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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 + aou + nitrate + phosphate + phosphate_star 144 1.0895542 447.3557 1.275418e+02 4.566786 1982-1999 –> 2000-2012 2.4959978 1.4064436 1200.5568 2.538199e+02 4 5
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 144 1.0889332 447.1915 3.637910e+01 4.777180 1982-1999 –> 2000-2012 2.5005631 1.4116299 1201.9385 7.106101e+01 1 3
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 144 1.0891992 447.2618 1.476622e+01 4.835849 1982-1999 –> 2000-2012 2.5024611 1.4132619 1202.4942 2.797681e+01 2 5
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 144 1.0895381 447.3514 1.513108e+01 4.882131 1982-1999 –> 2000-2012 2.5047616 1.4152235 1203.1663 2.896145e+01 3 7
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 144 1.0927466 448.1983 9.281636e+01 4.809963 1982-1999 –> 2000-2012 2.5197622 1.4270156 1207.4983 1.911066e+02 8 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 144 1.0917596 447.9380 2.797622e+01 4.999190 1982-1999 –> 2000-2012 2.5242007 1.4324411 1208.8318 5.269335e+01 5 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 144 1.0919031 447.9759 1.344034e+01 5.050546 1982-1999 –> 2000-2012 2.5258621 1.4339590 1209.3145 2.450891e+01 6 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 144 1.0921188 448.0328 9.451370e+00 5.087642 1982-1999 –> 2000-2012 2.5275821 1.4354633 1209.8118 1.779392e+01 7 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 144 1.0928876 448.2354 3.597066e+04 5.092473 1982-1999 –> 2000-2012 2.5284811 1.4355934 1210.0525 6.613068e+04 9 18
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 144 1.0943541 446.6216 6.808385e+01 4.903249 1982-1999 –> 2000-2012 2.5321656 1.4378115 1207.0871 1.249131e+02 13 23
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 101 1.2710158 349.0685 3.893979e+04 5.092909 2000-2012 –> 2010-2019 2.3639034 1.0928876 797.3039 7.491044e+04 2 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 101 1.2911514 352.2435 1.116158e+02 4.916365 2000-2012 –> 2010-2019 2.3807057 1.0895542 799.5992 2.391576e+02 4 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 101 1.2194024 340.6945 7.443499e+01 4.085197 2000-2012 –> 2010-2019 2.3826424 1.1632399 806.8970 1.730388e+02 1 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 101 1.2904691 352.1368 8.556494e+01 5.271865 2000-2012 –> 2010-2019 2.3832157 1.0927466 800.3350 1.783813e+02 3 11
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 101 1.2944260 350.7552 6.534630e+01 5.126914 2000-2012 –> 2010-2019 2.3887801 1.0943541 797.3768 1.334302e+02 5 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 101 1.3002400 353.6605 3.338254e+01 5.013236 2000-2012 –> 2010-2019 2.3891732 1.0889332 800.8519 6.976164e+01 7 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 101 1.2997958 353.5914 2.417337e+01 5.379608 2000-2012 –> 2010-2019 2.3915554 1.0917596 801.5294 5.214959e+01 6 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 101 1.3024499 354.0035 1.174932e+01 5.034973 2000-2012 –> 2010-2019 2.3916490 1.0891992 801.2653 2.651554e+01 9 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 101 1.3014764 353.8524 1.106710e+01 5.396490 2000-2012 –> 2010-2019 2.3933795 1.0919031 801.8283 2.450744e+01 8 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 101 1.3047073 354.3533 1.258197e+01 5.055996 2000-2012 –> 2010-2019 2.3942454 1.0895381 801.7047 2.771306e+01 12 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1071 3.1050795 5480.3366 3.538898e+02 11.222082 1982-1999 –> 2000-2012 6.3002634 3.1951839 13215.4414 7.220804e+02 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1071 3.1422343 5505.8152 5.798787e+01 10.569952 1982-1999 –> 2000-2012 6.4429196 3.3006853 13338.1166 1.098656e+02 2 4
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1071 3.2028584 5546.7479 1.441620e+01 11.239585 1982-1999 –> 2000-2012 6.5180936 3.3152351 13392.2094 2.910905e+01 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1071 3.2064284 5549.1340 1.362796e+01 11.245505 1982-1999 –> 2000-2012 6.5268129 3.3203846 13399.2393 2.852333e+01 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1071 3.2273953 5563.0950 1.369711e+01 11.244976 1982-1999 –> 2000-2012 6.5734751 3.3460798 13436.2652 2.865266e+01 5 10
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1071 3.2599547 5582.5962 1.259993e+01 11.357016 1982-1999 –> 2000-2012 6.6642662 3.4043115 13505.3881 2.622084e+01 6 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1071 3.3637972 5651.7633 3.578654e+02 11.996880 1982-1999 –> 2000-2012 6.7215282 3.3577309 13535.3335 7.317154e+02 7 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1071 3.4457292 5703.3107 1.340824e+01 11.990926 1982-1999 –> 2000-2012 6.9081810 3.4624517 13678.7698 2.814371e+01 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1071 3.4553591 5709.2887 1.359789e+01 11.989135 1982-1999 –> 2000-2012 6.9302696 3.4749104 13695.4943 2.852601e+01 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1071 3.4570847 5710.3581 1.363908e+01 11.993783 1982-1999 –> 2000-2012 6.9363585 3.4792739 13700.3184 2.862146e+01 10 20
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 830 3.2567039 4329.4259 3.689457e+02 10.403987 2000-2012 –> 2010-2019 6.3617834 3.1050795 9809.7624 7.228355e+02 2 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 830 3.2493386 4325.6674 6.147271e+01 9.882490 2000-2012 –> 2010-2019 6.3915729 3.1422343 9831.4826 1.194606e+02 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 830 3.3333730 4368.0526 1.855802e+01 10.522139 2000-2012 –> 2010-2019 6.5362314 3.2028584 9914.8005 3.297423e+01 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 830 3.3361511 4369.4355 1.306343e+01 10.526177 2000-2012 –> 2010-2019 6.5425795 3.2064284 9918.5695 2.669139e+01 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 830 3.3516321 4377.1207 1.414022e+01 10.534293 2000-2012 –> 2010-2019 6.5790274 3.2273953 9940.2157 2.783733e+01 5 10
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 830 3.3842360 4391.1907 1.197837e+01 10.522036 2000-2012 –> 2010-2019 6.6441907 3.2599547 9973.7869 2.457830e+01 6 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 830 3.5544334 4474.6428 3.717280e+02 10.983336 2000-2012 –> 2010-2019 6.9182307 3.3637972 10126.4061 7.295934e+02 7 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 830 3.6296380 4509.3986 1.557753e+01 11.067981 2000-2012 –> 2010-2019 7.0753673 3.4457292 10212.7093 2.898577e+01 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 830 3.6376538 4513.0606 1.295641e+01 11.067656 2000-2012 –> 2010-2019 7.0930130 3.4553591 10222.3493 2.655430e+01 10 19
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 830 3.6378702 4513.1593 1.299489e+01 11.070042 2000-2012 –> 2010-2019 7.0949548 3.4570847 10223.5174 2.663396e+01 11 21
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1339 3.1751788 6907.9821 8.806399e+04 11.200219 1982-1999 –> 2000-2012 6.2218524 3.0466736 16294.0410 1.744245e+05 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1339 3.1927182 6922.7344 4.064936e+02 11.208209 1982-1999 –> 2000-2012 6.2859928 3.0932746 16364.9589 8.870773e+02 2 4
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1339 3.2401315 6962.2115 2.310460e+03 11.672517 1982-1999 –> 2000-2012 6.3574033 3.1172718 16433.0294 4.780230e+03 3 6
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1339 3.2546413 6974.1772 3.283221e+01 11.645334 1982-1999 –> 2000-2012 6.3922825 3.1376412 16469.0936 7.059238e+01 6 10
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1339 3.2494481 6969.9007 5.758159e+01 11.652870 1982-1999 –> 2000-2012 6.4050639 3.1556158 16485.9528 1.115016e+02 5 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1339 3.2424558 6964.1318 5.956381e+01 10.033096 1982-1999 –> 2000-2012 6.4091045 3.1666487 16493.0976 1.156865e+02 4 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1339 3.2736436 6989.7673 2.823872e+01 11.685657 1982-1999 –> 2000-2012 6.4333470 3.1597034 16510.6091 5.634178e+01 7 13
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1339 3.2786993 6993.8999 2.833857e+01 11.691826 1982-1999 –> 2000-2012 6.4452084 3.1665091 16522.7026 5.652915e+01 9 16
