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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 ~ sal + temp + nitrate + silicate + phosphate_star 124 1.3867197 446.9781 1.288038e+01 5.700011 1982-1999 –> 2000-2012 2.789038 1.4023180 1139.2053 2.355656e+01 3 4
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 124 1.3857371 446.8023 1.906145e+04 5.728899 1982-1999 –> 2000-2012 2.868260 1.4825234 1160.4984 5.210951e+04 2 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 124 1.3830960 446.3292 8.350364e+01 5.489653 1982-1999 –> 2000-2012 2.870761 1.4876654 1161.3618 1.781453e+02 1 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 124 1.3982800 449.0370 1.180863e+02 5.625244 1982-1999 –> 2000-2012 2.871474 1.4731939 1160.2963 2.334932e+02 5 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 124 1.3957215 448.5828 2.613861e+01 5.428348 1982-1999 –> 2000-2012 2.879737 1.4840159 1162.6673 4.881964e+01 4 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 124 1.4111453 451.3084 3.193060e+01 5.568938 1982-1999 –> 2000-2012 2.880244 1.4690982 1161.4930 5.776260e+01 9 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 124 1.4161684 452.1896 1.305128e+01 5.530905 1982-1999 –> 2000-2012 2.884588 1.4684198 1162.1960 2.622066e+01 11 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 124 1.4014568 449.5998 1.227011e+01 5.388232 1982-1999 –> 2000-2012 2.884822 1.4833656 1163.5151 2.238316e+01 6 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 124 1.4042243 450.0890 8.560161e+00 5.387248 1982-1999 –> 2000-2012 2.887123 1.4828991 1163.8829 1.820345e+01 8 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 124 1.4197297 452.8124 1.368801e+01 5.646669 1982-1999 –> 2000-2012 2.887485 1.4677550 1162.6441 2.683014e+01 12 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 84 1.2797599 293.8226 1.009139e+04 3.700099 2000-2012 –> 2010-2019 2.665497 1.3857371 740.6250 2.915284e+04 1 3
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 84 1.3042187 297.0032 7.672078e+01 3.859647 2000-2012 –> 2010-2019 2.687315 1.3830960 743.3324 1.602244e+02 3 4
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 84 1.2919409 295.4141 1.019410e+02 3.821195 2000-2012 –> 2010-2019 2.690221 1.3982800 744.4511 2.200273e+02 2 7
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 84 1.3347286 300.8880 2.444729e+01 3.953768 2000-2012 –> 2010-2019 2.730450 1.3957215 749.4708 5.058590e+01 6 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 84 1.3194442 298.9530 2.877236e+01 3.891503 2000-2012 –> 2010-2019 2.730589 1.4111453 750.2614 6.070297e+01 4 13
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 84 1.3424300 299.8546 4.776599e+01 4.454377 2000-2012 –> 2010-2019 2.744346 1.4019154 747.5355 1.059027e+02 8 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 84 1.3313438 300.4614 1.896991e+01 3.986187 2000-2012 –> 2010-2019 2.747512 1.4161684 752.6510 3.202118e+01 5 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 84 1.3479766 302.5473 1.714729e+01 4.175034 2000-2012 –> 2010-2019 2.749433 1.4014568 752.1471 2.941739e+01 9 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 84 1.3502671 302.8325 1.210573e+01 4.166001 2000-2012 –> 2010-2019 2.754491 1.4042243 752.9215 2.066590e+01 10 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 84 1.3358530 301.0294 1.888556e+01 4.038240 2000-2012 –> 2010-2019 2.755583 1.4197297 753.8419 3.257357e+01 7 19
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 967 3.5775143 5223.4355 3.350560e+02 12.588354 1982-1999 –> 2000-2012 7.145726 3.5682118 12298.6276 6.350770e+02 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 967 3.7229436 5300.4984 3.356444e+02 12.915553 1982-1999 –> 2000-2012 7.269757 3.5468134 12359.9072 6.327994e+02 6 7
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 967 3.6642136 5269.7461 1.195068e+01 12.538308 1982-1999 –> 2000-2012 7.327818 3.6636048 12414.1673 2.376975e+01 2 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 967 3.6739168 5274.8607 1.188285e+01 12.544613 1982-1999 –> 2000-2012 7.344700 3.6707836 12424.4185 2.337096e+01 3 11
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 967 3.6919938 5284.3534 1.221154e+01 12.544754 1982-1999 –> 2000-2012 7.379740 3.6877461 12446.0087 2.464035e+01 4 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 967 3.8188931 5349.7110 1.114262e+01 12.800131 1982-1999 –> 2000-2012 7.449665 3.6307721 12470.5102 2.163157e+01 7 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 967 3.8379090 5359.3172 1.188625e+01 12.794461 1982-1999 –> 2000-2012 7.480687 3.6427783 12488.7792 2.327933e+01 8 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 967 3.8409394 5360.8438 1.169635e+01 12.802152 1982-1999 –> 2000-2012 7.487704 3.6467643 12493.1754 2.303040e+01 9 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 967 3.6967384 5286.8372 3.577874e+01 12.063122 1982-1999 –> 2000-2012 7.526879 3.8301406 12547.9055 8.129739e+01 5 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 967 3.8783724 5379.6008 1.188275e+01 12.946665 1982-1999 –> 2000-2012 7.541625 3.6632528 12523.7699 2.330940e+01 10 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 718 3.7110093 3934.6281 3.021956e+02 13.257938 2000-2012 –> 2010-2019 7.288524 3.5775143 9158.0636 6.372516e+02 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 718 3.8223494 3977.0782 1.287776e+01 13.194810 2000-2012 –> 2010-2019 7.486563 3.6642136 9246.8243 2.482844e+01 3 5
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 718 3.8308354 3980.2628 1.080777e+01 13.403914 2000-2012 –> 2010-2019 7.504752 3.6739168 9255.1235 2.269061e+01 4 7
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 718 3.7939546 3966.3709 3.027370e+02 13.110283 2000-2012 –> 2010-2019 7.516898 3.7229436 9266.8694 6.383813e+02 2 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 718 3.8492758 3987.1586 1.098117e+01 13.753557 2000-2012 –> 2010-2019 7.541270 3.6919938 9271.5120 2.319271e+01 5 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 718 3.8590206 3990.7894 3.471169e+01 13.246845 2000-2012 –> 2010-2019 7.555759 3.6967384 9277.6266 7.049042e+01 6 11
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 718 3.9335310 4018.2516 1.176278e+01 15.135521 2000-2012 –> 2010-2019 7.752424 3.8188931 9367.9625 2.290539e+01 7 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 718 3.9544376 4025.8637 1.082098e+01 15.579904 2000-2012 –> 2010-2019 7.792346 3.8379090 9385.1809 2.270723e+01 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 718 3.9554060 4026.2153 1.069651e+01 15.569546 2000-2012 –> 2010-2019 7.796345 3.8409394 9387.0590 2.239286e+01 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 718 3.9600866 4027.9136 1.079150e+01 15.358102 2000-2012 –> 2010-2019 7.838459 3.8783724 9407.5144 2.267425e+01 10 20
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1280 3.2175180 6638.1249 2.723197e+02 13.723555 1982-1999 –> 2000-2012 6.772665 3.5551475 15923.4310 5.450168e+02 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1280 3.2391900 6655.3103 4.492101e+04 14.461162 1982-1999 –> 2000-2012 6.848278 3.6090876 15992.5679 9.060809e+04 2 5
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1280 3.2617583 6673.0847 7.752026e+01 13.861388 1982-1999 –> 2000-2012 6.864342 3.6025837 16004.1195 1.397074e+02 3 5
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1280 3.2849175 6691.1970 7.708063e+01 14.015115 1982-1999 –> 2000-2012 6.913180 3.6282624 16046.7357 1.390476e+02 5 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1280 3.2718200 6680.9695 1.878934e+03 15.675445 1982-1999 –> 2000-2012 6.941389 3.6695685 16075.5630 3.732694e+03 4 11
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1280 3.3005586 6703.3575 7.802370e+01 14.187638 1982-1999 –> 2000-2012 6.946608 3.6460491 16075.7677 1.404157e+02 8 13
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1280 3.2930393 6695.5187 2.389215e+02 15.053887 1982-1999 –> 2000-2012 6.962613 3.6695733 16088.1167 4.918909e+02 6 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1280 3.2943254 6698.5183 2.346539e+01 16.156809 1982-1999 –> 2000-2012 7.008745 3.7144196 16135.0236 5.034516e+01 7 18
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1280 3.3133218 6713.2379 2.357004e+01 16.508467 1982-1999 –> 2000-2012 7.055665 3.7423427 16175.5816 5.062951e+01 9 24
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 1280 3.3453659 6735.8774 1.744303e+01 15.211607 1982-1999 –> 2000-2012 7.067367 3.7220009 16177.4171 3.525143e+01 11 23
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1006 3.8861713 5600.0423 2.585332e+02 12.495695 2000-2012 –> 2010-2019 7.103689 3.2175180 12238.1672 5.308529e+02 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1006 3.9122420 5613.4949 4.332744e+04 13.935735 2000-2012 –> 2010-2019 7.151432 3.2391900 12268.8052 8.824844e+04 2 4
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1006 3.9317836 5623.5198 7.665878e+01 12.438246 2000-2012 –> 2010-2019 7.193542 3.2617583 12296.6044 1.541790e+02 3 6
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1006 3.9543973 5635.0587 7.615799e+01 12.397719 2000-2012 –> 2010-2019 7.239315 3.2849175 12326.2557 1.532386e+02 4 9
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1006 3.9721265 5644.0591 7.717564e+01 12.464126 2000-2012 –> 2010-2019 7.272685 3.3005586 12347.4166 1.551993e+02 5 13
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1006 4.0083860 5662.3423 1.950844e+03 14.159206 2000-2012 –> 2010-2019 7.280206 3.2718200 12343.3118 3.829777e+03 6 10
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1006 4.0099284 5661.1164 2.208164e+02 14.289314 2000-2012 –> 2010-2019 7.302968 3.2930393 12356.6351 4.597380e+02 7 13
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1006 4.0608276 5688.4946 2.660684e+01 14.501082 2000-2012 –> 2010-2019 7.355153 3.2943254 12387.0129 5.007223e+01 8 15
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1006 4.0893228 5702.5636 2.679671e+01 14.588570 2000-2012 –> 2010-2019 7.402645 3.3133218 12415.8015 5.036675e+01 12 21
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 1006 4.0654207 5688.7690 1.673850e+01 14.303111 2000-2012 –> 2010-2019 7.410787 3.3453659 12424.6464 3.418152e+01 9 20
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2300 1.7762238 9183.7697 6.294793e+04 9.108355 1982-1999 –> 2000-2012 3.581129 1.8049047 21338.8443 1.087470e+05 1 2
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2300 1.9551032 9625.1549 3.475765e+02 10.971332 1982-1999 –> 2000-2012 3.769771 1.8146674 21812.8226 6.532419e+02 3 5
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2300 1.9488310 9610.3739 2.597941e+03 11.428978 1982-1999 –> 2000-2012 3.792978 1.8441465 21895.4045 4.884182e+03 2 5
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2300 1.9870492 9697.7107 3.247587e+02 11.634870 1982-1999 –> 2000-2012 3.838296 1.8512464 22003.9582 6.256306e+02 4 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2300 2.0061224 9743.6543 2.568279e+01 11.688860 1982-1999 –> 2000-2012 3.914348 1.9082259 22235.0639 5.472666e+01 5 11
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2300 2.0639835 9874.4513 1.097928e+02 11.546689 1982-1999 –> 2000-2012 3.961107 1.8971231 22330.6037 1.514803e+02 8 13
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2300 2.0394157 9819.3686 2.187075e+01 11.874424 1982-1999 –> 2000-2012 3.986852 1.9474362 22433.6712 4.523050e+01 6 15
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2300 2.0538433 9851.7963 2.225832e+01 11.931935 1982-1999 –> 2000-2012 4.017139 1.9632958 22515.1047 4.562582e+01 7 17
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2300 2.1022869 9959.0358 1.092562e+02 11.698090 1982-1999 –> 2000-2012 4.042513 1.9402263 22550.9277 1.505500e+02 9 16
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 2300 2.1046852 9962.2805 2.554663e+01 12.324377 1982-1999 –> 2000-2012 4.047201 1.9425160 22559.2986 5.268604e+01 10 18
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1784 2.3813071 8172.5462 6.772485e+04 23.411334 2000-2012 –> 2010-2019 4.157531 1.7762238 17356.3159 1.306728e+05 1 2
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1784 2.4765079 8312.4116 3.929736e+02 16.164826 2000-2012 –> 2010-2019 4.431611 1.9551032 17937.5666 7.405501e+02 2 5
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1784 2.4906591 8332.7417 2.950786e+03 18.211869 2000-2012 –> 2010-2019 4.439490 1.9488310 17943.1156 5.548727e+03 3 5
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1784 2.5139113 8365.8972 2.895745e+01 18.252394 2000-2012 –> 2010-2019 4.520034 2.0061224 18109.5514 5.464024e+01 5 10
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1784 2.5387751 8401.0131 2.201898e+01 18.442421 2000-2012 –> 2010-2019 4.578191 2.0394157 18220.3817 4.388973e+01 7 13
