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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 446.97814 1.288038e+01 5.7000113 1982-1999 –> 2000-2012 2.7890377 1.4023180 1139.2053 2.355656e+01 3 4
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 124 1.3857371 446.80233 1.906145e+04 5.7288991 1982-1999 –> 2000-2012 2.8682605 1.4825234 1160.4984 5.210951e+04 2 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 124 1.3830960 446.32923 8.350364e+01 5.4896533 1982-1999 –> 2000-2012 2.8707614 1.4876654 1161.3618 1.781453e+02 1 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 124 1.3982800 449.03699 1.180863e+02 5.6252443 1982-1999 –> 2000-2012 2.8714739 1.4731939 1160.2963 2.334932e+02 5 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 124 1.3957215 448.58280 2.613861e+01 5.4283481 1982-1999 –> 2000-2012 2.8797374 1.4840159 1162.6673 4.881964e+01 4 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 124 1.4111453 451.30836 3.193060e+01 5.5689384 1982-1999 –> 2000-2012 2.8802435 1.4690982 1161.4930 5.776260e+01 9 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 124 1.4161684 452.18957 1.305128e+01 5.5309051 1982-1999 –> 2000-2012 2.8845882 1.4684198 1162.1960 2.622066e+01 11 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 124 1.4014568 449.59980 1.227011e+01 5.3882321 1982-1999 –> 2000-2012 2.8848225 1.4833656 1163.5151 2.238316e+01 6 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 124 1.4042243 450.08904 8.560161e+00 5.3872476 1982-1999 –> 2000-2012 2.8871234 1.4828991 1163.8829 1.820345e+01 8 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 124 1.4197297 452.81244 1.368801e+01 5.6466687 1982-1999 –> 2000-2012 2.8874847 1.4677550 1162.6441 2.683014e+01 12 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 84 1.2797599 293.82265 1.009139e+04 3.7000990 2000-2012 –> 2010-2019 2.6654969 1.3857371 740.6250 2.915284e+04 1 3
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 84 1.3042187 297.00318 7.672078e+01 3.8596475 2000-2012 –> 2010-2019 2.6873147 1.3830960 743.3324 1.602244e+02 3 4
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 84 1.2919409 295.41415 1.019410e+02 3.8211953 2000-2012 –> 2010-2019 2.6902209 1.3982800 744.4511 2.200273e+02 2 7
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 84 1.3347286 300.88797 2.444729e+01 3.9537681 2000-2012 –> 2010-2019 2.7304500 1.3957215 749.4708 5.058590e+01 6 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 84 1.3194442 298.95305 2.877236e+01 3.8915032 2000-2012 –> 2010-2019 2.7305894 1.4111453 750.2614 6.070297e+01 4 13
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 84 1.3424300 299.85455 4.776599e+01 4.4543765 2000-2012 –> 2010-2019 2.7443455 1.4019154 747.5355 1.059027e+02 8 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 84 1.3313438 300.46139 1.896991e+01 3.9861868 2000-2012 –> 2010-2019 2.7475121 1.4161684 752.6510 3.202118e+01 5 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 84 1.3479766 302.54725 1.714729e+01 4.1750340 2000-2012 –> 2010-2019 2.7494334 1.4014568 752.1471 2.941739e+01 9 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 84 1.3502671 302.83248 1.210573e+01 4.1660010 2000-2012 –> 2010-2019 2.7544914 1.4042243 752.9215 2.066590e+01 10 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 84 1.3358530 301.02944 1.888556e+01 4.0382405 2000-2012 –> 2010-2019 2.7555827 1.4197297 753.8419 3.257357e+01 7 19
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 962 3.5794196 5197.52381 3.327818e+02 12.6022103 1982-1999 –> 2000-2012 7.1487786 3.5693590 12262.7941 6.315931e+02 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 962 3.7228813 5273.13173 3.339941e+02 13.0192016 1982-1999 –> 2000-2012 7.2712940 3.5484126 12322.9816 6.297565e+02 6 7
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 962 3.6661035 5243.56268 1.202693e+01 12.5832361 1982-1999 –> 2000-2012 7.3297379 3.6636344 12377.1354 2.435467e+01 2 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 962 3.6756973 5248.59102 1.182195e+01 12.5922682 1982-1999 –> 2000-2012 7.3465256 3.6708283 12387.3034 2.321337e+01 3 11
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 962 3.6935696 5257.92338 1.216493e+01 12.5982412 1982-1999 –> 2000-2012 7.3813017 3.6877321 12408.6729 2.455179e+01 5 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 962 3.8164539 5320.89267 1.106087e+01 12.9431917 1982-1999 –> 2000-2012 7.4482971 3.6318432 12431.6312 2.142225e+01 7 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 962 3.8349460 5330.19262 1.184867e+01 12.9431540 1982-1999 –> 2000-2012 7.4787866 3.6438406 12449.5718 2.313687e+01 8 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 962 3.8378649 5331.65650 1.166287e+01 12.9515914 1982-1999 –> 2000-2012 7.4857001 3.6478352 12453.9063 2.291261e+01 9 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 962 3.6878157 5254.92377 3.586858e+01 12.0076964 1982-1999 –> 2000-2012 7.5204214 3.8326058 12506.6304 8.292885e+01 4 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 962 3.8736568 5349.51654 1.182615e+01 13.1050458 1982-1999 –> 2000-2012 7.5385549 3.6648981 12483.9929 2.314644e+01 10 17
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 713 3.7199720 3910.76556 2.832835e+02 13.1865573 2000-2012 –> 2010-2019 7.2993916 3.5794196 9108.2894 6.160653e+02 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 713 3.8348631 3954.14107 1.240287e+01 13.2098020 2000-2012 –> 2010-2019 7.5009667 3.6661035 9197.7037 2.442980e+01 3 5
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 713 3.8433410 3957.29010 1.036690e+01 13.4325385 2000-2012 –> 2010-2019 7.5190383 3.6756973 9205.8811 2.218885e+01 4 7
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 713 3.8017661 3941.78047 2.842844e+02 13.2297917 2000-2012 –> 2010-2019 7.5246474 3.7228813 9214.9122 6.182784e+02 2 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 713 3.8608192 3963.76037 3.338257e+01 13.0814532 2000-2012 –> 2010-2019 7.5486349 3.6878157 9218.6841 6.925115e+01 5 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 713 3.8616396 3964.06335 1.054349e+01 13.7983159 2000-2012 –> 2010-2019 7.5552092 3.6935696 9221.9867 2.270842e+01 6 11
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 713 3.9321762 3989.87560 1.126781e+01 15.3546944 2000-2012 –> 2010-2019 7.7486301 3.8164539 9310.7683 2.232868e+01 7 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 713 3.9519612 3997.03262 1.040534e+01 15.8072468 2000-2012 –> 2010-2019 7.7869072 3.8349460 9327.2252 2.225401e+01 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 713 3.9527962 3997.33387 1.027712e+01 15.7991215 2000-2012 –> 2010-2019 7.7906611 3.8378649 9328.9904 2.193999e+01 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 713 3.9568081 3998.78045 1.035310e+01 15.6319382 2000-2012 –> 2010-2019 7.8304648 3.8736568 9348.2970 2.217925e+01 10 20
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1241 3.2464820 6458.53899 2.781499e+02 13.6209250 1982-1999 –> 2000-2012 6.8141446 3.5676626 15529.9374 5.542578e+02 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1241 3.2703935 6476.75281 4.645534e+04 14.4457698 1982-1999 –> 2000-2012 6.9031731 3.6327796 15609.0335 9.309997e+04 2 5
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1241 3.2905925 6492.03535 7.839903e+01 13.7233881 1982-1999 –> 2000-2012 6.9050231 3.6144306 15607.2714 1.418241e+02 3 5
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1241 3.3134115 6509.18762 7.791725e+01 13.8634270 1982-1999 –> 2000-2012 6.9531943 3.6397828 15647.9510 1.410924e+02 5 9
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1241 3.3293392 6521.09009 7.896677e+01 14.0323247 1982-1999 –> 2000-2012 6.9874172 3.6580781 15676.7302 1.426420e+02 8 13
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1241 3.3033082 6501.60791 1.963363e+03 15.7730348 1982-1999 –> 2000-2012 6.9990250 3.6957168 15691.7045 3.899888e+03 4 12
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1241 3.3290993 6518.91130 2.435997e+02 15.0276142 1982-1999 –> 2000-2012 7.0250315 3.6959322 15707.2040 4.996447e+02 7 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1241 3.3246917 6517.62303 2.391124e+01 16.2680582 1982-1999 –> 2000-2012 7.0627395 3.7380478 15746.0549 5.093779e+01 6 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1241 3.3438118 6531.85599 2.403388e+01 16.6169208 1982-1999 –> 2000-2012 7.1094777 3.7656659 15785.0657 5.125596e+01 9 26
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1241 3.3496561 6536.19021 2.410711e+01 16.7087514 1982-1999 –> 2000-2012 7.1235756 3.7739195 15796.7694 5.140430e+01 10 28
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 967 3.9279888 5404.18577 2.608194e+02 12.2770776 2000-2012 –> 2010-2019 7.1744707 3.2464820 11862.7248 5.389693e+02 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 967 3.9653921 5422.51468 4.509892e+04 13.8934202 2000-2012 –> 2010-2019 7.2357856 3.2703935 11899.2675 9.155426e+04 2 4
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 967 3.9728423 5426.14491 7.926723e+01 12.2043295 2000-2012 –> 2010-2019 7.2634349 3.2905925 11918.1803 1.576663e+02 3 6
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 967 3.9949414 5436.87306 7.872943e+01 12.1584255 2000-2012 –> 2010-2019 7.3083529 3.3134115 11946.0607 1.566467e+02 4 9
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 967 4.0134890 5445.83136 7.985334e+01 12.2216831 2000-2012 –> 2010-2019 7.3428281 3.3293392 11966.9215 1.588201e+02 5 13
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 967 4.0696010 5472.68306 2.047222e+03 14.1010557 2000-2012 –> 2010-2019 7.3729092 3.3033082 11974.2910 4.010585e+03 6 10
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 967 4.0707810 5471.24377 2.229798e+02 14.2244217 2000-2012 –> 2010-2019 7.3998803 3.3290993 11990.1551 4.665796e+02 7 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 967 4.1211848 5497.04325 2.593834e+01 14.4605062 2000-2012 –> 2010-2019 7.4458766 3.3246917 12014.6663 4.984958e+01 11 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 967 4.1178951 5495.49881 8.104736e+01 13.2685629 2000-2012 –> 2010-2019 7.4864852 3.3685901 12045.6791 1.624396e+02 10 21
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 967 4.1497787 5510.41550 2.613917e+01 14.5467147 2000-2012 –> 2010-2019 7.4935905 3.3438118 12042.2715 5.017305e+01 14 23
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2050 1.7901178 8219.00179 6.221358e+04 8.9880943 1982-1999 –> 2000-2012 3.5830573 1.7929395 19124.2010 1.078275e+05 1 2
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2050 1.9716264 8614.96901 2.794130e+03 11.6596591 1982-1999 –> 2000-2012 3.7900332 1.8184068 19596.8672 5.245766e+03 2 5
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2050 2.0090367 8692.03498 3.434437e+02 11.2699666 1982-1999 –> 2000-2012 3.8134723 1.8044356 19631.9906 6.670200e+02 3 5
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2050 2.0175603 8709.39297 3.318663e+01 11.8269315 1982-1999 –> 2000-2012 3.8929506 1.8753902 19859.0863 7.996552e+01 4 9
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2050 2.0477029 8768.19431 3.248698e+02 11.9565431 1982-1999 –> 2000-2012 3.9029757 1.8552728 19857.2388 6.453853e+02 5 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2050 2.0544381 8783.65770 2.357500e+01 12.0404089 1982-1999 –> 2000-2012 3.9732750 1.9188369 20057.8947 5.010271e+01 6 13
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2050 2.0699135 8814.42591 2.356157e+01 12.1035623 1982-1999 –> 2000-2012 4.0058147 1.9359012 20136.8094 5.009830e+01 9 17
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2050 2.1289603 8929.74638 1.039728e+02 11.9009545 1982-1999 –> 2000-2012 4.0294343 1.9004740 20151.6920 1.525935e+02 10 16
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2050 2.1703237 9008.64090 1.035803e+02 12.0721040 1982-1999 –> 2000-2012 4.1194085 1.9490848 20367.9320 1.410438e+02 11 20
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2050 2.0655789 8805.83119 1.081042e+02 11.3724270 1982-1999 –> 2000-2012 4.1205985 2.0550195 20452.9307 1.592452e+02 7 21
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1599 2.4307027 7392.16636 6.704130e+04 25.4207651 2000-2012 –> 2010-2019 4.2208205 1.7901178 15611.1681 1.292549e+05 1 2
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1599 2.5185559 7505.71229 3.218629e+03 18.3799056 2000-2012 –> 2010-2019 4.4901823 1.9716264 16120.6813 6.012759e+03 3 5
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1599 2.5286743 7518.53461 3.678593e+01 18.2431915 2000-2012 –> 2010-2019 4.5462346 2.0175603 16227.9276 6.997256e+01 4 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1599 2.4923043 7472.20372 9.019267e+01 16.7085102 2000-2012 –> 2010-2019 4.5578833 2.0655789 16278.0349 1.982969e+02 2 9
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1599 2.5546334 7551.19758 3.960873e+02 16.6447713 2000-2012 –> 2010-2019 4.5636701 2.0090367 16243.2326 7.395310e+02 6 9
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 1599 2.5294917 7517.56819 3.620580e+01 18.1379687 2000-2012 –> 2010-2019 4.5950908 2.0655991 16321.4394 6.867027e+01 5 13
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1599 2.5555081 7552.29237 2.328782e+01 18.4708215 2000-2012 –> 2010-2019 4.6099462 2.0544381 16335.9501 4.686282e+01 7 13
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1599 2.5658653 7565.22725 2.328358e+01 18.5298151 2000-2012 –> 2010-2019 4.6357787 2.0699135 16379.6532 4.684514e+01 8 17
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1599 2.6874473 7711.28190 3.748234e+02 19.4270982 2000-2012 –> 2010-2019 4.7351501 2.0477029 16479.4762 6.996932e+02 14 19
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1599 2.6559557 7675.58643 8.625530e+01 17.2852334 2000-2012 –> 2010-2019 4.7849161 2.1289603 16605.3328 1.902281e+02 13 23
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1781 1.9939982 7526.54403 1.607702e+02 8.9879239 1982-1999 –> 2000-2012 3.5005313 1.5065331 16958.6045 3.533701e+02 1 2
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1781 2.1078847 7724.38879 1.319887e+03 13.1850554 1982-1999 –> 2000-2012 3.6227262 1.5148415 17184.7728 2.661522e+03 2 4
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1781 2.1134955 7733.85755 1.712736e+02 12.8798015 1982-1999 –> 2000-2012 3.6448656 1.5313701 17250.1295 3.860133e+02 3 6
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1781 2.1135054 7731.87431 1.503039e+02 12.8656209 1982-1999 –> 2000-2012 3.6929190 1.5794136 17405.2340 3.422140e+02 4 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1781 2.1623570 7815.26932 2.676245e+01 13.3190566 1982-1999 –> 2000-2012 3.7388021 1.5764450 17480.9403 6.166669e+01 6 10
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1781 2.1765417 7838.55904 2.644889e+01 14.5846740 1982-1999 –> 2000-2012 3.7690027 1.5924611 17556.2879 5.659450e+01 7 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1781 2.3236072 8071.45534 1.352273e+03 11.8698056 1982-1999 –> 2000-2012 3.9759525 1.6523453 17979.2965 2.759840e+03 13 20
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1781 2.3214484 8068.14455 1.041349e+02 12.0104471 1982-1999 –> 2000-2012 3.9882522 1.6668037 18020.8534 1.583206e+02 12 20
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1781 2.2797386 8003.56354 4.304319e+02 14.6200083 1982-1999 –> 2000-2012 3.9887145 1.7089759 18084.9526 9.660636e+02 10 20
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1781 2.3237447 8069.66610 8.685045e+01 11.8943744 1982-1999 –> 2000-2012 4.0256868 1.7019421 18127.8152 1.365701e+02 14 23
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1416 2.2987225 6389.65919 1.649180e+02 9.1644225 2000-2012 –> 2010-2019 4.2927207 1.9939982 13916.2032 3.256882e+02 1 2
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1416 2.3506350 6452.90332 1.481556e+02 9.1700939 2000-2012 –> 2010-2019 4.4993723 2.1487372 14245.6661 2.517661e+02 2 7
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1416 2.5024358 6630.12726 1.579009e+02 13.4431916 2000-2012 –> 2010-2019 4.6159313 2.1134955 14363.9848 3.291745e+02 4 7
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1416 2.5148157 6644.10293 1.517045e+03 13.6925833 2000-2012 –> 2010-2019 4.6227004 2.1078847 14368.4917 2.836932e+03 5 7
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1416 2.5366038 6666.53348 1.418747e+02 14.5486630 2000-2012 –> 2010-2019 4.6501093 2.1135054 14398.4078 2.921786e+02 11 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1416 2.5204274 6650.41541 2.470714e+01 13.5761888 2000-2012 –> 2010-2019 4.6827844 2.1623570 14465.6847 5.146959e+01 7 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1416 2.5239211 6654.33829 2.480174e+01 13.5594881 2000-2012 –> 2010-2019 4.7004628 2.1765417 14492.8973 5.125064e+01 9 16
Atlantic (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1416 2.4356376 6553.50462 1.224825e+02 9.9479195 2000-2012 –> 2010-2019 4.7005631 2.2649254 14533.8477 2.148740e+02 3 12
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1416 2.5234844 6651.84828 2.456810e+01 13.3775274 2000-2012 –> 2010-2019 4.7649586 2.2414741 14593.1177 5.130028e+01 8 16
Atlantic (27,27.25] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1416 2.5335422 6663.11321 2.433568e+01 13.1509962 2000-2012 –> 2010-2019 4.8245916 2.2910494 14682.3058 5.018539e+01 10 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1727 2.1743823 7597.88966 4.310471e+02 11.7269452 1982-1999 –> 2000-2012 3.8178183 1.6434360 17041.1014 9.104044e+02 2 3
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1727 2.1684860 7588.51072 5.804892e+02 11.4784575 1982-1999 –> 2000-2012 3.8389131 1.6704271 17111.9027 1.224538e+03 1 4
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1727 2.2004855 7639.10752 4.955156e+02 12.1627841 1982-1999 –> 2000-2012 3.8598093 1.6593238 17129.6738 1.043472e+03 3 5
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1727 2.2548016 7723.32983 1.041533e+03 13.9791860 1982-1999 –> 2000-2012 4.0117253 1.7569236 17495.2090 2.096740e+03 4 8
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1727 2.3020958 7795.02771 1.877767e+02 13.8663336 1982-1999 –> 2000-2012 4.1226212 1.8205254 17741.9372 3.821432e+02 5 15
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1727 2.4590835 8022.88393 3.062189e+02 13.2005609 1982-1999 –> 2000-2012 4.2190563 1.7599728 17803.2980 6.244632e+02 10 15
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1727 2.4585829 8022.18072 4.727506e+02 13.5023511 1982-1999 –> 2000-2012 4.2237774 1.7651945 17817.1761 9.907096e+02 9 15
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1727 2.4620625 8027.06561 4.169225e+02 14.5879738 1982-1999 –> 2000-2012 4.2523759 1.7903134 17891.6081 8.505104e+02 12 19
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1727 2.4590898 8020.89274 1.860915e+02 13.1663626 1982-1999 –> 2000-2012 4.2859840 1.8268942 17982.9909 3.762161e+02 11 23
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1727 2.4980902 8077.24225 1.295248e+04 13.6980946 1982-1999 –> 2000-2012 4.3127767 1.8146866 18008.3403 2.702924e+04 13 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1341 2.6907274 6474.26779 7.152928e+02 13.3575627 2000-2012 –> 2010-2019 4.8592135 2.1684860 14062.7785 1.295782e+03 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1341 2.7371834 6520.17793 4.694787e+02 13.7331787 2000-2012 –> 2010-2019 4.9115658 2.1743823 14118.0676 9.005258e+02 2 4
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1341 2.7842230 6565.87760 6.061737e+02 13.9960252 2000-2012 –> 2010-2019 4.9847085 2.2004855 14204.9851 1.101689e+03 3 6
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1341 2.7952956 6576.52246 1.099269e+03 13.9305311 2000-2012 –> 2010-2019 5.0500972 2.2548016 14299.8523 2.140802e+03 5 9
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1341 2.8161153 6596.42431 1.969500e+02 12.6775120 2000-2012 –> 2010-2019 5.1182111 2.3020958 14391.4520 3.847267e+02 7 12
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1341 2.7893262 6570.78894 8.117408e+02 13.0771473 2000-2012 –> 2010-2019 5.1402655 2.3509393 14438.3334 1.506248e+03 4 10
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1341 2.7953190 6574.54497 5.402747e+02 13.9368638 2000-2012 –> 2010-2019 5.1482909 2.3529719 14443.0745 9.641483e+02 6 13
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1341 2.9245038 6695.71390 2.032015e+01 14.6127895 2000-2012 –> 2010-2019 5.3519208 2.4274170 14671.8305 3.725415e+01 11 19
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1341 2.8341377 6613.53378 4.332281e+02 11.9939839 2000-2012 –> 2010-2019 5.4179651 2.5838273 14807.3322 8.508099e+02 8 27
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1341 2.8581627 6634.17324 1.949991e+02 12.0795981 2000-2012 –> 2010-2019 5.4514340 2.5932713 14838.5731 3.784779e+02 9 29
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2115 1.8646302 8651.66533 7.120394e+01 15.5647780 1982-1999 –> 2000-2012 3.5936806 1.7290504 20000.6342 1.432256e+02 1 2
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2115 1.8646542 8651.71983 6.567280e+01 15.5625594 1982-1999 –> 2000-2012 3.5941110 1.7294568 20002.0432 1.309853e+02 3 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2115 1.8646382 8651.68358 6.968135e+01 15.5662790 1982-1999 –> 2000-2012 3.5960565 1.7314183 20008.5407 1.401740e+02 2 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2115 1.9000540 8731.27218 1.577058e+04 13.8786095 1982-1999 –> 2000-2012 3.6813791 1.7813251 20251.9227 2.740734e+04 5 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2115 1.9024158 8736.52690 2.768630e+03 13.9864229 1982-1999 –> 2000-2012 3.6825046 1.7800887 20253.1754 5.234987e+03 7 11
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2115 1.9016646 8734.85623 1.573280e+03 14.0156257 1982-1999 –> 2000-2012 3.6841919 1.7825273 20259.3956 2.876282e+03 6 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2115 1.9028599 8735.51420 1.900032e+01 13.8869216 1982-1999 –> 2000-2012 3.6852199 1.7823600 20257.5125 3.924564e+01 9 15
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2115 1.9028865 8735.57335 1.799149e+01 13.8827847 1982-1999 –> 2000-2012 3.6858054 1.7829189 20259.3786 3.713807e+01 10 18
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2115 1.9028326 8735.45358 1.856639e+01 13.8939798 1982-1999 –> 2000-2012 3.6870736 1.7842410 20263.5315 3.832528e+01 8 17
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2115 1.8649596 8650.41264 6.403047e+01 15.4603785 1982-1999 –> 2000-2012 3.6937075 1.8287479 20320.5065 1.268931e+02 4 15
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1556 2.1678297 6837.57366 6.287523e+01 18.1224647 2000-2012 –> 2010-2019 4.0324839 1.8646542 15489.2935 1.285480e+02 1 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1556 2.1688386 6839.02158 6.878547e+01 18.1526454 2000-2012 –> 2010-2019 4.0334687 1.8646302 15490.6869 1.399894e+02 2 3
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1556 2.1717369 6843.17762 6.720574e+01 18.2211451 2000-2012 –> 2010-2019 4.0363751 1.8646382 15494.8612 1.368871e+02 3 5
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1556 2.2076760 6892.25524 6.098599e+01 19.2377421 2000-2012 –> 2010-2019 4.0726357 1.8649596 15542.6679 1.250165e+02 11 15
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1556 2.1760443 6849.34373 1.432896e+03 15.8508544 2000-2012 –> 2010-2019 4.0777089 1.9016646 15584.2000 3.006176e+03 4 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1556 2.1803786 6855.53620 2.571763e+03 15.9664182 2000-2012 –> 2010-2019 4.0827945 1.9024158 15592.0631 5.340393e+03 5 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1556 2.1862627 6863.92303 1.429341e+04 15.8457744 2000-2012 –> 2010-2019 4.0863167 1.9000540 15595.1952 3.006399e+04 6 11
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1556 2.2022106 6884.54143 1.778604e+01 16.1394417 2000-2012 –> 2010-2019 4.1050971 1.9028865 15620.1148 3.577753e+01 7 17
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1556 2.2034357 6886.27225 1.879012e+01 16.1659183 2000-2012 –> 2010-2019 4.1062956 1.9028599 15621.7864 3.779044e+01 9 18
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1556 2.2068652 6891.11208 1.840821e+01 16.2247228 2000-2012 –> 2010-2019 4.1096979 1.9028326 15626.5657 3.697460e+01 10 18
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 712 1.7751216 2851.75780 2.071790e+05 12.5995663 1982-1999 –> 2000-2012 3.3883986 1.6132771 6876.4515 5.267492e+05 1 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 712 1.8268427 2892.65549 2.835822e+03 12.1590964 1982-1999 –> 2000-2012 3.3912859 1.5644431 6852.3698 6.021121e+03 2 3
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 712 1.8409847 2903.63650 1.742741e+02 12.1387250 1982-1999 –> 2000-2012 3.4126036 1.5716189 6873.0252 3.832701e+02 4 6
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 712 1.8300298 2895.13763 1.186858e+05 12.1183599 1982-1999 –> 2000-2012 3.4248618 1.5948320 6895.5221 3.059555e+05 3 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 712 1.8740602 2928.99324 9.109898e+01 12.1704311 1982-1999 –> 2000-2012 3.4534633 1.5794031 6908.8266 2.188450e+02 9 12
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 712 1.8748006 2929.55574 6.803840e+01 12.2004823 1982-1999 –> 2000-2012 3.4590257 1.5842251 6915.8335 1.616835e+02 10 14
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 712 1.8764268 2930.79037 9.621844e+01 12.2066705 1982-1999 –> 2000-2012 3.4615164 1.5850896 6918.2214 2.306191e+02 12 17