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1339 3.2759324 6991.6389 5.740580e+01 12.020324 1982-1999 –> 2000-2012 6.4618646 3.1859323 16543.0679 1.111880e+02 8 18
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 1339 3.2861449 6997.9745 3.162054e+01 11.302919 1982-1999 –> 2000-2012 6.4769990 3.1908541 16553.1150 6.834982e+01 10 21
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1031 3.2785521 5388.2740 7.282200e+04 12.784984 2000-2012 –> 2010-2019 6.4537309 3.1751788 12296.2560 1.608860e+05 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1031 3.3484464 5431.7710 3.631075e+02 12.103790 2000-2012 –> 2010-2019 6.5411646 3.1927182 12354.5054 7.696010e+02 5 7
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1031 3.3208574 5414.7111 2.166659e+03 13.325819 2000-2012 –> 2010-2019 6.5609889 3.2401315 12376.9226 4.477119e+03 2 5
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1031 3.3445619 5429.3775 5.735899e+01 12.296030 2000-2012 –> 2010-2019 6.5870177 3.2424558 12393.5093 1.169228e+02 4 8
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1031 3.3327516 5422.0833 2.966995e+01 13.303585 2000-2012 –> 2010-2019 6.5873929 3.2546413 12396.2604 6.250216e+01 3 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1031 3.3504917 5433.0301 2.755744e+01 13.357895 2000-2012 –> 2010-2019 6.6241353 3.2736436 12422.7974 5.579616e+01 6 13
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1031 3.3551129 5435.8722 2.766580e+01 13.367287 2000-2012 –> 2010-2019 6.6338122 3.2786993 12429.7721 5.600437e+01 7 16
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 1031 3.3561313 5434.4980 2.842795e+01 12.984726 2000-2012 –> 2010-2019 6.6422762 3.2861449 12432.4725 6.004849e+01 8 18
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1031 3.4064016 5467.1550 5.496940e+01 12.134439 2000-2012 –> 2010-2019 6.6558498 3.2494481 12437.0557 1.125510e+02 9 14
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1031 3.4344049 5484.0369 5.476538e+01 12.130918 2000-2012 –> 2010-2019 6.7103373 3.2759324 12475.6759 1.121712e+02 11 19
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2353 1.7671636 9371.0071 8.444026e+04 13.475169 1982-1999 –> 2000-2012 3.3935763 1.6264127 21620.9422 1.629761e+05 1 2
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2353 2.0352906 10035.7901 4.741748e+02 15.697769 1982-1999 –> 2000-2012 3.7679050 1.7326143 22691.9465 9.271628e+02 3 5
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2353 2.0102795 9977.6012 3.017180e+03 16.484697 1982-1999 –> 2000-2012 3.7712944 1.7610148 22738.1717 5.764384e+03 2 5
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2353 2.0762632 10127.5859 4.415328e+02 17.057282 1982-1999 –> 2000-2012 3.8457463 1.7694831 22916.9640 8.633440e+02 5 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2353 2.0592686 10090.9080 3.541472e+01 16.595795 1982-1999 –> 2000-2012 3.8946503 1.8353817 23117.1066 7.000591e+01 4 10
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2353 2.0940202 10169.6623 2.316984e+01 16.781652 1982-1999 –> 2000-2012 3.9684243 1.8744041 23330.9690 4.575438e+01 6 13
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2353 2.1532747 10300.9788 8.305377e+01 16.259879 1982-1999 –> 2000-2012 3.9875836 1.8343089 23323.4225 1.423653e+02 10 15
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2353 2.1067905 10198.2745 2.369296e+01 16.830226 1982-1999 –> 2000-2012 3.9956048 1.8888143 23408.7641 4.676495e+01 7 17
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2353 2.1958100 10393.0338 8.268365e+01 16.388423 1982-1999 –> 2000-2012 4.0736836 1.8778735 23566.2164 1.417993e+02 11 20
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 2353 2.2022595 10404.8360 3.532226e+01 17.802828 1982-1999 –> 2000-2012 4.0801275 1.8778679 23575.9993 6.938523e+01 12 20
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1790 2.1651205 7859.2642 8.773513e+04 13.840540 2000-2012 –> 2010-2019 3.9322841 1.7671636 17230.2713 1.721754e+05 1 2
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1790 2.3997767 8227.6449 3.140232e+03 17.131118 2000-2012 –> 2010-2019 4.4100562 2.0102795 18205.2461 6.157413e+03 2 4
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1790 2.4269802 8267.9989 5.086969e+02 15.835492 2000-2012 –> 2010-2019 4.4622708 2.0352906 18303.7890 9.828717e+02 3 6
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1790 2.4282334 8269.8471 3.650692e+01 17.141536 2000-2012 –> 2010-2019 4.4875021 2.0592686 18360.7551 7.192165e+01 4 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1790 2.4565627 8311.3718 2.316349e+01 17.306613 2000-2012 –> 2010-2019 4.5505829 2.0940202 18481.0342 4.633333e+01 7 13
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1790 2.4665097 8325.8385 2.363624e+01 17.347247 2000-2012 –> 2010-2019 4.5733002 2.1067905 18524.1130 4.732919e+01 8 15
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1790 2.4422170 8290.4042 9.037782e+01 16.008708 2000-2012 –> 2010-2019 4.5776121 2.1353951 18552.1438 1.775378e+02 5 13
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 1790 2.4522074 8303.0191 3.420620e+01 16.689823 2000-2012 –> 2010-2019 4.5880078 2.1358004 18563.6518 6.810805e+01 6 15
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1790 2.5132473 8391.0409 4.681384e+02 17.862019 2000-2012 –> 2010-2019 4.5895105 2.0762632 18518.6268 9.096712e+02 9 14
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1790 2.5339475 8422.4065 8.494862e+01 16.327937 2000-2012 –> 2010-2019 4.6872222 2.1532747 18723.3853 1.680024e+02 10 20
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1992 1.9575439 8343.0663 1.152556e+03 8.783734 1982-1999 –> 2000-2012 3.5723407 1.6147968 18793.0823 2.333513e+03 2 3
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1992 1.9607614 8349.6093 4.179139e+01 8.711211 1982-1999 –> 2000-2012 3.5794397 1.6186783 18812.8249 8.991696e+01 3 5
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1992 1.8811935 8184.5662 1.303181e+02 7.369322 1982-1999 –> 2000-2012 3.6132793 1.7320859 19020.0867 2.754407e+02 1 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1992 1.9909054 8410.3917 1.913065e+01 8.732933 1982-1999 –> 2000-2012 3.6330482 1.6421429 18952.7348 3.661175e+01 5 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1992 1.9995286 8427.6103 1.909179e+01 8.712755 1982-1999 –> 2000-2012 3.6496015 1.6500729 18996.4397 3.653397e+01 6 10
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1992 1.9677770 8361.8386 3.921297e+01 8.257898 1982-1999 –> 2000-2012 3.7305439 1.7627669 19291.8944 8.398713e+01 4 13
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1992 2.2501845 8898.1237 3.798942e+02 17.118663 1982-1999 –> 2000-2012 3.9359867 1.6858022 19584.7317 8.200654e+02 12 17
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1992 2.2646871 8923.7186 1.154017e+02 17.485354 1982-1999 –> 2000-2012 3.9711585 1.7064714 19677.3262 2.380492e+02 13 19
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1992 2.2827375 8955.3466 1.134666e+02 17.997723 1982-1999 –> 2000-2012 4.0093470 1.7266095 19773.4564 2.341796e+02 14 21
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1992 2.1606118 8736.2905 1.832489e+01 11.445254 1982-1999 –> 2000-2012 4.0537700 1.8931582 20060.6935 3.498371e+01 8 19
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1599 2.1307919 6971.0322 1.515700e+02 9.847424 2000-2012 –> 2010-2019 4.0119853 1.8811935 15155.5984 2.818881e+02 1 2
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1599 2.2611932 7160.9901 1.293486e+03 12.198244 2000-2012 –> 2010-2019 4.2187371 1.9575439 15504.0564 2.446042e+03 3 5
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1599 2.2609474 7160.6425 3.832398e+01 12.043010 2000-2012 –> 2010-2019 4.2217088 1.9607614 15510.2518 8.011537e+01 2 5
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1599 2.2612540 7159.0761 3.662536e+01 12.150454 2000-2012 –> 2010-2019 4.2290310 1.9677770 15520.9147 7.583833e+01 4 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1599 2.2783778 7185.2023 1.605799e+01 12.051790 2000-2012 –> 2010-2019 4.2692832 1.9909054 15595.5940 3.518864e+01 6 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1599 2.2815088 7189.5941 1.602821e+01 12.039441 2000-2012 –> 2010-2019 4.2810374 1.9995286 15617.2044 3.512000e+01 7 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1599 2.2680449 7170.6658 1.767771e+02 11.075864 2000-2012 –> 2010-2019 4.3799708 2.1119259 15816.1565 3.199949e+02 5 12
