.126881e+02 23.3155578 2000-2012 –> 2008-2019 7.7380695 3.8595272 35307.8048 3.596935e+02 12 22
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4395 2.9296351 21934.646372 7.330674e+02 9.6105571 1982-1999 –> 2000-2012 5.3740518 2.4444166 31870.3225 1.422335e+03 1 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4395 2.9917536 22119.076431 2.033632e+03 9.9276624 1982-1999 –> 2000-2012 5.4277530 2.4359994 32039.9547 3.676738e+03 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4395 3.0686276 22342.085255 1.348552e+02 10.9689806 1982-1999 –> 2000-2012 5.4746773 2.4060497 32209.8926 2.607084e+02 4 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4395 3.0521015 22294.618784 1.294852e+02 10.3473961 1982-1999 –> 2000-2012 5.4999856 2.4478841 32236.3761 2.530608e+02 3 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4395 3.0890489 22400.387545 4.279609e+04 10.3928173 1982-1999 –> 2000-2012 5.5410522 2.4520033 32349.3580 6.682754e+04 5 10
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4395 3.0892954 22399.089087 6.954279e+02 10.2740180 1982-1999 –> 2000-2012 5.5711890 2.4818936 32398.0390 1.285181e+03 6 13
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4395 3.1448280 22555.693135 1.264071e+02 10.2561386 1982-1999 –> 2000-2012 5.6072814 2.4624534 32520.9079 2.492436e+02 7 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4395 3.1711295 22630.901877 5.968238e+01 11.9352867 1982-1999 –> 2000-2012 5.6554173 2.4842878 32635.9882 1.230913e+02 8 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4395 3.1793012 22653.523540 6.653997e+01 11.9721277 1982-1999 –> 2000-2012 5.6800518 2.5007506 32686.9450 1.363918e+02 11 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4395 3.1754427 22642.849255 2.258161e+01 10.9403146 1982-1999 –> 2000-2012 5.7024541 2.5270114 32721.0858 5.641687e+01 9 19
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4111 2.7534797 20008.292532 8.943469e+02 9.3609675 2000-2012 –> 2008-2019 5.6831149 2.9296351 41942.9389 1.627414e+03 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4111 2.7832342 20096.663997 2.413794e+03 11.0205142 2000-2012 –> 2008-2019 5.7749878 2.9917536 42215.7404 4.447425e+03 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4111 2.8484236 20287.020279 1.651876e+02 9.1874878 2000-2012 –> 2008-2019 5.9005251 3.0521015 42581.6391 2.946728e+02 4 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4111 2.8435561 20272.958197 1.784533e+02 11.1262484 2000-2012 –> 2008-2019 5.9121837 3.0686276 42615.0435 3.133086e+02 3 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4111 2.8722384 20355.476134 4.795246e+04 11.2799105 2000-2012 –> 2008-2019 5.9612872 3.0890489 42755.8637 9.074854e+04 5 10
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4111 2.8730269 20355.733183 8.033968e+02 11.7109785 2000-2012 –> 2008-2019 5.9623224 3.0892954 42754.8223 1.498825e+03 6 12
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4111 2.9105257 20462.352518 1.475023e+02 9.9976788 2000-2012 –> 2008-2019 6.0553538 3.1448280 43018.0457 2.739094e+02 7 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4111 2.9320640 20524.972284 5.559921e+01 11.5585388 2000-2012 –> 2008-2019 6.1031935 3.1711295 43155.8742 1.152816e+02 8 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4111 2.9343304 20531.325371 3.405537e+01 9.7861218 2000-2012 –> 2008-2019 6.1124062 3.1780757 43181.4603 7.797037e+01 9 19
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4111 2.9374387 20540.030213 6.303578e+01 11.5397889 2000-2012 –> 2008-2019 6.1167399 3.1793012 43193.5538 1.295757e+02 10 21
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 5634 2.6397638 26940.327896 2.024733e+05 10.1813634 1982-1999 –> 2000-2012 4.6168493 1.9770855 38330.9735 2.754730e+05 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5634 2.6537209 26999.747781 1.595963e+05 9.9385189 1982-1999 –> 2000-2012 4.8253726 2.1716517 38898.7621 2.189945e+05 2 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5634 2.9116420 28044.904581 2.889111e+03 11.4103201 1982-1999 –> 2000-2012 4.9674256 2.0557836 39646.9544 5.948453e+03 5 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5634 2.9947210 28361.917349 4.059445e+03 12.8450231 1982-1999 –> 2000-2012 5.0806320 2.0859109 40042.7623 7.170142e+03 7 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5634 2.8518148 27810.962500 2.034856e+05 11.4017063 1982-1999 –> 2000-2012 5.0906311 2.2388164 39874.9443 2.886418e+05 3 12
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5634 3.0139430 28432.011223 1.739541e+03 13.2818823 1982-1999 –> 2000-2012 5.1004739 2.0865309 40112.4656 2.902123e+03 8 12
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 5634 2.8541942 27818.360243 1.592100e+05 11.2910151 1982-1999 –> 2000-2012 5.1168796 2.2626854 39937.7788 2.184792e+05 4 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5634 3.0517064 28574.317338 3.031874e+02 11.8546597 1982-1999 –> 2000-2012 5.2296603 2.1779538 40489.0261 6.431668e+02 10 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5634 2.9845285 28323.501307 2.435435e+01 10.5659894 1982-1999 –> 2000-2012 5.2470662 2.2625377 40444.5663 5.839106e+01 6 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5634 3.1165098 28811.089529 2.548429e+02 13.2260485 1982-1999 –> 2000-2012 5.3273213 2.2108115 40806.8966 4.469234e+02 11 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5501 2.6599087 26388.328181 1.844873e+05 10.3802440 2000-2012 –> 2008-2019 5.3136296 2.6537209 53388.0760 3.440836e+05 1 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 5501 2.6865329 26497.904646 2.609101e+05 10.9036481 2000-2012 –> 2008-2019 5.3262967 2.6397638 53438.2325 4.633834e+05 2 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5501 2.8779556 27255.158055 2.381662e+05 11.6830478 2000-2012 –> 2008-2019 5.7297704 2.8518148 55066.1206 4.416518e+05 3 6
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 5501 2.8802346 27261.866704 1.838398e+05 11.7888873 2000-2012 –> 2008-2019 5.7344288 2.8541942 55080.2269 3.430498e+05 4 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5501 2.9656304 27585.321814 3.350460e+03 11.7205444 2000-2012 –> 2008-2019 5.8772724 2.9116420 55630.2264 6.239572e+03 5 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5501 3.0029653 27722.963587 1.831605e+01 11.7762857 2000-2012 –> 2008-2019 5.9874938 2.9845285 56046.4649 4.267040e+01 7 13
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5501 2.9737662 27615.462924 7.870373e+01 11.0594933 2000-2012 –> 2008-2019 5.9966999 3.0229337 56083.0370 1.606067e+02 6 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5501 3.0194017 27783.017590 4.238088e+03 13.1986193 2000-2012 –> 2008-2019 6.0141227 2.9947210 56144.9349 8.297533e+03 8 15
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5501 3.0644418 27943.921356 1.788007e+03 13.6837066 2000-2012 –> 2008-2019 6.0783848 3.0139430 56375.9326 3.527549e+03 9 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5501 3.0880976 28030.524383 3.471381e+02 12.0945528 2000-2012 –> 2008-2019 6.1398040 3.0517064 56604.8417 6.503256e+02 11 21