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 712 1.8607837 2918.86929 1.219140e+04 12.6318185 1982-1999 –> 2000-2012 3.4894684 1.6286847 6963.6569 2.141870e+04 5 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 712 1.8659869 2920.84555 2.111690e+03 12.8020442 1982-1999 –> 2000-2012 3.5059627 1.6399758 6978.2382 4.054756e+03 6 17
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 712 1.8712146 2926.82940 1.219111e+04 12.5790409 1982-1999 –> 2000-2012 3.5078626 1.6366480 6981.9281 2.144959e+04 8 17
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 591 2.0105002 2516.67470 1.562186e+05 10.6367101 2000-2012 –> 2010-2019 3.8405300 1.8300298 5411.8123 2.749044e+05 1 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 591 2.0184230 2521.32346 3.157560e+03 11.4379468 2000-2012 –> 2010-2019 3.8452657 1.8268427 5413.9790 5.993382e+03 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 591 2.0288773 2527.42978 2.366747e+02 11.6578146 2000-2012 –> 2010-2019 3.8698620 1.8409847 5431.0663 4.109488e+02 3 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 591 2.1144283 2576.24856 2.882339e+05 12.0139965 2000-2012 –> 2010-2019 3.8895498 1.7751216 5428.0064 4.954129e+05 9 10
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 591 2.0411161 2534.53852 1.244849e+04 10.5293702 2000-2012 –> 2010-2019 3.9084506 1.8673345 5458.4121 2.620505e+04 4 11
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 591 2.0494766 2539.37016 1.328883e+02 12.4070703 2000-2012 –> 2010-2019 3.9235368 1.8740602 5468.3634 2.239872e+02 5 14
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 591 2.0532267 2541.53100 1.024975e+02 12.3036445 2000-2012 –> 2010-2019 3.9280273 1.8748006 5471.0867 1.705359e+02 6 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 591 2.0546966 2542.37690 1.398950e+02 12.3331185 2000-2012 –> 2010-2019 3.9311234 1.8764268 5473.1673 2.361134e+02 7 19
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 591 2.0838212 2557.01370 1.839217e+02 10.7637454 2000-2012 –> 2010-2019 3.9662108 1.8823895 5490.3220 3.349833e+02 8 21
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 591 2.1560287 2599.27809 1.216442e+04 12.0797927 2000-2012 –> 2010-2019 4.0168125 1.8607837 5518.1474 2.435582e+04 10 15
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 641 3.3084641 3366.97176 7.230506e+03 17.0930529 1982-1999 –> 2000-2012 6.4815721 3.1731081 8106.1933 1.748763e+04 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 641 3.3145706 3369.33579 8.837075e+03 17.1804326 1982-1999 –> 2000-2012 6.5029166 3.1883461 8117.3532 2.121754e+04 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 641 3.3267413 3374.03453 6.965452e+03 17.1762164 1982-1999 –> 2000-2012 6.5228356 3.1960943 8126.5083 1.674483e+04 4 7
Atlantic (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 641 3.3445768 3380.88929 8.585630e+03 17.1992240 1982-1999 –> 2000-2012 6.5575128 3.2129360 8143.0124 2.034930e+04 13 17
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 641 3.3179819 3370.65452 1.030868e+02 17.8497805 1982-1999 –> 2000-2012 6.6744899 3.3565080 8213.0402 2.407190e+02 3 8
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 641 3.3329638 3374.43020 6.745990e+01 17.8426462 1982-1999 –> 2000-2012 6.6924962 3.3595324 8216.4695 1.482483e+02 8 14
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 641 3.3303366 3375.41927 1.238519e+02 17.9912576 1982-1999 –> 2000-2012 6.7083972 3.3780606 8229.5565 3.024111e+02 7 14
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 641 3.3301624 3375.35220 6.070169e+01 18.0312259 1982-1999 –> 2000-2012 6.7087770 3.3786146 8229.7905 1.404285e+02 5 13
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 641 3.3302678 3375.39280 1.096599e+02 18.0376006 1982-1999 –> 2000-2012 6.7090343 3.3787665 8229.9136 2.573306e+02 6 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 641 3.3329682 3376.43191 2.098243e+03 17.9387070 1982-1999 –> 2000-2012 6.7116232 3.3786549 8230.8921 4.826795e+03 9 18
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 522 3.2638937 2730.34121 9.287595e+03 17.8327843 2000-2012 –> 2010-2019 6.5723577 3.3084641 6097.3130 1.651810e+04 2 3
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 522 3.2611796 2729.47273 1.146180e+04 17.7742626 2000-2012 –> 2010-2019 6.5757502 3.3145706 6098.8085 2.029888e+04 1 3
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 522 3.2666803 2731.23216 9.029990e+03 17.7799439 2000-2012 –> 2010-2019 6.5934216 3.3267413 6105.2667 1.599544e+04 3 7
Atlantic (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 522 3.2818381 2736.06525 1.028238e+04 17.8117350 2000-2012 –> 2010-2019 6.6264149 3.3445768 6116.9545 1.886801e+04 4 17
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 522 3.4394021 2785.02257 1.138543e+02 19.6318913 2000-2012 –> 2010-2019 6.7573840 3.3179819 6155.6771 2.169411e+02 5 8
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 522 3.4406464 2783.40021 6.758131e+01 19.6305862 2000-2012 –> 2010-2019 6.7736102 3.3329638 6157.8304 1.350412e+02 6 14
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 522 3.4556707 2789.94912 2.102909e+03 19.7679227 2000-2012 –> 2010-2019 6.7886389 3.3329682 6166.3810 4.201153e+03 7 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 522 3.4604410 2791.38930 1.546612e+02 19.8058261 2000-2012 –> 2010-2019 6.7907776 3.3303366 6166.8086 2.785131e+02 8 15
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 522 3.4662864 2793.15133 6.752883e+01 19.8439492 2000-2012 –> 2010-2019 6.7964487 3.3301624 6168.5035 1.282305e+02 11 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 522 3.4674198 2793.49266 1.233901e+02 19.8524916 2000-2012 –> 2010-2019 6.7976877 3.3302678 6168.8855 2.330500e+02 13 19
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 749 2.5744847 3556.15270 1.167225e+03 20.8479911 1982-1999 –> 2000-2012 5.4683892 2.8939045 8821.1023 2.080329e+03 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 749 2.6386769 3593.04577 1.769642e+03 21.1399467 1982-1999 –> 2000-2012 5.5490067 2.9103299 8869.9715 3.112378e+03 2 5
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 749 2.6576346 3603.76979 1.151309e+03 21.4517190 1982-1999 –> 2000-2012 5.5787981 2.9211635 8888.5576 2.059870e+03 3 11
Atlantic (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 749 2.7192952 3638.12827 1.289358e+03 22.0896801 1982-1999 –> 2000-2012 5.6789464 2.9596512 8950.6133 2.402952e+03 4 16
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 749 2.7862211 3674.54990 9.891982e+02 20.8638554 1982-1999 –> 2000-2012 5.6887750 2.9025539 8945.8144 1.641873e+03 5 7
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 749 2.8277442 3696.70990 1.538425e+03 21.8137279 1982-1999 –> 2000-2012 5.7439874 2.9162432 8977.9306 2.521544e+03 6 12
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 749 2.8386974 3702.50114 9.959893e+02 21.9420777 1982-1999 –> 2000-2012 5.7635939 2.9248965 8989.9914 1.649248e+03 7 16
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 749 2.8705376 3719.20994 1.682633e+05 21.8421387 1982-1999 –> 2000-2012 5.7834683 2.9129307 8998.0258 3.777259e+05 8 12
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 749 2.8739377 3718.98324 9.745145e+02 21.3298208 1982-1999 –> 2000-2012 5.7870784 2.9131407 8995.9516 1.626205e+03 10 15
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 749 2.8715412 3717.73355 1.504551e+03 22.1481972 1982-1999 –> 2000-2012 5.7899272 2.9183860 8998.5085 2.472036e+03 9 16
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 534 2.4885889 2503.13887 9.190790e+02 20.1634665 2000-2012 –> 2010-2019 5.0630736 2.5744847 6059.2916 2.086303e+03 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 534 2.5833363 2543.04559 1.465868e+03 20.6331346 2000-2012 –> 2010-2019 5.2220131 2.6386769 6136.0914 3.235510e+03 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 534 2.6102442 2554.11229 9.221321e+02 21.0344804 2000-2012 –> 2010-2019 5.2678788 2.6576346 6157.8821 2.073441e+03 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 534 2.6822667 2583.18160 9.688005e+02 21.7215031 2000-2012 –> 2010-2019 5.4015619 2.7192952 6221.3099 2.258158e+03 4 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 534 2.9047814 2668.29683 8.406973e+02 21.1118560 2000-2012 –> 2010-2019 5.6910025 2.7862211 6342.8467 1.829896e+03 5 10
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 534 2.9621701 2689.19122 1.359702e+03 21.0570572 2000-2012 –> 2010-2019 5.7899143 2.8277442 6385.9011 2.898128e+03 8 14
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 534 2.9757723 2694.08419 8.468096e+02 21.2970281 2000-2012 –> 2010-2019 5.8144697 2.8386974 6396.5853 1.842799e+03 9 16
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 534 2.9441925 2682.68967 1.458134e+05 19.1031040 2000-2012 –> 2010-2019 5.8147301 2.8705376 6401.8996 3.140768e+05 6 14
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 534 2.9522736 2683.61708 8.299020e+02 19.8695005 2000-2012 –> 2010-2019 5.8262113 2.8739377 6402.6003 1.804416e+03 7 17
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 534 2.9783121 2692.99535 1.330346e+03 20.4568467 2000-2012 –> 2010-2019 5.8498533 2.8715412 6410.7289 2.834897e+03 10 19
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 425 0.1196820 -584.38189 6.211689e+05 0.5896642 1982-1999 –> 2000-2012 0.2240136 0.1043317 -1494.0655 1.399009e+06 1 2
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 425 0.1296912 -516.11135 5.531415e+03 0.5655931 1982-1999 –> 2000-2012 0.2377399 0.1080487 -1387.3567 1.253933e+04 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 425 0.1333033 -492.76130 9.813565e+01 0.5821680 1982-1999 –> 2000-2012 0.2429834 0.1096801 -1347.5526 1.944618e+02 3 6
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 425 0.1381087 -462.65962 1.521101e+02 0.6052834 1982-1999 –> 2000-2012 0.2503007 0.1121921 -1292.5874 3.218163e+02 5 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 425 0.1381281 -462.53973 1.767682e+02 0.6042172 1982-1999 –> 2000-2012 0.2505792 0.1124511 -1289.9352 3.890576e+02 6 11
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 425 0.1381023 -462.69894 3.921211e+01 0.6054499 1982-1999 –> 2000-2012 0.2506717 0.1125694 -1288.9401 8.442838e+01 4 10
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 425 0.1383578 -463.12777 3.554844e+01 0.5794460 1982-1999 –> 2000-2012 0.2638923 0.1255345 -1171.6750 7.213107e+01 7 14
Atlantic (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 425 0.1575168 -350.89176 1.085074e+04 0.8281124 1982-1999 –> 2000-2012 0.2925221 0.1350053 -977.5778 2.566463e+04 8 16
Atlantic (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 425 0.1619288 -329.41094 1.751832e+03 0.8662045 1982-1999 –> 2000-2012 0.3006900 0.1387612 -927.9673 4.245564e+03 9 18
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 425 0.1694600 -288.76967 6.529290e+05 0.9177931 1982-1999 –> 2000-2012 0.3225289 0.1530689 -777.5756 1.519221e+06 10 21
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 309 0.1177475 -431.12932 5.863270e+05 0.5714095 2000-2012 –> 2010-2019 0.2374295 0.1196820 -1015.5112 1.207496e+06 1 2
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 309 0.1250043 -394.16947 1.908770e+04 0.6177585 2000-2012 –> 2010-2019 0.2546955 0.1296912 -910.2808 2.461911e+04 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 309 0.1263255 -387.67220 2.008983e+02 0.6145557 2000-2012 –> 2010-2019 0.2596288 0.1333033 -880.4335 2.990339e+02 4 7
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 309 0.1250862 -393.76488 4.623076e+02 0.5693724 2000-2012 –> 2010-2019 0.2631948 0.1381087 -856.4245 6.144177e+02 3 8
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 309 0.1288516 -375.43595 5.222703e+02 0.6183447 2000-2012 –> 2010-2019 0.2669798 0.1381281 -837.9757 6.990385e+02 6 12
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 309 0.1290393 -374.53627 1.100265e+02 0.6204376 2000-2012 –> 2010-2019 0.2671416 0.1381023 -837.2352 1.492386e+02 7 11
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 309 0.1424491 -315.43638 5.089310e+01 0.8731824 2000-2012 –> 2010-2019 0.2808068 0.1383578 -778.5641 8.644155e+01 8 15
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 309 0.1650886 -222.28274 6.418843e+05 0.6079969 2000-2012 –> 2010-2019 0.3345486 0.1694600 -511.0524 1.294813e+06 11 21
Atlantic (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 309 0.1803843 -167.52337 2.503494e+04 1.1656050 2000-2012 –> 2010-2019 0.3379011 0.1575168 -518.4151 3.588568e+04 12 20
Atlantic (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 309 0.1829158 -160.91066 8.739380e+03 1.1837225 2000-2012 –> 2010-2019 0.3448446 0.1619288 -490.3216 1.049121e+04 13 22
Atlantic (28.1,28.15] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 559 0.1260263 -715.30039 6.917364e+03 0.6543453 1982-1999 –> 2000-2012 0.2562940 0.1302677 -1679.6763 1.023572e+04 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 559 0.1300360 -680.28372 2.419649e+03 0.6393221 1982-1999 –> 2000-2012 0.2641472 0.1341111 -1598.7174 4.666559e+03 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 559 0.1338535 -647.93509 2.079899e+03 0.6235023 1982-1999 –> 2000-2012 0.2718364 0.1379829 -1521.4002 4.116990e+03 3 6
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 559 0.1354279 -634.86219 2.873663e+03 0.6210199 1982-1999 –> 2000-2012 0.2751205 0.1396926 -1488.8706 5.742245e+03 4 8
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 559 0.1392826 -603.48431 1.614964e+06 0.5667035 1982-1999 –> 2000-2012 0.2855998 0.1463172 -1384.2875 3.176594e+06 5 10
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 559 0.1395141 -601.62754 4.676347e+04 0.5584549 1982-1999 –> 2000-2012 0.2873643 0.1478502 -1365.9632 6.248669e+04 6 12
Atlantic (28.1,28.15] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 559 0.1399893 -599.82665 6.796956e+03 0.5597173 1982-1999 –> 2000-2012 0.2892734 0.1492841 -1350.9121 9.305045e+03 7 16
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 559 0.1419033 -582.64437 5.945807e+03 0.5569422 1982-1999 –> 2000-2012 0.2905109 0.1486077 -1338.9055 8.294491e+03 8 15
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 559 0.1433064 -571.64391 4.411160e+03 0.5567222 1982-1999 –> 2000-2012 0.2923889 0.1490825 -1322.8641 6.663164e+03 10 18
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + nitrate + phosphate 559 0.1419254 -584.46993 1.282393e+03 0.5568861 1982-1999 –> 2000-2012 0.2938686 0.1519432 -1307.6596 1.967343e+03 9 20
Atlantic (28.1,28.15] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 411 0.1156265 -593.00693 7.177701e+03 0.4711807 2000-2012 –> 2010-2019 0.2416529 0.1260263 -1308.3073 1.409507e+04 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 411 0.1215143 -552.18116 2.567208e+03 0.4588896 2000-2012 –> 2010-2019 0.2515503 0.1300360 -1232.4649 4.986857e+03 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 411 0.1267228 -517.68147 2.082944e+03 0.4896843 2000-2012 –> 2010-2019 0.2605763 0.1338535 -1165.6166 4.162843e+03 4 7
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 411 0.1289725 -503.21694 2.778457e+03 0.5124253 2000-2012 –> 2010-2019 0.2644003 0.1354279 -1138.0791 5.652120e+03 6 10
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 411 0.1285687 -505.79430 1.467226e+06 0.4884784 2000-2012 –> 2010-2019 0.2678514 0.1392826 -1109.2786 3.082190e+06 5 10
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 411 0.1245789 -531.70727 2.313083e+03 0.6195607 2000-2012 –> 2010-2019 0.2679445 0.1433656 -1102.8897 4.635015e+03 3 14
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 411 0.1312193 -489.01994 4.426710e+04 0.4869769 2000-2012 –> 2010-2019 0.2707335 0.1395141 -1090.6475 9.103057e+04 7 13
Atlantic (28.1,28.15] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 411 0.1312263 -490.97612 6.769986e+03 0.4867852 2000-2012 –> 2010-2019 0.2712156 0.1399893 -1090.8028 1.356694e+04 8 15
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 411 0.1336058 -474.20504 5.447031e+03 0.4904047 2000-2012 –> 2010-2019 0.2755090 0.1419033 -1056.8494 1.139284e+04 9 17
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + nitrate + phosphate 411 0.1345443 -470.45097 1.231016e+03 0.4895949 2000-2012 –> 2010-2019 0.2764697 0.1419254 -1054.9209 2.513409e+03 10 19
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1095 0.1606420 -883.10868 2.761361e+02 1.7030296 1982-1999 –> 2000-2012 0.3241936 0.1635517 -2176.5624 5.946274e+02 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1095 0.1651163 -822.94440 8.551223e+02 1.3382046 1982-1999 –> 2000-2012 0.3324478 0.1673314 -2040.1333 1.650742e+03 2 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1095 0.1825999 -602.52762 7.253929e+01 1.9585548 1982-1999 –> 2000-2012 0.3722973 0.1896974 -1400.9521 1.708468e+02 3 6
Atlantic (28.15,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1095 0.2234223 -160.65886 1.600608e+03 2.0625333 1982-1999 –> 2000-2012 0.4261141 0.2026918 -737.9196 3.462879e+03 14 18
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1095 0.2120872 -274.68374 9.198669e+02 3.2067308 1982-1999 –> 2000-2012 0.4274135 0.2153262 -650.1030 1.846618e+03 4 12
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1095 0.2264189 -131.48197 5.822565e+02 2.1438695 1982-1999 –> 2000-2012 0.4307780 0.2043592 -681.3955 1.097580e+03 16 21
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1095 0.2302710 -94.53633 2.849289e+02 2.1771413 1982-1999 –> 2000-2012 0.4375771 0.2073061 -596.6588 5.217417e+02 17 23
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 1095 0.2142320 -254.64783 6.321536e+01 1.2715704 1982-1999 –> 2000-2012 0.4377740 0.2235420 -507.0756 1.540142e+02 5 15
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1095 0.2163576 -231.02649 8.299991e+03 2.0544721 1982-1999 –> 2000-2012 0.4413011 0.2249436 -460.5911 1.651155e+04 7 20
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1095 0.2163860 -230.73850 8.416074e+02 2.0525756 1982-1999 –> 2000-2012 0.4413044 0.2249183 -460.6773 1.685721e+03 8 19
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 849 0.1166049 -1225.58319 4.559501e+02 0.6765360 2000-2012 –> 2010-2019 0.2772469 0.1606420 -2108.6919 7.320862e+02 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 849 0.1278177 -1069.68354 8.559815e+02 0.6812442 2000-2012 –> 2010-2019 0.2929340 0.1651163 -1892.6279 1.711104e+03 2 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 849 0.1320449 -1014.43562 1.615279e+02 0.7996714 2000-2012 –> 2010-2019 0.3146448 0.1825999 -1616.9632 2.340672e+02 3 6
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 849 0.1348381 -978.89191 1.109021e+03 0.6240003 2000-2012 –> 2010-2019 0.3469253 0.2120872 -1253.5757 2.028888e+03 4 8
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 849 0.1683257 -602.23137 9.823353e+02 0.9321181 2000-2012 –> 2010-2019 0.3843925 0.2160668 -836.2030 1.749413e+03 9 15
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 849 0.1681190 -604.31738 9.789344e+02 0.9376106 2000-2012 –> 2010-2019 0.3845053 0.2163863 -835.0534 1.743973e+03 5 14
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 849 0.1681201 -604.30667 1.111197e+03 0.9372751 2000-2012 –> 2010-2019 0.3845061 0.2163860 -835.0452 1.952805e+03 6 14
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 849 0.1681299 -606.20749 1.306739e+02 0.9314657 2000-2012 –> 2010-2019 0.3845163 0.2163864 -838.9421 1.781139e+02 7 17
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 849 0.1681813 -603.68863 1.209086e+04 0.9352152 2000-2012 –> 2010-2019 0.3845389 0.2163576 -834.7151 2.039085e+04 8 15
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 849 0.1711853 -575.62691 3.754742e+02 0.8641489 2000-2012 –> 2010-2019 0.3878896 0.2167043 -805.1467 5.384634e+02 11 22
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1070 0.1612845 -854.08476 2.022183e+03 1.7128463 1982-1999 –> 2000-2012 0.3245572 0.1632727 -1885.7286 3.856149e+03 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1070 0.1648056 -807.86747 2.139780e+03 1.4784539 1982-1999 –> 2000-2012 0.3330020 0.1681964 -1760.5407 4.389518e+03 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1070 0.1671137 -778.10470 6.272477e+03 1.5538623 1982-1999 –> 2000-2012 0.3389648 0.1718511 -1673.6408 1.239191e+04 3 7
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1070 0.1689829 -754.30136 4.293473e+02 1.8737268 1982-1999 –> 2000-2012 0.3390616 0.1700787 -1677.3931 8.493163e+02 7 10
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1070 0.1672579 -776.25896 2.143530e+03 1.5566703 1982-1999 –> 2000-2012 0.3394700 0.1722122 -1666.2169 4.391693e+03 4 9
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1070 0.1675238 -774.85909 7.496200e+02 1.5508200 1982-1999 –> 2000-2012 0.3405201 0.1729963 -1654.7421 1.311772e+03 5 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1070 0.1683237 -762.66616 2.058579e+03 1.5953603 1982-1999 –> 2000-2012 0.3421359 0.1738122 -1628.0422 4.216526e+03 6 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1070 0.1747808 -684.10830 2.568843e+02 1.6945424 1982-1999 –> 2000-2012 0.3558371 0.1810563 -1442.9519 4.047718e+02 8 16
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1070 0.1895008 -509.06629 2.855587e+02 1.9817317 1982-1999 –> 2000-2012 0.3841375 0.1946367 -1073.6648 6.336540e+02 9 18
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 1070 0.1900086 -505.33957 6.361145e+01 2.0699189 1982-1999 –> 2000-2012 0.3846848 0.1946762 -1071.3985 1.145707e+02 10 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 842 0.1614006 -667.89761 2.088128e+03 1.3249651 2000-2012 –> 2010-2019 0.3226851 0.1612845 -1521.9824 4.110310e+03 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 842 0.1687798 -592.61319 2.230277e+03 1.0536042 2000-2012 –> 2010-2019 0.3335854 0.1648056 -1400.4807 4.370057e+03 3 5
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 842 0.1685599 -594.80907 5.143800e+02 1.0042681 2000-2012 –> 2010-2019 0.3375428 0.1689829 -1349.1104 9.437273e+02 2 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 842 0.1709343 -571.25267 7.884762e+03 1.1345943 2000-2012 –> 2010-2019 0.3380480 0.1671137 -1349.3574 1.415724e+04 4 7
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 842 0.1711501 -569.12888 2.241868e+03 1.1167927 2000-2012 –> 2010-2019 0.3384079 0.1672579 -1345.3878 4.385398e+03 5 9
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 842 0.1716481 -566.23558 8.170645e+02 1.0021872 2000-2012 –> 2010-2019 0.3391719 0.1675238 -1341.0947 1.566685e+03 6 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 842 0.1721057 -559.75229 2.141186e+03 1.1337862 2000-2012 –> 2010-2019 0.3404293 0.1683237 -1322.4184 4.199765e+03 7 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 842 0.1773257 -511.43561 3.344243e+02 0.8963335 2000-2012 –> 2010-2019 0.3521065 0.1747808 -1195.5439 5.913086e+02 8 16
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 842 0.1895219 -397.42163 2.599597e+02 1.0949758 2000-2012 –> 2010-2019 0.3790227 0.1895008 -906.4879 5.455184e+02 9 18
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 842 0.1895234 -399.40807 7.804763e+01 1.0937879 2000-2012 –> 2010-2019 0.3795320 0.1900086 -904.7476 1.416591e+02 10 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4931 5.5684305 30941.74263 1.548629e+02 38.6854223 1982-1999 –> 2000-2012 11.3429261 5.7744955 73516.5192 3.338819e+02 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4931 5.6539826 31092.10797 2.753546e+01 39.6790136 1982-1999 –> 2000-2012 11.5222745 5.8682919 73883.0527 5.953624e+01 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4931 5.6997272 31171.57725 1.634713e+01 40.5192144 1982-1999 –> 2000-2012 11.6071658 5.9074386 74051.7213 3.481535e+01 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4931 5.7180712 31203.26604 1.946916e+01 39.7679940 1982-1999 –> 2000-2012 11.6552013 5.9371302 74150.6718 4.109954e+01 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4931 5.7770050 31304.38940 1.558868e+02 21.8455480 1982-1999 –> 2000-2012 11.8660938 6.0890888 74590.8519 3.355180e+02 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4931 5.8733769 31467.55008 7.261113e+03 22.4766509 1982-1999 –> 2000-2012 12.0652894 6.1919124 74978.6708 1.552154e+04 7 13
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4931 5.8590657 31443.49077 2.262786e+01 23.1119713 1982-1999 –> 2000-2012 12.0677021 6.2086363 74990.7983 4.696726e+01 6 14
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 4931 5.8735199 31465.79005 1.548280e+02 22.4302294 1982-1999 –> 2000-2012 12.0683759 6.1948560 74981.2871 3.336903e+02 8 15
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4931 5.9111732 31530.81044 6.575289e+00 23.4318153 1982-1999 –> 2000-2012 12.1768455 6.2656724 75200.8023 1.293737e+01 9 18
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4931 5.9159221 31538.73023 8.429521e+00 23.5059586 1982-1999 –> 2000-2012 12.1938584 6.2779363 75234.9559 1.658850e+01 10 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3850 5.8121795 24491.48511 1.490597e+02 52.8226153 2000-2012 –> 2010-2019 11.3806101 5.5684305 55433.2277 3.039226e+02 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3850 5.9133296 24624.33650 1.990202e+01 57.5808894 2000-2012 –> 2010-2019 11.5673123 5.6539826 55716.4445 4.743747e+01 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3850 5.9619537 24687.39311 1.204042e+01 57.3754934 2000-2012 –> 2010-2019 11.6616809 5.6997272 55858.9704 2.838755e+01 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3850 5.9744922 24703.56983 1.487719e+01 58.3467659 2000-2012 –> 2010-2019 11.6925634 5.7180712 55906.8359 3.434636e+01 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3850 6.0397933 24787.27413 1.482279e+02 81.8113376 2000-2012 –> 2010-2019 11.8167983 5.7770050 56091.6635 3.041147e+02 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3850 6.1105834 24876.99808 7.774652e+03 82.5121952 2000-2012 –> 2010-2019 11.9839604 5.8733769 56344.5482 1.503577e+04 8 15