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1599 2.3913363 7339.9492 1.547569e+01 12.907510 2000-2012 –> 2010-2019 4.5519481 2.1606118 16076.2397 3.380058e+01 10 18
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1599 2.3652866 7302.9211 8.603204e+00 13.339700 2000-2012 –> 2010-2019 4.5543550 2.1890683 16089.3408 1.798989e+01 8 17
Atlantic (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1599 2.3717268 7313.6168 1.383930e+02 12.723673 2000-2012 –> 2010-2019 4.6111269 2.2394000 16192.6005 2.601903e+02 9 19
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2113 2.2050553 9352.1547 6.980893e+02 21.023133 1982-1999 –> 2000-2012 3.8900605 1.6850052 20847.3783 1.473671e+03 1 3
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2113 2.2290845 9397.9576 2.438928e+01 12.605032 1982-1999 –> 2000-2012 3.8955796 1.6664951 20827.8334 5.026664e+01 2 3
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2113 2.2348557 9408.8848 2.981891e+02 14.915896 1982-1999 –> 2000-2012 3.9222896 1.6874339 20912.6295 6.237463e+02 3 6
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2113 2.2574196 9451.3380 3.132715e+02 13.106625 1982-1999 –> 2000-2012 3.9490176 1.6915980 20969.6636 6.522031e+02 4 8
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2113 2.3405704 9604.2021 3.649049e+02 9.266288 1982-1999 –> 2000-2012 4.1186384 1.7780680 21417.4624 7.617517e+02 5 11
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2113 2.4331585 9766.1521 2.405921e+01 11.407093 1982-1999 –> 2000-2012 4.1343413 1.7011827 21315.9037 4.968286e+01 6 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2113 2.4910309 9867.4903 4.369042e+02 13.456776 1982-1999 –> 2000-2012 4.9515991 2.4605682 23602.6515 9.195444e+02 7 30
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2113 2.6245679 10088.1705 4.361238e+02 14.858852 1982-1999 –> 2000-2012 5.0213447 2.3967767 23667.9331 9.448097e+02 8 25
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2113 2.9072439 10520.4448 7.207383e+02 21.468492 1982-1999 –> 2000-2012 5.0958335 2.1885896 23562.6355 1.440053e+03 11 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2113 2.9400307 10567.8373 2.519446e+01 22.279366 1982-1999 –> 2000-2012 5.1612985 2.2212678 23697.7078 5.269451e+01 12 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1627 2.6502039 7802.6934 2.540558e+01 12.199564 2000-2012 –> 2010-2019 4.8792883 2.2290845 17200.6510 4.979486e+01 1 3
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1627 2.7647435 7940.3743 7.177857e+02 19.448103 2000-2012 –> 2010-2019 4.9697988 2.2050553 17292.5290 1.415875e+03 5 6
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1627 2.7349882 7905.1636 2.986895e+02 15.908577 2000-2012 –> 2010-2019 4.9698439 2.2348557 17314.0484 5.968786e+02 4 7
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1627 2.7331663 7902.9953 3.335006e+02 13.389116 2000-2012 –> 2010-2019 4.9905859 2.2574196 17354.3333 6.467721e+02 3 7
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1627 2.7704538 7947.0882 3.879461e+02 10.842215 2000-2012 –> 2010-2019 5.1110242 2.3405704 17551.2903 7.528509e+02 6 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1627 2.7215266 7889.1079 4.300859e+02 14.275922 2000-2012 –> 2010-2019 5.2125575 2.4910309 17756.5982 8.669901e+02 2 9
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1627 3.0102815 8215.2433 2.520237e+01 11.718990 2000-2012 –> 2010-2019 5.4434400 2.4331585 17981.3954 4.926158e+01 10 16
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1627 2.8231209 8008.3670 4.666396e+02 13.732710 2000-2012 –> 2010-2019 5.4476888 2.6245679 18096.5375 9.027634e+02 7 15
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1627 2.8236915 8007.0247 2.533659e+01 13.418791 2000-2012 –> 2010-2019 5.4656406 2.6419490 18121.0894 4.963204e+01 8 17
Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1627 2.9842479 8186.9796 8.209017e+01 18.848278 2000-2012 –> 2010-2019 5.6969233 2.7126754 18412.6887 1.764548e+02 9 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2682 2.3745985 12264.1256 1.566929e+01 14.448726 1982-1999 –> 2000-2012 4.3194166 1.9448181 28050.6473 3.184825e+01 2 3
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2682 2.3764222 12268.2436 1.570908e+01 14.138510 1982-1999 –> 2000-2012 4.3334133 1.9569911 28101.9874 3.184388e+01 4 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2682 2.3780032 12271.8111 1.588408e+01 14.149682 1982-1999 –> 2000-2012 4.3338441 1.9558409 28101.1054 3.237866e+01 5 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2682 2.3761257 12267.5744 1.601578e+01 14.136694 1982-1999 –> 2000-2012 4.3346837 1.9585580 28107.3750 3.275681e+01 3 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2682 2.3848834 12287.3081 4.144325e+02 14.513313 1982-1999 –> 2000-2012 4.3590345 1.9741511 28187.1229 8.201437e+02 7 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2682 2.3819917 12278.8002 1.569765e+01 14.367037 1982-1999 –> 2000-2012 4.3964432 2.0144515 28329.5527 3.183050e+01 6 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2682 2.3453035 12197.5394 1.370439e+03 16.575249 1982-1999 –> 2000-2012 4.5211592 2.1758557 28833.5960 2.687860e+03 1 15
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2682 2.5066428 12554.4036 1.179861e+03 18.495999 1982-1999 –> 2000-2012 4.5414118 2.0347690 28683.1037 2.264107e+03 9 16
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2682 2.5067151 12554.5585 1.178651e+03 18.480981 1982-1999 –> 2000-2012 4.5490528 2.0423377 28711.3568 2.258463e+03 10 18
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2682 2.5263452 12596.4003 1.243743e+03 18.191390 1982-1999 –> 2000-2012 4.5924746 2.0661294 28840.8507 2.391518e+03 12 21
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2077 2.6555052 9965.2121 1.317391e+03 16.423177 2000-2012 –> 2010-2019 5.0008087 2.3453035 22162.7514 2.687830e+03 1 2
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2077 2.7388071 10093.5190 1.563538e+01 13.953546 2000-2012 –> 2010-2019 5.1134056 2.3745985 22357.6446 3.130467e+01 2 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2077 2.7447420 10102.5108 1.569802e+01 13.993389 2000-2012 –> 2010-2019 5.1208677 2.3761257 22370.0852 3.171379e+01 5 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2077 2.7461794 10104.6856 1.569014e+01 13.999837 2000-2012 –> 2010-2019 5.1226016 2.3764222 22372.9292 3.139922e+01 6 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2077 2.7393928 10094.4072 4.020064e+02 13.975283 2000-2012 –> 2010-2019 5.1242762 2.3848834 22381.7154 8.164389e+02 3 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2077 2.7568263 10120.7594 1.586766e+01 13.868828 2000-2012 –> 2010-2019 5.1348295 2.3780032 22392.5705 3.175174e+01 7 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2077 2.7405216 10094.1186 1.203684e+01 14.070518 2000-2012 –> 2010-2019 5.2006996 2.4601780 22546.1585 2.543836e+01 4 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2077 2.8460557 10251.0807 1.567621e+01 14.527045 2000-2012 –> 2010-2019 5.2280473 2.3819917 22529.8809 3.137386e+01 12 18
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2077 2.8194505 10214.0662 1.133071e+03 18.705896 2000-2012 –> 2010-2019 5.3260932 2.5066428 22768.4697 2.312932e+03 8 17
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2077 2.8244480 10221.4227 1.131739e+03 18.554065 2000-2012 –> 2010-2019 5.3311632 2.5067151 22775.9812 2.310390e+03 9 19
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 924 1.7596945 3680.5775 1.708888e+03 12.554903 1982-1999 –> 2000-2012 3.2630561 1.5033616 8586.3253 3.171503e+03 3 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 924 1.7766626 3698.3117 1.226191e+03 12.680077 1982-1999 –> 2000-2012 3.2874391 1.5107766 8617.2357 2.316493e+03 8 10