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1784 2.6051204 8491.0574 3.708509e+02 18.879992 2000-2012 –> 2010-2019 4.592170 1.9870492 18188.7680 6.956096e+02 11 15
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1784 2.5486336 8414.8414 2.231282e+01 18.495176 2000-2012 –> 2010-2019 4.602477 2.0538433 18266.6377 4.457114e+01 8 15
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1784 2.5067725 8355.7507 9.628203e+01 16.656546 2000-2012 –> 2010-2019 4.620036 2.1132631 18338.7408 2.106148e+02 4 15
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1784 2.5705727 8445.4239 9.194128e+01 16.729960 2000-2012 –> 2010-2019 4.634556 2.0639835 18319.8752 2.017341e+02 9 17
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 1784 2.5322237 8389.7938 2.824879e+01 17.855378 2000-2012 –> 2010-2019 4.646974 2.1147506 18374.0207 5.337426e+01 6 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2040 1.9367902 8500.2800 9.839644e+01 8.912014 1982-1999 –> 2000-2012 3.488801 1.5520110 19371.5789 1.604116e+02 1 4
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2040 2.0414950 8715.0932 1.218415e+03 13.221346 1982-1999 –> 2000-2012 3.543043 1.5015479 19393.2849 2.421032e+03 2 3
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2040 2.0458268 8723.7414 4.273436e+01 12.955162 1982-1999 –> 2000-2012 3.566382 1.5205553 19475.4200 9.554320e+01 3 5
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 2040 2.0458447 8721.7771 3.910385e+01 12.935929 1982-1999 –> 2000-2012 3.638959 1.5931144 19743.7819 8.856049e+01 4 10
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2040 2.0937757 8818.2628 1.973169e+01 13.787599 1982-1999 –> 2000-2012 3.659920 1.5661444 19742.5211 3.833958e+01 5 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2040 2.1063568 8842.7052 1.969813e+01 14.980047 1982-1999 –> 2000-2012 3.688074 1.5817170 19824.7653 3.828178e+01 6 11
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2040 2.1987816 9017.9151 2.717826e+02 15.618809 1982-1999 –> 2000-2012 3.865475 1.6666933 20305.6905 5.819910e+02 9 16
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2040 2.2631516 9135.6433 9.215638e+01 16.619796 1982-1999 –> 2000-2012 3.999852 1.7367003 20663.7900 1.427532e+02 12 20
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2040 2.2899859 9183.7355 9.072682e+01 17.201652 1982-1999 –> 2000-2012 4.069036 1.7790502 20852.6317 1.392967e+02 14 23
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2040 2.1135739 8856.6610 1.073652e+02 14.604000 1982-1999 –> 2000-2012 4.088738 1.9751643 21136.4665 1.620767e+02 7 20
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1634 2.2368336 7282.0315 1.219374e+02 8.902669 2000-2012 –> 2010-2019 4.173624 1.9367902 15782.3114 2.203338e+02 1 2
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1634 2.3152927 7394.6951 1.435384e+02 8.824467 2000-2012 –> 2010-2019 4.428867 2.1135739 16251.3560 2.509035e+02 2 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1634 2.4298906 7552.5726 4.243684e+01 12.871587 2000-2012 –> 2010-2019 4.475717 2.0458268 16276.3140 8.517120e+01 4 7
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1634 2.4409352 7567.3930 1.343662e+03 13.049591 2000-2012 –> 2010-2019 4.482430 2.0414950 16282.4863 2.562077e+03 5 7
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1634 2.4646645 7597.0092 3.993468e+01 13.797397 2000-2012 –> 2010-2019 4.510509 2.0458447 16318.7862 7.903853e+01 9 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1634 2.4483143 7577.2575 1.633840e+01 12.922234 2000-2012 –> 2010-2019 4.542090 2.0937757 16395.5203 3.607009e+01 6 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1634 2.4512719 7581.2029 1.631420e+01 12.912690 2000-2012 –> 2010-2019 4.557629 2.1063568 16423.9082 3.601233e+01 7 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1634 2.3989864 7510.7425 1.064207e+02 9.923963 2000-2012 –> 2010-2019 4.621337 2.2223502 16572.1581 1.953905e+02 3 13
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1634 2.4563212 7585.9277 8.838660e+00 12.551876 2000-2012 –> 2010-2019 4.643588 2.1872669 16580.4202 1.776291e+01 8 16
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1634 2.4897829 7632.1460 3.272860e+02 18.808801 2000-2012 –> 2010-2019 4.688565 2.1987816 16650.0611 5.990686e+02 11 20
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2100 2.3205342 9509.0910 3.043942e+01 11.077727 1982-1999 –> 2000-2012 4.150558 1.8300235 21452.2751 6.207027e+01 1 5
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2100 2.4074023 9663.4446 2.665860e+02 11.474059 1982-1999 –> 2000-2012 4.178560 1.7711578 21413.8569 5.535230e+02 2 3
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2100 2.4077684 9664.0833 2.426058e+02 11.505793 1982-1999 –> 2000-2012 4.181655 1.7738868 21423.5734 5.038927e+02 3 5
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2100 2.4208163 9684.7820 3.042854e+01 10.526966 1982-1999 –> 2000-2012 4.251359 1.8305423 21627.6376 6.198174e+01 4 9
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2100 2.4381119 9716.6823 3.119692e+02 11.731107 1982-1999 –> 2000-2012 4.261926 1.8238140 21639.8266 6.520372e+02 5 8
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2100 2.4708104 9772.6359 5.385845e+02 17.055442 1982-1999 –> 2000-2012 4.323316 1.8525060 21787.8132 1.192010e+03 6 12
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2100 2.6578118 10079.0550 7.177726e+02 19.082648 1982-1999 –> 2000-2012 4.635705 1.9778934 22480.3794 1.505424e+03 8 15
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2100 2.6671865 10093.8434 3.025971e+01 19.578160 1982-1999 –> 2000-2012 4.655979 1.9887921 22527.5671 6.296478e+01 9 17
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2100 2.7231512 10181.0587 2.226977e+01 20.651549 1982-1999 –> 2000-2012 4.782808 2.0596566 22821.2119 4.426203e+01 11 20
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2100 2.7245924 10183.2809 2.226421e+01 20.646212 1982-1999 –> 2000-2012 4.793604 2.0690112 22850.1521 4.425797e+01 12 22
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1636 2.8715326 8108.2226 3.300154e+01 12.294607 2000-2012 –> 2010-2019 5.192067 2.3205342 17617.3136 6.344095e+01 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1636 3.0585050 8314.6215 2.909551e+02 11.795337 2000-2012 –> 2010-2019 5.465907 2.4074023 17978.0661 5.575411e+02 6 8
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1636 2.9294302 8173.5384 4.074255e+02 16.981775 2000-2012 –> 2010-2019 5.476428 2.5469975 18073.7241 7.509071e+02 2 9
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1636 3.0698777 8326.7655 2.491838e+02 12.093539 2000-2012 –> 2010-2019 5.477646 2.4077684 17990.8488 4.917897e+02 7 10
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1636 3.0578324 8313.9019 3.422942e+02 12.136994 2000-2012 –> 2010-2019 5.495944 2.4381119 18030.5843 6.542634e+02 5 10
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1636 3.1287813 8386.9526 3.296473e+01 12.246418 2000-2012 –> 2010-2019 5.549598 2.4208163 18071.7346 6.339327e+01 11 15
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1636 3.1653581 8426.9819 6.229648e+02 15.467884 2000-2012 –> 2010-2019 5.636169 2.4708104 18199.6177 1.161549e+03 13 19
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1636 3.0059127 8257.8688 4.089121e+02 14.727095 2000-2012 –> 2010-2019 5.740555 2.7346422 18456.6131 8.156694e+02 3 16
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1636 3.0067683 8256.7999 3.268997e+01 14.278373 2000-2012 –> 2010-2019 5.741753 2.7349849 18454.0705 6.293954e+01 4 19
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1636 3.1126251 8372.0131 6.830010e+02 21.418888 2000-2012 –> 2010-2019 5.770437 2.6578118 18451.0682 1.400774e+03 8 16
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2708 2.1933100 11952.7616 1.162785e+03 15.233059 1982-1999 –> 2000-2012 4.118003 1.9246930 27735.2143 2.250257e+03 3 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2708 2.1912530 11947.6797 1.180068e+03 15.303519 1982-1999 –> 2000-2012 4.126038 1.9347847 27769.8984 2.299761e+03 2 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2708 2.0567966 11604.7181 1.337452e+03 14.532490 1982-1999 –> 2000-2012 4.126164 2.0693671 27938.2810 2.602633e+03 1 11
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2708 2.2130821 12001.3666 1.832960e+01 13.370426 1982-1999 –> 2000-2012 4.152647 1.9395646 27842.3476 3.672870e+01 6 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2708 2.2060246 11984.0674 5.037024e+02 14.314563 1982-1999 –> 2000-2012 4.168925 1.9629007 27915.9910 9.716826e+02 5 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2708 2.2566266 12106.8967 1.744016e+01 13.760896 1982-1999 –> 2000-2012 4.231500 1.9748731 28085.0586 3.592191e+01 7 14
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2708 2.2585869 12111.5994 1.704989e+01 13.832163 1982-1999 –> 2000-2012 4.232638 1.9740514 28086.5969 3.553313e+01 8 14
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2708 2.2647151 12126.2746 1.726567e+01 13.846839 1982-1999 –> 2000-2012 4.236806 1.9720914 28093.7184 3.581560e+01 10 15
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2708 2.2587074 12111.8885 1.298799e+03 15.698231 1982-1999 –> 2000-2012 4.261804 2.0030969 28197.9534 2.530446e+03 9 18
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2708 2.2940645 12194.0121 1.704963e+01 14.919883 1982-1999 –> 2000-2012 4.276162 1.9820977 28197.9407 3.553137e+01 11 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2065 2.3130764 9337.5450 1.237036e+03 15.402943 2000-2012 –> 2010-2019 4.369873 2.0567966 20942.2631 2.574488e+03 1 2
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2065 2.4261145 9534.5980 1.112908e+03 16.809922 2000-2012 –> 2010-2019 4.617368 2.1912530 21482.2777 2.292977e+03 2 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2065 2.4563470 9585.7450 1.098007e+03 16.688294 2000-2012 –> 2010-2019 4.649657 2.1933100 21538.5067 2.260792e+03 4 7
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2065 2.5199142 9689.2648 1.012415e+03 17.194467 2000-2012 –> 2010-2019 4.713238 2.1933242 21640.0613 2.065252e+03 6 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2065 2.4886043 9639.6281 1.225109e+03 16.469901 2000-2012 –> 2010-2019 4.747312 2.2587074 21751.5166 2.523908e+03 5 14
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2065 2.5766341 9783.1948 4.742507e+02 12.441877 2000-2012 –> 2010-2019 4.782659 2.2060246 21767.2622 9.779531e+02 8 13
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2065 2.5792930 9787.4544 1.720966e+01 12.383178 2000-2012 –> 2010-2019 4.792375 2.2130821 21788.8210 3.553926e+01 9 15
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2065 2.6180384 9849.0328 1.764067e+01 12.624510 2000-2012 –> 2010-2019 4.874665 2.2566266 21955.9295 3.508082e+01 11 18
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2065 2.5828828 9791.1985 1.684965e+01 12.118138 2000-2012 –> 2010-2019 4.877988 2.2951055 21987.6676 3.500022e+01 10 22
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2065 2.6223879 9855.8885 1.718262e+01 12.730036 2000-2012 –> 2010-2019 4.880975 2.2585869 21967.4879 3.423251e+01 12 20
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 962 1.7985289 3873.3662 1.776541e+03 12.236280 1982-1999 –> 2000-2012 3.301119 1.5025906 9186.7932 3.499863e+03 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 962 1.8210003 3897.2563 1.215122e+03 12.173703 1982-1999 –> 2000-2012 3.334563 1.5135622 9231.7961 2.349571e+03 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 962 1.8518801 3929.6093 1.409216e+03 12.194558 1982-1999 –> 2000-2012 3.384838 1.5329583 9301.1015 2.745957e+03 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 962 1.8834566 3962.1389 5.224634e+03 11.279877 1982-1999 –> 2000-2012 3.479086 1.5956295 9449.9112 1.091629e+04 4 9
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 962 1.8874468 3964.2106 1.177781e+03 11.572559 1982-1999 –> 2000-2012 3.494241 1.6067946 9470.2184 2.266018e+03 5 11
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 962 1.9889562 4066.9993 1.793935e+03 12.439027 1982-1999 –> 2000-2012 3.580984 1.5920275 9548.2132 3.598243e+03 6 10
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 962 2.0034719 4080.9900 5.425963e+04 12.534321 1982-1999 –> 2000-2012 3.698630 1.6951578 9744.3550 1.167239e+05 7 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 962 2.0413673 4117.0423 1.419304e+03 14.561288 1982-1999 –> 2000-2012 3.702218 1.6608509 9721.0738 3.020351e+03 8 15
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 962 2.0886389 4161.0880 3.972506e+01 14.555337 1982-1999 –> 2000-2012 3.779125 1.6904865 9816.4451 8.347779e+01 9 17