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3850 6.1109583 24875.47044 1.477731e+02 82.9345310 2000-2012 –> 2010-2019 11.9844782 5.8735199 56341.2605 3.026012e+02 9 17
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3850 6.1397267 24913.63448 1.826261e+01 86.8135896 2000-2012 –> 2010-2019 11.9987924 5.8590657 56357.1253 4.089047e+01 10 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3850 6.0967814 24859.58629 5.005973e+00 75.6937238 2000-2012 –> 2010-2019 12.0145301 5.9177487 56401.3611 1.102461e+01 6 17
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3850 6.1002599 24861.97832 4.788626e+00 74.4672549 2000-2012 –> 2010-2019 12.0274196 5.9271597 56417.4242 1.073977e+01 7 19
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5194 3.8536023 28767.43238 7.798688e+02 15.8401544 1982-1999 –> 2000-2012 7.7294339 3.8758316 70275.9662 1.555205e+03 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5194 3.9529717 29031.90312 5.238727e+01 15.4635806 1982-1999 –> 2000-2012 7.9092452 3.9562735 70847.7496 1.027266e+02 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5194 4.0425594 29264.70222 1.872165e+01 15.1864836 1982-1999 –> 2000-2012 8.0748270 4.0322676 71365.1828 3.684995e+01 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5194 4.0536416 29293.14082 1.893717e+01 15.1986767 1982-1999 –> 2000-2012 8.1016486 4.0480070 71451.9021 3.746240e+01 4 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5194 4.0544109 29295.11194 5.565122e+01 17.0875107 1982-1999 –> 2000-2012 8.1505437 4.0961328 71630.6802 1.081606e+02 5 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5194 4.0786278 29356.97471 1.222390e+01 16.9978697 1982-1999 –> 2000-2012 8.1878222 4.1091944 71740.1712 2.357810e+01 6 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5194 4.0882297 29381.40123 1.728256e+01 16.9739440 1982-1999 –> 2000-2012 8.2065774 4.1183478 71797.8844 3.379169e+01 7 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5194 4.1033143 29419.66011 3.928059e+02 16.9307931 1982-1999 –> 2000-2012 8.2577483 4.1544340 71966.6566 7.879293e+02 9 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5194 4.1168889 29453.96886 4.929051e+01 27.6415496 1982-1999 –> 2000-2012 8.2844729 4.1675841 72048.2434 9.819202e+01 10 19
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5194 4.1021099 29416.61047 8.222617e+02 27.4630223 1982-1999 –> 2000-2012 8.2961605 4.1940506 72105.5893 1.669873e+03 8 18
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4035 4.0011849 22654.61973 7.673848e+02 14.4245476 2000-2012 –> 2010-2019 7.8547872 3.8536023 51422.0521 1.547254e+03 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4035 4.1416716 22933.10670 4.702959e+01 15.5607092 2000-2012 –> 2010-2019 8.0946433 3.9529717 51965.0098 9.941686e+01 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4035 4.2406896 23123.77204 1.800408e+01 15.6922793 2000-2012 –> 2010-2019 8.2832490 4.0425594 52388.4743 3.672573e+01 4 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4035 4.2360426 23114.92381 4.955422e+01 12.8990372 2000-2012 –> 2010-2019 8.2904534 4.0544109 52410.0358 1.052054e+02 3 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4035 4.2488771 23139.33776 1.820582e+01 15.7148580 2000-2012 –> 2010-2019 8.3025188 4.0536416 52432.4786 3.714298e+01 5 9
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4035 4.2668994 23173.49557 1.073501e+01 15.0190435 2000-2012 –> 2010-2019 8.3455272 4.0786278 52530.4703 2.295891e+01 7 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4035 4.2757180 23190.15686 1.527853e+01 15.5141369 2000-2012 –> 2010-2019 8.3639476 4.0882297 52571.5581 3.256108e+01 8 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4035 4.2628421 23165.81831 3.588631e+02 13.6905371 2000-2012 –> 2010-2019 8.3661564 4.1033143 52585.4784 7.516689e+02 6 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4035 4.3670123 23360.65220 8.191167e+02 26.3249394 2000-2012 –> 2010-2019 8.4691221 4.1021099 52777.2627 1.641378e+03 9 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4035 4.4149562 23448.76711 4.517485e+01 26.7309631 2000-2012 –> 2010-2019 8.5318450 4.1168889 52902.7360 9.446535e+01 10 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4328 2.7932491 21187.82247 1.706355e+03 29.7513240 1982-1999 –> 2000-2012 5.5748481 2.7815990 50251.4318 3.379477e+03 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4328 2.8275019 21293.32297 1.203272e+02 14.9057267 1982-1999 –> 2000-2012 5.6125941 2.7850922 50371.8621 2.358520e+02 2 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4328 2.8621493 21398.74636 8.541256e+02 18.0944764 1982-1999 –> 2000-2012 5.7892513 2.9271020 51068.8962 1.680027e+03 3 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4328 2.9378115 21624.59948 5.030275e+01 19.2316058 1982-1999 –> 2000-2012 5.8021671 2.8643556 51036.9694 9.627766e+01 4 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4328 2.9498195 21659.90792 5.499235e+01 19.5264441 1982-1999 –> 2000-2012 5.8286390 2.8788195 51132.1970 1.051636e+02 6 10
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4328 2.9495014 21658.97447 1.216664e+02 17.4974551 1982-1999 –> 2000-2012 5.9304294 2.9809280 51545.8908 2.371747e+02 5 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4328 3.0164665 21853.30135 1.679221e+04 15.6617487 1982-1999 –> 2000-2012 6.0551831 3.0387166 51968.6278 3.375267e+04 7 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4328 3.0168948 21852.53022 8.484604e+02 15.2439856 1982-1999 –> 2000-2012 6.0557935 3.0388987 51966.5698 1.656048e+03 8 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4328 3.0749653 22019.56159 2.346286e+01 22.1715773 1982-1999 –> 2000-2012 6.1454901 3.0705247 52258.7637 4.446090e+01 9 18
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4328 3.0779774 22026.03638 1.202963e+02 18.8265739 1982-1999 –> 2000-2012 6.1513994 3.0734220 52274.4580 2.357761e+02 10 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3226 2.9958202 16248.24226 1.661929e+03 14.7376480 2000-2012 –> 2010-2019 5.7890693 2.7932491 37436.0647 3.368284e+03 2 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3226 2.9441335 16135.95496 8.190135e+02 13.9348847 2000-2012 –> 2010-2019 5.8062828 2.8621493 37534.7013 1.673139e+03 1 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3226 3.1760758 16625.22215 1.083317e+02 14.7717691 2000-2012 –> 2010-2019 6.0035778 2.8275019 37918.5451 2.286589e+02 5 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3226 3.1421393 16555.91130 1.084556e+02 15.8549857 2000-2012 –> 2010-2019 6.0916408 2.9495014 38214.8858 2.301220e+02 3 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3226 3.1687237 16610.26940 1.486268e+04 13.9330617 2000-2012 –> 2010-2019 6.1851902 3.0164665 38463.5708 3.165489e+04 4 11
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3226 3.2028410 16677.36607 8.084544e+02 14.8028701 2000-2012 –> 2010-2019 6.2197358 3.0168948 38529.8963 1.656915e+03 6 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3226 3.3620147 16992.30211 5.245253e+01 18.7794485 2000-2012 –> 2010-2019 6.2998262 2.9378115 38616.9016 1.027553e+02 9 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3226 3.3738455 17014.96666 5.679989e+01 18.8781228 2000-2012 –> 2010-2019 6.3236650 2.9498195 38674.8746 1.117922e+02 11 17
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3226 3.3406014 16951.07668 2.349953e+01 19.8752839 2000-2012 –> 2010-2019 6.4155667 3.0749653 38970.6383 4.696239e+01 7 16
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3226 3.3627040 16991.62479 1.083317e+02 17.2794312 2000-2012 –> 2010-2019 6.4406814 3.0779774 39017.6612 2.286280e+02 10 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4780 2.7593348 23282.35326 1.110356e+03 25.0430216 1982-1999 –> 2000-2012 5.2630674 2.5037326 52907.2841 2.042783e+03 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4780 2.8284358 23518.81240 1.065465e+02 18.8469370 1982-1999 –> 2000-2012 5.3587655 2.5303297 53277.6477 2.091782e+02 2 4
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4780 2.8391805 23555.05997 7.105006e+02 23.3448852 1982-1999 –> 2000-2012 5.4789544 2.6397739 53850.4743 1.356658e+03 3 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4780 2.8854509 23709.60435 7.710581e+03 22.2200964 1982-1999 –> 2000-2012 5.5472498 2.6617989 54110.3090 1.431247e+04 4 8
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4780 2.8896884 23721.63360 6.410936e+02 20.8118233 1982-1999 –> 2000-2012 5.5534779 2.6637895 54129.8114 1.216901e+03 5 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4780 2.9900241 24049.94307 1.078389e+02 23.4744827 1982-1999 –> 2000-2012 5.7518997 2.7618756 54918.3437 2.153460e+02 6 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4780 3.0478365 24233.02215 5.523864e+01 25.3645463 1982-1999 –> 2000-2012 5.7773430 2.7295065 54952.0305 1.043758e+02 7 13
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4780 3.0622553 24278.14244 6.337506e+01 25.4946072 1982-1999 –> 2000-2012 5.8171943 2.7549389 55114.6765 1.197996e+02 8 15
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4780 3.0688775 24296.79382 1.053413e+02 22.9273056 1982-1999 –> 2000-2012 5.8877378 2.8188603 55421.9904 2.077762e+02 9 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4780 3.1628199 24587.04836 3.102670e+01 21.7531238 1982-1999 –> 2000-2012 6.2258483 3.0630284 56766.9262 6.110100e+01 10 24
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3660 3.0085525 18463.31048 1.031714e+03 27.5770742 2000-2012 –> 2010-2019 5.7678873 2.7593348 41745.6637 2.142069e+03 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3660 3.0111790 18469.69805 7.188876e+02 28.2807332 2000-2012 –> 2010-2019 5.8503594 2.8391805 42024.7580 1.429388e+03 2 5
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3660 3.0447769 18550.92036 1.055755e+02 20.3899119 2000-2012 –> 2010-2019 5.8732128 2.8284358 42069.7328 2.121220e+02 3 5
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3660 3.0580710 18582.81137 7.059488e+03 24.8912671 2000-2012 –> 2010-2019 5.9435219 2.8854509 42292.4157 1.477007e+04 4 8
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3660 3.0589770 18582.97971 6.400136e+02 25.3999326 2000-2012 –> 2010-2019 5.9486654 2.8896884 42304.6133 1.281107e+03 5 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3660 3.1003816 18683.39442 1.094481e+02 21.5263443 2000-2012 –> 2010-2019 6.0904057 2.9900241 42733.3375 2.172870e+02 6 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3660 3.1962567 18904.32628 1.051119e+02 17.6632365 2000-2012 –> 2010-2019 6.2651343 3.0688775 43201.1201 2.104532e+02 7 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3660 3.2662719 19064.94258 5.478474e+01 15.3006168 2000-2012 –> 2010-2019 6.3141084 3.0478365 43297.9647 1.100234e+02 8 15
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3660 3.2762466 19087.26268 6.287282e+01 15.4467253 2000-2012 –> 2010-2019 6.3385020 3.0622553 43365.4051 1.262479e+02 9 17
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3660 3.3116215 19165.87580 3.142963e+01 15.5046869 2000-2012 –> 2010-2019 6.4744414 3.1628199 43752.9242 6.245633e+01 10 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4444 1.9898232 18740.87674 7.880699e+01 12.7358640 1982-1999 –> 2000-2012 3.5197116 1.5298884 40803.3344 1.590748e+02 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4444 2.0812395 19140.10629 9.797515e+02 13.5083902 1982-1999 –> 2000-2012 3.6268807 1.5456413 41325.0427 2.102018e+03 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4444 2.1039545 19236.58584 4.884678e+01 13.5361613 1982-1999 –> 2000-2012 3.7708544 1.6668999 42324.5191 9.515935e+01 3 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4444 2.1224413 19314.34090 5.579541e+01 13.5914573 1982-1999 –> 2000-2012 3.8141261 1.6916848 42578.7376 1.081866e+02 4 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4444 2.1275147 19335.56139 1.457386e+04 11.4925278 1982-1999 –> 2000-2012 3.8960650 1.7685503 43131.2252 3.319077e+04 5 10
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4444 2.1415535 19394.01768 4.962252e+02 11.0387561 1982-1999 –> 2000-2012 3.9140787 1.7725252 43216.5236 1.064752e+03 6 12
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4444 2.1713242 19514.72278 4.065149e+02 12.5107929 1982-1999 –> 2000-2012 3.9463964 1.7750722 43352.3963 8.373545e+02 9 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4444 2.1432526 19401.06652 8.645163e+01 11.7941680 1982-1999 –> 2000-2012 3.9510274 1.8077748 43459.0041 1.768479e+02 7 15
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4444 2.1438884 19401.70279 7.647567e+01 11.8810276 1982-1999 –> 2000-2012 3.9566817 1.8127933 43490.7846 1.520348e+02 8 17
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4444 2.2606561 19875.06791 2.467668e+01 12.8706159 1982-1999 –> 2000-2012 4.1795830 1.9189270 44646.4131 4.850367e+01 10 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3445 2.2041716 15236.00998 8.998690e+01 9.1941236 2000-2012 –> 2010-2019 4.1939948 1.9898232 33976.8867 1.687939e+02 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3445 2.2610561 15411.56916 1.145960e+03 14.7656100 2000-2012 –> 2010-2019 4.3422956 2.0812395 34551.6755 2.125712e+03 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3445 2.3156631 15575.99247 1.494146e+04 9.6283732 2000-2012 –> 2010-2019 4.4431778 2.1275147 34911.5539 2.951531e+04 3 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3445 2.3581180 15701.16843 5.128315e+01 9.6040423 2000-2012 –> 2010-2019 4.4620725 2.1039545 34937.7543 1.001299e+02 8 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3445 2.3375229 15640.72875 6.279794e+02 12.2937704 2000-2012 –> 2010-2019 4.4790764 2.1415535 35034.7464 1.124205e+03 4 10
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3445 2.3451467 15663.16390 1.014639e+02 8.7940367 2000-2012 –> 2010-2019 4.4883993 2.1432526 35064.2304 1.879155e+02 5 12
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3445 2.3463258 15664.62729 8.639016e+01 8.7079928 2000-2012 –> 2010-2019 4.4902142 2.1438884 35066.3301 1.628658e+02 6 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3445 2.3772835 15756.94018 5.840743e+01 9.6219600 2000-2012 –> 2010-2019 4.4997248 2.1224413 35071.2811 1.142028e+02 9 13
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3445 2.3521075 15681.58428 4.966865e+02 12.8623545 2000-2012 –> 2010-2019 4.5234317 2.1713242 35196.3071 9.032014e+02 7 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3445 2.4828777 16056.37819 2.866977e+01 9.4957753 2000-2012 –> 2010-2019 4.7435337 2.2606561 35931.4461 5.334644e+01 10 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3768 1.7105850 14752.71260 1.906233e+03 15.7739210 1982-1999 –> 2000-2012 2.9759578 1.2653728 31475.1964 3.712788e+03 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3768 1.7833631 15066.70406 1.130764e+02 15.3387692 1982-1999 –> 2000-2012 3.1212066 1.3378435 32351.6793 2.192752e+02 2 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3768 1.8173268 15208.87569 1.049560e+05 16.0867735 1982-1999 –> 2000-2012 3.2299248 1.4125980 33043.0037 2.022476e+05 3 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3768 1.8203719 15221.49248 1.599976e+03 15.7360983 1982-1999 –> 2000-2012 3.2327215 1.4123495 33053.8438 3.265460e+03 4 9
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3768 1.8206322 15220.56979 7.542274e+02 15.8979253 1982-1999 –> 2000-2012 3.2338017 1.4131695 33056.7830 1.481834e+03 5 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3768 1.8422829 15311.65818 3.191388e+01 15.1281772 1982-1999 –> 2000-2012 3.2401183 1.3978354 33039.6790 6.188393e+01 6 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3768 1.8509720 15347.11825 3.552751e+01 15.1090621 1982-1999 –> 2000-2012 3.2591058 1.4081338 33149.2766 6.883020e+01 7 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3768 1.8529031 15354.97629 1.558926e+02 15.1180080 1982-1999 –> 2000-2012 3.2909686 1.4380655 33369.5733 3.173548e+02 8 16
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3768 1.8541656 15358.10934 9.114056e+01 15.4941636 1982-1999 –> 2000-2012 3.2922487 1.4380831 33370.8298 1.785377e+02 9 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3768 1.8920744 15512.63039 3.107360e+01 14.7598519 1982-1999 –> 2000-2012 3.3657959 1.4737215 33774.5969 6.392390e+01 10 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2886 1.8759012 11835.21599 2.023730e+03 14.3286535 2000-2012 –> 2010-2019 3.5864862 1.7105850 26587.9286 3.929963e+03 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2886 1.9216912 11974.41622 1.064185e+05 14.8818610 2000-2012 –> 2010-2019 3.7390180 1.8173268 27183.2919 2.113745e+05 2 5
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2886 1.9636575 12099.10953 1.190629e+02 13.8611859 2000-2012 –> 2010-2019 3.7470206 1.7833631 27165.8136 2.321393e+02 5 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2886 1.9370134 12020.25543 1.674229e+03 14.6952492 2000-2012 –> 2010-2019 3.7573853 1.8203719 27241.7479 3.274205e+03 3 7
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2886 1.9377108 12020.33323 7.858787e+02 14.4315819 2000-2012 –> 2010-2019 3.7583430 1.8206322 27240.9030 1.540106e+03 4 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2886 1.9942468 12188.33114 1.641066e+02 14.0794209 2000-2012 –> 2010-2019 3.8471499 1.8529031 27543.3074 3.199992e+02 6 14
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2886 1.9943413 12186.60464 9.551361e+01 13.9759974 2000-2012 –> 2010-2019 3.8485069 1.8541656 27544.7140 1.866542e+02 7 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2886 2.0316031 12295.45211 3.332252e+01 13.6282404 2000-2012 –> 2010-2019 3.8738859 1.8422829 27607.1103 6.523640e+01 8 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2886 2.0403382 12320.21621 3.716568e+01 13.6123732 2000-2012 –> 2010-2019 3.8913102 1.8509720 27667.3345 7.269319e+01 9 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2886 2.0499333 12347.29682 3.358234e+01 13.6968108 2000-2012 –> 2010-2019 3.9420077 1.8920744 27859.9272 6.465594e+01 10 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3204 1.3500871 11030.04175 1.540772e+05 9.8338160 1982-1999 –> 2000-2012 2.5783007 1.2282136 25284.4023 3.168872e+05 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3204 1.3916792 11224.47299 4.173430e+03 10.1028759 1982-1999 –> 2000-2012 2.6255237 1.2338445 25518.9309 8.544655e+03 2 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3204 1.3945913 11237.86808 2.150200e+03 10.2392208 1982-1999 –> 2000-2012 2.6309263 1.2363349 25550.0014 4.252514e+03 3 6
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3204 1.3975917 11249.63971 1.401000e+03 10.2888592 1982-1999 –> 2000-2012 2.6361915 1.2385998 25575.8168 2.903240e+03 4 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3204 1.4306604 11401.49449 1.829247e+02 10.4010967 1982-1999 –> 2000-2012 2.6949505 1.2642901 25909.6312 3.714354e+02 5 11
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3204 1.4364705 11427.46561 3.927574e+02 10.2769817 1982-1999 –> 2000-2012 2.6950945 1.2586240 25896.2280 8.143246e+02 6 11
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3204 1.4457760 11466.84299 1.659748e+02 10.5388339 1982-1999 –> 2000-2012 2.7103852 1.2646092 25975.1921 3.446948e+02 7 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3204 1.4576733 11521.35854 2.215088e+01 10.5115134 1982-1999 –> 2000-2012 2.7433415 1.2856682 26176.4817 4.221534e+01 8 17
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3204 1.4631218 11545.26585 2.521271e+01 10.5326574 1982-1999 –> 2000-2012 2.7535271 1.2904053 26232.6287 4.796979e+01 9 21
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3204 1.4727993 11587.51062 5.303209e+01 10.4172933 1982-1999 –> 2000-2012 2.7549203 1.2821210 26218.4145 1.061328e+02 10 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2520 1.5702485 9439.66886 1.696176e+05 10.3042404 2000-2012 –> 2010-2019 2.9203356 1.3500871 20469.7106 3.236948e+05 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2520 1.6140264 9578.25922 2.211482e+03 10.6114242 2000-2012 –> 2010-2019 3.0086178 1.3945913 20816.1273 4.361682e+03 2 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2520 1.6177806 9589.96854 4.728354e+03 10.6097969 2000-2012 –> 2010-2019 3.0094598 1.3916792 20814.4415 8.901784e+03 3 5
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2520 1.6200599 9595.06433 1.501238e+03 10.7186657 2000-2012 –> 2010-2019 3.0176516 1.3975917 20844.7040 2.902238e+03 4 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2520 1.6473833 9681.35847 1.984817e+02 10.7132726 2000-2012 –> 2010-2019 3.0780437 1.4306604 21082.8530 3.814064e+02 5 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2520 1.6624118 9727.12815 4.572889e+02 10.7515805 2000-2012 –> 2010-2019 3.0988823 1.4364705 21154.5938 8.500463e+02 6 12
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2520 1.6674402 9740.34999 1.845717e+02 10.9318731 2000-2012 –> 2010-2019 3.1132162 1.4457760 21207.1930 3.505465e+02 7 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2520 1.6727994 9758.52259 2.153284e+01 10.7883380 2000-2012 –> 2010-2019 3.1304726 1.4576733 21279.8811 4.368372e+01 8 16
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2520 1.6774553 9772.53109 2.450201e+01 10.8006616 2000-2012 –> 2010-2019 3.1405771 1.4631218 21317.7969 4.971471e+01 9 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2520 1.6975663 9832.59618 5.822422e+01 10.8651505 2000-2012 –> 2010-2019 3.1703656 1.4727993 21420.1068 1.112563e+02 10 20
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1108 0.6634854 2249.25728 3.646324e+03 3.9510486 1982-1999 –> 2000-2012 1.1947933 0.5313079 4747.1033 7.058410e+03 2 3
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1108 0.6617797 2243.55290 1.292160e+06 3.8530239 1982-1999 –> 2000-2012 1.1980713 0.5362916 4770.8830 2.824586e+06 1 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1108 0.6669173 2260.69005 2.750106e+02 3.9673773 1982-1999 –> 2000-2012 1.1996336 0.5327163 4766.8960 5.407073e+02 3 5
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1108 0.6696419 2269.72492 4.850464e+01 3.9851864 1982-1999 –> 2000-2012 1.2036680 0.5340261 4783.6859 8.586608e+01 4 7
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1108 0.6705145 2272.61059 5.379293e+01 3.9881978 1982-1999 –> 2000-2012 1.2049900 0.5344754 4789.2278 9.641128e+01 5 9
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1108 0.7021140 2374.65821 4.962165e+03 3.8787738 1982-1999 –> 2000-2012 1.2525779 0.5504639 4984.3595 9.793117e+03 6 12
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1108 0.7100641 2397.60928 1.887746e+03 4.5042777 1982-1999 –> 2000-2012 1.2633898 0.5533257 5021.6858 3.682608e+03 7 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1108 0.7198831 2430.04282 5.517992e+02 3.9943474 1982-1999 –> 2000-2012 1.2800056 0.5601226 5094.6750 1.097284e+03 8 16
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1108 0.7271844 2450.40516 2.702745e+02 4.5938974 1982-1999 –> 2000-2012 1.2902314 0.5630470 5129.4827 5.266098e+02 9 18
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1108 0.7297660 2460.25833 8.783492e+01 4.0518220 1982-1999 –> 2000-2012 1.2961411 0.5663750 5159.9470 1.630859e+02 10 20
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 912 0.7430730 2060.48703 3.727063e+03 4.1285672 2000-2012 –> 2010-2019 1.4065584 0.6634854 4309.7443 7.373386e+03 1 3
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 912 0.7453147 2065.98148 1.391276e+06 4.3133590 2000-2012 –> 2010-2019 1.4070944 0.6617797 4309.5344 2.683436e+06 2 3
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 912 0.7461229 2067.95814 2.861570e+02 4.1255619 2000-2012 –> 2010-2019 1.4130402 0.6669173 4328.6482 5.611676e+02 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 912 0.7486707 2074.17618 3.667077e+01 4.1278392 2000-2012 –> 2010-2019 1.4183127 0.6696419 4343.9011 8.517541e+01 4 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 912 0.7494708 2076.12437 4.230766e+01 4.1285516 2000-2012 –> 2010-2019 1.4199853 0.6705145 4348.7350 9.610059e+01 5 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 912 0.7972126 2188.76361 5.100178e+03 4.7911974 2000-2012 –> 2010-2019 1.4993265 0.7021140 4563.4218 1.006234e+04 6 12
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 912 0.8111278 2218.32668 1.963059e+03 4.9804682 2000-2012 –> 2010-2019 1.5211919 0.7100641 4615.9360 3.850806e+03 7 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 912 0.8163822 2232.10409 5.696979e+02 4.9092444 2000-2012 –> 2010-2019 1.5362652 0.7198831 4662.1469 1.121497e+03 8 16
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 912 0.8290362 2258.15954 2.835730e+02 5.0825535 2000-2012 –> 2010-2019 1.5562206 0.7271844 4708.5647 5.538475e+02 10 19
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 912 0.8265988 2254.78882 7.712652e+01 4.9639712 2000-2012 –> 2010-2019 1.5563648 0.7297660 4715.0472 1.649614e+02 9 19
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1696 0.6557403 3395.64801 3.666455e+05 3.4523710 1982-1999 –> 2000-2012 1.2238428 0.5681025 7362.9908 7.428963e+05 1 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1696 0.6716577 3477.00147 2.487102e+03 3.4211467 1982-1999 –> 2000-2012 1.2445107 0.5728531 7482.9169 4.586373e+03 2 7