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 924 1.6985246 3615.1948 1.400717e+03 12.372290 1982-1999 –> 2000-2012 3.2913538 1.5928293 8675.7530 2.760662e+03 1 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 924 1.7691409 3690.4715 4.459096e+04 10.905205 1982-1999 –> 2000-2012 3.3421381 1.5729972 8717.4769 8.266414e+04 7 12
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 924 1.8142541 3737.0048 1.381117e+03 13.054727 1982-1999 –> 2000-2012 3.3439936 1.5297395 8689.3331 2.644502e+03 10 13
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 924 1.7219517 3640.5094 4.851476e+01 12.440605 1982-1999 –> 2000-2012 3.3442511 1.6222994 8750.1625 9.545550e+01 2 10
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 924 1.7795510 3701.3136 4.716109e+03 11.195498 1982-1999 –> 2000-2012 3.3854649 1.6059140 8783.7810 1.044851e+04 9 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 924 1.7629363 3683.9789 5.658537e+01 12.564480 1982-1999 –> 2000-2012 3.4221615 1.6592252 8853.9036 1.111641e+02 4 14
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 924 1.7646179 3685.7408 5.316302e+01 12.627620 1982-1999 –> 2000-2012 3.4325860 1.6679681 8869.7395 1.050623e+02 5 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 924 1.7681190 3689.4036 5.726828e+01 12.642715 1982-1999 –> 2000-2012 3.4399439 1.6718249 8879.5876 1.122912e+02 6 18
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 760 1.7583530 3028.6404 1.605935e+03 12.571893 2000-2012 –> 2010-2019 3.5180474 1.7596945 6709.2179 3.314823e+03 1 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 760 1.8410881 3098.5288 1.308465e+03 11.966724 2000-2012 –> 2010-2019 3.5396127 1.6985246 6713.7237 2.709182e+03 6 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 760 1.7676863 3036.6872 1.185571e+03 12.804567 2000-2012 –> 2010-2019 3.5443488 1.7766626 6734.9990 2.411761e+03 2 10
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 760 1.7889217 3054.8384 4.992707e+03 11.579114 2000-2012 –> 2010-2019 3.5684727 1.7795510 6756.1521 9.708815e+03 3 12
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 760 1.8669504 3119.7321 4.604910e+01 12.011839 2000-2012 –> 2010-2019 3.5889021 1.7219517 6760.2416 9.456386e+01 7 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 760 1.7926263 3057.9828 1.338836e+03 13.333170 2000-2012 –> 2010-2019 3.6068805 1.8142541 6794.9876 2.719953e+03 4 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 760 1.8053284 3066.7152 1.138937e+03 12.813628 2000-2012 –> 2010-2019 3.6382309 1.8329025 6820.6182 2.300342e+03 5 17
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 760 1.9038305 3149.4658 5.313912e+01 12.138642 2000-2012 –> 2010-2019 3.6667669 1.7629363 6833.4447 1.097245e+02 9 13
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 760 1.9120361 3156.0030 4.985549e+01 12.200441 2000-2012 –> 2010-2019 3.6766540 1.7646179 6841.7438 1.030185e+02 10 15
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 760 1.9160228 3159.1690 5.376085e+01 12.219491 2000-2012 –> 2010-2019 3.6841418 1.7681190 6848.5726 1.110291e+02 11 17
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 961 3.2658601 5015.9314 1.609885e+03 29.139914 1982-1999 –> 2000-2012 6.2510362 2.9851761 11673.2386 3.440216e+03 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 961 3.2698628 5018.2856 1.979901e+03 29.327371 1982-1999 –> 2000-2012 6.2526468 2.9827840 11673.4732 4.007241e+03 4 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 961 3.2644253 5015.0868 1.426719e+03 28.973115 1982-1999 –> 2000-2012 6.2569440 2.9925187 11678.8894 3.008150e+03 1 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 961 3.2675739 5016.9397 1.933135e+03 28.779205 1982-1999 –> 2000-2012 6.2729016 3.0053277 11692.0354 4.026399e+03 3 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 961 3.2957487 5033.4412 5.576732e+04 29.000616 1982-1999 –> 2000-2012 6.3191185 3.0233699 11724.3624 1.130266e+05 5 11
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 961 3.2973920 5034.3993 1.178544e+03 29.230818 1982-1999 –> 2000-2012 6.3207161 3.0233242 11725.2805 2.578873e+03 6 11
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 961 3.3079297 5038.5317 1.073231e+03 29.653371 1982-1999 –> 2000-2012 6.3313259 3.0233962 11727.4760 2.312875e+03 7 14
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 961 3.3120604 5042.9303 8.602705e+01 29.934966 1982-1999 –> 2000-2012 6.3366687 3.0246083 11734.9344 1.812728e+02 9 17
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 961 3.3092308 5041.2876 3.357431e+01 29.516234 1982-1999 –> 2000-2012 6.3370833 3.0278525 11736.1260 6.985969e+01 8 18
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 961 3.3320774 5052.5113 3.306812e+01 30.171677 1982-1999 –> 2000-2012 6.3611911 3.0291136 11746.4508 6.834898e+01 12 23
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 761 3.2540408 3969.4285 1.595517e+03 28.015468 2000-2012 –> 2010-2019 6.5199009 3.2658601 8985.3599 3.205402e+03 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 761 3.2585209 3971.5226 1.413024e+03 27.782335 2000-2012 –> 2010-2019 6.5229462 3.2644253 8986.6093 2.839743e+03 3 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 761 3.2536168 3969.2302 1.952585e+03 28.373160 2000-2012 –> 2010-2019 6.5234796 3.2698628 8987.5157 3.932486e+03 1 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 761 3.2660366 3975.0289 2.147178e+03 27.582692 2000-2012 –> 2010-2019 6.5336105 3.2675739 8991.9687 4.080313e+03 4 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 761 3.3965128 4034.6488 5.661227e+04 27.801306 2000-2012 –> 2010-2019 6.6922614 3.2957487 9068.0900 1.123796e+05 5 10
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 761 3.4009095 4036.6178 1.259941e+03 28.944869 2000-2012 –> 2010-2019 6.6983015 3.2973920 9071.0170 2.438485e+03 6 12
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 761 3.4135335 4042.2568 8.155940e+01 29.960187 2000-2012 –> 2010-2019 6.7255939 3.3120604 9085.1872 1.675864e+02 7 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 761 3.4181010 4044.2920 3.371099e+01 29.323679 2000-2012 –> 2010-2019 6.7273318 3.3092308 9085.5796 6.728530e+01 8 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 761 3.4373631 4052.8449 3.821295e+01 29.577620 2000-2012 –> 2010-2019 6.7618935 3.3245305 9102.9980 7.684094e+01 10 20
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 761 3.4408465 4054.3865 8.592139e+01 29.551289 2000-2012 –> 2010-2019 6.7681098 3.3272632 9106.1189 1.758767e+02 11 22
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1262 3.5560591 6797.4808 4.697129e+03 28.510981 1982-1999 –> 2000-2012 7.7600748 4.2040157 16369.9496 8.230532e+03 1 3
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1262 3.7976158 6963.3595 2.056566e+05 21.880701 1982-1999 –> 2000-2012 7.9619128 4.1642970 16504.0466 4.144614e+05 10 11
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1262 3.6549848 6866.7369 4.334135e+03 29.091649 1982-1999 –> 2000-2012 7.9634255 4.3084406 16521.3517 7.751463e+03 2 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1262 3.7331089 6920.1181 1.899608e+03 25.265238 1982-1999 –> 2000-2012 7.9775358 4.2444269 16524.6159 3.472848e+03 9 12
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1262 3.6602086 6870.3417 3.741808e+03 29.223367 1982-1999 –> 2000-2012 7.9796151 4.3194065 16533.4670 6.670218e+03 3 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1262 3.6870538 6888.7860 3.677633e+03 33.074491 1982-1999 –> 2000-2012 8.0309390 4.3438852 16570.8313 6.628135e+03 4 10
Atlantic (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1262 3.6960238 6894.9190 3.260814e+03 29.738042 1982-1999 –> 2000-2012 8.0602168 4.3641930 16592.5799 5.909376e+03 6 14
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1262 3.7008943 6898.2429 3.920707e+03 33.712597 1982-1999 –> 2000-2012 8.0896731 4.3887788 16614.7119 7.137271e+03 7 17
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1262 3.8595530 7004.1925 1.476070e+03 24.673223 1982-1999 –> 2000-2012 8.2197535 4.3602005 16698.7891 2.744024e+03 12 19
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1262 3.8766247 7015.3321 1.386564e+03 24.774672 1982-1999 –> 2000-2012 8.2590169 4.3823922 16726.9255 2.592915e+03 13 22