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6551 2.8585164 32365.999288 1.384290e+02 9.5578906 1982-1999 –> 2000-2012 4.8212836 1.9627672 45199.3307 2.482519e+02 2 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 6551 2.8026777 32107.530212 2.454483e+05 25.9036443 1982-1999 –> 2000-2012 4.8393342 2.0366564 45167.1689 3.291547e+05 1 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6551 2.8639953 32391.087613 5.032441e+01 9.8988235 1982-1999 –> 2000-2012 4.8946070 2.0306118 45432.5237 1.091431e+02 4 7
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6551 2.8586498 32366.610901 4.579339e+01 9.8661587 1982-1999 –> 2000-2012 4.8975238 2.0388739 45432.9138 9.901707e+01 3 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6551 2.9151542 32623.060059 3.367251e+01 11.2127114 1982-1999 –> 2000-2012 4.9658201 2.0506659 45724.6795 6.220173e+01 5 11
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 6551 2.9922689 32963.143007 3.365957e+01 15.0878380 1982-1999 –> 2000-2012 5.0452397 2.0529708 46069.6418 5.890429e+01 15 23
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 6551 2.9788356 32906.191170 3.731467e+05 20.6506407 1982-1999 –> 2000-2012 5.0951191 2.1162835 46200.6978 4.905192e+05 11 23
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 6551 3.0784981 33337.369675 2.514377e+05 27.3255872 1982-1999 –> 2000-2012 5.1460751 2.0675770 46489.2845 3.403708e+05 17 26
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 6551 3.1465562 33623.867795 4.653017e+03 10.3763808 1982-1999 –> 2000-2012 5.1636715 2.0171152 46624.4646 8.254358e+03 20 22
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6551 2.9493918 32776.042622 4.486626e+02 10.1975800 1982-1999 –> 2000-2012 5.1701558 2.2207639 46365.6633 9.770577e+02 7 21
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6216 2.8004420 30456.434548 4.305158e+01 10.8230937 2000-2012 –> 2008-2019 5.6644372 2.8639953 62847.5222 9.337599e+01 2 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6216 2.8064085 30482.893830 4.041152e+01 10.7322412 2000-2012 –> 2008-2019 5.6650584 2.8586498 62849.5047 8.620491e+01 3 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6216 2.8396281 30629.187931 1.201047e+02 10.8796648 2000-2012 –> 2008-2019 5.6981445 2.8585164 62995.1872 2.585337e+02 4 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6216 2.7926872 30421.961349 4.661633e+01 11.4042336 2000-2012 –> 2008-2019 5.7419523 2.9492650 63197.4406 9.741402e+01 1 7
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 6216 2.9952070 31292.313702 2.807931e+05 30.8078302 2000-2012 –> 2008-2019 5.7978847 2.8026777 63399.8439 5.262414e+05 14 15
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6216 2.8873490 30836.375754 5.092427e+02 12.5629803 2000-2012 –> 2008-2019 5.8367409 2.9493918 63612.4184 9.579053e+02 6 13
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6216 2.8850435 30826.445038 6.963691e+01 12.5517104 2000-2012 –> 2008-2019 5.8410090 2.9559655 63631.6570 1.346020e+02 5 13
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6216 2.8918630 30855.796225 6.968443e+01 12.6564914 2000-2012 –> 2008-2019 5.8560815 2.9642185 63697.5380 1.345780e+02 7 16
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6216 2.9421854 31070.269338 2.726424e+01 11.7763615 2000-2012 –> 2008-2019 5.8573396 2.9151542 63693.3294 6.093676e+01 12 17
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 6216 2.8942049 30863.859833 3.462595e+01 12.4322567 2000-2012 –> 2008-2019 5.8748626 2.9806577 63776.0628 7.518263e+01 8 21
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2561 2.2300356 11389.737101 3.280769e+05 12.3663901 1982-1999 –> 2000-2012 3.3692087 1.1391731 15338.8096 6.364099e+05 2 3
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2561 2.1761996 11264.568081 3.445488e+05 10.6950908 1982-1999 –> 2000-2012 3.4634964 1.2872969 15524.1351 6.761348e+05 1 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2561 2.2885601 11522.423866 3.405621e+05 12.1140208 1982-1999 –> 2000-2012 3.5718084 1.2832484 15773.9902 6.590550e+05 6 8
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 2561 2.2915816 11527.181887 3.273714e+05 12.2295838 1982-1999 –> 2000-2012 3.5791519 1.2875703 15785.2885 6.261777e+05 7 11
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2561 2.2530099 11442.234937 5.843046e+03 8.6580231 1982-1999 –> 2000-2012 3.6382289 1.3852191 15888.0189 1.029614e+04 3 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2561 2.2791601 11501.342537 5.538170e+02 9.0401569 1982-1999 –> 2000-2012 3.7140866 1.4349265 16036.6750 1.147868e+03 4 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2561 2.2870551 11519.054473 1.452771e+02 9.1272908 1982-1999 –> 2000-2012 3.7472591 1.4602040 16098.7418 2.471689e+02 5 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2561 2.2928140 11531.935689 1.435209e+02 9.2079696 1982-1999 –> 2000-2012 3.7672167 1.4744027 16136.2022 2.485030e+02 8 18
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2561 2.4018990 11770.005253 5.470774e+03 9.7087800 1982-1999 –> 2000-2012 3.8402104 1.4383114 16311.3223 1.299256e+04 29 36
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2561 2.4020960 11768.425329 4.183225e+03 9.7870003 1982-1999 –> 2000-2012 3.8569108 1.4548148 16336.7209 7.778374e+03 30 38
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2447 2.0446093 10458.506925 5.372059e+05 9.9300678 2000-2012 –> 2008-2019 4.2208089 2.1761996 21723.0750 8.817546e+05 14 15
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2447 1.9876876 10320.325834 6.708501e+03 9.6122624 2000-2012 –> 2008-2019 4.2406974 2.2530099 21762.5608 1.255155e+04 1 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2447 1.9905967 10327.483427 5.916757e+02 9.4064548 2000-2012 –> 2008-2019 4.2697568 2.2791601 21828.8260 1.145493e+03 3 7
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2447 1.9921078 10331.197036 1.727235e+02 9.5171049 2000-2012 –> 2008-2019 4.2791629 2.2870551 21850.2515 3.180006e+02 4 9
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2447 1.9932589 10334.024057 1.705549e+02 9.5988540 2000-2012 –> 2008-2019 4.2860728 2.2928140 21865.9597 3.140758e+02 5 13
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2447 1.9902123 10326.538092 3.195025e+02 9.8507438 2000-2012 –> 2008-2019 4.3456822 2.3554700 21996.5649 6.410930e+02 2 19
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2447 2.0422181 10452.779817 8.933005e+03 9.5199495 2000-2012 –> 2008-2019 4.3489596 2.3067416 22015.7347 1.556837e+04 10 19
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2447 2.0460316 10459.910031 5.245716e+03 9.5910284 2000-2012 –> 2008-2019 4.3559516 2.3099201 22027.9178 9.888953e+03 16 26
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2447 2.0430807 10454.846528 7.021709e+02 9.6427377 2000-2012 –> 2008-2019 4.3700299 2.3269492 22062.4761 1.278994e+03 11 22