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1696 0.6847359 3542.41411 4.165062e+05 4.0864979 1982-1999 –> 2000-2012 1.2450064 0.5602705 7445.4553 8.434460e+05 6 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1696 0.6773203 3505.47920 3.641791e+02 3.4071605 1982-1999 –> 2000-2012 1.2544568 0.5771365 7545.9009 6.711587e+02 3 11
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1696 0.6807213 3522.46862 7.070967e+01 3.4011539 1982-1999 –> 2000-2012 1.2603435 0.5796222 7582.7974 1.462187e+02 4 15
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1696 0.7076535 3654.08368 4.338512e+03 3.9543441 1982-1999 –> 2000-2012 1.2608428 0.5531893 7498.2079 8.026648e+03 10 11
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1696 0.6819648 3528.65907 7.502902e+01 3.3989447 1982-1999 –> 2000-2012 1.2625226 0.5805578 7596.4589 1.534588e+02 5 18
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1696 0.7061659 3646.94537 5.523249e+03 4.9805317 1982-1999 –> 2000-2012 1.2792949 0.5731290 7655.0918 1.028036e+04 9 15
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1696 0.6959156 3597.34821 2.355986e+06 4.0283624 1982-1999 –> 2000-2012 1.2808701 0.5849545 7700.0952 4.958927e+06 7 24
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1696 0.7090359 3658.70318 2.273624e+03 3.8945870 1982-1999 –> 2000-2012 1.2844967 0.5754608 7683.6569 4.137404e+03 11 18
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1359 0.6986408 2895.94975 3.555060e+05 4.3716948 2000-2012 –> 2010-2019 1.3543811 0.6557403 6291.5978 7.221515e+05 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1359 0.7162688 2963.67903 2.427478e+03 4.3342319 2000-2012 –> 2010-2019 1.3879265 0.6716577 6440.6805 4.914580e+03 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1359 0.7215244 2983.54949 3.855396e+02 4.3256662 2000-2012 –> 2010-2019 1.3988448 0.6773203 6489.0287 7.497187e+02 3 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1359 0.7246786 2995.40556 8.092678e+01 4.3222464 2000-2012 –> 2010-2019 1.4054000 0.6807213 6517.8742 1.516365e+02 4 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1359 0.7258389 2999.75401 8.496427e+01 4.3210602 2000-2012 –> 2010-2019 1.4078037 0.6819648 6528.4131 1.599933e+02 5 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1359 0.7377674 3044.05873 3.927201e+05 4.6795449 2000-2012 –> 2010-2019 1.4225033 0.6847359 6586.4728 8.092263e+05 6 12
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1359 0.7425461 3061.60686 2.614607e+06 4.6391101 2000-2012 –> 2010-2019 1.4384616 0.6959156 6658.9551 4.970593e+06 7 14
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 1359 0.7441399 3065.43464 3.546446e+05 4.5824545 2000-2012 –> 2010-2019 1.4426516 0.6985117 6673.4132 7.212103e+05 8 16
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1359 0.7589246 3120.90694 5.018049e+03 4.9196558 2000-2012 –> 2010-2019 1.4650905 0.7061659 6767.8523 1.054130e+04 9 18
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1359 0.7633597 3136.74432 5.551737e+02 5.0344447 2000-2012 –> 2010-2019 1.4741189 0.7107593 6805.6821 1.146983e+03 11 23
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1310 0.5638937 2230.64821 4.996848e+05 3.3454329 1982-1999 –> 2000-2012 1.1034222 0.5395285 5471.4089 9.272713e+05 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1310 0.5805844 2307.07224 4.951051e+03 3.3426659 1982-1999 –> 2000-2012 1.1403658 0.5597814 5696.1201 9.346945e+03 2 5
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1310 0.5824126 2315.30938 5.842071e+02 3.3443801 1982-1999 –> 2000-2012 1.1446244 0.5622118 5721.7906 1.157404e+03 3 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1310 0.5839961 2322.42310 3.876962e+01 3.3458911 1982-1999 –> 2000-2012 1.1480898 0.5640937 5742.3515 7.609789e+01 4 9
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1310 0.5843135 2323.84674 4.480951e+01 3.3460115 1982-1999 –> 2000-2012 1.1488404 0.5645269 5746.8637 8.833570e+01 5 11
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1310 0.6087295 2431.10021 3.931868e+01 5.1801464 1982-1999 –> 2000-2012 1.1659289 0.5571993 5801.5440 7.884047e+01 6 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1310 0.6455124 2584.81639 3.800833e+03 4.0215786 1982-1999 –> 2000-2012 1.2304347 0.5849223 6150.6494 7.367803e+03 7 14
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1310 0.6617820 2650.03296 9.434909e+02 4.3365324 1982-1999 –> 2000-2012 1.2583633 0.5965812 6295.2853 2.159654e+03 9 17
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1310 0.6520048 2609.03597 3.408061e+03 3.7628467 1982-1999 –> 2000-2012 1.2742236 0.6222189 6421.6041 6.676346e+03 8 20
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1310 0.6750306 2701.96604 3.785858e+02 4.4566302 1982-1999 –> 2000-2012 1.2833203 0.6082898 6425.4285 8.641492e+02 14 23
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1040 0.6153334 1955.36280 5.060304e+05 4.4306948 2000-2012 –> 2010-2019 1.1792271 0.5638937 4186.0110 1.005715e+06 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1040 0.6301473 2004.84472 5.093964e+03 4.2934906 2000-2012 –> 2010-2019 1.2107317 0.5805844 4311.9170 1.004502e+04 3 5
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1040 0.6315382 2009.43086 6.156651e+02 4.2843270 2000-2012 –> 2010-2019 1.2139508 0.5824126 4324.7402 1.199872e+03 4 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1040 0.6327841 2013.53003 3.939925e+01 4.2781142 2000-2012 –> 2010-2019 1.2167802 0.5839961 4335.9531 7.816886e+01 5 9
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1040 0.6330243 2014.31938 4.549119e+01 4.2766640 2000-2012 –> 2010-2019 1.2173378 0.5843135 4338.1661 9.030070e+01 6 11
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1040 0.6272105 1995.12830 4.101701e+01 4.1694274 2000-2012 –> 2010-2019 1.2359401 0.6087295 4426.2285 8.033569e+01 2 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1040 0.6762780 2151.79783 4.139547e+03 4.5213889 2000-2012 –> 2010-2019 1.3217903 0.6455124 4736.6142 7.940381e+03 7 14
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1040 0.6870974 2184.81129 1.551915e+03 4.5441420 2000-2012 –> 2010-2019 1.3488794 0.6617820 4834.8443 2.495406e+03 8 17
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1040 0.6924946 2201.08610 2.227946e+03 4.2050930 2000-2012 –> 2010-2019 1.3556426 0.6631480 4856.5215 3.299796e+03 9 19
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate 1040 0.7086254 2246.98148 2.823318e+02 4.3399446 2000-2012 –> 2010-2019 1.3719445 0.6633191 4901.0927 5.411276e+02 12 23
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1064 0.4236356 1205.80120 3.846110e+01 2.5592479 1982-1999 –> 2000-2012 0.9020096 0.4783739 3118.6719 7.405916e+01 6 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1064 0.4156784 1165.45028 2.377966e+06 2.8096090 1982-1999 –> 2000-2012 0.9105245 0.4948461 3172.6386 4.232824e+06 1 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1064 0.4224808 1199.99238 9.689563e+03 2.7822379 1982-1999 –> 2000-2012 0.9168494 0.4943686 3204.4912 1.791585e+04 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1064 0.4227769 1201.48312 6.246402e+02 2.7825539 1982-1999 –> 2000-2012 0.9172288 0.4944519 3206.4512 1.223039e+03 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1064 0.4231956 1203.58955 4.481852e+01 2.7816315 1982-1999 –> 2000-2012 0.9177198 0.4945242 3208.9650 8.867579e+01 4 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1064 0.4232722 1203.97472 5.313018e+01 2.7817345 1982-1999 –> 2000-2012 0.9178144 0.4945422 3209.4514 1.053523e+02 5 10
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1064 0.4287695 1231.43473 1.599721e+03 2.5990776 1982-1999 –> 2000-2012 0.9242994 0.4955299 3242.4698 3.027893e+03 7 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1064 0.4787245 1465.95242 6.683424e+03 3.0758257 1982-1999 –> 2000-2012 0.9776113 0.4988868 3495.7977 1.328058e+04 10 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate 1064 0.4375244 1272.44787 5.728420e+02 2.8795875 1982-1999 –> 2000-2012 0.9790756 0.5415512 3528.9078 1.109943e+03 8 22
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1064 0.4866220 1500.77181 1.702646e+03 3.1215648 1982-1999 –> 2000-2012 0.9900238 0.5034018 3555.7170 3.112507e+03 12 21
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 785 0.4167963 867.73582 2.170663e+06 2.8546957 2000-2012 –> 2010-2019 0.8324746 0.4156784 2033.1861 4.548629e+06 3 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 785 0.4098307 841.27605 3.495204e+01 2.6486547 2000-2012 –> 2010-2019 0.8334663 0.4236356 2047.0772 7.341314e+01 1 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 785 0.4174185 870.07775 8.488756e+03 2.7979620 2000-2012 –> 2010-2019 0.8398992 0.4224808 2070.0701 1.817832e+04 4 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 785 0.4175450 870.55364 6.993803e+02 2.7960630 2000-2012 –> 2010-2019 0.8403219 0.4227769 2072.0368 1.324020e+03 5 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 785 0.4177120 871.18145 4.052219e+01 2.7956652 2000-2012 –> 2010-2019 0.8409076 0.4231956 2074.7710 8.534071e+01 6 10
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 785 0.4177478 871.31590 4.787804e+01 2.7955314 2000-2012 –> 2010-2019 0.8410199 0.4232722 2075.2906 1.010082e+02 7 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 785 0.4149245 860.66927 1.685159e+03 2.4459285 2000-2012 –> 2010-2019 0.8436940 0.4287695 2092.1040 3.284881e+03 2 9
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate 785 0.4344737 930.95018 6.515716e+02 2.5726420 2000-2012 –> 2010-2019 0.8719981 0.4375244 2203.3981 1.224414e+03 8 16
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 785 0.4542198 1002.73031 6.619023e+03 3.5170775 2000-2012 –> 2010-2019 0.9329443 0.4787245 2468.6827 1.330245e+04 9 19
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 785 0.4609519 1025.82880 8.075523e+02 2.5189360 2000-2012 –> 2010-2019 0.9392500 0.4782981 2489.8851 1.603354e+03 11 20
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2167 0.6047279 3983.77893 3.059350e+01 3.2882345 1982-1999 –> 2000-2012 1.2527399 0.6480120 10022.6040 5.439042e+01 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2167 0.6185385 4081.64373 4.828336e+01 3.6507516 1982-1999 –> 2000-2012 1.2883509 0.6698125 10322.8389 8.626034e+01 2 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2167 0.6185466 4081.70111 3.943610e+01 3.6513127 1982-1999 –> 2000-2012 1.2883854 0.6698387 10323.1361 7.027199e+01 3 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2167 0.6186015 4082.08567 4.411939e+02 3.6550559 1982-1999 –> 2000-2012 1.2885917 0.6699902 10324.9035 8.042300e+02 4 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2167 0.6187208 4082.92087 3.670647e+03 3.6615733 1982-1999 –> 2000-2012 1.2890428 0.6703221 10328.7673 6.725591e+03 5 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2167 0.6266047 4137.79711 6.125900e+03 3.2385419 1982-1999 –> 2000-2012 1.2891812 0.6625765 10312.5620 1.164377e+04 7 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2167 0.6207188 4096.89413 6.998570e+05 3.7322222 1982-1999 –> 2000-2012 1.2940836 0.6733648 10370.4399 1.359262e+06 6 16
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2167 0.6320727 4175.45360 4.776766e+02 3.2066921 1982-1999 –> 2000-2012 1.2995273 0.6674546 10395.0813 8.998110e+02 8 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2167 0.6367788 4207.60261 4.903024e+02 3.2209464 1982-1999 –> 2000-2012 1.3084742 0.6716954 10465.9662 9.471235e+02 9 17
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2167 0.6373997 4211.82678 4.039454e+02 3.2397041 1982-1999 –> 2000-2012 1.3098650 0.6724653 10477.1967 7.775383e+02 10 19
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1542 0.6097930 2864.55001 3.103338e+01 3.9150463 2000-2012 –> 2010-2019 1.2145210 0.6047279 6848.3289 6.162689e+01 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1542 0.6275322 2952.98496 4.845686e+01 4.1581372 2000-2012 –> 2010-2019 1.2460707 0.6185385 7034.6287 9.674021e+01 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1542 0.6275323 2952.98523 3.957850e+01 4.1580094 2000-2012 –> 2010-2019 1.2460789 0.6185466 7034.6863 7.901460e+01 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1542 0.6275368 2953.00730 4.786637e+02 4.1571649 2000-2012 –> 2010-2019 1.2461383 0.6186015 7035.0930 9.198576e+02 4 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1542 0.6275607 2953.12492 3.714686e+03 4.1554471 2000-2012 –> 2010-2019 1.2462814 0.6187208 7036.0458 7.385333e+03 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1542 0.6291589 2960.96901 6.807294e+05 4.1644278 2000-2012 –> 2010-2019 1.2498777 0.6207188 7057.8631 1.380586e+06 6 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1542 0.6346077 2987.56266 5.948652e+03 3.9737274 2000-2012 –> 2010-2019 1.2612124 0.6266047 7125.3598 1.207455e+04 8 15
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1542 0.6397558 3012.48014 5.312571e+02 3.9128617 2000-2012 –> 2010-2019 1.2718286 0.6320727 7187.9337 1.008934e+03 9 17
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1542 0.6333326 2981.36003 6.108333e+02 3.2670254 2000-2012 –> 2010-2019 1.2752789 0.6419463 7223.9911 1.150674e+03 7 18
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1542 0.6449268 3037.30729 5.038371e+02 3.9058033 2000-2012 –> 2010-2019 1.2817056 0.6367788 7244.9099 9.941394e+02 10 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5950 0.5290345 9322.61831 2.579085e+02 2.9722176 1982-1999 –> 2000-2012 1.0437960 0.5147616 21968.8990 4.939329e+02 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5950 0.5383603 9530.56366 9.708852e+01 3.0976145 1982-1999 –> 2000-2012 1.0640253 0.5256651 22527.5956 1.996941e+02 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5950 0.5418548 9607.55838 3.436681e+03 2.9415739 1982-1999 –> 2000-2012 1.0805415 0.5386867 23014.0691 7.016777e+03 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5950 0.5422965 9617.25378 3.294774e+02 2.9519018 1982-1999 –> 2000-2012 1.0815984 0.5393019 23042.8642 6.555898e+02 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5950 0.5432482 9638.12067 1.876909e+02 2.9578455 1982-1999 –> 2000-2012 1.0838507 0.5406025 23104.0385 3.837986e+02 5 10
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 5950 0.5443401 9660.01436 2.553894e+02 3.0320540 1982-1999 –> 2000-2012 1.0857845 0.5414444 23149.9740 4.877514e+02 6 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5950 0.5445707 9667.05526 1.564148e+02 2.9565170 1982-1999 –> 2000-2012 1.0868992 0.5423285 23186.3152 3.214033e+02 7 14
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 5950 0.5550224 9891.28257 6.138059e+01 3.1308360 1982-1999 –> 2000-2012 1.1079091 0.5528867 23731.1945 1.205300e+02 8 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5950 0.5792369 10401.44726 1.210954e+02 3.0861856 1982-1999 –> 2000-2012 1.1469878 0.5677510 24687.3092 2.507632e+02 9 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5950 0.5965164 10751.25084 1.233683e+02 3.7541817 1982-1999 –> 2000-2012 1.1940998 0.5975834 25894.0774 2.441861e+02 10 20
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4527 0.5213605 6964.07636 2.642659e+02 2.2908562 2000-2012 –> 2010-2019 1.0503949 0.5290345 16286.6947 5.221744e+02 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4527 0.5272228 7065.31318 3.307623e+03 2.2023142 2000-2012 –> 2010-2019 1.0690776 0.5418548 16672.8716 6.744304e+03 2 5
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4527 0.5310677 7131.10310 9.369412e+01 2.4077611 2000-2012 –> 2010-2019 1.0694280 0.5383603 16661.6668 1.907826e+02 7 9
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4527 0.5275440 7070.82884 3.268120e+02 2.2082502 2000-2012 –> 2010-2019 1.0698405 0.5422965 16688.0826 6.562893e+02 3 7
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4527 0.5282721 7083.31554 1.834070e+02 2.2096166 2000-2012 –> 2010-2019 1.0715203 0.5432482 16721.4362 3.710979e+02 4 9
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4527 0.5292831 7100.62653 1.528035e+02 2.2050012 2000-2012 –> 2010-2019 1.0738538 0.5445707 16767.6818 3.092183e+02 5 12
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 4527 0.5295852 7103.79273 2.628290e+02 2.2861166 2000-2012 –> 2010-2019 1.0739253 0.5443401 16763.8071 5.182184e+02 6 12
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 4527 0.5405147 7288.74619 6.130261e+01 2.3812957 2000-2012 –> 2010-2019 1.0955372 0.5550224 17180.0288 1.226832e+02 8 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4527 0.5738996 7833.37660 1.167411e+02 2.5860426 2000-2012 –> 2010-2019 1.1531365 0.5792369 18234.8239 2.378365e+02 9 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4527 0.5847740 8003.32813 1.241276e+02 2.8540030 2000-2012 –> 2010-2019 1.1812904 0.5965164 18754.5790 2.474959e+02 10 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1196 0.1825254 -660.37068 2.145286e+02 1.2975294 1982-1999 –> 2000-2012 0.3967495 0.2142242 -1038.3032 3.911062e+02 1 2
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1196 0.1847410 -631.50977 2.500292e+02 1.3390904 1982-1999 –> 2000-2012 0.4017504 0.2170094 -967.8736 4.445882e+02 2 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1196 0.2116435 -306.32138 3.593366e+02 1.1482933 1982-1999 –> 2000-2012 0.4303658 0.2187223 -617.3841 7.375965e+02 3 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1196 0.2116647 -306.08165 4.514256e+01 1.1479147 1982-1999 –> 2000-2012 0.4304376 0.2187729 -616.3997 9.510732e+01 4 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1196 0.2116898 -305.79833 4.502856e+01 1.1480690 1982-1999 –> 2000-2012 0.4305462 0.2188565 -614.8877 9.486238e+01 5 10
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1196 0.2119464 -304.89980 4.157443e+01 1.1371193 1982-1999 –> 2000-2012 0.4309244 0.2189780 -614.2025 8.807388e+01 6 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1196 0.2122140 -299.88236 1.013015e+02 1.1482800 1982-1999 –> 2000-2012 0.4324303 0.2202164 -589.0378 1.961451e+02 7 14
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1196 0.2131500 -291.35484 3.815489e+01 1.1309267 1982-1999 –> 2000-2012 0.4336659 0.2205159 -578.1357 8.076577e+01 8 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1196 0.2185784 -229.19911 5.090956e+01 1.2290681 1982-1999 –> 2000-2012 0.4424048 0.2238264 -466.0297 1.088029e+02 9 18
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1196 0.2199800 -215.91043 4.570309e+01 1.2128430 1982-1999 –> 2000-2012 0.4451596 0.2251797 -435.3431 9.803015e+01 10 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 939 0.1996300 -347.23571 1.794058e+02 1.7376475 2000-2012 –> 2010-2019 0.3821553 0.1825254 -1007.6064 3.939344e+02 1 2
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 939 0.2089446 -261.59158 2.419498e+02 1.5778780 2000-2012 –> 2010-2019 0.3936856 0.1847410 -893.1014 4.919791e+02 2 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 939 0.2319905 -65.10183 3.496924e+02 1.1482295 2000-2012 –> 2010-2019 0.4436340 0.2116435 -371.4232 7.090291e+02 3 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 939 0.2320006 -65.02048 4.042880e+01 1.1481467 2000-2012 –> 2010-2019 0.4436653 0.2116647 -371.1021 8.557136e+01 4 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 939 0.2320030 -65.00049 4.033120e+01 1.1481560 2000-2012 –> 2010-2019 0.4436928 0.2116898 -370.7988 8.535976e+01 5 10
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 939 0.2320979 -64.23243 1.071271e+02 1.1478941 2000-2012 –> 2010-2019 0.4443119 0.2122140 -364.1148 2.084286e+02 6 13
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 939 0.2354028 -39.68027 3.760110e+01 1.1838435 2000-2012 –> 2010-2019 0.4473492 0.2119464 -344.5801 7.917554e+01 7 13
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 939 0.2375360 -22.73823 3.495751e+01 1.2414743 2000-2012 –> 2010-2019 0.4506860 0.2131500 -314.0931 7.311240e+01 10 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 939 0.2362157 -31.20637 4.456414e+01 1.2031265 2000-2012 –> 2010-2019 0.4547941 0.2185784 -260.4055 9.547370e+01 8 17
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 939 0.2373170 -24.47089 3.148662e+01 1.2214027 2000-2012 –> 2010-2019 0.4598329 0.2225159 -212.9639 6.547569e+01 9 20
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 84 0.9074678 236.06935 4.940832e+01 2.9865510 1982-1999 –> 2000-2012 1.9531986 1.0457308 595.4918 1.169749e+02 1 2
SO (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 84 0.9449710 242.87270 2.373360e+01 3.0798101 1982-1999 –> 2000-2012 1.9987857 1.0538147 604.1125 6.564513e+01 2 4
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 84 0.9668950 246.72588 2.378185e+01 3.1029831 1982-1999 –> 2000-2012 2.0296735 1.0627786 609.9647 7.085028e+01 4 7
SO (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 84 1.0714648 263.97816 2.306536e+02 3.2698685 1982-1999 –> 2000-2012 2.2039690 1.1325042 642.2134 5.553277e+02 5 9
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 84 0.9590609 245.35916 5.632940e+03 3.7329069 1982-1999 –> 2000-2012 2.2679026 1.3088417 657.7463 1.252247e+04 3 8
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 84 1.1058818 269.28969 5.376019e+01 3.8075330 1982-1999 –> 2000-2012 2.4591164 1.3532346 689.5487 1.315988e+02 6 12
SO (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 84 1.2216584 286.01683 2.368697e+01 3.9646006 1982-1999 –> 2000-2012 2.6626021 1.4409436 721.0967 7.452720e+01 8 15
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 84 1.2682110 292.29969 2.330517e+01 4.0235052 1982-1999 –> 2000-2012 2.7382629 1.4700519 732.0994 7.934965e+01 9 17
SO (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 84 1.1607461 275.42425 4.789599e+01 4.1056514 1982-1999 –> 2000-2012 2.7899341 1.6291880 737.4810 1.150900e+02 7 17
SO (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 84 1.3996867 308.87141 1.258753e+02 4.1304382 1982-1999 –> 2000-2012 2.9716560 1.5719693 764.4906 3.324702e+02 12 21
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 65 1.0612793 206.19376 5.775445e+01 2.6827623 2000-2012 –> 2010-2019 1.9687471 0.9074678 442.2631 1.071628e+02 1 2
SO (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 65 1.0809058 208.57593 3.754770e+01 2.7408052 2000-2012 –> 2010-2019 2.0258767 0.9449710 451.4486 6.128130e+01 3 5
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 65 1.0672095 206.91816 1.034206e+04 2.4934675 2000-2012 –> 2010-2019 2.0262704 0.9590609 452.2773 1.597500e+04 2 5
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 65 1.0916785 209.86514 4.356930e+01 2.7668150 2000-2012 –> 2010-2019 2.0585735 0.9668950 456.5910 6.735115e+01 4 8
SO (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 65 1.1469727 216.28839 4.545307e+02 2.8853023 2000-2012 –> 2010-2019 2.2184375 1.0714648 480.2665 6.851843e+02 5 10
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 65 1.2230746 224.63983 6.336149e+01 3.0492789 2000-2012 –> 2010-2019 2.3289563 1.1058818 493.9295 1.171217e+02 6 12
SO (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 65 1.2275684 223.11659 5.729028e+01 3.0538811 2000-2012 –> 2010-2019 2.3883145 1.1607461 498.5408 1.051863e+02 7 14
SO (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 65 1.3189712 234.45277 3.903704e+01 3.3539328 2000-2012 –> 2010-2019 2.5406296 1.2216584 520.4696 6.272401e+01 8 16
SO (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 65 1.3288148 233.41938 3.725694e+01 3.3499314 2000-2012 –> 2010-2019 2.6156087 1.2867939 526.1629 6.015051e+01 9 19
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 65 1.3557217 238.02542 4.524715e+01 3.4947163 2000-2012 –> 2010-2019 2.6239327 1.2682110 530.3251 6.855232e+01 10 19
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 296 1.7661290 1190.73538 6.850618e+03 6.1429085 1982-1999 –> 2000-2012 3.6603026 1.8941736 2793.2961 1.289079e+04 1 3
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 296 1.8004574 1202.13172 4.948109e+01 6.0530678 1982-1999 –> 2000-2012 3.6625591 1.8621018 2791.5092 1.010911e+02 2 3
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 296 1.9030382 1234.93500 3.159762e+01 6.0891700 1982-1999 –> 2000-2012 3.8326650 1.9296268 2851.8117 6.478567e+01 3 6
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 296 1.9806410 1258.59658 4.013613e+01 6.3889523 1982-1999 –> 2000-2012 3.9633560 1.9827149 2896.4257 8.670805e+01 4 8
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 296 2.0387513 1275.71542 5.052303e+01 6.9708800 1982-1999 –> 2000-2012 4.1404894 2.1017381 2958.5503 1.034203e+02 5 10
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 296 2.0420876 1274.68339 4.920681e+01 6.9788201 1982-1999 –> 2000-2012 4.1622604 2.1201729 2962.2601 1.008167e+02 6 12
SO (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 296 2.1461098 1306.09644 3.663876e+01 7.0390560 1982-1999 –> 2000-2012 4.3298044 2.1836946 3018.4630 7.706583e+01 7 15
SO (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 296 2.1510187 1305.44900 3.020260e+01 7.0414389 1982-1999 –> 2000-2012 4.3589374 2.2079187 3024.3324 6.336263e+01 8 17
SO (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 296 2.2266708 1327.91208 3.000484e+02 7.5011136 1982-1999 –> 2000-2012 4.3933887 2.1667179 3034.2535 6.489415e+02 10 17
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 296 2.2210137 1326.40613 4.146618e+01 7.3788486 1982-1999 –> 2000-2012 4.4600793 2.2390656 3058.1039 8.986261e+01 9 19