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 920 3.5830135 4973.0626 3.960029e+03 27.230571 2000-2012 –> 2010-2019 7.1390726 3.5560591 11770.5435 8.657158e+03 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 920 3.6708608 5017.6311 3.568500e+03 28.148436 2000-2012 –> 2010-2019 7.3258457 3.6549848 11884.3680 7.902635e+03 3 5
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 920 3.6750388 5019.7241 3.063882e+03 28.248089 2000-2012 –> 2010-2019 7.3352474 3.6602086 11890.0658 6.805690e+03 4 7
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 920 3.6495168 5006.9013 2.119120e+03 32.801279 2000-2012 –> 2010-2019 7.3412903 3.6917735 11898.9161 4.622874e+03 2 7
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 920 3.6996216 5031.9911 3.076505e+03 31.976567 2000-2012 –> 2010-2019 7.3866754 3.6870538 11920.7771 6.754138e+03 6 10
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 920 3.7082407 5036.2728 3.352037e+03 32.464151 2000-2012 –> 2010-2019 7.4091350 3.7008943 11934.5157 7.272744e+03 7 14
Atlantic (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 920 3.7135833 5038.9219 2.735371e+03 28.761191 2000-2012 –> 2010-2019 7.4096071 3.6960238 11933.8409 5.996185e+03 9 15
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 920 3.6907499 5027.5735 1.759016e+03 25.730225 2000-2012 –> 2010-2019 7.4238588 3.7331089 11947.6915 3.658624e+03 5 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 920 3.7113618 5035.8208 1.820292e+03 32.870278 2000-2012 –> 2010-2019 7.4275806 3.7162188 11942.4934 4.035773e+03 8 16
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 920 3.8119013 5087.0026 2.227944e+05 20.924091 2000-2012 –> 2010-2019 7.6095171 3.7976158 12050.3620 4.284510e+05 10 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 798 0.9317863 2165.8656 5.373376e+05 8.680010 1982-1999 –> 2000-2012 1.8303498 0.8985635 4877.2979 1.094835e+06 1 2
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 798 0.9418959 2183.0886 1.240095e+06 13.028861 1982-1999 –> 2000-2012 1.8646750 0.9227791 4949.1949 2.474251e+06 2 8
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 798 0.9522847 2200.5955 1.227174e+06 12.053824 1982-1999 –> 2000-2012 1.8796371 0.9273524 4976.8662 2.503389e+06 3 13
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 798 0.9744160 2237.2625 3.869265e+03 7.565179 1982-1999 –> 2000-2012 1.8917158 0.9172997 4991.1241 8.866216e+03 4 6
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 798 0.9798867 2246.1979 3.698544e+03 7.421276 1982-1999 –> 2000-2012 1.9000333 0.9201466 5006.4305 7.802767e+03 5 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 798 0.9844222 2253.5680 1.889601e+03 7.486880 1982-1999 –> 2000-2012 1.9045034 0.9200813 5013.6546 4.162897e+03 7 10
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 798 0.9829964 2251.2549 3.707421e+03 7.373781 1982-1999 –> 2000-2012 1.9061880 0.9231915 5018.2800 7.783244e+03 6 13
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 798 0.9918473 2265.5609 8.150011e+01 7.298268 1982-1999 –> 2000-2012 1.9156544 0.9238071 5033.9564 1.657941e+02 8 16
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 798 0.9919684 2265.7557 4.397825e+03 7.268814 1982-1999 –> 2000-2012 1.9197849 0.9278166 5043.0552 9.000450e+03 9 21
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 798 0.9960116 2272.2477 8.331460e+01 7.237990 1982-1999 –> 2000-2012 1.9237153 0.9277037 5049.2972 1.700912e+02 10 21
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 572 0.8609627 1466.0042 1.225216e+06 2.825276 2000-2012 –> 2010-2019 1.8028586 0.9418959 3649.0927 2.465311e+06 1 3
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 572 0.8855674 1498.2392 1.226348e+06 3.234583 2000-2012 –> 2010-2019 1.8378522 0.9522847 3698.8347 2.453522e+06 2 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 572 0.9067123 1525.2337 5.623772e+05 3.437553 2000-2012 –> 2010-2019 1.8384986 0.9317863 3691.0993 1.099715e+06 3 4
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 572 0.9324508 1555.2556 5.615110e+05 3.754668 2000-2012 –> 2010-2019 1.9601639 1.0277131 3875.5098 1.098796e+06 4 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 572 0.9894897 1625.1783 4.068018e+03 3.805965 2000-2012 –> 2010-2019 1.9639058 0.9744160 3862.4408 7.937284e+03 5 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 572 0.9978376 1634.7892 3.817339e+03 3.814881 2000-2012 –> 2010-2019 1.9777243 0.9798867 3880.9871 7.515883e+03 6 11
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 572 1.0008003 1638.1809 3.784638e+03 3.819335 2000-2012 –> 2010-2019 1.9837968 0.9829964 3889.4358 7.492059e+03 7 13
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 572 1.0078631 1646.2259 1.964852e+03 4.184075 2000-2012 –> 2010-2019 1.9922853 0.9844222 3899.7939 3.854453e+03 8 15
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 572 1.0148442 1654.1226 4.618659e+03 3.852958 2000-2012 –> 2010-2019 2.0068126 0.9919684 3919.8783 9.016484e+03 9 18
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 572 1.0191044 1658.9149 9.131550e+01 4.242757 2000-2012 –> 2010-2019 2.0109517 0.9918473 3924.4758 1.728156e+02 10 18
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 921 0.6103817 1718.3433 1.584101e+06 2.009123 1982-1999 –> 2000-2012 1.1799583 0.5695766 3910.2020 3.215905e+06 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 921 0.6235839 1757.7599 1.667814e+06 1.939422 1982-1999 –> 2000-2012 1.2035542 0.5799703 3995.6233 3.295151e+06 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 921 0.7231533 2030.6298 2.064972e+03 2.267796 1982-1999 –> 2000-2012 1.3632290 0.6400757 4519.3561 4.215639e+03 3 6
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 921 0.7282745 2043.6286 5.544294e+03 2.218659 1982-1999 –> 2000-2012 1.3729825 0.6447079 4550.6994 1.159234e+04 4 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 921 0.7321754 2053.4686 1.254734e+02 2.265231 1982-1999 –> 2000-2012 1.3789950 0.6468196 4568.8583 2.514739e+02 6 11
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 921 0.7363149 2063.8533 2.910413e+03 2.226908 1982-1999 –> 2000-2012 1.3871995 0.6508846 4595.1810 5.915686e+03 7 13
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 921 0.7365216 2064.3705 1.562733e+02 2.265742 1982-1999 –> 2000-2012 1.3880477 0.6515261 4598.2041 3.113954e+02 8 15
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 921 0.7403904 2074.0208 2.766214e+03 2.233141 1982-1999 –> 2000-2012 1.3959561 0.6555657 4623.5791 5.628024e+03 10 20
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 921 0.7412480 2076.1531 9.623726e+01 2.273437 1982-1999 –> 2000-2012 1.3964182 0.6551702 4624.1762 1.951681e+02 11 19
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 921 0.7430148 2080.5382 3.045386e+03 2.235390 1982-1999 –> 2000-2012 1.3986175 0.6556028 4630.2405 6.196669e+03 13 24
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 695 0.5880769 1248.3770 1.666101e+06 1.913668 2000-2012 –> 2010-2019 1.2116609 0.6235839 3006.1369 3.333915e+06 1 3
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 695 0.6304500 1345.0877 1.776216e+06 1.996807 2000-2012 –> 2010-2019 1.2408317 0.6103817 3063.4310 3.360317e+06 2 3
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 695 0.7053273 1501.0848 8.688951e+05 2.146230 2000-2012 –> 2010-2019 1.4343984 0.7290711 3546.7271 1.728792e+06 3 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 695 0.7261940 1541.6106 1.910272e+03 2.148286 2000-2012 –> 2010-2019 1.4493473 0.7231533 3572.2404 3.975244e+03 6 9
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 695 0.7235352 1536.5120 5.080366e+03 2.143104 2000-2012 –> 2010-2019 1.4518097 0.7282745 3580.1406 1.062466e+04 5 9
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 695 0.7270294 1541.2087 1.892954e+03 2.148673 2000-2012 –> 2010-2019 1.4639764 0.7369470 3604.6428 3.948153e+03 7 16
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 695 0.7348176 1558.0198 1.390789e+02 2.144510 2000-2012 –> 2010-2019 1.4669930 0.7321754 3611.4884 2.645523e+02 10 16
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 695 0.7333456 1555.2324 2.778025e+03 2.139261 2000-2012 –> 2010-2019 1.4696605 0.7363149 3619.0857 5.688438e+03 8 15