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 962 2.1484611 4215.4202 4.464893e+01 14.700643 1982-1999 –> 2000-2012 3.883520 1.7350594 9946.3026 9.370542e+01 12 24
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 790 2.0343968 3378.0379 1.635430e+03 11.994921 2000-2012 –> 2010-2019 3.832926 1.7985289 7251.4041 3.411970e+03 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 790 2.0448154 3386.1087 1.107903e+03 11.936671 2000-2012 –> 2010-2019 3.865816 1.8210003 7283.3651 2.323025e+03 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 790 2.0639509 3400.8258 1.296376e+03 11.981689 2000-2012 –> 2010-2019 3.915831 1.8518801 7330.4350 2.705593e+03 4 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 790 2.0592721 3397.2400 5.007796e+03 11.129404 2000-2012 –> 2010-2019 3.942729 1.8834566 7359.3788 1.023243e+04 3 7
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 790 2.0664712 3400.7539 1.079192e+03 11.502652 2000-2012 –> 2010-2019 3.953918 1.8874468 7364.9645 2.256973e+03 5 10
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 790 2.1993776 3501.2385 1.871779e+03 12.648228 2000-2012 –> 2010-2019 4.188334 1.9889562 7568.2378 3.665714e+03 7 13
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 790 2.1939338 3497.3228 5.370402e+03 11.132015 2000-2012 –> 2010-2019 4.316956 2.1230227 7689.8264 1.089502e+04 6 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 790 2.3407386 3599.6600 5.298368e+04 11.742428 2000-2012 –> 2010-2019 4.344210 2.0034719 7680.6500 1.072433e+05 9 16
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 790 2.2079627 3505.3939 1.194272e+03 12.261139 2000-2012 –> 2010-2019 4.344867 2.1369046 7708.4370 2.486174e+03 8 19
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 790 2.3797084 3625.7480 1.463506e+03 14.566630 2000-2012 –> 2010-2019 4.421076 2.0413673 7742.7903 2.882809e+03 10 18
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 941 3.6429886 5117.5002 1.599431e+03 19.579290 1982-1999 –> 2000-2012 7.190896 3.5479074 12311.9830 3.181096e+03 1 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 941 3.6604132 5126.4804 1.209136e+03 19.545785 1982-1999 –> 2000-2012 7.210838 3.5504249 12322.8600 2.473065e+03 3 9
Atlantic (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 941 3.7167957 5155.2485 4.907172e+03 19.837852 1982-1999 –> 2000-2012 7.217499 3.5007037 12313.9158 9.698417e+03 6 10
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 941 3.7379930 5165.9513 4.726236e+03 20.693967 1982-1999 –> 2000-2012 7.227408 3.4894152 12315.9820 9.523455e+03 7 9
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 941 3.6747930 5133.8593 1.339536e+03 19.542226 1982-1999 –> 2000-2012 7.229836 3.5550432 12333.7149 2.757462e+03 4 11
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 941 3.7485880 5171.2780 5.156358e+03 21.016209 1982-1999 –> 2000-2012 7.235604 3.4870159 12319.4696 1.043749e+04 9 10
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 941 3.6574570 5124.9599 6.912440e+04 19.936573 1982-1999 –> 2000-2012 7.253492 3.5960350 12355.4719 1.351768e+05 2 11
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 941 3.7088902 5151.2413 2.380382e+03 19.613178 1982-1999 –> 2000-2012 7.277278 3.5683877 12361.1154 4.658110e+03 5 13
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 941 3.8214851 5207.5251 9.680096e+03 21.627406 1982-1999 –> 2000-2012 7.321676 3.5001914 12365.8011 1.915164e+04 13 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 941 3.7455502 5169.7523 1.329380e+03 20.456325 1982-1999 –> 2000-2012 7.380529 3.6349793 12429.0674 2.452970e+03 8 19
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 758 3.5526998 4086.9559 1.674595e+03 21.655648 2000-2012 –> 2010-2019 7.195688 3.6429886 9204.4561 3.274027e+03 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 758 3.5561087 4088.4098 1.183252e+03 21.641431 2000-2012 –> 2010-2019 7.216522 3.6604132 9214.8902 2.392388e+03 2 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 758 3.5601752 4090.1424 1.327098e+03 21.636339 2000-2012 –> 2010-2019 7.234968 3.6747930 9224.0017 2.666634e+03 3 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 758 3.5863852 4101.2623 2.302255e+03 21.688399 2000-2012 –> 2010-2019 7.295275 3.7088902 9252.5036 4.682636e+03 4 9
Atlantic (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 758 3.6454028 4126.0066 4.806081e+03 21.732673 2000-2012 –> 2010-2019 7.362198 3.7167957 9281.2550 9.713253e+03 5 11
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 758 3.7064586 4151.1874 6.772931e+04 22.574224 2000-2012 –> 2010-2019 7.363916 3.6574570 9276.1472 1.368537e+05 9 11
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 758 3.6464870 4126.4574 4.654085e+03 22.515383 2000-2012 –> 2010-2019 7.384480 3.7379930 9292.4087 9.380321e+03 6 13
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 758 3.6488373 4127.4342 5.064297e+03 22.742644 2000-2012 –> 2010-2019 7.397425 3.7485880 9298.7122 1.022066e+04 7 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 758 3.6555829 4130.2343 4.684026e+03 20.583102 2000-2012 –> 2010-2019 7.525015 3.8694325 9361.2256 9.420596e+03 8 30
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 758 3.7095921 4152.4685 9.679604e+03 24.260882 2000-2012 –> 2010-2019 7.531077 3.8214851 9359.9936 1.935970e+04 10 23
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1194 3.1920197 6174.0666 3.007574e+03 28.852088 1982-1999 –> 2000-2012 6.989164 3.7971443 15207.5099 5.418853e+03 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1194 3.3275747 6273.3832 2.835835e+03 28.642253 1982-1999 –> 2000-2012 7.248373 3.9207986 15411.8094 5.331045e+03 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1194 3.3427611 6284.2568 2.337801e+03 28.821597 1982-1999 –> 2000-2012 7.286165 3.9434042 15441.5168 4.365513e+03 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1194 3.3906611 6318.2327 2.144780e+03 29.336996 1982-1999 –> 2000-2012 7.387847 3.9971860 15519.8702 4.080904e+03 4 9
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1194 3.6274069 6479.4063 1.518710e+05 23.061391 1982-1999 –> 2000-2012 7.579558 3.9521511 15643.9247 2.947367e+05 7 11
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1194 3.5428574 6423.0866 2.428249e+03 32.210085 1982-1999 –> 2000-2012 7.683506 4.1406483 15740.2416 4.534357e+03 5 12
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1194 3.6950203 6523.5079 1.372824e+03 22.902452 1982-1999 –> 2000-2012 7.814297 4.1192771 15823.7107 2.522286e+03 10 16
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1194 3.6265424 6478.8371 2.679173e+03 34.158957 1982-1999 –> 2000-2012 7.909546 4.2830039 15906.7282 5.042831e+03 6 17
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1194 3.8106598 6597.0972 1.149815e+03 23.204098 1982-1999 –> 2000-2012 8.034083 4.2234230 15979.0960 2.213505e+03 12 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1194 3.8476224 6620.1487 1.003449e+03 23.535907 1982-1999 –> 2000-2012 8.115814 4.2681913 16036.6903 1.911950e+03 13 23
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 843 3.1880351 4361.0868 2.508545e+03 28.109626 2000-2012 –> 2010-2019 6.380055 3.1920197 10535.1534 5.516118e+03 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 843 3.3211054 4430.0323 2.445989e+03 28.191452 2000-2012 –> 2010-2019 6.648680 3.3275747 10703.4154 5.281824e+03 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 843 3.3335239 4436.3249 1.987084e+03 28.342764 2000-2012 –> 2010-2019 6.676285 3.3427611 10720.5817 4.324885e+03 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 843 3.3823324 4460.8318 1.780392e+03 28.754275 2000-2012 –> 2010-2019 6.772994 3.3906611 10779.0646 3.925172e+03 4 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 843 3.5654962 4549.7476 2.081252e+03 31.382530 2000-2012 –> 2010-2019 7.108354 3.5428574 10972.8342 4.509501e+03 5 10
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 843 3.6282442 4579.1609 2.326015e+03 32.760552 2000-2012 –> 2010-2019 7.254787 3.6265424 11057.9981 5.005188e+03 7 13
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 843 3.6438011 4586.3745 1.535899e+05 22.480455 2000-2012 –> 2010-2019 7.271208 3.6274069 11065.7808 3.054610e+05 9 16
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 843 3.6161999 4573.5547 1.653551e+03 34.273319 2000-2012 –> 2010-2019 7.301470 3.6852700 11090.7529 3.617252e+03 6 14
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 843 3.6304205 4578.1719 1.590749e+03 34.250463 2000-2012 –> 2010-2019 7.319848 3.6894281 11096.0629 3.517065e+03 8 17
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 843 3.6759499 4599.1847 1.589568e+03 34.393939 2000-2012 –> 2010-2019 7.390018 3.7140683 11132.9712 3.489864e+03 10 21
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 700 1.3223831 2391.7236 7.053803e+05 13.449159 1982-1999 –> 2000-2012 2.598496 1.2761128 5322.1997 1.506400e+06 4 5
Atlantic (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 700 1.2915976 2358.7458 1.175195e+04 9.692847 1982-1999 –> 2000-2012 2.675935 1.3843377 5432.0031 2.416012e+04 1 4
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 700 1.2985842 2366.2984 1.267342e+04 9.691122 1982-1999 –> 2000-2012 2.690752 1.3921682 5449.4492 2.681402e+04 2 6
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 700 1.3001259 2367.9595 1.411240e+04 9.711286 1982-1999 –> 2000-2012 2.696005 1.3958791 5455.7794 3.040570e+04 3 8
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 700 1.3471152 2417.6655 1.345683e+04 9.188498 1982-1999 –> 2000-2012 2.775350 1.4282347 5545.6781 2.750089e+04 7 15
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 700 1.3312981 2401.1302 1.050503e+04 13.592061 1982-1999 –> 2000-2012 2.813615 1.4823168 5594.3338 2.023807e+04 5 27
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 700 1.3440478 2412.4741 1.026400e+04 12.171384 1982-1999 –> 2000-2012 2.870815 1.5267672 5655.5018 1.995164e+04 6 43
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 700 1.4806402 2549.9783 3.078498e+05 13.428520 1982-1999 –> 2000-2012 2.889025 1.4083845 5653.4420 6.849484e+05 12 18
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 700 1.5129116 2580.1644 9.840307e+05 11.845937 1982-1999 –> 2000-2012 2.896826 1.3839148 5652.8858 1.986420e+06 14 16
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 700 1.5232921 2589.7373 1.997770e+03 13.169038 1982-1999 –> 2000-2012 2.942272 1.4189803 5706.3476 4.054692e+03 15 22
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 508 1.1170491 1568.1031 8.278233e+05 4.522579 2000-2012 –> 2010-2019 2.439432 1.3223831 3959.8268 1.533204e+06 1 5
Atlantic (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 508 1.2182153 1656.1867 1.272805e+04 5.420796 2000-2012 –> 2010-2019 2.509813 1.2915976 4014.9325 2.448000e+04 3 4
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 508 1.2304553 1666.3440 1.318925e+04 5.470035 2000-2012 –> 2010-2019 2.529040 1.2985842 4032.6424 2.586267e+04 5 7
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 508 1.2325653 1668.0848 1.444999e+04 5.471447 2000-2012 –> 2010-2019 2.532691 1.3001259 4036.0442 2.856239e+04 7 10
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 508 1.2304232 1666.3174 1.234024e+04 4.793467 2000-2012 –> 2010-2019 2.561721 1.3312981 4067.4477 2.284528e+04 4 9
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 508 1.2739966 1699.6750 1.157917e+04 5.146653 2000-2012 –> 2010-2019 2.618044 1.3440478 4112.1490 2.184317e+04 9 15
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 508 1.2800044 1706.4549 1.329458e+04 5.530047 2000-2012 –> 2010-2019 2.627120 1.3471152 4124.1204 2.675141e+04 10 17
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 508 1.1532017 1600.4644 3.384652e+05 4.750199 2000-2012 –> 2010-2019 2.633842 1.4806402 4150.4427 6.463150e+05 2 14
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 508 1.2314507 1667.1655 1.012793e+06 5.911685 2000-2012 –> 2010-2019 2.744362 1.5129116 4247.3299 1.996824e+06 6 20
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 508 1.2446943 1676.0337 3.377840e+05 5.865260 2000-2012 –> 2010-2019 2.770969 1.5262747 4266.5096 6.442280e+05 8 24
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 967 1.0173247 2791.4461 6.542324e+05 4.325926 1982-1999 –> 2000-2012 2.185518 1.1681929 6993.3411 1.294442e+06 1 8
Atlantic (28.1,28.15] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 967 1.0847821 2915.6143 1.154836e+04 4.160855 1982-1999 –> 2000-2012 2.207845 1.1230627 7012.7090 2.342300e+04 8 9
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 967 1.0901628 2925.1836 1.076262e+04 4.113846 1982-1999 –> 2000-2012 2.216063 1.1258998 7028.9896 2.215493e+04 9 11