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 238 1.8394852 979.52996 9.181382e+01 5.7445996 2000-2012 –> 2010-2019 3.6399426 1.8004574 2181.6617 1.412949e+02 1 3
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 238 1.9210304 1000.17692 6.949561e+03 7.3419168 2000-2012 –> 2010-2019 3.6871594 1.7661290 2190.9123 1.380018e+04 2 3
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 238 1.9225753 1000.55955 5.238228e+01 5.6931580 2000-2012 –> 2010-2019 3.8256135 1.9030382 2235.4945 8.397990e+01 3 6
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 238 1.9867942 1016.19941 8.237387e+01 5.7978134 2000-2012 –> 2010-2019 3.9674353 1.9806410 2274.7960 1.225100e+02 4 8
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 238 2.0564681 1032.60599 9.085227e+01 6.6486550 2000-2012 –> 2010-2019 4.0952194 2.0387513 2308.3214 1.413753e+02 5 10
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 238 2.0607431 1031.59446 9.079022e+01 6.6117911 2000-2012 –> 2010-2019 4.1028307 2.0420876 2306.2779 1.399970e+02 6 12
SO (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 238 2.1512435 1054.05266 5.736864e+01 6.5962621 2000-2012 –> 2010-2019 4.2973533 2.1461098 2360.1491 9.400740e+01 7 14
SO (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 238 2.1529362 1052.42704 5.215878e+01 6.5772638 2000-2012 –> 2010-2019 4.3039548 2.1510187 2357.8760 8.236138e+01 8 16
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 238 2.2226227 1069.59018 8.207531e+01 6.7259391 2000-2012 –> 2010-2019 4.4436364 2.2210137 2395.9963 1.235415e+02 10 19
SO (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 238 2.2219021 1069.43583 5.044828e+02 6.3047463 2000-2012 –> 2010-2019 4.4485729 2.2266708 2397.3479 8.045312e+02 9 19
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1034 2.2855444 4657.78248 1.217713e+04 15.8144949 1982-1999 –> 2000-2012 4.5926513 2.3071069 11260.6963 2.480236e+04 2 3
SO (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1034 2.2279873 4605.03681 1.141376e+04 11.5868655 1982-1999 –> 2000-2012 4.6400490 2.4120618 11337.9433 2.489061e+04 1 4
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1034 2.3221460 4690.63787 1.243610e+04 13.1725012 1982-1999 –> 2000-2012 4.7316842 2.4095381 11420.4856 2.702181e+04 3 5
SO (26.75,27] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 1034 2.3476465 4711.22368 1.072087e+04 13.3707711 1982-1999 –> 2000-2012 4.7779814 2.4303349 11464.1830 2.229471e+04 4 8
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1034 2.6517263 4965.10092 8.361088e+01 15.2271120 1982-1999 –> 2000-2012 5.2699235 2.6181972 11937.6234 1.395646e+02 6 11
SO (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1034 2.7125235 5011.97945 8.549134e+01 14.5274928 1982-1999 –> 2000-2012 5.3723781 2.6598546 12030.6270 1.455610e+02 10 16
SO (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1034 2.6363452 4953.07076 3.131840e+01 7.3896287 1982-1999 –> 2000-2012 5.4490692 2.8127240 12135.0055 5.657711e+01 5 15
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1034 2.7862328 5067.42473 1.194565e+02 14.4514182 1982-1999 –> 2000-2012 5.5008313 2.7145985 12145.6010 2.050981e+02 13 20
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1034 2.6948517 4998.46258 2.717834e+01 9.4310784 1982-1999 –> 2000-2012 5.5223145 2.8274628 12195.6687 4.921524e+01 8 19
SO (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1034 2.6943308 4998.06281 2.983750e+01 9.2587653 1982-1999 –> 2000-2012 5.5263906 2.8320598 12200.0157 5.420538e+01 7 19
SO (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 819 2.2249803 3648.20867 9.994429e+03 17.5528003 2000-2012 –> 2010-2019 4.4529676 2.2279873 8253.2455 2.140819e+04 1 2
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 819 2.2609219 3674.45695 1.050220e+04 23.1093900 2000-2012 –> 2010-2019 4.5464664 2.2855444 8332.2394 2.267933e+04 3 5
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 819 2.2576229 3672.06508 1.162537e+04 17.6371509 2000-2012 –> 2010-2019 4.5797689 2.3221460 8362.7029 2.406147e+04 2 5
SO (26.75,27] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 819 2.3140458 3710.49911 9.496666e+03 18.8473604 2000-2012 –> 2010-2019 4.6616923 2.3476465 8421.7228 2.021754e+04 4 8
SO (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 819 2.4410071 3799.99003 2.401630e+01 7.9810294 2000-2012 –> 2010-2019 5.0773523 2.6363452 8753.0608 5.533470e+01 5 10
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 819 2.4563323 3810.24161 2.128166e+01 9.3349769 2000-2012 –> 2010-2019 5.1511840 2.6948517 8808.7042 4.846000e+01 6 14
SO (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 819 2.4592819 3812.20740 2.324036e+01 9.0128434 2000-2012 –> 2010-2019 5.1536127 2.6943308 8810.2702 5.307786e+01 7 14
SO (26.75,27] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 819 2.4618605 3811.92397 2.067843e+01 8.6883333 2000-2012 –> 2010-2019 5.1567357 2.6948752 8808.4046 4.672749e+01 8 17
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 819 2.5330799 3860.63732 6.799626e+01 21.3040544 2000-2012 –> 2010-2019 5.1848061 2.6517263 8825.7382 1.516071e+02 9 15
SO (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 819 2.5839695 3893.21858 6.788074e+01 20.2520649 2000-2012 –> 2010-2019 5.2964930 2.7125235 8905.1980 1.533721e+02 11 21
SO (27,27.25] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2439 1.8828024 10022.19187 1.912269e+04 11.0014625 1982-1999 –> 2000-2012 3.6903377 1.8075352 23810.8754 4.065041e+04 5 6
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2439 1.8719113 9993.89293 4.498406e+01 8.5813278 1982-1999 –> 2000-2012 3.7095562 1.8376449 23895.7428 9.042108e+01 1 5
SO (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2439 1.8741972 9999.84627 3.022569e+01 8.5369482 1982-1999 –> 2000-2012 3.7136133 1.8394161 23908.2953 6.002627e+01 3 8
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2439 1.8725950 9995.67435 2.811322e+01 8.5537096 1982-1999 –> 2000-2012 3.7153685 1.8427735 23916.6150 5.761074e+01 2 9
SO (27,27.25] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2439 1.8811509 10015.91109 2.610221e+01 8.1306121 1982-1999 –> 2000-2012 3.7262456 1.8450947 23943.4748 5.414968e+01 4 12
SO (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2439 1.9600274 10218.27342 2.461807e+04 8.4198142 1982-1999 –> 2000-2012 3.7956692 1.8356419 24112.6528 5.270522e+04 7 10
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2439 1.9220858 10122.92090 5.458709e+01 8.8241863 1982-1999 –> 2000-2012 3.8080813 1.8859954 24202.6719 1.103335e+02 6 15
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2439 1.9932991 10300.38314 2.027254e+04 12.6968420 1982-1999 –> 2000-2012 3.8086935 1.8153945 24118.7861 4.223616e+04 8 10
SO (27,27.25] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 2439 1.9961236 10305.29037 1.904780e+04 12.6507215 1982-1999 –> 2000-2012 3.8365578 1.8404342 24215.5297 4.057552e+04 9 15
SO (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2439 2.1141434 10587.49556 5.663242e+02 9.9513440 1982-1999 –> 2000-2012 4.1489227 2.0347793 25187.3778 1.136600e+03 10 25
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1918 1.7671068 7641.05036 2.927697e+01 6.8298422 2000-2012 –> 2010-2019 3.6397018 1.8725950 17636.7247 5.739019e+01 1 3
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1918 1.7728373 7653.46987 4.293700e+01 7.7431732 2000-2012 –> 2010-2019 3.6447485 1.8719113 17647.3628 8.792105e+01 2 3
SO (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1918 1.7753359 7658.87245 3.026851e+01 7.6425029 2000-2012 –> 2010-2019 3.6495331 1.8741972 17658.7187 6.049421e+01 3 6
SO (27,27.25] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1918 1.7895911 7687.55094 2.602342e+01 6.8533412 2000-2012 –> 2010-2019 3.6707420 1.8811509 17703.4620 5.212562e+01 4 8
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1918 1.8157229 7745.15965 5.104581e+01 7.3620100 2000-2012 –> 2010-2019 3.7378088 1.9220858 17868.0806 1.056329e+02 5 11
SO (27,27.25] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1918 1.8717466 7861.72932 1.797962e+04 11.1705087 2000-2012 –> 2010-2019 3.7545491 1.8828024 17883.9212 3.710230e+04 6 11
SO (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1918 2.0120705 8139.04247 2.246082e+04 8.7644510 2000-2012 –> 2010-2019 3.9720979 1.9600274 18357.3159 4.707889e+04 9 16
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1918 2.0560399 8221.96710 1.933008e+04 13.6077993 2000-2012 –> 2010-2019 4.0493390 1.9932991 18522.3502 3.960261e+04 10 18
SO (27,27.25] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 1918 2.0560998 8220.07874 1.792155e+04 13.6162999 2000-2012 –> 2010-2019 4.0522234 1.9961236 18525.3691 3.696935e+04 11 20
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1918 1.9809547 8079.25692 3.475336e+01 8.6579811 2000-2012 –> 2010-2019 4.1041112 2.1231564 18687.5042 7.192506e+01 7 18
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2687 1.4895038 9780.60874 8.179746e+01 7.8672531 1982-1999 –> 2000-2012 2.7807279 1.2912240 22189.4737 1.636514e+02 1 2
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2687 1.4917910 9788.85430 5.845321e+02 7.9419379 1982-1999 –> 2000-2012 2.7860514 1.2942604 22215.1050 1.212614e+03 3 5
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2687 1.4916292 9788.27133 5.123276e+02 7.9299182 1982-1999 –> 2000-2012 2.7862065 1.2945773 22216.3342 1.045156e+03 2 5
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2687 1.4986712 9813.58242 2.617818e+04 8.5164725 1982-1999 –> 2000-2012 2.7964520 1.2977808 22259.9390 4.848011e+04 4 14
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2687 1.5027342 9828.13201 2.639305e+04 8.5146962 1982-1999 –> 2000-2012 2.7985847 1.2958505 22263.4710 4.926063e+04 6 11
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2687 1.4996469 9817.08004 5.986328e+02 7.9019367 1982-1999 –> 2000-2012 2.8000151 1.3003682 22278.1797 1.146912e+03 5 25
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2687 1.5073249 9844.52393 1.010393e+02 8.3966164 1982-1999 –> 2000-2012 2.8026109 1.2952860 22276.6379 2.000891e+02 11 15
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2687 1.5060025 9839.80716 2.631113e+04 8.6498318 1982-1999 –> 2000-2012 2.8037150 1.2977125 22285.7742 4.847340e+04 7 16
SO (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2687 1.5074233 9842.87478 8.895213e+01 8.3448705 1982-1999 –> 2000-2012 2.8037465 1.2963232 22278.9131 1.764455e+02 12 19
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2687 1.5060304 9839.90660 5.520175e+02 8.5135459 1982-1999 –> 2000-2012 2.8046994 1.2986690 22291.3277 1.071039e+03 8 20
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2086 1.6503606 8023.95765 9.037999e+01 10.7557805 2000-2012 –> 2010-2019 3.1398644 1.4895038 17804.5664 1.721775e+02 1 2
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2086 1.6586668 8044.90262 9.729844e+01 7.6126381 2000-2012 –> 2010-2019 3.1729205 1.5142536 17914.0727 1.910403e+02 2 25
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2086 1.6852987 8111.35703 5.287568e+02 11.3960538 2000-2012 –> 2010-2019 3.1770897 1.4917910 17900.2113 1.113289e+03 9 12
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2086 1.6856014 8112.10627 4.542674e+02 11.3133936 2000-2012 –> 2010-2019 3.1772306 1.4916292 17900.3776 9.665949e+02 11 13
SO (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2086 1.6862440 8111.69656 9.011866e+01 10.9993960 2000-2012 –> 2010-2019 3.1780350 1.4917910 17898.5509 1.718639e+02 13 17
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2086 1.6780234 8093.30786 4.483346e+02 11.1308323 2000-2012 –> 2010-2019 3.1840538 1.5060304 17933.2145 1.000352e+03 3 12
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2086 1.6781076 8093.51712 1.147417e+02 12.3024475 2000-2012 –> 2010-2019 3.1854325 1.5073249 17938.0411 2.157810e+02 4 16
SO (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2086 1.6787465 8095.10533 3.886512e+02 10.9982531 2000-2012 –> 2010-2019 3.1862522 1.5075057 17940.2737 8.722114e+02 5 19
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2086 1.6894912 8121.72268 5.043084e+02 11.1566810 2000-2012 –> 2010-2019 3.1891381 1.4996469 17938.8027 1.102941e+03 16 22
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2086 1.6793884 8096.70029 9.006270e+01 12.2263473 2000-2012 –> 2010-2019 3.1896069 1.5102185 17951.5307 1.718656e+02 6 24
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3169 1.3499361 10908.99556 1.376131e+02 7.6962430 1982-1999 –> 2000-2012 2.5298992 1.1799631 24431.7747 2.779802e+02 3 4
SO (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3169 1.3524956 10921.00083 1.739140e+03 7.9045806 1982-1999 –> 2000-2012 2.5325294 1.1800338 24444.2909 3.610579e+03 5 8
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3169 1.3476162 10898.09406 9.100212e+02 7.7571894 1982-1999 –> 2000-2012 2.5326171 1.1850009 24457.1972 1.878175e+03 1 8
SO (27.5,27.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3169 1.3535794 10926.07759 1.555866e+03 7.8976503 1982-1999 –> 2000-2012 2.5346990 1.1811196 24457.2097 3.344163e+03 6 12
SO (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3169 1.3547282 10931.45437 1.422477e+03 7.8875881 1982-1999 –> 2000-2012 2.5347356 1.1800075 24454.5543 3.050587e+03 7 9
SO (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3169 1.3571357 10942.70812 1.629436e+03 7.8757200 1982-1999 –> 2000-2012 2.5377360 1.1806002 24470.0901 3.476667e+03 8 13
SO (27.5,27.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 3169 1.3599770 10953.96339 8.107611e+02 7.8476185 1982-1999 –> 2000-2012 2.5454572 1.1854802 24514.5143 1.663197e+03 9 17
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3169 1.3618544 10964.70666 6.674738e+01 7.5828826 1982-1999 –> 2000-2012 2.5497810 1.1879266 24544.8345 1.344794e+02 10 19
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3169 1.3487398 10903.37611 1.797352e+03 7.7210955 1982-1999 –> 2000-2012 2.5508556 1.2021158 24584.7389 3.799178e+03 2 23
SO (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 3169 1.3716639 11008.19609 1.286388e+02 7.7374504 1982-1999 –> 2000-2012 2.5517026 1.1800387 24529.5217 2.678556e+02 19 23
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2418 1.5335048 8943.64662 2.000081e+03 9.1088182 2000-2012 –> 2010-2019 2.8822445 1.3487398 19847.0227 3.797433e+03 1 3
SO (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2418 1.5352904 8949.27434 1.951558e+03 9.0042765 2000-2012 –> 2010-2019 2.8877859 1.3524956 19870.2752 3.690697e+03 2 7
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2418 1.5427518 8972.72018 9.976493e+02 9.5401312 2000-2012 –> 2010-2019 2.8903680 1.3476162 19870.8142 1.907671e+03 7 8
SO (27.5,27.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2418 1.5370196 8954.71824 1.695818e+03 8.9273097 2000-2012 –> 2010-2019 2.8905990 1.3535794 19880.7958 3.251685e+03 3 9
SO (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2418 1.5381971 8958.42160 1.555757e+03 8.9126206 2000-2012 –> 2010-2019 2.8929253 1.3547282 19889.8760 2.978234e+03 4 11
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2418 1.5460404 8983.01780 1.427111e+02 9.6218196 2000-2012 –> 2010-2019 2.8959765 1.3499361 19892.0134 2.803242e+02 9 12
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 2418 1.5460454 8981.03353 4.360887e+01 9.6208891 2000-2012 –> 2010-2019 2.8969617 1.3509163 19892.6291 8.716872e+01 10 14
SO (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2418 1.5399774 8964.01547 1.777239e+03 8.8971822 2000-2012 –> 2010-2019 2.8971131 1.3571357 19906.7236 3.406675e+03 5 13
SO (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2418 1.5421613 8970.86878 1.935837e+03 9.1364197 2000-2012 –> 2010-2019 2.9065109 1.3643496 19947.1771 3.672545e+03 6 18
SO (27.5,27.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2418 1.5444306 8975.97970 1.524695e+03 8.9471204 2000-2012 –> 2010-2019 2.9083445 1.3639140 19948.2642 2.921815e+03 8 19
SO (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1193 1.2764199 3981.91255 1.897959e+03 6.8543651 1982-1999 –> 2000-2012 2.5259516 1.2495317 9620.4021 3.624224e+03 3 7
SO (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1193 1.2754357 3980.07215 2.024263e+03 6.8079247 1982-1999 –> 2000-2012 2.5270260 1.2515903 9624.2013 3.843947e+03 2 8
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1193 1.3092994 4042.59574 6.837626e+02 7.0691290 1982-1999 –> 2000-2012 2.5279263 1.2186269 9595.2841 1.229727e+03 7 8
SO (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1193 1.2751125 3979.46745 2.288129e+03 6.7864626 1982-1999 –> 2000-2012 2.5291620 1.2540495 9630.3215 4.335808e+03 1 8
SO (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1193 1.2810218 3990.49952 3.115383e+03 6.9824920 1982-1999 –> 2000-2012 2.5302920 1.2492702 9628.2719 5.902635e+03 4 7
SO (27.75,27.85] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1193 1.3093218 4040.63643 6.534290e+02 7.0694865 1982-1999 –> 2000-2012 2.5589490 1.2496273 9677.3879 1.166167e+03 8 13
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1193 1.3291834 4078.55888 1.173752e+02 7.1780901 1982-1999 –> 2000-2012 2.5751246 1.2459412 9707.1896 2.116055e+02 15 17
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1193 1.3342240 4087.59002 5.363468e+02 7.3409803 1982-1999 –> 2000-2012 2.5894686 1.2552446 9741.7077 9.710690e+02 18 26
SO (27.75,27.85] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1193 1.3298531 4079.76074 4.625180e+04 7.4772650 1982-1999 –> 2000-2012 2.5919985 1.2621454 9752.6615 8.926249e+04 16 27
SO (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + silicate 1193 1.3326958 4082.85560 9.545845e+01 7.1995449 1982-1999 –> 2000-2012 2.5931926 1.2604969 9749.2785 1.713592e+02 17 27
SO (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 936 1.3739901 3265.02288 2.335695e+03 7.5426406 2000-2012 –> 2010-2019 2.6491026 1.2751125 7244.4903 4.623824e+03 1 2
SO (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 936 1.3740684 3265.12951 2.116507e+03 7.5207939 2000-2012 –> 2010-2019 2.6495041 1.2754357 7245.2017 4.140770e+03 2 4
SO (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 936 1.3747529 3266.06190 2.141353e+03 7.3834922 2000-2012 –> 2010-2019 2.6511728 1.2764199 7247.9745 4.039312e+03 3 6
SO (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 936 1.3846271 3279.45955 3.088975e+03 7.2737356 2000-2012 –> 2010-2019 2.6656490 1.2810218 7269.9591 6.204358e+03 6 10
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 936 1.3762875 3268.15036 2.554507e+03 7.5065977 2000-2012 –> 2010-2019 2.6693746 1.2930871 7281.0172 4.991377e+03 4 9
SO (27.75,27.85] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 936 1.3762876 3266.15045 2.047567e+03 7.5062452 2000-2012 –> 2010-2019 2.6834018 1.3071142 7302.7607 3.916433e+03 5 11
SO (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 936 1.3917234 3289.02917 2.288035e+03 7.5920233 2000-2012 –> 2010-2019 2.7081661 1.3164427 7344.6071 4.336906e+03 7 17
SO (27.75,27.85] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 936 1.3938864 3289.93632 2.093262e+03 7.6517234 2000-2012 –> 2010-2019 2.7103414 1.3164550 7343.5365 3.988678e+03 8 19
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 936 1.3960336 3294.81783 2.313327e+03 7.6363662 2000-2012 –> 2010-2019 2.7112091 1.3151755 7348.0979 4.342341e+03 9 18
SO (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 936 1.3960528 3292.84347 2.169348e+03 7.6357482 2000-2012 –> 2010-2019 2.7133557 1.3173029 7347.9800 4.117162e+03 10 22
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1356 1.7216814 5335.59467 4.318666e+02 16.8502460 1982-1999 –> 2000-2012 3.2035784 1.4818969 12094.8321 7.899628e+02 2 4
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1356 1.7051090 5309.36331 1.749466e+03 15.2053785 1982-1999 –> 2000-2012 3.2115042 1.5063952 12129.6284 3.566319e+03 1 10
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1356 1.7421915 5367.71127 3.745733e+02 18.0193291 1982-1999 –> 2000-2012 3.2217304 1.4795389 12121.0213 6.733214e+02 3 4
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1356 1.7452631 5372.48854 9.024585e+01 18.1343946 1982-1999 –> 2000-2012 3.2361534 1.4908902 12154.2456 1.622496e+02 6 9
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1356 1.7493018 5378.75714 1.165142e+02 18.1399202 1982-1999 –> 2000-2012 3.2411734 1.4918715 12162.9632 2.057358e+02 11 15
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1356 1.7481887 5377.03081 4.585787e+01 18.1798494 1982-1999 –> 2000-2012 3.2420106 1.4938219 12166.0996 8.509107e+01 8 15
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1356 1.7603207 5395.78652 3.315445e+01 18.5303303 1982-1999 –> 2000-2012 3.2564258 1.4961051 12190.5398 6.091885e+01 15 23
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1356 1.7642318 5401.80531 8.387090e+01 18.2109465 1982-1999 –> 2000-2012 3.2565480 1.4923163 12187.1208 1.469850e+02 17 22
SO (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate 1356 1.7544381 5384.70844 2.764495e+01 17.6061344 1982-1999 –> 2000-2012 3.2611097 1.5066715 12203.6564 5.329379e+01 13 23
SO (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + silicate 1356 1.7733765 5413.82633 1.778356e+01 17.5279841 1982-1999 –> 2000-2012 3.2659469 1.4925705 12197.7757 3.254867e+01 21 27
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1054 1.7106201 4136.81479 1.785573e+03 13.3118796 2000-2012 –> 2010-2019 3.4157292 1.7051090 9446.1781 3.535039e+03 1 2
SO (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1054 1.7203913 4148.82159 2.306138e+03 13.6724677 2000-2012 –> 2010-2019 3.4629625 1.7425711 9517.1238 4.841473e+03 6 10
SO (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1054 1.7184563 4146.44926 1.569426e+03 13.5626705 2000-2012 –> 2010-2019 3.4641051 1.7456488 9519.5370 3.037949e+03 2 9
SO (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1054 1.7185289 4146.53830 1.478322e+03 13.5533171 2000-2012 –> 2010-2019 3.4669109 1.7483820 9523.8690 2.959370e+03 3 12
SO (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1054 1.7185320 4146.54206 1.591126e+03 13.5549990 2000-2012 –> 2010-2019 3.4675689 1.7490370 9524.8885 3.234772e+03 4 14
SO (27.85,27.95] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1054 1.7185773 4144.59769 1.436182e+03 13.6084876 2000-2012 –> 2010-2019 3.4804460 1.7618687 9540.7680 2.796628e+03 5 21
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1054 1.7813069 4222.17057 3.893949e+02 16.2445566 2000-2012 –> 2010-2019 3.5029883 1.7216814 9557.7652 8.212615e+02 9 11
SO (27.85,27.95] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1054 1.7500266 4184.82449 1.663704e+03 15.2173300 2000-2012 –> 2010-2019 3.5175851 1.7675586 9591.7390 3.228131e+03 7 26
SO (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1054 1.7858381 4227.52597 6.729866e+04 16.4579504 2000-2012 –> 2010-2019 3.5307788 1.7449407 9599.5135 1.319384e+05 11 16
SO (27.85,27.95] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1054 1.7825538 4221.64557 3.662871e+02 16.0949335 2000-2012 –> 2010-2019 3.5377558 1.7552020 9607.5346 7.861568e+02 10 24
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1743 1.5243787 6430.07182 8.644258e+04 10.4731536 1982-1999 –> 2000-2012 3.0803691 1.5559904 15183.5663 1.856185e+05 1 2
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1743 1.5298249 6442.50412 3.164630e+02 11.1045755 1982-1999 –> 2000-2012 3.1372226 1.6073977 15348.6387 6.223293e+02 2 5
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1743 1.5309523 6445.07207 2.561341e+02 11.3956231 1982-1999 –> 2000-2012 3.1376965 1.6067443 15349.2973 4.983067e+02 3 5
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1743 1.5435913 6473.73320 8.401594e+01 11.3749555 1982-1999 –> 2000-2012 3.1629690 1.6193777 15414.7375 1.630847e+02 4 8
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1743 1.5466186 6480.56327 5.464172e+01 11.3268659 1982-1999 –> 2000-2012 3.1687444 1.6221258 15429.5300 1.136868e+02 5 10
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1743 1.5498140 6487.75816 9.600408e+01 11.3599709 1982-1999 –> 2000-2012 3.1742789 1.6244649 15443.4915 1.996554e+02 7 13
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1743 1.5496583 6487.40782 3.903124e+01 11.3205346 1982-1999 –> 2000-2012 3.1743240 1.6246657 15443.7216 8.084790e+01 6 13
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1743 1.5571321 6504.17998 6.615978e+01 11.4428187 1982-1999 –> 2000-2012 3.1868953 1.6297632 15475.2048 1.366001e+02 8 16
SO (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1743 1.5665591 6523.22078 1.888818e+01 10.7012175 1982-1999 –> 2000-2012 3.2057379 1.6391789 15519.2978 3.323061e+01 9 19
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1743 1.5715435 6536.29475 1.682679e+03 11.7633669 1982-1999 –> 2000-2012 3.2074205 1.6358770 15524.9031 3.401770e+03 10 19
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1269 1.8322692 5152.16505 1.000133e+05 28.4686641 2000-2012 –> 2010-2019 3.3566479 1.5243787 11582.2369 1.864559e+05 1 2
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1269 1.8781041 5214.87307 3.063402e+02 25.9578786 2000-2012 –> 2010-2019 3.4079291 1.5298249 11657.3772 6.228033e+02 2 4
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1269 1.9394450 5296.44188 2.736672e+02 31.1524152 2000-2012 –> 2010-2019 3.4703973 1.5309523 11741.5139 5.298012e+02 4 7
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1269 1.9008986 5245.49128 1.641677e+03 21.7666578 2000-2012 –> 2010-2019 3.4724421 1.5715435 11781.7860 3.324356e+03 3 13