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 2447 2.0471237 10462.521614 4.313424e+02 9.5355878 2000-2012 –> 2008-2019 4.3758517 2.3287281 22072.0652 8.374012e+02 19 31
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3122 2.0237135 13275.461164 3.635294e+05 9.1481046 1982-1999 –> 2000-2012 3.3217300 1.2980165 17915.5639 7.092375e+05 12 13
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3122 1.9522120 13050.857648 4.107159e+05 7.9610088 1982-1999 –> 2000-2012 3.3239138 1.3717018 17843.0220 7.904446e+05 6 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3122 2.0141485 13245.879312 3.925688e+05 8.8870553 1982-1999 –> 2000-2012 3.3639067 1.3497582 17993.6308 7.468346e+05 9 11
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 3122 2.0574289 13376.630205 3.529716e+05 9.2992076 1982-1999 –> 2000-2012 3.4335017 1.3760729 18175.5565 6.893971e+05 21 25
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3122 1.9334360 12990.513512 4.230082e+03 6.8826616 1982-1999 –> 2000-2012 3.4691311 1.5356951 18093.6898 8.188853e+03 2 7
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3122 1.9489860 13040.531131 4.617787e+02 7.2695316 1982-1999 –> 2000-2012 3.5277467 1.5787607 18219.8748 1.063739e+03 3 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3122 1.9495315 13042.278612 3.891790e+02 7.2563240 1982-1999 –> 2000-2012 3.5381924 1.5886608 18238.8383 6.377760e+02 4 11
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3122 1.9190025 12943.725980 3.212675e+02 8.1052717 1982-1999 –> 2000-2012 3.5456309 1.6266284 18205.3295 6.055902e+02 1 12
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3122 1.9559465 13062.790854 3.794280e+02 7.4096753 1982-1999 –> 2000-2012 3.5608064 1.6048599 18287.2899 6.457457e+02 7 17
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 3122 1.9504838 13043.327780 2.972927e+02 7.1492535 1982-1999 –> 2000-2012 3.5985660 1.6480822 18339.0168 5.142037e+02 5 17
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2952 1.7546564 11711.073095 4.320802e+02 6.6281002 2000-2012 –> 2008-2019 3.6736589 1.9190025 24654.7991 7.533477e+02 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2952 1.8185322 11922.180360 4.463622e+03 6.9818015 2000-2012 –> 2008-2019 3.7519682 1.9334360 24912.6939 8.693704e+03 7 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2952 1.8145360 11909.192105 7.322832e+02 6.8215161 2000-2012 –> 2008-2019 3.7635220 1.9489860 24949.7232 1.194062e+03 5 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2952 1.8142925 11908.399762 7.664302e+02 6.8145372 2000-2012 –> 2008-2019 3.7638240 1.9495315 24950.6784 1.155609e+03 4 8
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2952 1.8177300 11917.575358 4.136590e+02 6.6261201 2000-2012 –> 2008-2019 3.7682138 1.9504838 24960.9031 7.109517e+02 6 11
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2952 1.8130954 11904.502983 7.401111e+02 6.7384389 2000-2012 –> 2008-2019 3.7690419 1.9559465 24967.2938 1.119539e+03 3 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2952 1.8070978 11884.940418 7.711402e+02 6.6164600 2000-2012 –> 2008-2019 3.8103901 2.0032924 25097.0739 1.169065e+03 2 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2952 1.8586216 12050.919656 6.789544e+05 7.0368594 2000-2012 –> 2008-2019 3.8108335 1.9522120 25101.7773 1.089670e+06 17 23
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2952 1.8283599 11954.000862 5.280253e+03 6.9692596 2000-2012 –> 2008-2019 3.8441629 2.0158030 25205.0072 1.007953e+04 10 20
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2952 1.8289442 11955.887333 4.806778e+02 7.1559884 2000-2012 –> 2008-2019 3.8617230 2.0327788 25259.2564 9.327195e+02 11 24
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3864 1.6586609 14890.006894 5.803618e+05 9.0156615 1982-1999 –> 2000-2012 3.2018005 1.5431396 21203.3827 9.426774e+05 7 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3864 1.6061006 14641.154678 4.421324e+02 8.5984924 1982-1999 –> 2000-2012 3.3270533 1.7209527 21325.3311 6.845539e+02 1 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3864 1.6886702 15028.575884 8.234337e+05 8.5486172 1982-1999 –> 2000-2012 3.3670803 1.6784101 21627.6467 1.193847e+06 9 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3864 1.6505108 14851.940602 3.609175e+03 8.5317482 1982-1999 –> 2000-2012 3.3852866 1.7347757 21563.3173 6.364780e+03 4 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3864 1.6504917 14851.851141 1.164571e+03 8.5213960 1982-1999 –> 2000-2012 3.4045867 1.7540950 21600.8825 1.611488e+03 3 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3864 1.6504798 14851.795277 1.170547e+03 8.5203422 1982-1999 –> 2000-2012 3.4070311 1.7565513 21605.5845 1.429899e+03 2 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3864 1.7398500 15259.314910 5.057333e+05 10.4069772 1982-1999 –> 2000-2012 3.4143557 1.6745057 21850.4671 8.146758e+05 18 20
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3864 1.6508758 14853.649029 1.212098e+03 8.5143052 1982-1999 –> 2000-2012 3.4153487 1.7644729 21622.7369 1.501163e+03 6 15
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 3864 1.7403070 15259.344615 4.246774e+05 10.4004200 1982-1999 –> 2000-2012 3.4210554 1.6807484 21861.1487 7.270963e+05 19 23
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 3864 1.6507753 14851.178673 4.234731e+02 8.5824558 1982-1999 –> 2000-2012 3.4231101 1.7723348 21633.3821 6.215641e+02 5 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3965 1.6436232 15206.624037 4.745405e+02 10.9508881 2000-2012 –> 2008-2019 3.2497238 1.6061006 29847.7787 9.166729e+02 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3965 1.6751249 15357.172196 4.465708e+03 10.9594437 2000-2012 –> 2008-2019 3.3594199 1.6842950 30365.6994 8.597600e+03 2 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3965 1.7151307 15544.332705 2.676418e+03 11.4778818 2000-2012 –> 2008-2019 3.3660065 1.6508758 30397.9817 3.888516e+03 8 14
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3965 1.7170610 15553.252425 2.632811e+03 11.4785486 2000-2012 –> 2008-2019 3.3675527 1.6504917 30405.1036 3.797382e+03 9 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3965 1.7179778 15557.485425 2.628482e+03 11.5231585 2000-2012 –> 2008-2019 3.3684576 1.6504798 30409.2807 3.799029e+03 10 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3965 1.6764919 15363.640803 4.627643e+02 10.9087596 2000-2012 –> 2008-2019 3.3743430 1.6978511 30434.1181 9.171832e+02 3 13
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3965 1.7239937 15585.205461 4.142874e+03 11.5438103 2000-2012 –> 2008-2019 3.3745045 1.6505108 30437.1461 7.752049e+03 11 15
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 3965 1.7245148 15585.602036 4.605521e+02 11.9740220 2000-2012 –> 2008-2019 3.3752900 1.6507753 30436.7807 8.840252e+02 12 17
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3965 1.6770740 15366.394101 1.163066e+02 10.8843622 2000-2012 –> 2008-2019 3.3794013 1.7023273 30457.2185 2.096105e+02 4 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3965 1.6771276 15366.647192 1.142689e+02 10.8806116 2000-2012 –> 2008-2019 3.3807922 1.7036646 30463.5404 2.069322e+02 5 17