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 967 1.0911870 2926.9998 1.193796e+04 4.098564 1982-1999 –> 2000-2012 2.218041 1.1268538 7033.0587 2.466260e+04 10 13
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 967 1.1048722 2951.1043 9.140476e+03 4.129133 1982-1999 –> 2000-2012 2.239353 1.1344808 7075.1067 1.895396e+04 15 19
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 967 1.0955625 2934.7393 1.340632e+06 5.103209 1982-1999 –> 2000-2012 2.241396 1.1458336 7085.2279 2.663274e+06 12 17
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 967 1.0802723 2907.5574 1.368902e+03 4.375388 1982-1999 –> 2000-2012 2.242422 1.1621496 7095.6558 2.954920e+03 3 9
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 967 1.0700871 2889.2363 4.477692e+03 4.467579 1982-1999 –> 2000-2012 2.243195 1.1731078 7102.2991 9.723525e+03 2 11
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 967 1.0823326 2909.2424 1.359366e+03 4.460287 1982-1999 –> 2000-2012 2.257025 1.1746920 7123.8948 2.917159e+03 4 14
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 967 1.0827729 2912.0289 2.384490e+03 4.512363 1982-1999 –> 2000-2012 2.259295 1.1765216 7132.8212 4.943196e+03 6 18
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 710 0.8898722 1863.2108 6.739134e+05 4.459652 2000-2012 –> 2010-2019 1.907197 1.0173247 4654.6569 1.328146e+06 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 710 0.9715343 1987.8849 4.490170e+03 4.047768 2000-2012 –> 2010-2019 2.041621 1.0700871 4877.1213 8.967863e+03 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 710 0.9869439 2010.2310 2.284413e+03 3.971500 2000-2012 –> 2010-2019 2.069717 1.0827729 4922.2599 4.668903e+03 3 9
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 710 0.9921476 2017.6983 1.412805e+03 4.090235 2000-2012 –> 2010-2019 2.072420 1.0802723 4925.2557 2.781707e+03 5 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 710 0.9885419 2012.5283 2.436284e+03 3.947055 2000-2012 –> 2010-2019 2.073114 1.0845726 4927.7692 4.980599e+03 4 11
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 710 0.9993247 2025.9334 1.404072e+03 4.410149 2000-2012 –> 2010-2019 2.081657 1.0823326 4935.1758 2.763437e+03 7 11
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 710 0.9985336 2026.8089 2.513761e+03 3.931665 2000-2012 –> 2010-2019 2.090158 1.0916243 4954.5836 5.150235e+03 6 17
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 710 1.0176888 2053.7912 1.351205e+06 6.696906 2000-2012 –> 2010-2019 2.113251 1.0955625 4988.5305 2.691837e+06 10 22
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 710 1.0128772 2047.0616 1.521088e+02 3.984786 2000-2012 –> 2010-2019 2.114466 1.1015889 4992.4101 3.025877e+02 8 21
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 710 1.0153198 2050.4819 1.098704e+02 3.949301 2000-2012 –> 2010-2019 2.120329 1.1050095 5001.8266 2.254017e+02 9 25
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1541 0.8788069 3989.0046 1.086441e+06 21.593945 1982-1999 –> 2000-2012 1.619380 0.7405733 9099.3818 2.163278e+06 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1541 0.9057094 4081.9372 3.550400e+03 16.142306 1982-1999 –> 2000-2012 1.673021 0.7673112 9353.9064 7.602251e+03 2 5
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1541 0.9140809 4110.2935 1.135681e+06 13.641289 1982-1999 –> 2000-2012 1.677854 0.7637731 9361.2060 2.196761e+06 3 5
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1541 0.9179383 4123.2719 1.325972e+02 16.507658 1982-1999 –> 2000-2012 1.693623 0.7756849 9444.6911 2.712632e+02 6 11
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1541 0.9171506 4120.6262 1.231674e+03 15.892865 1982-1999 –> 2000-2012 1.695757 0.7786065 9459.1736 2.658845e+03 5 11
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1541 0.9194752 4128.4280 1.225899e+03 15.905013 1982-1999 –> 2000-2012 1.701855 0.7823794 9488.9991 2.646472e+03 8 15
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1541 0.9283332 4157.9771 2.235165e+02 16.992387 1982-1999 –> 2000-2012 1.703279 0.7749455 9475.0516 4.881137e+02 12 16
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1541 0.9210027 4133.5435 1.259150e+03 15.729767 1982-1999 –> 2000-2012 1.703626 0.7826232 9495.5343 2.713505e+03 9 17
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1541 0.9166419 4118.9164 1.666452e+03 17.103710 1982-1999 –> 2000-2012 1.705949 0.7893069 9519.6507 3.391417e+03 4 14
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1541 0.9185871 4123.4495 1.539141e+03 18.022064 1982-1999 –> 2000-2012 1.707903 0.7893158 9522.2349 3.108256e+03 7 18
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1225 0.6063877 2264.8221 1.287694e+06 3.546438 2000-2012 –> 2010-2019 1.485195 0.8788069 6253.8266 2.374135e+06 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1225 0.7675911 2842.3789 1.751400e+03 3.198238 2000-2012 –> 2010-2019 1.684233 0.9166419 6961.2953 3.417851e+03 2 6
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1225 0.7713286 2854.2796 1.692192e+02 3.200205 2000-2012 –> 2010-2019 1.689267 0.9179383 6977.5515 3.018164e+02 4 10
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1225 0.7846939 2896.3684 1.240808e+06 5.609573 2000-2012 –> 2010-2019 1.698775 0.9140809 7006.6619 2.376489e+06 7 10
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1225 0.7705538 2851.8172 3.065208e+02 3.195702 2000-2012 –> 2010-2019 1.698887 0.9283332 7009.7942 5.300373e+02 3 15
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1225 0.7969780 2934.4253 3.588809e+03 3.986544 2000-2012 –> 2010-2019 1.702687 0.9057094 7016.3624 7.139209e+03 9 11
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1225 0.7826750 2890.0571 3.692679e+02 3.252387 2000-2012 –> 2010-2019 1.710232 0.9275574 7045.4574 6.450998e+02 5 15
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1225 0.7836754 2893.1865 2.340180e+02 3.261557 2000-2012 –> 2010-2019 1.713045 0.9293699 7054.6033 4.278670e+02 6 20
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1225 0.7970055 2932.5099 1.504792e+03 4.007471 2000-2012 –> 2010-2019 1.715593 0.9185871 7055.9595 3.043933e+03 10 17
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1225 0.7868698 2903.1529 2.291619e+02 3.279905 2000-2012 –> 2010-2019 1.719362 0.9324923 7074.9071 3.991558e+02 8 24
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2966 0.6431546 5812.9354 1.036729e+03 10.719746 1982-1999 –> 2000-2012 1.196955 0.5538004 12382.9411 2.172270e+03 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2966 0.6616715 5981.3100 4.003109e+02 12.339882 1982-1999 –> 2000-2012 1.231792 0.5701207 12781.2836 6.924381e+02 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2966 0.6985264 6302.8463 1.061447e+02 12.538789 1982-1999 –> 2000-2012 1.283931 0.5854043 13312.2882 1.773634e+02 3 6
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2966 0.7035887 6343.6814 1.051053e+02 12.165076 1982-1999 –> 2000-2012 1.290275 0.5866866 13368.4481 1.758741e+02 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2966 0.7133341 6427.2818 9.793060e+02 12.868340 1982-1999 –> 2000-2012 1.309477 0.5961427 13580.6519 1.845558e+03 5 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2966 0.7134300 6428.0791 5.248412e+02 12.848300 1982-1999 –> 2000-2012 1.309573 0.5961433 13581.4574 9.138262e+02 6 13
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2966 0.7135257 6428.8746 5.319777e+02 12.847840 1982-1999 –> 2000-2012 1.309668 0.5961425 13582.2420 9.250846e+02 7 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2966 0.7135697 6427.2407 3.525092e+02 12.789270 1982-1999 –> 2000-2012 1.309733 0.5961633 13578.8847 5.744266e+02 8 17
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2966 0.7140812 6431.4915 2.779059e+01 12.869459 1982-1999 –> 2000-2012 1.310362 0.5962810 13584.6983 4.819079e+01 9 19
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2966 0.7147947 6437.4158 5.304795e+02 12.626614 1982-1999 –> 2000-2012 1.310942 0.5961476 13588.8513 9.046638e+02 10 18
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2222 0.7337349 4943.8671 9.675196e+02 10.705014 2000-2012 –> 2010-2019 1.376890 0.6431546 10756.8026 2.004249e+03 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2222 0.7810388 5221.5150 4.611729e+02 12.335557 2000-2012 –> 2010-2019 1.442710 0.6616715 11202.8250 8.614838e+02 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2222 0.8272099 5476.7503 1.173345e+02 12.204164 2000-2012 –> 2010-2019 1.525736 0.6985264 11779.5966 2.234792e+02 4 7
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2222 0.8280624 5479.3278 1.146438e+02 12.049135 2000-2012 –> 2010-2019 1.531651 0.7035887 11823.0091 2.197491e+02 5 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2222 0.8413259 5551.9456 5.683449e+02 12.850177 2000-2012 –> 2010-2019 1.554756 0.7134300 11980.0247 1.093186e+03 6 12
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2222 0.8415339 5553.0442 1.091756e+03 12.858436 2000-2012 –> 2010-2019 1.554868 0.7133341 11980.3259 2.071062e+03 8 13
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2222 0.8415016 5552.8734 5.782859e+02 12.846153 2000-2012 –> 2010-2019 1.555027 0.7135257 11981.7479 1.110264e+03 7 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2222 0.8415807 5551.2910 5.782536e+02 12.900938 2000-2012 –> 2010-2019 1.556375 0.7147947 11988.7068 1.108733e+03 9 19
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2222 0.8429291 5558.4059 4.102325e+02 13.014340 2000-2012 –> 2010-2019 1.556499 0.7135697 11985.6466 7.627417e+02 11 19
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2222 0.8427675 5559.5535 5.811288e+02 12.818010 2000-2012 –> 2010-2019 1.558377 0.7156097 12005.7289 1.115130e+03 10 21
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4933 5.5680093 30953.5405 1.547510e+02 38.662999 1982-1999 –> 2000-2012 11.342044 5.7740343 73539.9347 3.336880e+02 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4933 5.6534084 31103.7112 2.752155e+01 39.658956 1982-1999 –> 2000-2012 11.521219 5.8678109 73906.3099 5.950514e+01 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4933 5.6991417 31183.2011 1.634318e+01 40.498944 1982-1999 –> 2000-2012 11.606114 5.9069719 74075.0655 3.480901e+01 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4933 5.7174623 31214.8657 1.946697e+01 39.748265 1982-1999 –> 2000-2012 11.654116 5.9366540 74173.9958 4.109742e+01 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4933 5.7762105 31315.7239 1.557729e+02 21.845871 1982-1999 –> 2000-2012 11.864559 6.0883480 74613.4555 3.353234e+02 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4933 5.8724789 31478.7989 7.261066e+03 22.477422 1982-1999 –> 2000-2012 12.063606 6.1911269 75001.1857 1.552193e+04 7 13
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4933 5.8581601 31454.7135 2.262083e+01 23.112411 1982-1999 –> 2000-2012 12.066033 6.2078729 75013.3503 4.695037e+01 6 14
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 4933 5.8726262 31477.0463 1.547182e+02 22.430296 1982-1999 –> 2000-2012 12.066693 6.1940664 75003.8035 3.335014e+02 8 15
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4933 5.9102476 31542.0486 6.575171e+00 23.432297 1982-1999 –> 2000-2012 12.175159 6.2649110 75223.4257 1.293746e+01 9 18
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4933 5.9149930 31549.9670 8.429556e+00 23.506417 1982-1999 –> 2000-2012 12.192167 6.2771744 75257.5877 1.658895e+01 10 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3851 5.8117700 24497.3001 1.489766e+02 52.856868 2000-2012 –> 2010-2019 11.379779 5.5680093 55450.8406 3.037277e+02 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3851 5.9128721 24630.1328 1.989475e+01 57.614528 2000-2012 –> 2010-2019 11.566280 5.6534084 55733.8440 4.741630e+01 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3851 5.9614951 24693.2093 1.203944e+01 57.409867 2000-2012 –> 2010-2019 11.660637 5.6991417 55876.4104 2.838261e+01 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3851 5.9740274 24709.3835 1.487692e+01 58.380832 2000-2012 –> 2010-2019 11.691490 5.7174623 55924.2492 3.434389e+01 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3851 6.0391995 24792.9514 1.481373e+02 81.830134 2000-2012 –> 2010-2019 11.815410 5.7762105 56108.6753 3.039102e+02 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3851 6.1099608 24882.6712 7.774682e+03 82.531447 2000-2012 –> 2010-2019 11.982440 5.8724789 56361.4701 1.503575e+04 8 15
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3851 6.1103329 24881.1403 1.476836e+02 82.952143 2000-2012 –> 2010-2019 11.982959 5.8726262 56358.1866 3.024018e+02 9 17
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3851 6.1390966 24919.3114 1.825743e+01 86.832259 2000-2012 –> 2010-2019 11.997257 5.8581601 56374.0248 4.087826e+01 10 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3851 6.0962346 24865.3490 5.005989e+00 75.720791 2000-2012 –> 2010-2019 12.013085 5.9168503 56418.4134 1.102222e+01 6 17