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1269 1.9431002 5301.22072 3.532880e+01 30.0866672 2000-2012 –> 2010-2019 3.4927585 1.5496583 11788.6285 7.436004e+01 5 11
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1269 1.9549406 5316.63920 6.164455e+01 31.4436108 2000-2012 –> 2010-2019 3.4985319 1.5435913 11790.3724 1.456605e+02 11 15
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1269 1.9530759 5314.21720 5.219636e+01 31.2957947 2000-2012 –> 2010-2019 3.4996945 1.5466186 11794.7805 1.068381e+02 9 14
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1269 1.9554642 5317.31889 8.766381e+01 31.2015305 2000-2012 –> 2010-2019 3.5052783 1.5498140 11805.0770 1.836679e+02 12 19
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1269 1.9530068 5314.12735 5.584672e+01 29.8333418 2000-2012 –> 2010-2019 3.5101389 1.5571321 11818.3073 1.220065e+02 8 16
SO (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1269 1.9639865 5326.35590 1.501080e+01 32.9246220 2000-2012 –> 2010-2019 3.5305455 1.5665591 11849.5767 3.389898e+01 19 28
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 962 1.2426429 3162.00838 1.420070e+05 9.1895849 1982-1999 –> 2000-2012 2.3148648 1.0722219 7120.9882 3.109662e+05 1 2
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 962 1.3167082 3273.39718 2.997014e+02 9.1300765 1982-1999 –> 2000-2012 2.4546956 1.1379874 7390.1265 6.838460e+02 2 4
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 962 1.3294637 3291.94604 4.485773e+01 9.0338259 1982-1999 –> 2000-2012 2.4820608 1.1525971 7442.4802 1.067997e+02 3 8
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 962 1.3308812 3293.99637 1.018221e+02 9.0780110 1982-1999 –> 2000-2012 2.4820824 1.1512012 7441.3192 1.949397e+02 5 8
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 962 1.3302641 3293.10407 6.509174e+01 9.0750891 1982-1999 –> 2000-2012 2.4822796 1.1520155 7442.3006 1.527085e+02 4 8
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 962 1.3321819 3295.87588 9.240649e+01 9.0982733 1982-1999 –> 2000-2012 2.4850232 1.1528412 7446.9713 2.137164e+02 9 15
SO (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 962 1.3321613 3293.84602 1.398966e+01 9.0916907 1982-1999 –> 2000-2012 2.4865136 1.1543524 7446.4127 2.761888e+01 8 16
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 962 1.3335602 3297.86539 6.139665e+01 9.1688338 1982-1999 –> 2000-2012 2.4878386 1.1542784 7452.2623 1.444554e+02 10 17
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 962 1.3311548 3294.39182 5.397519e+02 9.3328055 1982-1999 –> 2000-2012 2.4895583 1.1584035 7458.2422 1.172730e+03 7 18
SO (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + silicate 962 1.3350330 3297.98908 8.968808e+00 9.1966303 1982-1999 –> 2000-2012 2.4925460 1.1575130 7457.8017 1.830659e+01 12 21
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 749 1.2905060 2521.61140 1.482803e+05 9.7335537 2000-2012 –> 2010-2019 2.5331488 1.2426429 5683.6198 2.902872e+05 1 2
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 749 1.4396610 2685.45265 3.002571e+02 8.0180050 2000-2012 –> 2010-2019 2.7706222 1.3309612 5979.5647 6.278408e+02 2 8
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 749 1.4541949 2700.49963 3.347822e+02 9.5149121 2000-2012 –> 2010-2019 2.7709031 1.3167082 5973.8968 6.344837e+02 4 6
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 749 1.4510669 2697.27389 5.866772e+02 9.1130293 2000-2012 –> 2010-2019 2.7822216 1.3311548 5991.6657 1.126429e+03 3 10
SO (28.05,28.1] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 749 1.4566601 2701.03695 2.007769e+02 9.5067343 2000-2012 –> 2010-2019 2.7904687 1.3338086 5997.2607 3.981990e+02 5 16
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 749 1.4632514 2709.79998 5.486852e+01 9.1989684 2000-2012 –> 2010-2019 2.7927151 1.3294637 6001.7460 9.972625e+01 6 9
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 749 1.4704534 2717.15499 8.148588e+01 9.4314075 2000-2012 –> 2010-2019 2.8007175 1.3302641 6010.2591 1.465776e+02 12 16
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 749 1.4698834 2716.57418 6.982462e+01 9.4104901 2000-2012 –> 2010-2019 2.8034436 1.3335602 6014.4396 1.312213e+02 11 21
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 749 1.4729998 2719.74686 1.007527e+02 9.4413356 2000-2012 –> 2010-2019 2.8038810 1.3308812 6013.7432 2.025748e+02 15 20
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 749 1.4726588 2719.40001 1.092657e+02 9.4608464 2000-2012 –> 2010-2019 2.8048408 1.3321819 6015.2759 2.016722e+02 14 23
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 408 0.5133871 627.80615 5.171752e+05 1.6049861 1982-1999 –> 2000-2012 1.0750775 0.5616904 1551.3109 1.067315e+06 1 2
SO (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 408 0.5506849 685.03441 9.101537e+02 3.1593969 1982-1999 –> 2000-2012 1.1516698 0.6009848 1681.5676 1.636063e+03 2 5
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 408 0.5597254 698.32168 8.995038e+02 3.2442394 1982-1999 –> 2000-2012 1.1697786 0.6100533 1711.0296 1.619850e+03 3 7
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 408 0.5608200 699.91586 9.020968e+02 3.2357185 1982-1999 –> 2000-2012 1.1710677 0.6102477 1712.9680 1.623921e+03 4 9
SO (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 408 0.5769306 723.02668 2.829169e+02 2.6470208 1982-1999 –> 2000-2012 1.1887237 0.6117930 1738.8102 5.273132e+02 5 11
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 408 0.5977616 751.97016 2.579834e+03 2.9468331 1982-1999 –> 2000-2012 1.1956357 0.5978741 1742.8987 4.282484e+03 14 16
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 408 0.5812192 729.06993 1.499069e+03 3.1759679 1982-1999 –> 2000-2012 1.2072598 0.6260406 1769.7162 2.649569e+03 6 22
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 408 0.5866419 736.64784 5.244895e+01 2.6628905 1982-1999 –> 2000-2012 1.2086753 0.6220334 1770.3590 1.016465e+02 7 20
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 408 0.5882409 738.86893 2.691506e+01 2.6813402 1982-1999 –> 2000-2012 1.2095106 0.6212698 1771.2534 5.173678e+01 8 16
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 408 0.5884980 739.22556 1.278831e+02 2.6785212 1982-1999 –> 2000-2012 1.2101668 0.6216688 1772.3036 2.443572e+02 9 19
SO (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 299 0.4804831 424.21325 2.254686e+02 2.1871004 2000-2012 –> 2010-2019 1.0574137 0.5769306 1147.2399 5.083854e+02 1 6
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 299 0.5590541 514.78289 5.132624e+05 2.8370782 2000-2012 –> 2010-2019 1.0724413 0.5133871 1142.5890 1.030438e+06 16 17
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 299 0.4908691 437.00172 3.956318e+01 2.2298439 2000-2012 –> 2010-2019 1.0775110 0.5866419 1173.6496 9.201213e+01 2 9
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 299 0.4908876 437.02422 2.314319e+01 2.2142338 2000-2012 –> 2010-2019 1.0793952 0.5885077 1176.2631 5.856119e+01 3 13
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 299 0.4911952 437.39891 1.041448e+02 2.2179373 2000-2012 –> 2010-2019 1.0796933 0.5884980 1176.6245 2.320279e+02 4 13
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 299 0.4918485 438.19374 1.845438e+01 2.2144791 2000-2012 –> 2010-2019 1.0800894 0.5882409 1177.0627 4.536945e+01 7 15
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 299 0.4912817 437.50418 4.635890e+01 2.2161456 2000-2012 –> 2010-2019 1.0802322 0.5889505 1177.3569 1.111793e+02 5 17
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + silicate 299 0.4913527 435.59062 6.613915e+00 2.2119193 2000-2012 –> 2010-2019 1.0816688 0.5903161 1175.3332 1.399158e+01 6 19
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 299 0.4938303 438.59840 9.315831e+00 2.2684971 2000-2012 –> 2010-2019 1.0823389 0.5885086 1175.8386 1.927078e+01 8 19
SO (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 299 0.5333761 486.66521 6.779695e+02 2.6440562 2000-2012 –> 2010-2019 1.0840610 0.5506849 1171.6996 1.588123e+03 12 14
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1564 1.0245266 4528.23314 6.767813e+02 7.8489971 1982-1999 –> 2000-2012 1.8852366 0.8607100 9932.6940 1.488912e+03 1 3
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1564 1.0252186 4530.34519 7.577136e+02 7.8210863 1982-1999 –> 2000-2012 1.8872534 0.8620348 9941.3394 1.665994e+03 2 6
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1564 1.0256837 4531.76395 6.799010e+02 7.8239576 1982-1999 –> 2000-2012 1.8876502 0.8619665 9942.4219 1.496122e+03 3 6
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1564 1.0273323 4536.78749 9.475364e+02 7.7943648 1982-1999 –> 2000-2012 1.8908145 0.8634822 9954.9085 2.053351e+03 4 11
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1564 1.0360309 4563.16138 5.490210e+05 8.1116160 1982-1999 –> 2000-2012 1.8964508 0.8604199 9966.1903 1.090277e+06 6 7
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1564 1.0346924 4559.11759 6.915015e+01 7.4211299 1982-1999 –> 2000-2012 1.9080269 0.8733345 10025.4337 1.415385e+02 5 22
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1564 1.0386128 4570.94717 2.327919e+02 7.5270616 1982-1999 –> 2000-2012 1.9082713 0.8696585 10019.3449 4.767615e+02 9 17
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1564 1.0393275 4573.09874 8.666136e+01 7.4977037 1982-1999 –> 2000-2012 1.9102411 0.8709136 10027.6229 1.727267e+02 10 20
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1564 1.0393723 4573.23364 8.639933e+01 7.4958130 1982-1999 –> 2000-2012 1.9103419 0.8709695 10028.0307 1.722658e+02 11 22
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1564 1.0395684 4573.82383 9.657493e+01 7.4995621 1982-1999 –> 2000-2012 1.9103506 0.8707821 10027.7068 1.899469e+02 12 21
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1170 1.0469277 3441.62821 7.357995e+02 5.3005527 2000-2012 –> 2010-2019 2.0714542 1.0245266 7969.8614 1.412581e+03 1 2
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1170 1.0470930 3441.99775 8.255070e+02 5.3066597 2000-2012 –> 2010-2019 2.0723116 1.0252186 7972.3429 1.583221e+03 2 4
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1170 1.0475525 3443.02445 7.388681e+02 5.3000516 2000-2012 –> 2010-2019 2.0732362 1.0256837 7974.7884 1.418769e+03 3 6
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1170 1.0482111 3444.49513 1.073254e+03 5.2627843 2000-2012 –> 2010-2019 2.0755434 1.0273323 7981.2826 2.020791e+03 4 8
SO (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1170 1.0486191 3445.40558 1.124708e+03 5.4252142 2000-2012 –> 2010-2019 2.0850918 1.0364728 8009.9009 2.173471e+03 5 12
SO (28.1,28.2] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1170 1.0489441 3444.13072 5.317475e+02 5.4736315 2000-2012 –> 2010-2019 2.0854275 1.0364835 8006.6583 1.013842e+03 6 14
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1170 1.0522548 3453.50466 6.990280e+01 4.9581455 2000-2012 –> 2010-2019 2.0869472 1.0346924 8012.6223 1.390529e+02 7 12
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1170 1.0569322 3463.88321 5.983172e+05 4.7912484 2000-2012 –> 2010-2019 2.0929630 1.0360309 8027.0446 1.147338e+06 13 19
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1170 1.0564258 3462.76184 2.129384e+02 4.7648016 2000-2012 –> 2010-2019 2.0950386 1.0386128 8033.7090 4.457303e+02 8 17
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1170 1.0566466 3463.25083 9.120508e+01 4.7587175 2000-2012 –> 2010-2019 2.0959741 1.0393275 8036.3496 1.778664e+02 9 19
SO (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 446 0.3711142 395.50218 1.058791e+03 1.7253261 1982-1999 –> 2000-2012 0.7261019 0.3549877 876.3207 1.919174e+03 1 3
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 446 0.3753086 405.52734 1.047738e+03 1.7452026 1982-1999 –> 2000-2012 0.7336329 0.3583242 897.7403 1.902355e+03 2 5
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 446 0.3758183 406.73791 1.049985e+03 1.7468332 1982-1999 –> 2000-2012 0.7341865 0.3583681 899.1001 1.905904e+03 3 7
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 446 0.3906175 441.18960 2.267839e+03 1.8153605 1982-1999 –> 2000-2012 0.7450033 0.3543858 919.9412 4.979793e+03 5 6
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 446 0.3881939 435.63779 1.140641e+03 1.7711438 1982-1999 –> 2000-2012 0.7568095 0.3686156 962.3400 2.007785e+03 4 10
SO (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate 446 0.4195979 503.02824 5.506025e+02 1.7270209 1982-1999 –> 2000-2012 0.7782802 0.3586823 994.4577 1.008330e+03 17 22
SO (28.15,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 446 0.4082322 480.53332 3.705065e+02 1.8644637 1982-1999 –> 2000-2012 0.7935473 0.3853151 1061.2013 6.727897e+02 6 13
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 446 0.4143945 493.89758 5.816342e+01 1.8931423 1982-1999 –> 2000-2012 0.8035078 0.3891132 1086.5128 1.183526e+02 7 15
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 446 0.4144617 494.04220 3.463777e+01 1.8988297 1982-1999 –> 2000-2012 0.8038742 0.3894124 1087.5938 6.533421e+01 8 17
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 446 0.4147232 494.60481 7.549361e+01 1.9046132 1982-1999 –> 2000-2012 0.8041967 0.3894735 1088.3472 1.492795e+02 9 19
SO (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 376 0.3848016 362.86115 8.665874e+02 1.7997836 2000-2012 –> 2010-2019 0.7559158 0.3711142 758.3633 1.925378e+03 12 13
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 376 0.3877653 368.63076 8.592520e+02 1.7851371 2000-2012 –> 2010-2019 0.7630739 0.3753086 774.1581 1.906990e+03 13 15
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 376 0.3884446 369.94697 8.606951e+02 1.7898486 2000-2012 –> 2010-2019 0.7642629 0.3758183 776.6849 1.910680e+03 14 17
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 376 0.3809556 355.30733 2.037672e+03 1.4269540 2000-2012 –> 2010-2019 0.7715731 0.3906175 796.4969 4.305511e+03 9 14
SO (28.15,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 376 0.3722656 337.95465 3.019631e+02 1.5994395 2000-2012 –> 2010-2019 0.7804978 0.4082322 818.4880 6.724696e+02 1 7
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 376 0.4013764 394.57438 1.000884e+03 1.7945914 2000-2012 –> 2010-2019 0.7895703 0.3881939 830.2122 2.141525e+03 16 20
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 376 0.3767897 347.03858 2.899029e+01 1.6314224 2000-2012 –> 2010-2019 0.7912514 0.4144617 841.0808 6.362807e+01 2 10
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 376 0.3768953 347.24925 5.182949e+01 1.6278323 2000-2012 –> 2010-2019 0.7912898 0.4143945 841.1468 1.099929e+02 3 10
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 376 0.3769843 347.42689 7.692908e+01 1.6360912 2000-2012 –> 2010-2019 0.7917075 0.4147232 842.0317 1.524227e+02 4 13
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 376 0.3773161 348.08843 4.632433e+01 1.6781617 2000-2012 –> 2010-2019 0.7943334 0.4170174 847.6139 9.682615e+01 5 17
SO (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1896 0.7468880 4287.95732 1.141089e+03 7.8362845 1982-1999 –> 2000-2012 1.3810892 0.6342012 9370.2277 2.187093e+03 1 2
SO (28.2, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1896 0.7574835 4341.37379 9.150371e+02 7.6386331 1982-1999 –> 2000-2012 1.3937928 0.6363093 9441.0996 1.862638e+03 4 6
SO (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1896 0.7592761 4350.33657 1.102676e+03 7.5820745 1982-1999 –> 2000-2012 1.3959937 0.6367177 9453.4370 2.193167e+03 5 8
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1896 0.7524563 4316.12312 2.197156e+03 9.9027263 1982-1999 –> 2000-2012 1.3971021 0.6446458 9484.3147 4.324637e+03 2 7
SO (28.2, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1896 0.7616929 4362.38779 1.194321e+03 7.4995115 1982-1999 –> 2000-2012 1.3992816 0.6375887 9472.6792 2.370499e+03 6 10
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1896 0.7634158 4370.95513 1.491825e+02 12.0284175 1982-1999 –> 2000-2012 1.4313021 0.6678863 9725.4398 2.911819e+02 7 15
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1896 0.7653971 4380.78377 2.184654e+01 12.0202718 1982-1999 –> 2000-2012 1.4331637 0.6677666 9734.3257 3.953588e+01 8 15
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 1896 0.7656648 4380.10973 1.335931e+01 11.9282251 1982-1999 –> 2000-2012 1.4337909 0.6681262 9734.4829 2.611836e+01 9 18
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1896 0.7690602 4398.88879 1.273775e+02 12.2883951 1982-1999 –> 2000-2012 1.4407293 0.6716691 9783.0809 2.419809e+02 11 23
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1896 0.7691189 4399.17800 8.550627e+01 12.2787352 1982-1999 –> 2000-2012 1.4407890 0.6716701 9783.3779 1.545828e+02 12 25
SO (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1380 0.8118068 3354.82979 1.058346e+03 7.4380451 2000-2012 –> 2010-2019 1.5586947 0.7468880 7642.7871 2.199435e+03 1 2
SO (28.2, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1380 0.8196671 3381.42521 8.135616e+02 7.1866662 2000-2012 –> 2010-2019 1.5771507 0.7574835 7722.7990 1.728599e+03 2 6
SO (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1380 0.8211356 3386.36535 9.993303e+02 7.1348421 2000-2012 –> 2010-2019 1.5804116 0.7592761 7736.7019 2.102007e+03 3 8
SO (28.2, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1380 0.8223950 3390.59527 1.085656e+03 7.0885977 2000-2012 –> 2010-2019 1.5840879 0.7616929 7752.9831 2.279977e+03 4 10
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1380 0.8530839 3491.71360 1.797230e+03 7.8756644 2000-2012 –> 2010-2019 1.6055402 0.7524563 7807.8367 3.994386e+03 5 7
SO (28.2, Inf] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 1380 0.8695781 3542.56838 8.061406e+02 6.6800437 2000-2012 –> 2010-2019 1.6558105 0.7862324 8023.1965 1.716474e+03 6 27
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1380 0.9178478 3693.67306 1.379377e+02 11.8165831 2000-2012 –> 2010-2019 1.6812636 0.7634158 8064.6282 2.871203e+02 8 15
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1380 0.9219723 3706.04780 1.955649e+01 11.5886694 2000-2012 –> 2010-2019 1.6873694 0.7653971 8086.8316 4.140303e+01 9 17
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 1380 0.9219738 3704.05232 1.238639e+01 11.5966246 2000-2012 –> 2010-2019 1.6876386 0.7656648 8084.1620 2.574570e+01 10 19
SO (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1380 0.9366064 3749.51196 7.778603e+04 11.9043689 2000-2012 –> 2010-2019 1.6897068 0.7531004 8068.8796 1.587419e+05 20 23
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1821 0.7243731 4007.41585 5.430939e+02 4.3769253 1982-1999 –> 2000-2012 1.3366183 0.6122452 8672.2795 1.085620e+03 1 3
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1821 0.7251950 4011.54592 4.731763e+02 4.3915210 1982-1999 –> 2000-2012 1.3375356 0.6123407 8677.1907 9.316905e+02 2 5
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1821 0.7257280 4014.22198 6.432262e+02 4.4085207 1982-1999 –> 2000-2012 1.3382943 0.6125663 8681.7125 1.242434e+03 3 7
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1821 0.7279452 4025.33172 5.147645e+02 4.4129567 1982-1999 –> 2000-2012 1.3421274 0.6141822 8706.0210 9.966883e+02 4 10
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1821 0.7298974 4035.08546 6.488752e+02 4.3758919 1982-1999 –> 2000-2012 1.3441781 0.6142808 8716.5788 1.269692e+03 5 12
SO (28.2,28.3] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1821 0.7347788 4057.36169 4.630044e+02 4.9845478 1982-1999 –> 2000-2012 1.3503103 0.6155315 8747.0452 9.021040e+02 6 16
SO (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1821 0.7477948 4123.31187 6.549730e+02 4.8877872 1982-1999 –> 2000-2012 1.3618185 0.6140237 8802.7080 1.281269e+03 7 12
SO (28.2,28.3] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1821 0.7610635 4185.36789 5.005063e+02 6.0668503 1982-1999 –> 2000-2012 1.3768727 0.6158092 8877.3113 9.666138e+02 8 19
SO (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1821 0.7734262 4246.05306 8.274829e+02 6.3763145 1982-1999 –> 2000-2012 1.4004704 0.6270443 9030.5770 1.593663e+03 10 23
SO (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1821 0.7742905 4250.12076 6.487315e+02 6.4255134 1982-1999 –> 2000-2012 1.4016281 0.6273376 9036.9879 1.293199e+03 11 25
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1380 0.7400108 3099.26039 5.004208e+02 3.3721953 2000-2012 –> 2010-2019 1.4643838 0.7243731 7106.6762 1.043515e+03 1 2
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1380 0.7413279 3104.16854 4.578873e+02 3.3829902 2000-2012 –> 2010-2019 1.4665229 0.7251950 7115.7145 9.310636e+02 2 4
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1380 0.7421141 3107.09423 6.365811e+02 3.3975402 2000-2012 –> 2010-2019 1.4678422 0.7257280 7121.3162 1.279807e+03 3 6
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1380 0.7444597 3115.80401 4.837196e+02 3.3923360 2000-2012 –> 2010-2019 1.4724050 0.7279452 7141.1357 9.984841e+02 4 8
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1380 0.7469678 3125.08688 7.116715e+02 3.6752428 2000-2012 –> 2010-2019 1.4768652 0.7298974 7160.1723 1.360547e+03 5 10
SO (28.2,28.3] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1380 0.7607182 3173.43178 4.571210e+02 4.1388188 2000-2012 –> 2010-2019 1.4954971 0.7347788 7230.7935 9.201253e+02 6 12
SO (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1380 0.7839164 3258.34024 7.143016e+02 4.2399137 2000-2012 –> 2010-2019 1.5317112 0.7477948 7381.6521 1.369275e+03 8 15
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1380 0.7790422 3241.12587 4.588649e+02 2.9144998 2000-2012 –> 2010-2019 1.5489560 0.7699138 7470.6016 8.903161e+02 7 16
SO (28.2,28.3] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1380 0.7947902 3294.36145 2.346537e+02 3.2520629 2000-2012 –> 2010-2019 1.5704206 0.7756304 7548.7794 4.864144e+02 11 24
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1380 0.7930080 3290.16582 4.164457e+01 3.3182198 2000-2012 –> 2010-2019 1.5767197 0.7837117 7584.3334 9.536012e+01 9 25
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2252 0.9387693 6120.31150 1.360444e+02 9.3786242 1982-1999 –> 2000-2012 1.7463964 0.8076271 13611.8918 2.270537e+02 1 3
SO (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2252 0.9395530 6124.07022 1.364515e+02 9.2973084 1982-1999 –> 2000-2012 1.7465955 0.8070425 13611.1579 2.283949e+02 2 3
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2252 0.9428358 6139.77949 9.627505e+00 8.8371933 1982-1999 –> 2000-2012 1.7555082 0.8126724 13669.9956 2.026160e+01 5 8
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2252 0.9442132 6146.35493 1.251793e+01 8.5974501 1982-1999 –> 2000-2012 1.7635239 0.8193107 13727.0424 2.526843e+01 6 12
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2252 0.9495964 6171.96029 1.350898e+02 8.9514721 1982-1999 –> 2000-2012 1.7661697 0.8165732 13731.8847 2.457317e+02 8 12
SO (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 2252 0.9510475 6176.83781 9.563327e+00 9.1445272 1982-1999 –> 2000-2012 1.7676262 0.8165787 13734.8035 1.970106e+01 10 15
SO (28.3, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2252 0.9500976 6172.33669 1.244635e+01 9.1754197 1982-1999 –> 2000-2012 1.7697338 0.8196362 13753.4889 2.511974e+01 9 16
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2252 0.9401558 6126.95890 1.803358e+02 8.4201573 1982-1999 –> 2000-2012 1.7750389 0.8348831 13824.4576 2.910685e+02 3 19
SO (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 2252 0.9407564 6127.83505 1.334873e+02 8.6766555 1982-1999 –> 2000-2012 1.7792205 0.8384641 13849.8872 2.242901e+02 4 22
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2252 0.9548562 6196.83885 9.434387e+01 8.7348158 1982-1999 –> 2000-2012 1.7818298 0.8269737 13835.2825 1.794693e+02 12 20
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1765 1.0300867 5127.49260 2.526902e+02 10.2950849 2000-2012 –> 2010-2019 1.9702425 0.9401558 11254.4515 4.330259e+02 1 4
SO (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1765 1.0338830 5140.47833 1.800487e+02 10.2696052 2000-2012 –> 2010-2019 1.9734360 0.9395530 11264.5485 3.165002e+02 3 5
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1765 1.0354994 5145.99300 1.808936e+02 10.8876301 2000-2012 –> 2010-2019 1.9742687 0.9387693 11266.3045 3.169380e+02 6 7
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1765 1.0339096 5140.56914 1.258189e+01 9.3260212 2000-2012 –> 2010-2019 1.9767454 0.9428358 11280.3486 2.220939e+01 4 9
SO (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 1765 1.0360495 5145.86766 1.764288e+02 11.3500811 2000-2012 –> 2010-2019 1.9768059 0.9407564 11273.7027 3.099161e+02 7 11
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1765 1.0335982 5139.50576 1.466134e+01 9.1353918 2000-2012 –> 2010-2019 1.9778114 0.9442132 11285.8607 2.717927e+01 2 8
SO (28.3, Inf] 4 cstar_tref ~ sal + temp + nitrate + silicate 1765 1.0340464 5139.03631 4.387008e+00 9.5909947 2000-2012 –> 2010-2019 1.9814791 0.9474326 11298.7220 7.973364e+00 5 12
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1765 1.0446541 5177.06394 1.498275e+02 9.4752621 2000-2012 –> 2010-2019 1.9942505 0.9495964 11349.0242 2.849173e+02 8 16
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1765 1.0454414 5179.72332 1.003317e+02 9.1698128 2000-2012 –> 2010-2019 2.0002976 0.9548562 11376.5622 1.946756e+02 9 21
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1765 1.0455911 5180.22888 2.893070e+01 9.1765066 2000-2012 –> 2010-2019 2.0004788 0.9548877 11377.2162 5.537277e+01 10 23