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 695 0.7233899 1534.2329 7.163166e+05 2.355900 2000-2012 –> 2010-2019 1.4729317 0.7495418 3628.8817 1.410354e+06 4 21
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 695 0.7382813 1564.5563 1.439597e+02 2.143103 2000-2012 –> 2010-2019 1.4748029 0.7365216 3628.9268 3.002330e+02 14 22
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1513 0.4977531 2196.6155 8.928143e+05 12.075401 1982-1999 –> 2000-2012 0.9161273 0.4183743 4599.0708 1.740616e+06 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1513 0.6060202 2792.1604 5.729101e+02 7.879669 1982-1999 –> 2000-2012 1.1508346 0.5448144 6346.4834 1.185628e+03 2 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1513 0.6115712 2819.7513 5.486719e+03 7.033914 1982-1999 –> 2000-2012 1.1595505 0.5479793 6399.3406 1.114357e+04 3 6
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1513 0.6151661 2837.4869 1.269022e+03 6.850109 1982-1999 –> 2000-2012 1.1702953 0.5551292 6473.6222 2.598182e+03 4 10
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1513 0.6173706 2848.3111 1.245832e+03 6.940056 1982-1999 –> 2000-2012 1.1730448 0.5556742 6488.7273 2.549718e+03 5 12
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1513 0.6275021 2897.5671 2.034896e+02 7.659068 1982-1999 –> 2000-2012 1.1809707 0.5534686 6520.6344 4.306588e+02 8 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1513 0.6286477 2901.0865 1.010024e+02 8.198498 1982-1999 –> 2000-2012 1.1847474 0.5560997 6542.8412 2.291806e+02 10 18
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1513 0.6186686 2852.6664 5.107687e+02 6.528849 1982-1999 –> 2000-2012 1.1885505 0.5698819 6601.2099 1.079196e+03 6 20
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1513 0.6245572 2883.3326 1.241935e+03 6.976915 1982-1999 –> 2000-2012 1.1894001 0.5648429 6595.1346 2.541212e+03 7 18
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1513 0.6279657 2899.8017 1.515683e+03 7.989149 1982-1999 –> 2000-2012 1.2036750 0.5757093 6694.7225 2.818150e+03 9 25
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1182 0.3517057 898.0842 8.990111e+05 1.695732 2000-2012 –> 2010-2019 0.8494588 0.4977531 3094.6997 1.791825e+06 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1182 0.5926172 2131.5104 7.404179e+02 2.094105 2000-2012 –> 2010-2019 1.1986375 0.6060202 4923.6708 1.313328e+03 2 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1182 0.6121999 2208.3645 1.564423e+03 2.167326 2000-2012 –> 2010-2019 1.2401656 0.6279657 5108.1662 3.080106e+03 6 15
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1182 0.6305912 2278.3362 5.760252e+03 1.942415 2000-2012 –> 2010-2019 1.2421624 0.6115712 5098.0875 1.124697e+04 10 13
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1182 0.6375918 2304.4358 1.651709e+03 1.938150 2000-2012 –> 2010-2019 1.2527579 0.6151661 5141.9227 2.920731e+03 12 16
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1182 0.6388653 2309.1530 1.631267e+03 1.957065 2000-2012 –> 2010-2019 1.2562359 0.6173706 5157.4641 2.877099e+03 13 18
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1182 0.6304387 2277.7646 3.312554e+02 2.161282 2000-2012 –> 2010-2019 1.2579409 0.6275021 5175.3317 5.347449e+02 9 17
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1182 0.6449811 2329.6755 7.265762e+02 2.130812 2000-2012 –> 2010-2019 1.2636496 0.6186686 5182.3419 1.237345e+03 16 22
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1182 0.6403159 2312.5147 1.340901e+02 1.999987 2000-2012 –> 2010-2019 1.2689637 0.6286477 5213.6012 2.350925e+02 14 24
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1182 0.6448325 2331.1308 1.625690e+03 1.986419 2000-2012 –> 2010-2019 1.2693897 0.6245572 5214.4634 2.867625e+03 15 22
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2717 0.3368301 1811.3599 9.213816e+02 2.279774 1982-1999 –> 2000-2012 0.6309897 0.2941597 3277.6547 1.867199e+03 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2717 0.3600671 2173.8723 3.962333e+02 2.719759 1982-1999 –> 2000-2012 0.6562674 0.2962003 3691.5733 7.125651e+02 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2717 0.3615746 2196.5757 4.230863e+02 2.257686 1982-1999 –> 2000-2012 0.6578259 0.2962512 3715.5561 7.417371e+02 3 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2717 0.3627184 2213.7370 1.215125e+03 2.260079 1982-1999 –> 2000-2012 0.6621309 0.2994125 3811.6461 2.263818e+03 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2717 0.3628639 2215.9166 3.966263e+02 2.257305 1982-1999 –> 2000-2012 0.6622817 0.2994178 3813.9564 6.955724e+02 5 10
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2717 0.3630823 2219.1873 3.905621e+02 2.256258 1982-1999 –> 2000-2012 0.6626186 0.2995363 3820.1695 6.857365e+02 6 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2717 0.3651763 2248.4354 3.860531e+02 2.302704 1982-1999 –> 2000-2012 0.6645942 0.2994179 3844.4794 6.554094e+02 7 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2717 0.3709696 2333.9669 2.732564e+02 2.461264 1982-1999 –> 2000-2012 0.6707120 0.2997423 3938.0626 4.454344e+02 8 16
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2717 0.3766143 2418.0279 8.990075e+01 2.363101 1982-1999 –> 2000-2012 0.6773505 0.3007362 4048.7386 1.458651e+02 9 18
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2717 0.3771234 2423.3686 3.446348e+01 2.420769 1982-1999 –> 2000-2012 0.6778702 0.3007468 4052.3421 5.739334e+01 11 21
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2038 0.3644700 1683.6416 8.988743e+02 2.424542 2000-2012 –> 2010-2019 0.7013001 0.3368301 3495.0015 1.820256e+03 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2038 0.3961291 2023.1559 4.402595e+02 2.424426 2000-2012 –> 2010-2019 0.7577038 0.3615746 4219.7317 8.633457e+02 2 5
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2038 0.3994297 2056.9772 4.428933e+02 2.910855 2000-2012 –> 2010-2019 0.7594969 0.3600671 4230.8495 8.391266e+02 6 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2038 0.3968548 2030.6162 1.389766e+03 2.427120 2000-2012 –> 2010-2019 0.7595732 0.3627184 4244.3532 2.604891e+03 3 7
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2038 0.3970241 2032.3544 4.136739e+02 2.425019 2000-2012 –> 2010-2019 0.7598879 0.3628639 4248.2710 8.103001e+02 4 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2038 0.3972549 2034.7239 4.066660e+02 2.424403 2000-2012 –> 2010-2019 0.7603373 0.3630823 4253.9112 7.972282e+02 5 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2038 0.4017267 2078.3492 4.089706e+02 2.369365 2000-2012 –> 2010-2019 0.7669029 0.3651763 4326.7846 7.950237e+02 7 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2038 0.4121640 2182.8965 3.122164e+02 2.612994 2000-2012 –> 2010-2019 0.7831336 0.3709696 4516.8634 5.854728e+02 8 16
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2038 0.4215010 2276.2020 1.005893e+02 2.396373 2000-2012 –> 2010-2019 0.7981153 0.3766143 4694.2299 1.904901e+02 9 18
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2038 0.4226082 2284.8952 1.001335e+02 2.536481 2000-2012 –> 2010-2019 0.7994568 0.3768486 4704.3021 1.899958e+02 10 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5290 5.8939765 33794.5586 1.836331e+02 36.638248 1982-1999 –> 2000-2012 12.0330886 6.1391121 81607.9096 3.650004e+02 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5290 5.9864954 33959.3449 2.841531e+01 38.391339 1982-1999 –> 2000-2012 12.2139310 6.2274356 81983.8493 5.693567e+01 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5290 6.0369163 34048.0811 1.407374e+01 39.397727 1982-1999 –> 2000-2012 12.3066025 6.2696862 82172.5368 2.794106e+01 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5290 6.0560607 34081.5795 1.774731e+01 38.781879 1982-1999 –> 2000-2012 12.3502936 6.2942330 82263.7960 3.492711e+01 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5290 6.1585279 34259.0933 1.888245e+02 21.102502 1982-1999 –> 2000-2012 12.6222057 6.4636778 82833.9886 3.744023e+02 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5290 6.2049691 34338.5774 8.233688e+03 21.416611 1982-1999 –> 2000-2012 12.7204982 6.5155291 83031.5800 1.681300e+04 6 12