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3851 6.0997134 24867.7428 4.785701e+00 74.494227 2000-2012 –> 2010-2019 12.025975 5.9262611 56434.4867 1.073441e+01 7 19
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5273 3.8592805 29220.2961 7.900627e+02 15.909404 1982-1999 –> 2000-2012 7.734154 3.8748731 71368.5703 1.578663e+03 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5273 3.9530457 29473.4588 5.286824e+01 15.523036 1982-1999 –> 2000-2012 7.904056 3.9510102 71917.3450 1.038842e+02 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5273 4.0401750 29703.3791 1.869394e+01 15.241534 1982-1999 –> 2000-2012 8.065389 4.0252141 72429.9399 3.682459e+01 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5273 4.0507845 29731.0365 1.892135e+01 15.252841 1982-1999 –> 2000-2012 8.091284 4.0404996 72515.1785 3.746389e+01 4 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5273 4.0814114 29810.4723 5.612364e+01 17.117854 1982-1999 –> 2000-2012 8.194221 4.1128097 72864.0913 1.093136e+02 5 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5273 4.1006265 29860.0058 1.220720e+01 17.028756 1982-1999 –> 2000-2012 8.223214 4.1225872 72949.6984 2.356775e+01 6 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5273 4.1090242 29881.5808 1.724893e+01 17.004310 1982-1999 –> 2000-2012 8.239729 4.1307049 73001.1582 3.378143e+01 8 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5273 4.1172720 29902.7279 4.981676e+01 27.538829 1982-1999 –> 2000-2012 8.282906 4.1656340 73150.2282 9.962953e+01 9 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5273 4.1089050 29881.2749 8.334891e+02 27.363109 1982-1999 –> 2000-2012 8.307360 4.1984548 73248.0030 1.694978e+03 7 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5273 4.1375406 29954.5167 3.969562e+02 16.955193 1982-1999 –> 2000-2012 8.313619 4.1760783 73240.0594 7.984783e+02 10 19
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4095 3.9987029 22986.2011 7.791459e+02 14.359622 2000-2012 –> 2010-2019 7.857983 3.8592805 52206.4972 1.569209e+03 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4095 4.1356116 23261.9191 4.750931e+01 15.505936 2000-2012 –> 2010-2019 8.088657 3.9530457 52735.3779 1.003775e+02 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4095 4.2329414 23452.4340 1.798436e+01 15.639323 2000-2012 –> 2010-2019 8.273116 4.0401750 53155.8131 3.667829e+01 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4095 4.2408454 23467.7126 1.819733e+01 15.661628 2000-2012 –> 2010-2019 8.291630 4.0507845 53198.7490 3.711868e+01 4 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4095 4.2476127 23480.7713 5.001168e+01 12.930543 2000-2012 –> 2010-2019 8.329024 4.0814114 53291.2436 1.061353e+02 5 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4095 4.2754525 23534.2751 1.070217e+01 15.056832 2000-2012 –> 2010-2019 8.376079 4.1006265 53394.2810 2.290937e+01 6 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4095 4.2836115 23549.8896 1.523694e+01 15.545500 2000-2012 –> 2010-2019 8.392636 4.1090242 53431.4705 3.248587e+01 8 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4095 4.2788067 23540.6979 3.635977e+02 13.797081 2000-2012 –> 2010-2019 8.416347 4.1375406 53495.2145 7.605539e+02 7 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4095 4.3695476 23712.5677 8.314215e+02 26.281207 2000-2012 –> 2010-2019 8.478453 4.1089050 53593.8426 1.664911e+03 9 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4095 4.4116491 23791.1023 4.587546e+01 26.653253 2000-2012 –> 2010-2019 8.528921 4.1172720 53693.8302 9.569222e+01 12 21
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4585 2.9287527 22879.5340 1.834386e+03 27.619034 1982-1999 –> 2000-2012 5.834961 2.9062087 54174.6893 3.647974e+03 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4585 2.9588847 22973.3962 1.230439e+02 17.690269 1982-1999 –> 2000-2012 5.872228 2.9133437 54299.4083 2.447620e+02 2 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4585 2.9764512 23027.6763 8.897487e+02 16.116491 1982-1999 –> 2000-2012 6.017617 3.0411657 54894.0385 1.771078e+03 3 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4585 3.0552344 23267.2387 4.790058e+01 18.177776 1982-1999 –> 2000-2012 6.040326 2.9850914 54899.4056 9.242692e+01 4 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4585 3.0642915 23294.3825 5.206435e+01 18.425675 1982-1999 –> 2000-2012 6.061479 2.9971871 54977.4375 1.004644e+02 6 10
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4585 3.0594417 23279.8578 1.230561e+02 16.871925 1982-1999 –> 2000-2012 6.156981 3.0975389 55377.3501 2.447708e+02 5 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4585 3.1469601 23538.4930 1.834461e+04 17.015422 1982-1999 –> 2000-2012 6.301975 3.1550146 55867.3451 3.671036e+04 7 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4585 3.1473463 23537.6185 8.734207e+02 17.002369 1982-1999 –> 2000-2012 6.302369 3.1550230 55864.5040 1.727310e+03 8 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4585 3.1738119 23616.4052 2.125442e+01 20.990105 1982-1999 –> 2000-2012 6.356118 3.1823065 56053.6449 4.112460e+01 9 18
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4585 3.1872921 23655.2707 3.190857e+01 21.565370 1982-1999 –> 2000-2012 6.385351 3.1980589 56154.6473 6.230037e+01 10 22
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3425 3.0658600 17407.9766 8.712866e+02 13.481424 2000-2012 –> 2010-2019 6.042311 2.9764512 40435.6530 1.761035e+03 1 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3425 3.1690108 17634.6524 1.775036e+03 17.100171 2000-2012 –> 2010-2019 6.097764 2.9287527 40514.1865 3.609422e+03 2 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3425 3.3229434 17959.5581 1.121438e+02 16.202057 2000-2012 –> 2010-2019 6.281828 2.9588847 40932.9542 2.351877e+02 4 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3425 3.2496316 17806.7391 1.122877e+02 15.360295 2000-2012 –> 2010-2019 6.309073 3.0594417 41086.5969 2.353439e+02 3 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3425 3.3234277 17960.5563 1.638555e+04 17.062563 2000-2012 –> 2010-2019 6.470388 3.1469601 41499.0493 3.473017e+04 5 12
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3425 3.3530335 18019.3073 8.436885e+02 16.501091 2000-2012 –> 2010-2019 6.500380 3.1473463 41556.9257 1.717109e+03 6 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3425 3.4820809 18279.9950 4.934181e+01 17.362199 2000-2012 –> 2010-2019 6.537315 3.0552344 41547.2337 9.724239e+01 9 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3425 3.4896455 18294.8600 5.315178e+01 17.416538 2000-2012 –> 2010-2019 6.553937 3.0642915 41589.2425 1.052161e+02 11 17
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3425 3.4308005 18178.3653 2.206127e+01 19.276589 2000-2012 –> 2010-2019 6.604612 3.1738119 41794.7704 4.331569e+01 7 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3425 3.4470365 18210.7058 3.137654e+01 19.524480 2000-2012 –> 2010-2019 6.634329 3.1872921 41865.9765 6.328511e+01 8 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5564 3.0725865 28295.3473 1.240844e+03 25.533920 1982-1999 –> 2000-2012 5.900391 2.8278041 65161.3483 2.376640e+03 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5564 3.1416489 28542.7013 1.009816e+02 16.398568 1982-1999 –> 2000-2012 6.000800 2.8591508 65573.9544 2.100549e+02 2 4
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5564 3.1729621 28653.0665 8.142912e+02 23.042208 1982-1999 –> 2000-2012 6.164722 2.9917601 66363.9248 1.592803e+03 3 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 5564 3.1968909 28736.6729 1.066030e+04 22.831399 1982-1999 –> 2000-2012 6.193266 2.9963752 66470.6368 1.980420e+04 4 8
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5564 3.2029132 28755.6164 6.714270e+02 20.945165 1982-1999 –> 2000-2012 6.202835 2.9999222 66505.3142 1.328637e+03 5 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5564 3.3040827 29103.6760 4.175209e+01 21.038624 1982-1999 –> 2000-2012 6.309200 3.0051170 66881.3090 8.163991e+01 8 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5564 3.3056537 29108.9660 4.659401e+01 20.996501 1982-1999 –> 2000-2012 6.322402 3.0167487 66944.5077 9.131168e+01 9 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5564 3.3007949 29092.5974 1.141305e+02 20.036749 1982-1999 –> 2000-2012 6.402375 3.1015804 67343.8438 2.359822e+02 7 15
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5564 3.2893487 29053.9417 2.828093e+01 20.608845 1982-1999 –> 2000-2012 6.412809 3.1234603 67410.5629 5.626389e+01 6 16
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 5564 3.3073985 29112.8380 2.781270e+01 20.735394 1982-1999 –> 2000-2012 6.442056 3.1346571 67521.0981 5.546991e+01 10 21
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4294 3.3330321 22538.7865 1.193059e+03 28.119902 2000-2012 –> 2010-2019 6.405619 3.0725865 50834.1338 2.433902e+03 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4294 3.3792825 22657.1375 1.033576e+02 20.512065 2000-2012 –> 2010-2019 6.520931 3.1416489 51199.8388 2.043392e+02 2 4
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4294 3.3967873 22701.5087 8.193214e+02 27.003246 2000-2012 –> 2010-2019 6.569749 3.1729621 51354.5752 1.633613e+03 3 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4294 3.4133742 22743.3430 9.744356e+03 25.452316 2000-2012 –> 2010-2019 6.610265 3.1968909 51480.0159 2.040466e+04 4 8
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4294 3.4136932 22742.1455 6.839378e+02 25.101350 2000-2012 –> 2010-2019 6.616606 3.2029132 51497.7619 1.355365e+03 5 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4294 3.5052507 22971.4465 2.864230e+01 17.455794 2000-2012 –> 2010-2019 6.794599 3.2893487 52025.3881 5.692323e+01 7 13
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4294 3.5028967 22965.6771 1.154601e+02 19.973388 2000-2012 –> 2010-2019 6.803692 3.3007949 52058.2746 2.295906e+02 6 13
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4294 3.5422006 23061.5015 4.653026e+01 15.440364 2000-2012 –> 2010-2019 6.847854 3.3056537 52170.4675 9.312428e+01 9 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4294 3.5458825 23070.4234 4.170656e+01 15.414595 2000-2012 –> 2010-2019 6.849965 3.3040827 52174.0994 8.345866e+01 10 18
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4294 3.5574781 23096.4618 2.812845e+01 15.865532 2000-2012 –> 2010-2019 6.864877 3.3073985 52209.2998 5.594115e+01 11 21
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 6624 3.1304793 33930.5313 9.065859e+02 11.127071 1982-1999 –> 2000-2012 5.671265 2.5407861 76538.0093 2.040289e+03 1 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6624 3.2023768 34231.3560 9.044526e+01 11.351801 1982-1999 –> 2000-2012 5.697012 2.4946350 76506.7843 1.871884e+02 3 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 6624 3.2148083 34282.6844 1.679098e+03 15.566127 1982-1999 –> 2000-2012 5.704496 2.4896873 76522.1513 3.610275e+03 4 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6624 3.1652392 34076.8227 1.260842e+02 11.707593 1982-1999 –> 2000-2012 5.730204 2.5649644 76855.8597 2.710855e+02 2 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 6624 3.2552613 34448.3482 2.878784e+04 13.035633 1982-1999 –> 2000-2012 5.841171 2.5859094 77374.7004 6.560654e+04 8 15
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6624 3.2753623 34529.9021 3.529598e+01 11.582832 1982-1999 –> 2000-2012 5.844312 2.5689500 77337.0643 7.043138e+01 11 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6624 3.2785289 34542.7040 3.836030e+01 11.607138 1982-1999 –> 2000-2012 5.856161 2.5776319 77410.9798 7.664618e+01 13 19
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6624 3.2174510 34293.5704 2.917469e+01 11.308393 1982-1999 –> 2000-2012 5.859894 2.6424430 77611.6671 5.719245e+01 5 17
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 6624 3.2673349 34495.3936 9.001769e+01 12.317027 1982-1999 –> 2000-2012 5.869417 2.6020825 77532.6830 1.852858e+02 10 19