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2195 1.5073086 8044.469944 1.256117e+06 6.4785885 1982-1999 –> 2000-2012 2.9313307 1.4240221 11840.8225 2.575176e+06 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2195 1.5359575 8127.126154 3.112255e+03 7.2494345 1982-1999 –> 2000-2012 3.0789830 1.5430255 12094.7531 6.199398e+03 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2195 1.5441104 8150.366810 9.456842e+01 7.3600899 1982-1999 –> 2000-2012 3.0910184 1.5469080 12123.3564 1.817578e+02 4 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2195 1.5426004 8146.071658 3.026076e+02 7.3145744 1982-1999 –> 2000-2012 3.0963964 1.5537960 12128.5423 5.158771e+02 3 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2195 1.5446596 8151.927843 1.307566e+02 7.3417904 1982-1999 –> 2000-2012 3.1020336 1.5573739 12139.3069 2.282507e+02 5 10
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2195 1.5447871 8152.290141 1.249020e+02 7.3457551 1982-1999 –> 2000-2012 3.1030661 1.5582790 12140.9089 2.115859e+02 6 12
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2195 1.5461457 8154.149257 1.501862e+01 7.4026344 1982-1999 –> 2000-2012 3.1275783 1.5814326 12172.2428 3.527113e+01 7 18
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2195 1.6215324 8365.141717 2.950077e+03 8.3019430 1982-1999 –> 2000-2012 3.1848932 1.5633608 12360.7085 4.880187e+03 9 16
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2195 1.5801895 8251.761684 3.554602e+02 8.0261139 1982-1999 –> 2000-2012 3.1906516 1.6104622 12310.6727 5.712457e+02 8 25
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2195 1.6301531 8386.418767 2.379016e+03 8.4075126 1982-1999 –> 2000-2012 3.1947675 1.5646144 12381.6961 3.668493e+03 10 18
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2233 1.5050084 8176.673606 3.265991e+03 7.7708576 2000-2012 –> 2008-2019 3.0409660 1.5359575 16303.7998 6.378246e+03 1 3
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2233 1.5059396 8179.435957 3.703997e+02 7.7506644 2000-2012 –> 2008-2019 3.0485401 1.5426004 16325.5076 6.730073e+02 2 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2233 1.5062277 8180.290298 1.745386e+02 7.7417913 2000-2012 –> 2008-2019 3.0508873 1.5446596 16332.2181 3.052951e+02 3 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2233 1.5063194 8180.562082 1.696915e+02 7.7418880 2000-2012 –> 2008-2019 3.0511065 1.5447871 16332.8522 2.945936e+02 4 10
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2233 1.5454115 8294.985493 1.490035e+06 7.9050597 2000-2012 –> 2008-2019 3.0527201 1.5073086 16339.4554 2.746152e+06 8 9
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2233 1.5096209 8190.339716 1.262415e+02 7.8190956 2000-2012 –> 2008-2019 3.0537313 1.5441104 16340.7065 2.208099e+02 5 9
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2233 1.5262274 8237.199438 1.995403e+01 8.4170570 2000-2012 –> 2008-2019 3.0723730 1.5461457 16391.3487 3.497266e+01 6 13
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2233 1.5357143 8266.873999 3.577637e+02 7.9980326 2000-2012 –> 2008-2019 3.1159038 1.5801895 16518.6357 7.132239e+02 7 15
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2233 1.6327532 8540.514800 4.147213e+03 8.8644424 2000-2012 –> 2008-2019 3.2542856 1.6215324 16905.6565 7.097290e+03 12 21
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2233 1.6335987 8540.826976 2.665258e+03 8.8620596 2000-2012 –> 2008-2019 3.2637518 1.6301531 16927.2457 5.044274e+03 13 23
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5440 1.2743476 18089.737171 7.953818e+05 6.4087127 1982-1999 –> 2000-2012 2.6055444 1.3311968 27017.5655 1.384045e+06 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5440 1.2974963 18285.599782 1.879793e+03 7.5621664 1982-1999 –> 2000-2012 2.6403274 1.3428311 27258.9211 3.400224e+03 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5440 1.3006120 18311.695554 1.429455e+02 7.6016844 1982-1999 –> 2000-2012 2.6476020 1.3469900 27301.1834 2.808841e+02 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5440 1.3014741 18318.904573 5.900713e+01 7.6166981 1982-1999 –> 2000-2012 2.6514665 1.3499924 27320.0325 1.094691e+02 4 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5440 1.3016425 18320.311899 5.882910e+01 7.6214916 1982-1999 –> 2000-2012 2.6520918 1.3504494 27323.2093 1.022054e+02 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5440 1.3113401 18401.070655 5.324310e+01 7.8419761 1982-1999 –> 2000-2012 2.6829698 1.3716297 27485.3271 9.882927e+01 6 12
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 5440 1.3143239 18423.798731 7.777778e+00 7.9446601 1982-1999 –> 2000-2012 2.6946059 1.3802820 27538.9302 1.530855e+01 7 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5440 1.3721244 18894.049966 5.794325e+02 6.5535369 1982-1999 –> 2000-2012 2.7741300 1.4020056 28092.8215 8.517154e+02 9 17
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5440 1.3816917 18969.649249 5.406499e+02 6.7138458 1982-1999 –> 2000-2012 2.8369366 1.4552448 28363.2704 7.945338e+02 10 19
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5440 1.3383279 18622.711965 6.263054e+02 7.2866898 1982-1999 –> 2000-2012 2.8593244 1.5209964 28247.3664 8.392891e+02 8 23
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5282 1.1902591 16843.609690 1.128064e+06 6.1507949 2000-2012 –> 2008-2019 2.4646068 1.2743476 34933.3469 1.923446e+06 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5282 1.2559553 17411.165356 2.140445e+03 7.6413461 2000-2012 –> 2008-2019 2.5534516 1.2974963 35696.7651 4.020238e+03 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5282 1.2600709 17445.725656 2.045978e+02 7.6836468 2000-2012 –> 2008-2019 2.5606830 1.3006120 35757.4212 3.475433e+02 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5282 1.2609542 17453.127779 9.093204e+01 7.6967433 2000-2012 –> 2008-2019 2.5624283 1.3014741 35772.0324 1.499392e+02 4 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5282 1.2612507 17455.611363 9.068405e+01 7.7033965 2000-2012 –> 2008-2019 2.5628931 1.3016425 35775.9233 1.495131e+02 6 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5282 1.2612404 17455.525515 8.048161e+01 7.8007140 2000-2012 –> 2008-2019 2.5725805 1.3113401 35856.5962 1.337247e+02 5 11
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 5282 1.2796451 17606.567458 1.287292e+01 8.0252700 2000-2012 –> 2008-2019 2.5939690 1.3143239 36030.3662 2.065069e+01 8 15
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5282 1.3258049 17982.923133 1.375110e+03 7.7822001 2000-2012 –> 2008-2019 2.6641328 1.3383279 36605.6351 2.001416e+03 9 17
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 5282 1.2739231 17561.223645 1.788691e+02 8.1370736 2000-2012 –> 2008-2019 2.6803959 1.4064728 36724.2797 3.316785e+02 7 20
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate 5282 1.3285296 18002.611522 9.047852e+01 7.8919272 2000-2012 –> 2008-2019 2.7606094 1.4320798 37359.9734 1.492811e+02 10 26