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 5290 6.2064130 34339.0390 1.833251e+02 21.555627 1982-1999 –> 2000-2012 12.7234463 6.5170333 83033.4538 3.646488e+02 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5290 6.2713640 34451.1848 2.696451e+01 22.237537 1982-1999 –> 2000-2012 12.8435250 6.5721611 83272.1151 5.286891e+01 8 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5290 6.3323886 34553.6377 6.339910e+00 22.540236 1982-1999 –> 2000-2012 12.9584413 6.6260528 83495.2861 1.278137e+01 12 21
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 5290 6.3301970 34547.9755 2.356940e+01 22.750505 1982-1999 –> 2000-2012 12.9658027 6.6356056 83508.9199 4.654107e+01 11 21
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4028 5.8127127 25623.9104 1.796328e+02 29.809724 2000-2012 –> 2010-2019 11.7066892 5.8939765 59418.4690 3.632659e+02 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4028 5.8981285 25741.4291 2.578562e+01 29.895033 2000-2012 –> 2010-2019 11.8846238 5.9864954 59700.7740 5.420093e+01 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4028 5.9499866 25811.9504 1.237979e+01 30.358783 2000-2012 –> 2010-2019 11.9869029 6.0369163 59860.0315 2.645353e+01 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4028 5.9629385 25829.4675 1.559527e+01 29.844429 2000-2012 –> 2010-2019 12.0189991 6.0560607 59911.0470 3.334258e+01 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4028 6.0154192 25900.0594 1.822771e+02 29.735184 2000-2012 –> 2010-2019 12.1739471 6.1585279 60159.1528 3.711016e+02 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4028 6.0723119 25975.8934 8.395594e+03 29.114674 2000-2012 –> 2010-2019 12.2772810 6.2049691 60314.4708 1.662928e+04 6 12
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 4028 6.0723349 25973.9240 1.788001e+02 28.922935 2000-2012 –> 2010-2019 12.2787479 6.2064130 60312.9630 3.621252e+02 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4028 6.1085484 26023.8247 2.494181e+01 23.481702 2000-2012 –> 2010-2019 12.3799123 6.2713640 60475.0095 5.190632e+01 8 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4028 6.1103913 26026.2549 5.828339e+00 25.838877 2000-2012 –> 2010-2019 12.4347634 6.3243720 60566.4902 1.230320e+01 9 18
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4028 6.1124845 26027.0141 5.537857e+00 26.005756 2000-2012 –> 2010-2019 12.4369836 6.3244991 60565.4620 1.168240e+01 10 20
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5587 4.2591697 32061.1747 8.139826e+02 12.544551 1982-1999 –> 2000-2012 8.3885125 4.1293427 75924.7244 1.604432e+03 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5587 4.2998113 32167.2931 5.097180e+01 27.821511 1982-1999 –> 2000-2012 8.5363938 4.2365825 76427.1141 1.010037e+02 2 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5587 4.3537543 32306.6037 5.581815e+01 13.513513 1982-1999 –> 2000-2012 8.5440237 4.1902694 76396.5338 1.072994e+02 5 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5587 4.3163374 32210.1576 8.620726e+02 27.819025 1982-1999 –> 2000-2012 8.6194264 4.3030889 76710.7242 1.724778e+03 3 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5587 4.3571546 32315.3273 1.861649e+01 27.977457 1982-1999 –> 2000-2012 8.6352581 4.2781035 76725.8888 3.847838e+01 6 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5587 4.3456480 32285.7793 6.084782e+01 14.470262 1982-1999 –> 2000-2012 8.6409974 4.2953495 76758.5220 1.170807e+02 4 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5587 4.3662665 32338.6705 2.018875e+01 27.876556 1982-1999 –> 2000-2012 8.6547452 4.2884786 76786.6701 4.182122e+01 9 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5587 4.3590903 32320.2904 1.265389e+01 15.017745 1982-1999 –> 2000-2012 8.6606096 4.3015192 76815.2180 2.473984e+01 7 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5587 4.3655875 32336.9326 1.739676e+01 15.397044 1982-1999 –> 2000-2012 8.6739689 4.3083814 76856.4974 3.461865e+01 8 19
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5587 4.4315425 32504.4861 1.742225e+01 13.641071 1982-1999 –> 2000-2012 8.6894662 4.2579237 76841.9693 3.541353e+01 11 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4282 4.3331381 24723.1144 8.031437e+02 12.936978 2000-2012 –> 2010-2019 8.5923078 4.2591697 56784.2891 1.617126e+03 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4282 4.4380204 24927.9345 4.969927e+01 25.573344 2000-2012 –> 2010-2019 8.7378317 4.2998113 57095.2276 1.006711e+02 6 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4282 4.4348761 24921.8649 8.454569e+02 25.485059 2000-2012 –> 2010-2019 8.7512136 4.3163374 57132.0225 1.707529e+03 4 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4282 4.4100062 24873.7045 6.030243e+01 13.110586 2000-2012 –> 2010-2019 8.7556542 4.3456480 57159.4837 1.211502e+02 2 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4282 4.4299073 24912.2644 1.290880e+01 15.961791 2000-2012 –> 2010-2019 8.7889976 4.3590903 57232.5548 2.556269e+01 3 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4282 4.4448060 24941.0186 5.614954e+01 14.017605 2000-2012 –> 2010-2019 8.7985603 4.3537543 57247.6223 1.119677e+02 7 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4282 4.4362738 24924.5635 1.750812e+01 16.558677 2000-2012 –> 2010-2019 8.8018613 4.3655875 57261.4960 3.490489e+01 5 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4282 4.4538399 24958.4070 3.982837e+02 13.753187 2000-2012 –> 2010-2019 8.8551474 4.4013075 57386.3952 8.077220e+02 8 18
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4282 4.5008217 25048.2720 1.885003e+01 25.760311 2000-2012 –> 2010-2019 8.8579763 4.3571546 57363.5993 3.746651e+01 9 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4282 4.5077430 25061.4316 2.046358e+01 25.651592 2000-2012 –> 2010-2019 8.8740096 4.3662665 57400.1021 4.065233e+01 10 19
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4594 3.2705556 23938.6187 1.379069e+02 15.792102 1982-1999 –> 2000-2012 6.2983701 3.0278145 56078.0945 2.636987e+02 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4594 3.2999242 24020.7558 1.777773e+03 26.104820 1982-1999 –> 2000-2012 6.4012511 3.1013269 56465.2277 3.355941e+03 2 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4594 3.3465639 24149.7058 4.971199e+01 16.314000 1982-1999 –> 2000-2012 6.4391923 3.0926284 56558.4677 9.571068e+01 4 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4594 3.3552306 24173.4696 5.505979e+01 16.599026 1982-1999 –> 2000-2012 6.4610949 3.1058643 56636.5292 1.059109e+02 5 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4594 3.3283811 24099.6488 9.061148e+02 15.845620 1982-1999 –> 2000-2012 6.5163976 3.1880166 56894.6317 1.719789e+03 3 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4594 3.3847735 24254.0162 1.416856e+02 16.829895 1982-1999 –> 2000-2012 6.6174691 3.2326955 57225.9444 2.674315e+02 6 12
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4594 3.4741462 24493.4715 1.495758e+04 16.779674 1982-1999 –> 2000-2012 6.7632982 3.2891520 57685.5231 2.699335e+04 7 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4594 3.4755919 24495.2943 9.051657e+02 16.577953 1982-1999 –> 2000-2012 6.7673661 3.2917741 57695.4775 1.712943e+03 8 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4594 3.4872363 24528.0257 2.512674e+01 19.750324 1982-1999 –> 2000-2012 6.8234463 3.3362099 57900.6876 4.666522e+01 9 19
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4594 3.5083567 24581.5048 1.371434e+02 17.508716 1982-1999 –> 2000-2012 6.8311613 3.3228045 57900.9771 2.621860e+02 11 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3475 3.4788609 18540.2220 1.386334e+02 23.971261 2000-2012 –> 2010-2019 6.7494166 3.2705556 42478.8407 2.765403e+02 3 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3475 3.4776503 18537.8030 1.765322e+03 26.008832 2000-2012 –> 2010-2019 6.7775745 3.2999242 42558.5588 3.543094e+03 2 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3475 3.4592445 18500.9219 9.293564e+02 22.200182 2000-2012 –> 2010-2019 6.7876256 3.3283811 42600.5706 1.835471e+03 1 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3475 3.5477557 18676.5134 1.440934e+02 23.444732 2000-2012 –> 2010-2019 6.9325292 3.3847735 42930.5296 2.857790e+02 4 10