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 6624 3.2760665 34530.7503 6.279430e+02 14.533704 1982-1999 –> 2000-2012 5.873271 2.5972049 77534.0534 1.346464e+03 12 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5145 3.3428547 27033.1082 1.101036e+03 14.984873 2000-2012 –> 2010-2019 6.473334 3.1304793 60963.6395 2.007622e+03 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5145 3.4003416 27208.5604 1.438224e+02 9.218026 2000-2012 –> 2010-2019 6.565581 3.1652392 61285.3831 2.699066e+02 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5145 3.4204866 27269.3427 1.870645e+03 19.615323 2000-2012 –> 2010-2019 6.635295 3.2148083 61552.0271 3.549743e+03 3 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5145 3.4445925 27341.6072 1.019879e+02 11.701839 2000-2012 –> 2010-2019 6.646969 3.2023768 61572.9632 1.924332e+02 4 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5145 3.5002819 27506.6373 2.903497e+01 10.207715 2000-2012 –> 2010-2019 6.717733 3.2174510 61800.2077 5.820966e+01 8 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 5145 3.4641854 27399.9711 2.902513e+04 15.494468 2000-2012 –> 2010-2019 6.719447 3.2552613 61848.3194 5.781297e+04 5 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5145 3.5013479 27509.7704 4.217589e+01 10.132810 2000-2012 –> 2010-2019 6.750346 3.2489983 61932.6056 8.126364e+01 9 15
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5145 3.4743373 27428.0823 7.488342e+02 17.878697 2000-2012 –> 2010-2019 6.750404 3.2760665 61958.8326 1.376777e+03 6 18
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5145 3.5066483 27525.3358 2.775354e+01 10.279186 2000-2012 –> 2010-2019 6.758061 3.2514131 61958.0139 5.336932e+01 10 17
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5145 3.4936809 27485.2135 1.009845e+02 11.634386 2000-2012 –> 2010-2019 6.761016 3.2673349 61980.6071 1.910022e+02 7 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 6082 3.1925817 31394.3031 1.847548e+05 19.913646 1982-1999 –> 2000-2012 5.527495 2.3349130 68875.8440 3.628707e+05 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 6082 3.3396792 31942.2288 4.573582e+03 22.190497 1982-1999 –> 2000-2012 5.697458 2.3577792 69584.8435 9.388555e+03 4 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 6082 3.2292252 31533.1228 1.529948e+05 27.725939 1982-1999 –> 2000-2012 5.716468 2.4872426 70059.2342 3.018707e+05 2 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6082 3.3259561 31892.1425 1.008852e+02 26.797349 1982-1999 –> 2000-2012 5.813509 2.4875526 70420.3137 2.025112e+02 3 13
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6082 3.4081346 32189.0405 1.759105e+01 19.940027 1982-1999 –> 2000-2012 5.817366 2.4092317 70188.4578 3.552862e+01 5 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 6082 3.4269979 32256.1800 4.654642e+03 16.550340 1982-1999 –> 2000-2012 5.839805 2.4128068 70280.1051 9.319970e+03 7 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6082 3.4298376 32266.2555 4.657576e+02 23.057481 1982-1999 –> 2000-2012 5.859543 2.4297049 70405.5313 9.720489e+02 8 14
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 6082 3.4748624 32422.8979 2.136073e+03 16.416441 1982-1999 –> 2000-2012 5.902486 2.4276238 70546.0104 4.204888e+03 12 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6082 3.4925425 32486.6314 8.586185e+01 23.522674 1982-1999 –> 2000-2012 5.980642 2.4880997 71018.4373 1.805926e+02 13 24
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6082 3.5067060 32535.8609 3.075503e+02 16.576447 1982-1999 –> 2000-2012 5.980787 2.4740811 70974.2809 6.221798e+02 15 22
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4677 3.4559877 24886.7239 1.486734e+05 28.228869 2000-2012 –> 2010-2019 6.685213 3.2292252 56419.8467 3.016682e+05 1 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4677 3.5346489 25097.2422 1.793171e+05 19.584740 2000-2012 –> 2010-2019 6.727231 3.1925817 56491.5453 3.640719e+05 2 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4677 3.5925319 25249.1816 1.006379e+02 26.096666 2000-2012 –> 2010-2019 6.918488 3.3259561 57141.3241 2.015231e+02 3 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4677 3.7125222 25556.5002 4.609865e+03 22.472575 2000-2012 –> 2010-2019 7.052201 3.3396792 57498.7290 9.183448e+03 6 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4677 3.6555403 25411.8165 3.380665e+01 28.083659 2000-2012 –> 2010-2019 7.076271 3.4207312 57645.7329 6.568012e+01 4 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4677 3.7003716 25525.8357 3.642768e+01 28.853476 2000-2012 –> 2010-2019 7.171257 3.4708848 57936.8018 7.078984e+01 5 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4677 3.7407791 25627.4261 2.028343e+05 19.995122 2000-2012 –> 2010-2019 7.179202 3.4384230 57924.0919 4.088197e+05 7 16
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 4677 3.7534525 25657.0631 1.466567e+05 20.127681 2000-2012 –> 2010-2019 7.199194 3.4457414 57977.5915 2.975665e+05 8 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4677 3.8290688 25845.6339 1.834353e+01 17.892064 2000-2012 –> 2010-2019 7.237203 3.4081346 58034.6743 3.593458e+01 10 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4677 3.8087836 25795.9477 4.625339e+02 23.556081 2000-2012 –> 2010-2019 7.238621 3.4298376 58062.2032 9.282915e+02 9 17
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5780 2.9551503 28942.7616 1.534250e+02 9.340025 1982-1999 –> 2000-2012 5.244897 2.2897464 63683.2711 3.132549e+02 3 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5780 2.9709625 29004.4512 3.222837e+01 11.134322 1982-1999 –> 2000-2012 5.275617 2.3046542 63845.2378 5.948174e+01 4 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5780 2.9421307 28891.7192 4.368571e+01 8.726167 1982-1999 –> 2000-2012 5.277559 2.3354281 63937.4702 8.370770e+01 1 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5780 2.9434075 28896.7345 5.247685e+01 8.709503 1982-1999 –> 2000-2012 5.287672 2.3442645 64000.8396 9.645759e+01 2 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5780 3.0012756 29121.8017 5.169567e+02 8.605158 1982-1999 –> 2000-2012 5.369938 2.3686627 64385.8939 1.044607e+03 7 12
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 5780 2.9847522 29055.9827 3.202437e+01 12.337286 1982-1999 –> 2000-2012 5.373861 2.3891092 64450.8856 5.878480e+01 6 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5780 3.0066604 29142.5236 6.017763e+01 8.579690 1982-1999 –> 2000-2012 5.387181 2.3805209 64483.7804 1.184931e+02 8 15
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5780 3.0147147 29173.4494 6.155432e+01 8.669253 1982-1999 –> 2000-2012 5.397672 2.3829573 64530.5126 1.203418e+02 9 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5780 3.0371520 29259.1675 4.363665e+03 9.153156 1982-1999 –> 2000-2012 5.413084 2.3759320 64570.6088 8.671706e+03 11 17
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 5780 3.0499132 29305.6371 4.094552e+01 9.511914 1982-1999 –> 2000-2012 5.436379 2.3864658 64683.4336 7.775546e+01 12 23
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4429 3.4791682 23627.0520 4.125020e+01 9.182431 2000-2012 –> 2010-2019 6.463366 2.9841975 52682.8863 8.581658e+01 1 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4429 3.5395313 23779.4193 4.522608e+01 9.305961 2000-2012 –> 2010-2019 6.482939 2.9434075 52676.1538 9.770293e+01 7 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4429 3.5480146 23800.6239 4.038873e+01 9.280333 2000-2012 –> 2010-2019 6.490145 2.9421307 52692.3431 8.407445e+01 9 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4429 3.5148898 23717.5360 4.924820e+02 9.614821 2000-2012 –> 2010-2019 6.516165 3.0012756 52839.3377 1.009439e+03 3 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4429 3.5099513 23705.0814 5.728579e+01 9.525849 2000-2012 –> 2010-2019 6.516612 3.0066604 52847.6050 1.174634e+02 2 10
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 4429 3.5213199 23731.7258 3.278381e+01 9.695108 2000-2012 –> 2010-2019 6.536118 3.0147981 52903.4953 6.809704e+01 4 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4429 3.5215518 23734.3091 5.794673e+01 9.628467 2000-2012 –> 2010-2019 6.536266 3.0147147 52907.7585 1.195010e+02 5 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4429 3.6030539 23936.9805 1.587416e+02 9.786261 2000-2012 –> 2010-2019 6.558204 2.9551503 52879.7421 3.121666e+02 12 15
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4429 3.6338628 24012.4014 2.730080e+01 13.596134 2000-2012 –> 2010-2019 6.604825 2.9709625 53016.8526 5.952917e+01 14 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4429 3.5727990 23862.2858 4.226373e+03 10.227528 2000-2012 –> 2010-2019 6.609951 3.0371520 53121.4533 8.590038e+03 10 21
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2051 2.2718100 9200.4922 5.930074e+03 7.528824 1982-1999 –> 2000-2012 3.980675 1.7088648 20544.3264 1.175336e+04 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2051 2.2847804 9223.8451 6.453870e+02 7.086102 1982-1999 –> 2000-2012 4.005013 1.7202328 20606.1090 1.298001e+03 2 5
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2051 2.2918161 9236.4573 3.545693e+05 11.533688 1982-1999 –> 2000-2012 4.007762 1.7159455 20604.2578 6.987405e+05 4 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2051 2.2888531 9231.1505 2.103603e+02 7.007174 1982-1999 –> 2000-2012 4.015614 1.7267610 20635.3681 3.809677e+02 3 7
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2051 2.2941061 9240.5540 1.988159e+02 6.971624 1982-1999 –> 2000-2012 4.024923 1.7308165 20658.3682 3.617554e+02 5 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2051 2.3278954 9300.5306 4.956101e+02 6.364980 1982-1999 –> 2000-2012 4.078916 1.7510210 20785.6119 1.002993e+03 7 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2051 2.3708786 9375.5808 5.313648e+03 9.586839 1982-1999 –> 2000-2012 4.120521 1.7496428 20856.0985 1.040103e+04 18 24
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2051 2.3525810 9343.8003 3.492118e+05 12.217631 1982-1999 –> 2000-2012 4.120926 1.7683445 20885.9421 6.829069e+05 13 26
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2051 2.3676966 9370.0718 6.204349e+03 7.648426 1982-1999 –> 2000-2012 4.121244 1.7535475 20863.5101 1.231296e+04 16 24
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2051 2.3696882 9371.5208 5.307540e+03 7.640151 1982-1999 –> 2000-2012 4.127346 1.7576577 20876.5285 1.048406e+04 17 26
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1649 2.6760423 7940.0091 3.858238e+05 9.771387 2000-2012 –> 2010-2019 4.967858 2.2918161 17176.4663 7.403931e+05 1 5
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1649 2.7146800 7987.2864 5.978122e+03 9.690478 2000-2012 –> 2010-2019 4.986490 2.2718100 17187.7786 1.190820e+04 2 3
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1649 2.7247961 7999.5533 6.658670e+02 9.425039 2000-2012 –> 2010-2019 5.009576 2.2847804 17223.3984 1.311254e+03 3 5
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1649 2.7256628 8000.6022 1.638570e+02 9.338610 2000-2012 –> 2010-2019 5.014516 2.2888531 17231.7527 3.742172e+02 4 7
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1649 2.7307133 8006.7076 1.543369e+02 9.307495 2000-2012 –> 2010-2019 5.024819 2.2941061 17247.2615 3.531528e+02 7 12
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1649 2.7257987 8000.7667 1.861921e+02 8.993318 2000-2012 –> 2010-2019 5.047954 2.3221551 17291.1697 4.221814e+02 5 11
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 1649 2.7265777 7999.7090 1.621019e+02 9.126972 2000-2012 –> 2010-2019 5.057145 2.3305671 17302.9448 3.723022e+02 6 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1649 2.7395742 8017.3920 5.224878e+02 8.245561 2000-2012 –> 2010-2019 5.067470 2.3278954 17317.9226 1.018098e+03 10 17
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1649 2.7361153 8013.2254 1.679340e+02 8.210038 2000-2012 –> 2010-2019 5.074190 2.3380748 17331.6542 3.844282e+02 8 17
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1649 2.7401904 8016.1337 1.662556e+02 8.362172 2000-2012 –> 2010-2019 5.080380 2.3401891 17336.2701 3.720666e+02 11 22
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2752 1.9749349 11569.5047 4.621990e+03 14.047810 1982-1999 –> 2000-2012 3.452489 1.4775545 25182.4058 9.191829e+03 1 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2752 1.9762282 11573.1078 2.665925e+02 14.889969 1982-1999 –> 2000-2012 3.456476 1.4802482 25199.6986 5.510483e+02 2 7
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2752 1.9857317 11599.5126 2.848854e+02 14.494866 1982-1999 –> 2000-2012 3.461817 1.4760858 25204.9387 5.982198e+02 3 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2752 1.9859983 11600.2517 5.365623e+02 14.470188 1982-1999 –> 2000-2012 3.461981 1.4759829 25205.1541 1.086518e+03 4 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2752 1.9909159 11613.8634 2.806304e+02 14.661827 1982-1999 –> 2000-2012 3.467472 1.4765563 25221.6849 5.924466e+02 6 9
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2752 1.9862874 11599.0526 2.575126e+02 14.384675 1982-1999 –> 2000-2012 3.518277 1.5319899 25481.8759 5.338961e+02 5 15
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2752 2.0394626 11746.4634 2.576528e+05 13.236747 1982-1999 –> 2000-2012 3.565276 1.5258131 25600.9216 5.207892e+05 8 16