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12714 0.6494264 25118.372747 2.909464e+02 3.8159193 1982-1999 –> 2000-2012 1.3055367 0.6561103 37260.1260 3.843049e+02 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 12714 0.6529922 25257.608109 2.639229e+02 3.5681825 1982-1999 –> 2000-2012 1.3708926 0.7179003 38493.6035 3.451517e+02 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 12714 0.8140301 30862.756478 2.092832e+01 5.1684603 1982-1999 –> 2000-2012 1.5810329 0.7670028 44903.1212 3.311778e+01 13 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 12714 0.8140024 30861.890546 2.093644e+01 5.1671874 1982-1999 –> 2000-2012 1.5811677 0.7671653 44904.8312 3.482028e+01 12 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 12714 0.8138248 30856.341899 1.008691e+02 5.1602570 1982-1999 –> 2000-2012 1.5827001 0.7688754 44926.3531 1.845271e+02 11 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 12714 0.8135749 30848.534042 9.954759e+02 5.1551713 1982-1999 –> 2000-2012 1.5837526 0.7701777 44939.1217 2.080716e+03 10 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 12714 0.7575825 29035.374966 3.274779e+02 3.2691004 1982-1999 –> 2000-2012 1.5945897 0.8370072 44137.6469 4.224569e+02 5 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 12714 0.7984247 30370.554186 1.010184e+03 5.1971153 1982-1999 –> 2000-2012 1.6109742 0.8125496 45112.2709 1.936132e+03 6 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 12714 0.8066593 30631.463509 3.344251e+02 5.1777574 1982-1999 –> 2000-2012 1.6322277 0.8255684 45566.4348 4.481044e+02 7 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 12714 0.7054130 27221.111824 3.283059e+02 4.4303163 1982-1999 –> 2000-2012 1.6349047 0.9294917 43597.6057 3.960465e+02 3 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 13752 0.7004234 29247.127548 6.312970e+02 4.8615106 2000-2012 –> 2008-2019 1.3498498 0.6494264 54365.5003 9.222434e+02 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 13752 0.7037938 29379.158396 6.217462e+02 4.7389674 2000-2012 –> 2008-2019 1.3567860 0.6529922 54636.7665 8.856691e+02 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 13752 0.7209770 30042.604841 8.163081e+02 4.6184324 2000-2012 –> 2008-2019 1.4263899 0.7054130 57263.7167 1.144614e+03 4 7
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 13752 0.7211362 30046.678190 6.171219e+02 4.7100849 2000-2012 –> 2008-2019 1.4309259 0.7097897 57423.0707 8.790830e+02 5 9
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 13752 0.7918729 32622.307157 7.808294e+02 4.0326356 2000-2012 –> 2008-2019 1.5494554 0.7575825 61657.6821 1.108307e+03 13 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 13752 0.7204712 30023.303718 6.600075e+05 4.9504256 2000-2012 –> 2008-2019 1.5563506 0.8358794 61559.5710 1.186597e+06 3 20
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 13752 0.7620687 31567.138537 1.052011e+03 5.5398996 2000-2012 –> 2008-2019 1.5756436 0.8135749 62415.6726 2.047487e+03 6 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 13752 0.7631690 31606.820188 1.318965e+02 5.5344335 2000-2012 –> 2008-2019 1.5769938 0.8138248 62463.1621 2.327656e+02 7 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 13752 0.7637041 31626.097797 3.239959e+01 5.5447463 2000-2012 –> 2008-2019 1.5777065 0.8140024 62487.9883 5.333603e+01 8 20
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 13752 0.7637792 31628.801729 3.239975e+01 5.5470312 2000-2012 –> 2008-2019 1.5778093 0.8140301 62491.5582 5.332807e+01 9 22
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 5573 1.0695857 16579.296092 6.134531e+05 4.2277637 1982-1999 –> 2000-2012 1.6183089 0.5487232 22057.8162 1.011905e+06 1 2
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5573 1.0939353 16830.194449 1.571365e+02 4.2229189 1982-1999 –> 2000-2012 1.6790389 0.5851036 22737.1508 3.024042e+02 2 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5573 1.0941411 16832.290396 2.390686e+02 4.2346791 1982-1999 –> 2000-2012 1.6805537 0.5864126 22754.1616 5.022933e+02 4 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5573 1.1172889 17065.637602 6.079935e+05 4.6764627 1982-1999 –> 2000-2012 1.6825821 0.5652932 22742.7115 1.073369e+06 16 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5573 1.0968914 16860.273257 3.208523e+02 4.2249265 1982-1999 –> 2000-2012 1.6844242 0.5875328 22794.8807 5.663161e+02 6 17
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5573 1.1009917 16901.859957 4.376269e+02 4.1765958 1982-1999 –> 2000-2012 1.6896189 0.5886273 22848.8884 9.137649e+02 7 21
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5573 1.1258823 17151.036634 9.265892e+05 5.1610160 1982-1999 –> 2000-2012 1.6934330 0.5675507 22854.7111 1.401360e+06 17 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5573 1.1104111 16996.812760 5.210561e+02 3.7499937 1982-1999 –> 2000-2012 1.6956233 0.5852122 22905.0082 9.357033e+02 8 14
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5573 1.1118658 17009.405133 4.648575e+01 3.6212886 1982-1999 –> 2000-2012 1.6972375 0.5853717 22917.4189 8.123029e+01 10 17
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5573 1.1109916 17002.638208 5.329281e+02 3.7529057 1982-1999 –> 2000-2012 1.6974692 0.5864776 22925.2490 9.771335e+02 9 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 5714 1.1629416 17954.716112 6.514625e+05 4.6949538 2000-2012 –> 2008-2019 2.2325273 1.0695857 34534.0122 1.264916e+06 1 2
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5714 1.1717006 18040.467438 7.003383e+02 4.4089354 2000-2012 –> 2008-2019 2.2657681 1.0940675 34872.0084 1.222206e+03 2 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5714 1.1724866 18048.130917 1.887614e+02 4.6067995 2000-2012 –> 2008-2019 2.2664220 1.0939353 34878.3254 3.458980e+02 3 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5714 1.1725104 18048.362996 2.829461e+02 4.6172623 2000-2012 –> 2008-2019 2.2666515 1.0941411 34880.6534 5.220147e+02 4 8
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate 5714 1.1725344 18046.596730 5.373395e+01 4.6427015 2000-2012 –> 2008-2019 2.2684202 1.0958858 34894.6465 1.117681e+02 5 10
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5714 1.1743478 18066.256525 3.339001e+02 4.6149792 2000-2012 –> 2008-2019 2.2712392 1.0968914 34926.5298 6.547525e+02 6 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5714 1.1787863 18109.367656 5.047615e+02 4.5717760 2000-2012 –> 2008-2019 2.2797779 1.1009917 35011.2276 9.423884e+02 7 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5714 1.1879161 18197.537909 7.012787e+02 4.3072554 2000-2012 –> 2008-2019 2.2983272 1.1104111 35194.3507 1.222335e+03 8 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5714 1.1882332 18200.588150 7.119709e+02 4.3100723 2000-2012 –> 2008-2019 2.2992248 1.1109916 35203.2264 1.244899e+03 9 18
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5714 1.1885349 18201.489719 5.328058e+01 4.1156270 2000-2012 –> 2008-2019 2.3004007 1.1118658 35210.8949 9.976632e+01 10 20