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 2.8703533 1159.7760
Atlantic (-Inf,26] 2000-2012 –> 2010-2019 2.7255437 748.7238
Atlantic (26,26.5] 1982-1999 –> 2000-2012 7.3949398 12408.4620
Atlantic (26,26.5] 2000-2012 –> 2010-2019 7.6104551 9248.2738
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 6.9882802 15679.7722
Atlantic (26.5,26.75] 2000-2012 –> 2010-2019 7.3523614 11966.0218
Atlantic (26.75,27] 1982-1999 –> 2000-2012 3.9231020 19923.6643
Atlantic (26.75,27] 2000-2012 –> 2010-2019 4.5739673 16260.2896
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.7947453 17604.8887
Atlantic (27,27.25] 2000-2012 –> 2010-2019 4.6354194 14406.0607
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 4.0944858 17602.3238
Atlantic (27.25,27.5] 2000-2012 –> 2010-2019 5.1433672 14427.6279
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 3.6583730 20187.6641
Atlantic (27.5,27.75] 2000-2012 –> 2010-2019 4.0742874 15565.7435
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 3.4494449 6916.4073
Atlantic (27.75,27.85] 2000-2012 –> 2010-2019 3.9119369 5456.4363
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 6.6269655 8184.2729
Atlantic (27.85,27.95] 2000-2012 –> 2010-2019 6.7072492 6140.2429
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 5.6831971 8943.6467
Atlantic (27.95,28.05] 2000-2012 –> 2010-2019 5.5740709 6291.5137
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 0.2635922 -1195.5233
Atlantic (28.05,28.1] 2000-2012 –> 2010-2019 0.2847171 -763.6214
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 0.2806404 -1435.9257
Atlantic (28.1,28.15] 2000-2012 –> 2010-2019 0.2647904 -1134.9857
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 0.4071201 -971.2069
Atlantic (28.15,28.2] 2000-2012 –> 2010-2019 0.3542100 -1185.6964
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 0.3482371 -1553.4320
Atlantic (28.2, Inf] 2000-2012 –> 2010-2019 0.3460532 -1263.6611
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 11.8565733 74557.9331
Indo-Pacific (-Inf,26] 2000-2012 –> 2010-2019 11.8128146 56086.8861
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 8.1198480 71523.0026
Indo-Pacific (26,26.5] 2000-2012 –> 2010-2019 8.2902250 52398.5556
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 5.8945795 51387.5667
Indo-Pacific (26.5,26.75] 2000-2012 –> 2010-2019 6.1575236 38337.7740
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 5.6661538 54544.9494
Indo-Pacific (26.75,27] 2000-2012 –> 2010-2019 6.0866238 42678.7935
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 3.8575405 42832.7981
Indo-Pacific (27,27.25] 2000-2012 –> 2010-2019 4.4665921 34974.2211
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 3.2241850 32968.4462
Indo-Pacific (27.25,27.5] 2000-2012 –> 2010-2019 3.7991114 27364.2078
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 2.6823161 25833.7728
Indo-Pacific (27.5,27.75] 2000-2012 –> 2010-2019 3.0687622 21040.7408
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 1.2383502 4924.7946
Indo-Pacific (27.75,27.85] 2000-2012 –> 2010-2019 1.4734360 4490.5679
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 1.2596187 7555.3572
Indo-Pacific (27.85,27.95] 2000-2012 –> 2010-2019 1.4197182 6575.9970
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 1.1897613 5947.3046
Indo-Pacific (27.95,28.05] 2000-2012 –> 2010-2019 1.2672224 4525.2089
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 0.9353157 3294.3562
Indo-Pacific (28.05,28.1] 2000-2012 –> 2010-2019 0.8615976 2162.6502
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2012 1.2908242 10334.3496
Indo-Pacific (28.1,28.2] 2000-2012 –> 2010-2019 1.2538993 7082.8840
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2012 1.0975492 23430.6337
Indo-Pacific (28.2,28.3] 2000-2012 –> 2010-2019 1.0908005 17073.1672
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2012 0.4274435 -653.7597
Indo-Pacific (28.3, Inf] 2000-2012 –> 2010-2019 0.4363807 -451.0189
SO (26,26.5] 1982-1999 –> 2000-2012 2.4075101 675.4245
SO (26,26.5] 2000-2012 –> 2010-2019 2.2795347 485.2275
SO (26.5,26.75] 1982-1999 –> 2000-2012 4.0963842 2938.9006
SO (26.5,26.75] 2000-2012 –> 2010-2019 4.0811718 2300.8833
SO (26.75,27] 1982-1999 –> 2000-2012 5.1383273 11812.7850
SO (26.75,27] 2000-2012 –> 2010-2019 4.9261079 8628.1287
SO (27,27.25] 1982-1999 –> 2000-2012 3.7953046 24131.2022
SO (27,27.25] 2000-2012 –> 2010-2019 3.8274855 18049.0809
SO (27.25,27.5] 1982-1999 –> 2000-2012 2.7962809 22255.5155
SO (27.25,27.5] 2000-2012 –> 2010-2019 3.1779624 17911.9641
SO (27.5,27.75] 1982-1999 –> 2000-2012 2.5400013 24488.8726
SO (27.5,27.75] 2000-2012 –> 2010-2019 2.8948830 19894.5591
SO (27.75,27.85] 1982-1999 –> 2000-2012 2.5549091 9672.6706
SO (27.75,27.85] 2000-2012 –> 2010-2019 2.6811277 7297.5625
SO (27.85,27.95] 1982-1999 –> 2000-2012 3.2396181 12160.7883
SO (27.85,27.95] 2000-2012 –> 2010-2019 3.4846831 9542.8917
SO (27.95,28.05] 1982-1999 –> 2000-2012 3.1635658 15413.2389
SO (27.95,28.05] 2000-2012 –> 2010-2019 3.4744364 11760.9656
SO (28.05,28.1] 1982-1999 –> 2000-2012 2.4657463 7409.8905
SO (28.05,28.1] 2000-2012 –> 2010-2019 2.7652963 5968.1471
SO (28.1,28.15] 1982-1999 –> 2000-2012 1.1787565 1722.2217
SO (28.1,28.15] 2000-2012 –> 2010-2019 1.0774845 1169.3657
SO (28.1,28.2] 1982-1999 –> 2000-2012 1.8994637 9986.5693
SO (28.1,28.2] 2000-2012 –> 2010-2019 2.0833988 8002.4560
SO (28.15,28.2] 1982-1999 –> 2000-2012 0.7679140 987.3555
SO (28.15,28.2] 2000-2012 –> 2010-2019 0.7793476 812.6277
SO (28.2, Inf] 1982-1999 –> 2000-2012 1.4147035 9598.2465
SO (28.2, Inf] 2000-2012 –> 2010-2019 1.6307674 7899.0806
SO (28.2,28.3] 1982-1999 –> 2000-2012 1.3589854 8794.8412
SO (28.2,28.3] 2000-2012 –> 2010-2019 1.5071324 7286.1175
SO (28.3, Inf] 1982-1999 –> 2000-2012 1.7651643 13734.9892
SO (28.3, Inf] 2000-2012 –> 2010-2019 1.9825816 11302.6741