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2752 2.0391341 11745.5766 2.856101e+02 17.359267 1982-1999 –> 2000-2012 3.600027 1.5608931 25770.8787 6.055641e+02 7 32
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2752 2.0561262 11791.2515 2.946979e+05 13.120447 1982-1999 –> 2000-2012 3.601124 1.5449976 25739.6217 6.013532e+05 9 29
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2752 2.0826964 11861.9212 4.297458e+03 14.711529 1982-1999 –> 2000-2012 3.607804 1.5251081 25712.9057 8.429191e+03 12 19
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2177 2.2234063 9671.0802 4.239425e+03 14.271944 2000-2012 –> 2010-2019 4.198341 1.9749349 21240.5849 8.861415e+03 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2177 2.2281222 9680.3055 3.050486e+02 14.545246 2000-2012 –> 2010-2019 4.213854 1.9857317 21279.8181 5.899340e+02 2 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2177 2.2293951 9682.7921 5.703536e+02 14.570375 2000-2012 –> 2010-2019 4.215393 1.9859983 21283.0438 1.106916e+03 3 7
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2177 2.2316866 9687.2652 3.003574e+02 14.692588 2000-2012 –> 2010-2019 4.222603 1.9909159 21301.1285 5.809878e+02 4 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2177 2.2474040 9717.8221 2.739952e+02 14.073566 2000-2012 –> 2010-2019 4.223632 1.9762282 21290.9299 5.405877e+02 5 7
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2177 2.2502685 9721.3680 2.708304e+02 13.817994 2000-2012 –> 2010-2019 4.236556 1.9862874 21320.4207 5.283430e+02 6 11
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2177 2.2629132 9747.7656 3.202976e+02 16.762559 2000-2012 –> 2010-2019 4.302047 2.0391341 21493.3423 6.059077e+02 7 14
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2177 2.2730315 9767.1904 3.168387e+02 17.199455 2000-2012 –> 2010-2019 4.344064 2.0710329 21598.2014 5.932381e+02 8 18
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2177 2.2862675 9790.4706 3.018459e+02 16.330920 2000-2012 –> 2010-2019 4.366939 2.0806711 21645.0366 5.789717e+02 10 21
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2177 2.3459130 9904.6039 2.449170e+05 14.122986 2000-2012 –> 2010-2019 4.385376 2.0394626 21651.0673 5.025699e+05 14 22
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2608 1.9200224 10817.7725 3.591298e+02 14.515542 1982-1999 –> 2000-2012 3.715628 1.7956059 25984.1371 6.690412e+02 1 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2608 1.9617240 10929.8478 3.339654e+03 14.757268 1982-1999 –> 2000-2012 3.722927 1.7612033 25949.9626 6.218692e+03 7 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2608 1.9687972 10948.6208 3.081868e+02 14.687136 1982-1999 –> 2000-2012 3.731666 1.7628685 25975.8800 5.700712e+02 8 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2608 1.9710586 10954.6084 9.537488e+01 14.651191 1982-1999 –> 2000-2012 3.734756 1.7636973 25985.4210 1.765996e+02 9 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2608 1.9715594 10955.9337 9.434214e+01 14.635790 1982-1999 –> 2000-2012 3.735365 1.7638056 25987.2104 1.756486e+02 10 14
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2608 1.9837537 10988.0956 8.063579e+01 14.143418 1982-1999 –> 2000-2012 3.749606 1.7658527 26028.1415 1.499672e+02 11 16
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2608 1.9853002 10990.1604 1.994958e+01 13.911563 1982-1999 –> 2000-2012 3.755086 1.7697858 26045.0262 3.719314e+01 12 18
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2608 1.9552821 10912.6912 8.909817e+02 15.449629 1982-1999 –> 2000-2012 3.791722 1.8364401 26249.0537 1.810757e+03 2 21
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2608 1.9559490 10914.4699 8.640298e+02 15.482003 1982-1999 –> 2000-2012 3.792952 1.8370028 26253.1483 1.741252e+03 3 24
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2608 1.9559535 10914.4820 7.763991e+02 15.476418 1982-1999 –> 2000-2012 3.793596 1.8376427 26255.7933 1.580930e+03 4 27
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2000 2.2304011 8898.4798 3.508140e+02 27.532155 2000-2012 –> 2010-2019 4.150423 1.9200224 19716.2523 7.099438e+02 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2000 2.2486349 8931.0474 1.043470e+03 26.965859 2000-2012 –> 2010-2019 4.203917 1.9552821 19843.7386 1.934452e+03 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2000 2.2500441 8933.5534 9.341265e+02 27.030875 2000-2012 –> 2010-2019 4.205998 1.9559535 19848.0354 1.710526e+03 3 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2000 2.2511401 8935.5013 1.003308e+03 27.097784 2000-2012 –> 2010-2019 4.207089 1.9559490 19849.9712 1.867338e+03 4 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2000 2.2546700 8941.7686 3.511361e+03 27.179189 2000-2012 –> 2010-2019 4.212840 1.9581696 19862.1571 6.745600e+03 5 11
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 2000 2.2779081 8980.7843 3.408630e+02 28.927543 2000-2012 –> 2010-2019 4.233864 1.9559559 19893.2726 6.900012e+02 7 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2000 2.2913703 9006.3543 3.298814e+03 31.212803 2000-2012 –> 2010-2019 4.253094 1.9617240 19936.2021 6.638468e+03 8 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2000 2.2981627 9018.1940 3.161976e+02 31.434047 2000-2012 –> 2010-2019 4.266960 1.9687972 19966.8149 6.243845e+02 9 17
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2000 2.2997070 9020.8811 9.922071e+01 31.505973 2000-2012 –> 2010-2019 4.270766 1.9710586 19975.4895 1.945956e+02 10 19
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2000 2.2999417 9021.2892 9.822613e+01 31.506941 2000-2012 –> 2010-2019 4.271501 1.9715594 19977.2228 1.925683e+02 11 21
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1751 1.7824878 7007.3139 3.046254e+03 12.723793 1982-1999 –> 2000-2012 3.261956 1.4794677 15676.0818 5.579296e+03 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1751 1.7888117 7019.7162 6.009244e+02 12.643028 1982-1999 –> 2000-2012 3.270475 1.4816631 15695.5719 1.147491e+03 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1751 1.7897458 7021.5445 7.969636e+02 12.606846 1982-1999 –> 2000-2012 3.272082 1.4823360 15699.5706 1.527005e+03 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1751 1.7915795 7025.1306 7.376741e+02 12.610184 1982-1999 –> 2000-2012 3.275221 1.4836411 15707.3632 1.407540e+03 4 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1751 1.8306058 7100.5964 9.440024e+02 10.322632 1982-1999 –> 2000-2012 3.390106 1.5595003 16021.1894 1.822523e+03 12 17
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1751 1.8122243 7065.2542 4.744307e+03 12.903618 1982-1999 –> 2000-2012 3.397474 1.5852501 16064.1281 8.655217e+03 5 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1751 1.8142629 7069.1915 2.786380e+02 12.825327 1982-1999 –> 2000-2012 3.397951 1.5836882 16063.3534 5.095160e+02 6 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1751 1.8147424 7070.1169 1.270431e+02 12.801366 1982-1999 –> 2000-2012 3.397966 1.5832237 16062.8767 2.365319e+02 7 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1751 1.8148581 7070.3402 1.198569e+02 12.800609 1982-1999 –> 2000-2012 3.398019 1.5831607 16062.9097 2.210168e+02 8 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1751 1.8231460 7086.2963 9.907917e+01 13.068828 1982-1999 –> 2000-2012 3.416845 1.5936993 16110.5793 1.771040e+02 10 21
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1335 1.9036435 5521.4309 2.594440e+03 14.835688 2000-2012 –> 2010-2019 3.686131 1.7824878 12528.7449 5.640695e+03 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1335 1.9113004 5532.1488 6.689923e+02 14.773034 2000-2012 –> 2010-2019 3.700112 1.7888117 12551.8650 1.269917e+03 3 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1335 1.9117749 5532.8115 8.236010e+02 14.743168 2000-2012 –> 2010-2019 3.701521 1.7897458 12554.3560 1.620565e+03 4 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1335 1.9137098 5535.5124 7.648311e+02 14.748441 2000-2012 –> 2010-2019 3.705289 1.7915795 12560.6430 1.502505e+03 6 10
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1335 1.9105855 5531.1498 4.536288e+03 14.791321 2000-2012 –> 2010-2019 3.722810 1.8122243 12596.4041 9.280595e+03 2 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1335 1.9134648 5535.1706 2.584907e+02 14.740123 2000-2012 –> 2010-2019 3.727728 1.8142629 12604.3621 5.371287e+02 5 11
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1335 1.9137831 5535.6148 1.183544e+02 14.723755 2000-2012 –> 2010-2019 3.728525 1.8147424 12605.7317 2.453974e+02 7 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1335 1.9139689 5535.8739 1.124730e+02 14.725583 2000-2012 –> 2010-2019 3.728827 1.8148581 12606.2141 2.323299e+02 8 16
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1335 1.9209747 5545.6293 9.075073e+01 14.929023 2000-2012 –> 2010-2019 3.744121 1.8231460 12631.9256 1.898299e+02 10 20
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1335 1.9217334 5546.6836 2.387838e+06 15.280759 2000-2012 –> 2010-2019 3.744825 1.8230916 12632.8754 4.542131e+06 11 20
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3731 1.5472540 13859.1462 2.107508e+03 14.302482 1982-1999 –> 2000-2012 2.823143 1.2758891 31104.1443 4.365680e+03 7 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3731 1.5597283 13919.0652 3.339259e+02 14.094711 1982-1999 –> 2000-2012 2.845310 1.2855820 31242.5003 6.760873e+02 11 13
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3731 1.5563691 13902.9771 4.117735e+02 11.607964 1982-1999 –> 2000-2012 2.849733 1.2933641 31288.9607 7.868863e+02 8 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3731 1.5612234 13926.2147 4.637831e+02 13.976300 1982-1999 –> 2000-2012 2.850263 1.2890399 31277.4893 9.701753e+02 12 15
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3731 1.5695902 13966.0974 4.031727e+02 14.031466 1982-1999 –> 2000-2012 2.866564 1.2969738 31380.9660 8.359534e+02 13 18
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3731 1.5208287 13730.6032 3.542391e+02 11.024400 1982-1999 –> 2000-2012 2.870225 1.3493960 31556.1286 7.113967e+02 1 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3731 1.5573941 13907.8896 3.930267e+02 10.695453 1982-1999 –> 2000-2012 2.876133 1.3187389 31495.2372 7.779403e+02 9 15
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3731 1.5400782 13824.4587 1.942607e+03 15.860938 1982-1999 –> 2000-2012 2.903702 1.3636238 31758.6881 4.091989e+03 3 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3731 1.5430336 13838.7643 1.615663e+02 15.788305 1982-1999 –> 2000-2012 2.907909 1.3648752 31782.4999 3.350254e+02 4 14
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 3731 1.5581898 13909.7012 3.468571e+02 11.006041 1982-1999 –> 2000-2012 2.907949 1.3497597 31736.0194 6.956263e+02 10 18
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2712 1.6395019 10391.9076 3.764801e+02 11.317742 2000-2012 –> 2010-2019 3.160331 1.5208287 24122.5108 7.307193e+02 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2712 1.6434961 10405.1054 1.078839e+06 15.101338 2000-2012 –> 2010-2019 3.171241 1.5277454 24169.5685 2.125800e+06 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2712 1.6790446 10521.1748 2.101521e+03 14.252579 2000-2012 –> 2010-2019 3.219123 1.5400782 24345.6335 4.044128e+03 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2712 1.6825389 10532.4510 1.770696e+02 14.217689 2000-2012 –> 2010-2019 3.225573 1.5430336 24371.2152 3.386359e+02 4 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2712 1.6833481 10535.0590 7.836695e+01 14.189718 2000-2012 –> 2010-2019 3.227506 1.5441577 24379.2578 1.519861e+02 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2712 1.6838945 10536.8193 7.453868e+01 14.188614 2000-2012 –> 2010-2019 3.228472 1.5445772 24383.0449 1.457160e+02 7 13
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2712 1.6838940 10536.8177 4.202240e+02 10.697292 2000-2012 –> 2010-2019 3.241288 1.5573941 24444.7072 8.132506e+02 6 15
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2712 1.7021199 10595.2097 4.396928e+02 11.393635 2000-2012 –> 2010-2019 3.258489 1.5563691 24498.1868 8.514662e+02 8 16
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2712 1.7183448 10646.6673 2.320352e+03 9.647716 2000-2012 –> 2010-2019 3.265599 1.5472540 24505.8134 4.427861e+03 11 18