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2012 2.426534 343.7243
Atlantic (-Inf,26] 2000-2012 –> 2008-2019 0.961547 141.7288
Atlantic (26,26.5] 1982-1999 –> 2000-2012 7.403272 3806.3648
Atlantic (26,26.5] 2000-2012 –> 2008-2019 7.587226 3700.8993
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 5.892931 4335.9408
Atlantic (26.5,26.75] 2000-2012 –> 2008-2019 7.113194 5028.5552
Atlantic (26.75,27] 1982-1999 –> 2000-2012 4.267745 6863.6076
Atlantic (26.75,27] 2000-2012 –> 2008-2019 5.065205 7724.7839
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.707136 7870.9371
Atlantic (27,27.25] 2000-2012 –> 2008-2019 4.226347 9146.4310
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 4.844803 14974.3441
Atlantic (27.25,27.5] 2000-2012 –> 2008-2019 6.466236 19794.1501
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 3.898441 25351.6228
Atlantic (27.5,27.75] 2000-2012 –> 2008-2019 4.704754 29227.0537
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 1.990998 6726.4448
Atlantic (27.75,27.85] 2000-2012 –> 2008-2019 2.586608 8643.2393
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 2.634242 8065.0605
Atlantic (27.85,27.95] 2000-2012 –> 2008-2019 3.347345 9649.1771
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 4.788923 13430.2280
Atlantic (27.95,28.05] 2000-2012 –> 2008-2019 5.364114 14866.6812
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 1.994815 4820.6073
Atlantic (28.05,28.1] 2000-2012 –> 2008-2019 2.554418 6131.8094
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 1.827410 6044.2521
Atlantic (28.1,28.15] 2000-2012 –> 2008-2019 2.244861 8090.2806
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 1.570113 9697.3885
Atlantic (28.15,28.2] 2000-2012 –> 2008-2019 1.697582 11797.5013
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 1.178273 14126.1277
Atlantic (28.2, Inf] 2000-2012 –> 2008-2019 1.322536 22339.7407
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 11.007151 23491.0319
Indo-Pacific (-Inf,26] 2000-2012 –> 2008-2019 10.997726 36788.5490
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 7.993950 23277.3687
Indo-Pacific (26,26.5] 2000-2012 –> 2008-2019 8.272344 29083.8838
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 7.698233 20017.9179
Indo-Pacific (26.5,26.75] 2000-2012 –> 2008-2019 8.372850 26626.4879
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 6.786362 27395.3796
Indo-Pacific (26.75,27] 2000-2012 –> 2008-2019 7.415522 34760.2763
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 5.553391 32366.8870
Indo-Pacific (27,27.25] 2000-2012 –> 2008-2019 5.958211 42741.4982
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 5.060231 39858.5130
Indo-Pacific (27.25,27.5] 2000-2012 –> 2008-2019 5.819790 55385.8094
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 5.003883 45870.6369
Indo-Pacific (27.5,27.75] 2000-2012 –> 2008-2019 5.783351 63370.0504
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 3.654758 15922.9905
Indo-Pacific (27.75,27.85] 2000-2012 –> 2008-2019 4.309297 21920.5432
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 3.468313 18131.1812
Indo-Pacific (27.85,27.95] 2000-2012 –> 2008-2019 3.781734 25005.9206
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 3.376671 21589.3880
Indo-Pacific (27.95,28.05] 2000-2012 –> 2008-2019 3.359549 30365.4648
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 3.110072 12169.3010
Indo-Pacific (28.05,28.1] 2000-2012 –> 2008-2019 3.100427 16471.7426
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2012 2.704500 27594.8627
Indo-Pacific (28.1,28.2] 2000-2012 –> 2008-2019 2.597575 36051.2339
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2012 1.547778 43384.1115
Indo-Pacific (28.2,28.3] 2000-2012 –> 2008-2019 1.497791 59676.4688
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2012 1.681829 22753.7997
Indo-Pacific (28.3, Inf] 2000-2012 –> 2008-2019 2.274876 34960.5875