5.5 Target variable coefficients

A data frame to map the target variable is prepared.

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

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

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

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

lm_best_target <- left_join(lm_best_target, lm_all_fitted_wide)

rm(eras_era, eras_forward, eras_backward,
   lm_all_fitted)

5.6 Plot selected model residuals

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

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

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

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

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

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

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

5.7 Cant coeffcients

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

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

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

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

5.8 Write files

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

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

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

6 Model diagnotics

6.1 Selection criterion vs predictors

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

6.1.1 All models

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

6.1.2 Best models

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

6.2 RMSE correlation between eras

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

6.2.1 All models

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

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

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

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2012
(-Inf,26] 7 5 7 8 10 5 8
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 8 4 8 8 4 10 7
(26.75,27] 9 4 8 7 5 10 6
(27,27.25] 9 5 9 5 9 7 4
(27.25,27.5] 8 10 6 6 5 5 9
(27.5,27.75] 4 4 4 10 10 4 10
(27.75,27.85] 8 3 8 8 9 6 7
(27.85,27.95] 6 6 6 8 5 10 8
(27.95,28.05] 7 10 7 8 3 4 9
(28.05,28.1] 7 3 7 9 6 9 7
(28.1,28.15] 9 10 8 7 3 4 7
(28.15,28.2] 9 10 6 5 7 8 4
(28.2, Inf] 9 10 5 5 10 3 5
total 107.00 90.00 95.00 101.00 96.00 91.00 99.00
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 5 8 7 4 10 6
(26.75,27] 9 3 9 6 6 10 5
(27,27.25] 7 3 7 7 10 10 3
(27.25,27.5] 9 10 5 4 10 4 5
(27.5,27.75] 4 4 4 10 10 4 10
(27.75,27.85] 8 3 8 7 9 8 6
(27.85,27.95] 6 6 6 8 5 10 8
(27.95,28.05] 7 10 7 8 3 4 9
(28.05,28.1] 7 3 7 9 6 9 7
(28.1,28.15] 9 10 9 6 3 5 6
(28.15,28.2] 8 10 5 6 10 4 5
(28.2, Inf] 9 10 5 5 10 3 5
total 107.00 87.00 94.00 98.00 106.00 91.00 90.00
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] 9 10 8 7 4 3 7
(26.75,27] 8 10 8 7 5 3 7
(27,27.25] 9 10 8 7 4 3 7
(27.25,27.5] 9 10 8 7 4 3 7
(27.5,27.75] 9 10 8 7 4 3 7
(27.75,27.85] 9 10 8 7 4 3 7
(27.85,27.95] 9 7 9 9 6 3 6
(27.95,28.05] 7 4 8 8 5 10 7
(28.05,28.1] 8 4 8 6 7 10 6
(28.1,28.2] 7 5 7 8 5 10 8
(28.2,28.3] 6 10 8 6 4 10 4
(28.3, Inf] 5 4 5 9 10 10 4
total 111.00 104.00 109.00 103.00 78.00 83.00 91.00
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] 9 10 8 7 4 3 7
(26.75,27] 8 10 8 7 5 3 7
(27,27.25] 9 10 8 7 4 3 7
(27.25,27.5] 9 10 8 7 4 3 7
(27.5,27.75] 9 10 8 7 4 3 7
(27.75,27.85] 9 10 8 7 4 3 7
(27.85,27.95] 9 5 9 8 7 3 8
(27.95,28.05] 8 4 8 6 7 10 6
(28.05,28.1] 7 4 8 7 8 10 5
(28.1,28.2] 7 5 8 7 6 10 7
(28.2,28.3] 6 10 8 6 4 10 4
(28.3, Inf] 5 3 5 9 10 10 5
total 110.00 103.00 109.00 100.00 83.00 82.00 91.00
SO - 1982-1999 --> 2000-2012
(26,26.5] 8 10 7 8 4 4 8
(26.5,26.75] 7 10 7 8 4 3 9
(26.75,27] 7 5 7 9 7 4 10
(27,27.25] 7 2 7 9 7 7 9
(27.25,27.5] 8 6 5 9 7 4 10
(27.5,27.75] 8 10 4 6 4 10 6
(27.75,27.85] 9 8 5 7 3 10 6
(27.85,27.95] 6 4 5 5 10 10 8
(27.95,28.05] 6 4 5 7 10 9 8
(28.05,28.1] 7 3 5 7 10 8 8
(28.1,28.15] 7 7 6 7 10 5 8
(28.1,28.2] 8 5 7 7 10 5 8
(28.15,28.2] 6 6 8 6 10 5 8
(28.2, Inf] 9 10 6 5 6 8 5
(28.2,28.3] 7 10 8 7 8 4 4
(28.3, Inf] 5 9 5 5 10 10 3
total 115.00 109.00 97.00 112.00 120.00 106.00 118.00
SO - 2000-2012 --> 2010-2019
(26,26.5] 7 10 7 8 4 3 9
(26.5,26.75] 7 10 7 8 4 3 9
(26.75,27] 6 4 6 10 7 5 10
(27,27.25] 7 3 6 8 7 7 10
(27.25,27.5] 5 8 4 8 8 6 10
(27.5,27.75] 8 10 6 5 5 10 4
(27.75,27.85] 4 10 9 5 4 10 5
(27.85,27.95] 6 9 7 7 3 10 6
(27.95,28.05] 6 4 5 7 10 9 8
(28.05,28.1] 8 4 6 8 10 7 6
(28.1,28.15] 7 3 5 7 10 8 8
(28.1,28.2] 6 7 8 8 10 4 6
(28.15,28.2] 7 6 7 6 10 6 8
(28.2, Inf] 9 10 6 5 4 9 5
(28.2,28.3] 8 10 6 6 10 4 4
(28.3, Inf] 5 8 5 5 10 10 5
total 106.00 116.00 100.00 111.00 116.00 111.00 113.00

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

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

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

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

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

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

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

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