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 2712 1.7157712 10636.5376 3.703978e+02 13.177678 2000-2012 –> 2010-2019 3.273961 1.5581898 24546.2388 7.172548e+02 9 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7771 0.8754762 20000.2535 1.970180e+02 16.320286 1982-1999 –> 2000-2012 1.564954 0.6894780 42782.7894 3.865312e+02 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 7771 0.8784639 20053.2037 1.565887e+02 15.877237 1982-1999 –> 2000-2012 1.587548 0.7090840 43445.4230 3.137477e+02 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 7771 0.9260513 20873.1179 1.502766e+03 15.592978 1982-1999 –> 2000-2012 1.659329 0.7332781 44994.8715 3.053289e+03 5 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7771 0.9316767 20967.2445 1.892785e+02 15.413405 1982-1999 –> 2000-2012 1.670239 0.7385627 45245.1408 3.726409e+02 6 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7771 0.9332415 20993.3256 2.283688e+02 15.293948 1982-1999 –> 2000-2012 1.675598 0.7423563 45382.6242 4.645617e+02 8 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7771 0.9396288 21099.3358 1.780283e+02 15.328158 1982-1999 –> 2000-2012 1.687530 0.7479011 45650.4410 3.582257e+02 9 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 7771 0.8902686 20260.6632 1.629406e+02 14.202732 1982-1999 –> 2000-2012 1.698428 0.8081593 46496.6763 3.185547e+02 3 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 7771 0.9319189 20971.2841 1.769924e+02 14.498972 1982-1999 –> 2000-2012 1.727796 0.7958775 46874.3122 3.603654e+02 7 15
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 7771 0.8937330 20319.0274 1.504233e+02 13.833971 1982-1999 –> 2000-2012 1.741774 0.8480409 47600.4417 2.965158e+02 4 15
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 7771 0.9745443 21664.3868 1.883538e+02 12.896636 1982-1999 –> 2000-2012 1.765208 0.7906639 47422.5053 3.715283e+02 12 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5907 1.0107320 16903.4523 2.038220e+02 17.172794 2000-2012 –> 2010-2019 1.886208 0.8754762 36903.7057 4.008401e+02 3 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5907 1.0102112 16897.3634 1.522026e+02 17.024989 2000-2012 –> 2010-2019 1.888675 0.8784639 36950.5671 3.087913e+02 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5907 1.0094706 16888.6993 1.659471e+02 17.207560 2000-2012 –> 2010-2019 1.899739 0.8902686 37149.3625 3.288877e+02 1 4
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 5907 1.0114767 16910.1539 1.492176e+02 17.756625 2000-2012 –> 2010-2019 1.905210 0.8937330 37229.1813 2.996409e+02 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5907 1.0473029 17323.3617 1.503808e+03 15.536851 2000-2012 –> 2010-2019 1.973354 0.9260513 38196.4796 3.006574e+03 5 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5907 1.0499605 17353.3027 1.715753e+02 16.522973 2000-2012 –> 2010-2019 1.981879 0.9319189 38324.5868 3.485677e+02 6 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5907 1.0523323 17379.9594 1.950212e+02 15.360944 2000-2012 –> 2010-2019 1.984009 0.9316767 38347.2040 3.842997e+02 7 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5907 1.0525544 17382.4522 2.260269e+02 15.247290 2000-2012 –> 2010-2019 1.985796 0.9332415 38375.7778 4.543957e+02 8 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5907 1.0586122 17450.2507 1.774380e+02 15.281035 2000-2012 –> 2010-2019 1.998241 0.9396288 38549.5865 3.554663e+02 10 19
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 5907 1.0528476 17383.7427 1.599981e+02 14.901779 2000-2012 –> 2010-2019 2.003464 0.9506166 38661.7693 3.164125e+02 9 19
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3448 0.9854817 9698.1481 2.597090e+02 12.101612 1982-1999 –> 2000-2012 1.826937 0.8414552 21454.9381 4.366707e+02 2 3
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3448 0.9886083 9719.9917 2.567400e+02 11.300219 1982-1999 –> 2000-2012 1.835962 0.8473536 21542.5971 4.306954e+02 3 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3448 0.9812891 9668.7471 3.253859e+02 11.555375 1982-1999 –> 2000-2012 1.848430 0.8671405 21708.8399 5.318959e+02 1 7
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 3448 0.9903916 9730.4205 2.525949e+02 10.432998 1982-1999 –> 2000-2012 1.864634 0.8742418 21845.3590 4.259059e+02 4 11
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3448 1.0050890 9834.0051 1.828875e+02 12.980690 1982-1999 –> 2000-2012 1.866922 0.8618333 21816.2540 3.339833e+02 8 11
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3448 1.0139886 9894.7970 1.490812e+01 12.234675 1982-1999 –> 2000-2012 1.879002 0.8650136 21911.7509 2.804773e+01 11 15
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 3448 1.0141638 9893.9884 1.490741e+01 12.325028 1982-1999 –> 2000-2012 1.880904 0.8667398 21927.7265 2.793710e+01 12 17
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3448 1.0023406 9815.1219 8.022993e+01 14.883082 1982-1999 –> 2000-2012 1.882326 0.8799856 21993.7603 1.380796e+02 5 15
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3448 1.0025117 9816.2991 1.147384e+02 14.864042 1982-1999 –> 2000-2012 1.882702 0.8801907 21997.1338 1.962202e+02 6 17
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3448 1.0034105 9822.4791 1.545669e+02 14.854122 1982-1999 –> 2000-2012 1.883911 0.8804999 22006.6231 3.012286e+02 7 19
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2704 1.1005702 8205.8595 4.105661e+02 14.580168 2000-2012 –> 2010-2019 2.081859 0.9812891 17874.6066 7.359521e+02 1 2
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2704 1.1095487 8249.7995 3.275334e+02 14.682714 2000-2012 –> 2010-2019 2.095031 0.9854817 17947.9477 5.872424e+02 2 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2704 1.1119852 8261.6622 3.237493e+02 13.576496 2000-2012 –> 2010-2019 2.100594 0.9886083 17981.6539 5.804893e+02 3 6
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 2704 1.1122846 8261.1177 3.173421e+02 13.153232 2000-2012 –> 2010-2019 2.102676 0.9903916 17991.5382 5.699370e+02 4 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2704 1.1130639 8266.9056 1.034579e+02 17.868980 2000-2012 –> 2010-2019 2.115404 1.0023406 18082.0274 1.836878e+02 5 10
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2704 1.1132799 8267.9549 1.521633e+02 17.836911 2000-2012 –> 2010-2019 2.115792 1.0025117 18084.2540 2.669018e+02 6 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2704 1.1145380 8274.0628 1.916765e+02 17.819770 2000-2012 –> 2010-2019 2.117948 1.0034105 18096.5419 3.462434e+02 7 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2704 1.1176380 8289.0839 2.307732e+02 17.904351 2000-2012 –> 2010-2019 2.123543 1.0059049 18128.6847 4.087686e+02 8 17
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2704 1.1248626 8323.9295 2.021910e+02 16.261892 2000-2012 –> 2010-2019 2.129952 1.0050890 18157.9345 3.850785e+02 10 18
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate 2704 1.1199338 8298.1813 4.924576e+01 15.923424 2000-2012 –> 2010-2019 2.130668 1.0107341 18168.8093 9.285805e+01 9 19

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 2.870353 1159.7760
Atlantic (-Inf,26] 2000-2012 –> 2010-2019 2.725544 748.7238
Atlantic (26,26.5] 1982-1999 –> 2000-2012 7.395430 12446.7269
Atlantic (26,26.5] 2000-2012 –> 2010-2019 7.607334 9302.3736
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 6.938085 16069.4324
Atlantic (26.5,26.75] 2000-2012 –> 2010-2019 7.271242 12340.4657
Atlantic (26.75,27] 1982-1999 –> 2000-2012 3.895133 22167.5700
Atlantic (26.75,27] 2000-2012 –> 2010-2019 4.522307 18105.4974
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.760828 20050.9931
Atlantic (27,27.25] 2000-2012 –> 2010-2019 4.512435 16353.3322
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 4.421547 22002.4293
Atlantic (27.25,27.5] 2000-2012 –> 2010-2019 5.554650 18132.3641
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 4.193069 27986.3000
Atlantic (27.5,27.75] 2000-2012 –> 2010-2019 4.730611 21682.1793
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 3.563833 9541.6210
Atlantic (27.75,27.85] 2000-2012 –> 2010-2019 4.112666 7497.9489
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 7.254506 12342.9381
Atlantic (27.85,27.95] 2000-2012 –> 2010-2019 7.350657 9276.5594
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 7.604835 15671.1098
Atlantic (27.95,28.05] 2000-2012 –> 2010-2019 7.012370 10915.4615
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 2.784909 5546.7621
Atlantic (28.05,28.1] 2000-2012 –> 2010-2019 2.596703 4101.1445
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 2.231015 7068.3104
Atlantic (28.1,28.15] 2000-2012 –> 2010-2019 2.068393 4917.9590
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 1.688225 9421.9829
Atlantic (28.15,28.2] 2000-2012 –> 2010-2019 1.681728 6945.6419
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 1.286271 13334.1746
Atlantic (28.2, Inf] 2000-2012 –> 2010-2019 1.521289 11748.4414
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 11.855171 74580.8114
Indo-Pacific (-Inf,26] 2000-2012 –> 2010-2019 11.811531 56104.0601
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 8.135593 72668.4272
Indo-Pacific (26,26.5] 2000-2012 –> 2010-2019 8.303285 53219.6320
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 6.132941 55256.2471
Indo-Pacific (26.5,26.75] 2000-2012 –> 2010-2019 6.403194 41282.2589
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 6.235086 66617.6500
Indo-Pacific (26.75,27] 2000-2012 –> 2010-2019 6.688416 51700.3855
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 5.794720 77122.3953
Indo-Pacific (27,27.25] 2000-2012 –> 2010-2019 6.677819 61685.2599
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 5.813556 70235.3058
Indo-Pacific (27.25,27.5] 2000-2012 –> 2010-2019 7.048488 57513.2541
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 5.346386 64257.1934
Indo-Pacific (27.5,27.75] 2000-2012 –> 2010-2019 6.531459 52856.7628
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 4.060294 20731.6121
Indo-Pacific (27.75,27.85] 2000-2012 –> 2010-2019 5.033040 17264.6619
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 3.519274 25432.0086
Indo-Pacific (27.85,27.95] 2000-2012 –> 2010-2019 4.270880 21410.3573
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 3.752330 26071.3774
Indo-Pacific (27.95,28.05] 2000-2012 –> 2010-2019 4.227645 19886.9156
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 3.347809 15916.3624
Indo-Pacific (28.05,28.1] 2000-2012 –> 2010-2019 3.718989 12587.3122
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2012 2.870093 31462.2634
Indo-Pacific (28.1,28.2] 2000-2012 –> 2010-2019 3.227158 24376.6177
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2012 1.677841 45589.5226
Indo-Pacific (28.2,28.3] 2000-2012 –> 2010-2019 1.950658 37868.8221
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2012 1.865173 21820.4983
Indo-Pacific (28.3, Inf] 2000-2012 –> 2010-2019 2.111347 18051.3998

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
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
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 5 7 8 10 5 8
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 9 4 8 7 3 10 7
(26.75,27] 9 3 8 7 4 10 7
(27,27.25] 9 5 7 6 7 10 5
(27.25,27.5] 8 6 6 6 5 10 8
(27.5,27.75] 6 5 7 7 10 7 7
(27.75,27.85] 8 6 9 6 10 4 6
(27.85,27.95] 8 8 8 8 6 5 7
(27.95,28.05] 7 10 8 7 5 6 7
(28.05,28.1] 7 7 9 7 3 8 8
(28.1,28.15] 9 6 9 8 5 6 6
(28.15,28.2] 8 7 7 8 9 3 7
(28.2, Inf] 10 10 4 4 10 4 4
total 112.00 88.00 103.00 96.00 97.00 94.00 95.00
Atlantic - 2000-2012 --> 2010-2019
(-Inf,26] 8 4 8 8 10 4 7
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 9 4 8 7 3 10 7
(26.75,27] 9 3 9 6 6 10 5
(27,27.25] 8 4 7 7 9 10 3
(27.25,27.5] 9 9 5 5 5 10 5
(27.5,27.75] 8 5 9 5 10 6 5
(27.75,27.85] 7 8 9 7 10 3 4
(27.85,27.95] 8 9 8 7 6 5 7
(27.95,28.05] 5 10 9 5 4 9 6
(28.05,28.1] 7 7 9 7 2 7 9
(28.1,28.15] 8 4 9 8 9 4 7
(28.15,28.2] 8 4 7 8 9 6 7
(28.2, Inf] 9 10 5 5 10 4 4
total 110.00 87.00 108.00 92.00 103.00 94.00 84.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 8 4 8 8 10 4 7
(26,26.5] 8 6 8 7 6 8 7
(26.5,26.75] 8 10 8 8 4 4 7
(26.75,27] 7 10 7 8 6 3 7
(27,27.25] 8 10 8 7 5 3 7
(27.25,27.5] 8 9 9 7 4 6 6
(27.5,27.75] 6 5 5 8 10 10 4
(27.75,27.85] 9 7 9 8 8 3 5
(27.85,27.95] 9 9 6 7 8 3 7
(27.95,28.05] 6 5 5 7 10 7 9
(28.05,28.1] 6 6 7 7 6 10 8
(28.1,28.2] 6 8 9 5 6 10 5
(28.2,28.3] 6 10 8 5 5 10 4
(28.3, Inf] 4 10 7 6 10 7 4
total 99.00 109.00 104.00 98.00 98.00 88.00 87.00
Indo-Pacific - 2000-2012 --> 2010-2019
(-Inf,26] 7 6 7 8 10 3 7
(26,26.5] 8 6 8 7 6 8 7
(26.5,26.75] 8 10 8 8 4 4 7
(26.75,27] 7 10 7 8 6 3 7
(27,27.25] 8 10 8 7 3 5 7
(27.25,27.5] 8 7 8 8 5 7 6
(27.5,27.75] 5 5 7 6 10 10 6
(27.75,27.85] 9 9 5 5 10 4 6
(27.85,27.95] 8 9 5 6 10 3 7
(27.95,28.05] 8 6 6 6 10 5 8
(28.05,28.1] 7 5 7 8 5 10 8
(28.1,28.2] 6 5 9 6 8 10 5
(28.2,28.3] 5 10 8 5 5 10 5
(28.3, Inf] 5 10 8 5 10 5 5
total 99.00 108.00 101.00 93.00 102.00 87.00 91.00

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
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
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