5.5 Target variable coefficients

A data frame to map the target variable is prepared.

# create table with two era belonging to one eras
eras_forward <- lm_all_fitted_wide %>%
  arrange(era) %>% 
  group_by(basin, gamma_slab, model) %>% 
  mutate(eras = paste(era, lead(era), sep = " --> ")) %>% 
  ungroup() %>% 
  select(era, eras) %>% 
  unique()

eras_backward <- lm_all_fitted_wide %>%
  arrange(era) %>% 
  group_by(basin, gamma_slab, model) %>% 
  mutate(eras = paste(lag(era), era, sep = " --> ")) %>% 
  ungroup() %>% 
  select(era, eras) %>% 
  unique()

eras_era <- full_join(eras_backward, eras_forward) %>% 
  filter(str_detect(eras, "NA") == FALSE)

# extend best model selection from eras to era
lm_best_target <- full_join(
  lm_best %>% select(basin, gamma_slab, model, eras),
  eras_era)

lm_best_target <- left_join(lm_best_target, lm_all_fitted_wide)

rm(eras_era, eras_forward, eras_backward,
   lm_all_fitted)

5.6 Plot selected model residuals

# plot model diagnostics, if activated
if (params_local$plot_all_figures == "y") {
  # mutate predictors column
  lm_best_plot <- lm_best_target %>%
    select(basin, gamma_slab, model, eras, era) %>%
    mutate(
      predictors = str_remove(model, paste(params_local$MLR_target, "~ ")),
      predictors = str_replace_all(predictors, "\\+ ", "")
    )
  
  # loop across all basins, era, gamma slabs, and MLRs
  # fit all MLR models
  for (i_basin in unique(GLODAP$basin)) {
    for (i_era in unique(GLODAP$era)) {
      #i_basin <- unique(GLODAP$basin)[1]
      #i_era   <- unique(GLODAP$era)[2]
      print(i_basin)
      print(i_era)
      
      GLODAP_basin_era <- GLODAP %>%
        filter(basin == i_basin, era == i_era)
      
      for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
        #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
        print(i_gamma_slab)
        
        GLODAP_basin_era_slab <- GLODAP_basin_era %>%
          filter(gamma_slab == i_gamma_slab)
        
        lm_best_basin_era_slab <- lm_best_plot %>%
          filter(basin == i_basin, era == i_era, gamma_slab == i_gamma_slab)
        
        for (i_eras in unique(lm_best_basin_era_slab$eras)) {
          #i_eras <- unique(lm_best_basin_era_slab$eras)[1]
          print(i_eras)
          
          lm_best_basin_era_slab_eras <- lm_best_basin_era_slab %>%
            filter(eras == i_eras)
          
          for (i_predictors in unique(lm_best_basin_era_slab_eras$predictors)) {
            #i_predictors <- unique(lm_best_basin_era_slab$predictors)[1]
            print(i_predictors)
            # extract one model definition
            i_lm <- lm_all %>%
              filter(predictors == i_predictors) %>%
              select(lm_coeff) %>%
              pull()
            
             # fit model
          if (params_local$MLR_type == "rlm") {
            i_lm_fit <- MASS::rlm(as.formula(i_lm),
                                  data = GLODAP_basin_era_slab)
          }
          
          if (params_local$MLR_type == "lm") {
            i_lm_fit <- lm(as.formula(i_lm),
                           data = GLODAP_basin_era_slab)
          }
            
            # plot model diagnostics vs predictors
            
            p_model_predictors <- ggnostic(
              i_lm_fit,
              columnsY = c(params_local$MLR_target, ".fitted", ".resid"),
              title = paste(
                "era:",
                i_era,
                "| eras:",
                i_eras,
                "| basin:",
                i_basin,
                "| gamma slab:",
                i_gamma_slab,
                "| predictors:",
                i_predictors
              )
            )
            
            ggsave(
              plot = p_model_predictors,
              path = paste(path_version_figures, "eMLR_diagnostics/", sep = ""),
              filename = paste(
                "MLR_residuals",
                i_era,
                i_eras,
                i_basin,
                i_gamma_slab,
                i_predictors,
                "predictors.png",
                sep = "_"
              ),
              width = 14,
              height = 8
            )

            rm(p_model_predictors)
            
            
            # plot model diagnostics vs location
            
            GLODAP_basin_era_slab <- GLODAP_basin_era_slab %>%
              mutate(fitted = i_lm_fit$fitted.values,
                     residuals = i_lm_fit$residuals)
            
            GLODAP_basin_era_slab_long <- GLODAP_basin_era_slab %>% 
              pivot_longer(cols = c(params_local$MLR_target , fitted, residuals),
                           names_to = "estimate",
                           values_to = "value"
              ) %>% 
              pivot_longer(cols = c(lat, lon, depth),
                           names_to = "coordinate_type",
                           values_to = "coordinate_value"
              )

             p_model_coordinate <- GLODAP_basin_era_slab_long %>%
              ggplot(aes(coordinate_value, value)) +
              geom_bin2d() +
              scale_fill_viridis_c() +
              labs(
                title = paste(
                  "era:",
                  i_era,
                  "| eras:",
                  i_eras,
                  "| basin:",
                  i_basin,
                  "| gamma slab:",
                  i_gamma_slab,
                  "| predictors:",
                  i_predictors
                )
              ) +
              facet_grid(estimate~coordinate_type,
                         scales = "free")

            ggsave(
              plot = p_model_coordinate,
              path = paste(path_version_figures, "eMLR_diagnostics", sep = ""),
              filename = paste(
                "Location_MLR_residuals",
                i_era,
                i_eras,
                i_basin,
                i_gamma_slab,
                i_predictors,
                "predictors.png",
                sep = "_"
              ),
              width = 14,
              height = 8
            )

            rm(p_model_coordinate)
            
          }
          
        }
        
      }
    }
  }
  
  rm(
    lm_best_plot,
    lm_best_basin_era_slab,
    i_rmse,
    GLODAP_basin_era,
    GLODAP_basin_era_slab,
    i_lm,
    lm_all_fitted,
    i_basin,
    i_era,
    i_gamma_slab,
    i_predictors,
    lm_all,
    i_aic,
    i_n_predictors,
    i_resid_max
  )
  
}

Individual residual plots of the MLR models for each basin, era, eras and neutral density (gamma) slab are available at:

/nfs/kryo/work/jenmueller/emlr_cant/model/v_XXX/figures/eMLR_diagnostics/

5.7 Cant coeffcients

A data frame of coefficient offsets is prepared to facilitate the direct mapping of Cant.

# pivot long format
lm_best_long <- lm_best_target %>%
  pivot_longer(cols = starts_with("coeff_"),
               names_to = "term",
               values_to = "estimate",
               names_prefix = "coeff_")

# subtract coefficients of adjacent era
lm_best_long <- lm_best_long %>%
  arrange(era) %>%
  group_by(basin, gamma_slab, eras, model, term) %>%
  mutate(delta_coeff = estimate - lag(estimate)) %>%
  ungroup() %>%
  arrange(basin, gamma_slab, model, term, eras) %>%
  drop_na() %>%
  select(-c(era,estimate))

# pivot back to wide format
lm_best_cant <- lm_best_long %>%
  pivot_wider(values_from = delta_coeff,
              names_from = term,
              names_prefix = "delta_coeff_",
              values_fill = 0)

5.8 Write files

lm_best_target %>%
  select(
    basin,
    gamma_slab,
    model,
    eras,
    era,
    starts_with("coeff_")
  ) %>%
  write_csv(paste(path_version_data,
                  "lm_best_target.csv",
                  sep = ""))

lm_best_cant %>%
  select(
    basin,
    gamma_slab,
    model,
    eras,
    starts_with("delta_coeff_")
  ) %>%
  write_csv(paste(path_version_data,
                  "lm_best_cant.csv",
                  sep = ""))

lm_best %>%
  write_csv(paste(path_version_data,
                  "lm_best.csv",
                  sep = ""))

6 Model diagnotics

6.1 Selection criterion vs predictors

The selection criterion (rmse) was plotted against the number of predictors (limited to 2 - 5).

6.1.1 All models

if (params_local$MLR_criterion != "rank") {
lm_all_fitted_wide %>%
  ggplot(aes(as.factor(n_predictors),
             !!sym(params_local$MLR_criterion),
             col = basin)) +
  geom_hline(yintercept = 10) +
  geom_boxplot() +
  facet_grid(gamma_slab~era) +
  scale_color_brewer(palette = "Set1") +
  labs(x="Number of predictors")
}

6.1.2 Best models

if (params_local$MLR_criterion != "rank") {
lm_best_target %>%
  ggplot(aes("",
             !!sym(params_local$MLR_criterion),
             col = basin)) +
  geom_hline(yintercept = 10) +
  geom_boxplot() +
  facet_grid(gamma_slab~era) +
  scale_color_brewer(palette = "Set1") +
  labs(x="Number of predictors pooled")
}

6.2 RMSE correlation between eras

RMSE was plotted to compare the agreement for one model applied to two adjacent eras (ie check whether the same predictor combination performs equal in both eras).

6.2.1 All models

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

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

Version Author Date
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.2.2 Best models

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

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

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

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2012
(-Inf,26] 7 4 7 9 7 5 10
(26,26.5] 6 6 7 7 10 6 8
(26.5,26.75] 9 3 9 6 6 10 5
(26.75,27] 9 4 8 7 3 10 7
(27,27.25] 8 5 8 6 6 10 6
(27.25,27.5] 7 5 6 6 8 10 7
(27.5,27.75] 6 6 6 7 10 6 8
(27.75,27.85] 6 4 7 8 10 6 8
(27.85,27.95] 8 4 10 8 7 4 8
(27.95,28.05] 6 10 8 6 4 8 7
(28.05,28.1] 9 5 10 9 4 5 6
(28.1,28.15] 8 6 9 7 4 9 7
(28.15,28.2] 9 8 7 7 7 3 8
(28.2, Inf] 9 10 5 5 10 4 4
total 107.00 80.00 107.00 98.00 96.00 96.00 99.00
Atlantic - 2000-2012 --> 2008-2019
(-Inf,26] 6 4 5 5 9 10 9
(26,26.5] 5 6 6 7 6 10 9
(26.5,26.75] 8 4 8 8 4 10 7
(26.75,27] 9 5 8 7 4 10 6
(27,27.25] 9 8 6 5 5 10 6
(27.25,27.5] 6 5 5 7 9 10 7
(27.5,27.75] 7 4 7 6 10 8 6
(27.75,27.85] 8 4 8 6 10 7 6
(27.85,27.95] 8 3 8 9 7 6 8
(27.95,28.05] 5 10 8 5 5 9 6
(28.05,28.1] 9 5 10 9 3 6 6
(28.1,28.15] 7 7 9 7 2 7 9
(28.15,28.2] 10 7 10 7 4 4 6
(28.2, Inf] 10 10 4 4 10 4 4
total 107.00 82.00 102.00 92.00 88.00 111.00 95.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 8 4 8 8 10 4 7
(26,26.5] 8 6 7 7 8 6 8
(26.5,26.75] 9 6 9 7 7 5 7
(26.75,27] 7 10 7 8 6 3 7
(27,27.25] 9 10 8 7 4 3 7
(27.25,27.5] 9 7 9 8 4 4 7
(27.5,27.75] 7 7 7 8 8 7 5
(27.75,27.85] 9 7 9 9 5 2 7
(27.85,27.95] 9 7 7 7 7 2 9
(27.95,28.05] 9 7 7 7 7 2 9
(28.05,28.1] 7 3 6 8 7 10 7
(28.1,28.2] 5 4 7 7 9 10 7
(28.2,28.3] 7 6 8 6 8 10 5
(28.3, Inf] 8 8 9 7 5 3 9
total 111.00 92.00 108.00 104.00 95.00 71.00 101.00
Indo-Pacific - 2000-2012 --> 2008-2019
(-Inf,26] 9 6 7 6 10 3 7
(26,26.5] 8 6 8 7 6 8 7
(26.5,26.75] 7 3 7 8 9 7 8
(26.75,27] 7 10 7 8 6 3 7
(27,27.25] 8 10 8 7 5 3 7
(27.25,27.5] 9 7 9 8 4 5 6
(27.5,27.75] 5 5 7 6 9 10 7
(27.75,27.85] 9 5 9 6 10 3 6
(27.85,27.95] 9 7 6 6 10 4 7
(27.95,28.05] 8 6 6 6 10 5 8
(28.05,28.1] 7 3 6 8 7 10 7
(28.1,28.2] 5 3 6 6 9 10 9
(28.2,28.3] 6 5 8 6 9 10 5
(28.3, Inf] 6 10 9 5 6 3 9
total 103.00 86.00 103.00 93.00 110.00 84.00 100.00

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
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
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