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3475 3.5974661 18773.2194 5.145125e+01 24.340221 2000-2012 –> 2010-2019 6.9440300 3.3465639 42922.9253 1.011632e+02 5 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3475 3.6062002 18790.0726 5.676369e+01 24.255465 2000-2012 –> 2010-2019 6.9614308 3.3552306 42963.5422 1.118235e+02 6 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3475 3.6255278 18827.2219 1.231354e+04 23.561298 2000-2012 –> 2010-2019 7.0996740 3.4741462 43320.6934 2.727112e+04 7 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3475 3.6256318 18825.4213 9.287342e+02 23.495828 2000-2012 –> 2010-2019 7.1012237 3.4755919 43320.7156 1.833900e+03 8 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3475 3.6942000 18957.6327 2.583610e+01 23.699830 2000-2012 –> 2010-2019 7.1814363 3.4872363 43485.6584 5.096283e+01 11 20
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3475 3.6919167 18951.3358 1.382194e+02 24.652585 2000-2012 –> 2010-2019 7.2002734 3.5083567 43532.8407 2.753628e+02 10 21
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5354 3.3068176 28014.6149 1.106669e+03 18.767227 1982-1999 –> 2000-2012 6.2634993 2.9566816 64532.4560 2.191750e+03 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5354 3.3107588 28027.3697 1.185571e+02 12.936194 1982-1999 –> 2000-2012 6.3019208 2.9911619 64714.3027 2.303259e+02 2 4
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5354 3.3837039 28260.7345 7.454903e+02 17.545726 1982-1999 –> 2000-2012 6.5006720 3.1169681 65548.5115 1.472982e+03 3 7
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 5354 3.3949825 28296.3674 9.256979e+03 16.643019 1982-1999 –> 2000-2012 6.5100580 3.1150755 65575.2864 1.914337e+04 4 7
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5354 3.3949826 28294.3675 6.559593e+02 16.645933 1982-1999 –> 2000-2012 6.5150296 3.1200471 65594.5435 1.280102e+03 5 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5354 3.4462624 28456.8981 4.382820e+01 13.185871 1982-1999 –> 2000-2012 6.5754182 3.1291558 65801.5889 8.244355e+01 6 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5354 3.4489469 28465.2361 5.031961e+01 13.180829 1982-1999 –> 2000-2012 6.5887620 3.1398151 65859.5222 9.426354e+01 8 15
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5354 3.4488616 28464.9711 2.816303e+01 12.589036 1982-1999 –> 2000-2012 6.6757803 3.2269187 66258.3309 5.455437e+01 7 15
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 5354 3.4547258 28481.1627 2.740934e+01 12.719585 1982-1999 –> 2000-2012 6.6951303 3.2404045 66333.3446 5.335550e+01 9 19
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5354 3.4780780 28555.3000 1.269818e+02 14.454410 1982-1999 –> 2000-2012 6.7126915 3.2346135 66383.3949 2.507766e+02 10 19
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4189 3.5839584 22596.1151 1.250908e+02 14.121324 2000-2012 –> 2010-2019 6.8947173 3.3107588 50623.4847 2.436479e+02 1 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4189 3.5894811 22609.0152 1.076083e+03 19.503501 2000-2012 –> 2010-2019 6.8962987 3.3068176 50623.6301 2.182752e+03 2 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4189 3.6530601 22756.1122 7.441215e+02 18.171574 2000-2012 –> 2010-2019 7.0367639 3.3837039 51016.8467 1.489612e+03 4 7
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4189 3.6529867 22755.9440 8.986519e+03 17.484072 2000-2012 –> 2010-2019 7.0479693 3.3949825 51052.3114 1.824350e+04 3 7
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4189 3.6536106 22755.3747 6.698679e+02 17.917482 2000-2012 –> 2010-2019 7.0485931 3.3949826 51049.7422 1.325827e+03 5 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4189 3.7058534 22876.3228 2.815522e+01 13.032398 2000-2012 –> 2010-2019 7.1547149 3.4488616 51341.2939 5.631825e+01 6 13
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4189 3.7151424 22897.2968 4.420452e+01 13.952201 2000-2012 –> 2010-2019 7.1614048 3.4462624 51354.1949 8.803272e+01 8 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4189 3.7128915 22892.2191 5.105967e+01 13.996502 2000-2012 –> 2010-2019 7.1618384 3.4489469 51357.4552 1.013793e+02 7 15
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4189 3.7192127 22904.4707 2.711052e+01 13.769023 2000-2012 –> 2010-2019 7.1739385 3.4547258 51385.6334 5.451986e+01 9 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4189 3.7387070 22950.2692 1.310732e+02 14.557303 2000-2012 –> 2010-2019 7.2167850 3.4780780 51505.5692 2.580550e+02 10 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 6449 3.0791209 32821.1291 1.018830e+03 14.258312 1982-1999 –> 2000-2012 5.6918428 2.6127219 74830.3230 2.089903e+03 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6449 3.1002207 32909.2117 1.430610e+02 11.534526 1982-1999 –> 2000-2012 5.7348646 2.6346439 75065.8798 2.845550e+02 2 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6449 3.1092301 32946.6395 2.685795e+01 10.865942 1982-1999 –> 2000-2012 5.7410637 2.6318336 75084.4708 5.310303e+01 3 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 6449 3.1467898 33101.5150 2.007707e+03 18.684958 1982-1999 –> 2000-2012 5.7622266 2.6154368 75129.0391 4.042751e+03 5 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6449 3.1436154 33088.4970 1.083313e+02 10.718127 1982-1999 –> 2000-2012 5.7647568 2.6211415 75154.4769 2.068815e+02 4 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6449 3.1628947 33167.3568 4.285584e+01 11.930924 1982-1999 –> 2000-2012 5.8576260 2.6947313 75722.0406 8.732490e+01 6 15
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6449 3.1655582 33178.2138 2.718730e+01 11.962783 1982-1999 –> 2000-2012 5.8587699 2.6932117 75722.9416 5.582243e+01 7 15
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 6449 3.1834016 33248.7122 1.057096e+01 12.190979 1982-1999 –> 2000-2012 5.8845707 2.7011691 75843.5122 2.021935e+01 8 18
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6449 3.2089430 33353.7841 3.643756e+01 11.159546 1982-1999 –> 2000-2012 5.8925359 2.6835929 75835.3620 7.026949e+01 9 15
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6449 3.2127734 33369.1705 4.016152e+01 11.188238 1982-1999 –> 2000-2012 5.9037678 2.6909945 75899.3616 7.710172e+01 10 17
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4983 3.3376078 26166.7060 1.156342e+03 18.610692 2000-2012 –> 2010-2019 6.4167287 3.0791209 58987.8351 2.175171e+03 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4983 3.3748432 26277.2742 1.557960e+02 11.940244 2000-2012 –> 2010-2019 6.4750639 3.1002207 59186.4859 2.988569e+02 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4983 3.4361894 26456.8042 2.575925e+01 10.273632 2000-2012 –> 2010-2019 6.5454194 3.1092301 59403.4438 5.261720e+01 4 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4983 3.4338951 26450.1479 2.119829e+03 25.476773 2000-2012 –> 2010-2019 6.5806849 3.1467898 59551.6630 4.127536e+03 3 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4983 3.4423472 26474.6478 4.570770e+01 11.490923 2000-2012 –> 2010-2019 6.6052419 3.1628947 59642.0046 8.856354e+01 5 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4983 3.4478717 26490.6291 2.888168e+01 11.518809 2000-2012 –> 2010-2019 6.6134299 3.1655582 59668.8429 5.606898e+01 6 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4983 3.4725830 26561.8018 1.175958e+02 15.745467 2000-2012 –> 2010-2019 6.6161984 3.1436154 59650.2988 2.259271e+02 7 11
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4983 3.5150081 26680.8203 1.097642e+01 11.815891 2000-2012 –> 2010-2019 6.6984097 3.1834016 59929.5326 2.154737e+01 8 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4983 3.5537667 26792.1100 3.539687e+01 11.413714 2000-2012 –> 2010-2019 6.7627097 3.2089430 60145.8941 7.183443e+01 11 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4983 3.5562968 26799.2027 3.912534e+01 11.411899 2000-2012 –> 2010-2019 6.7690701 3.2127734 60168.3732 7.928686e+01 12 22
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 5802 3.3546689 30524.2998 2.041279e+05 17.796745 1982-1999 –> 2000-2012 5.9492835 2.5946146 68111.9990 3.954210e+05 1 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5802 3.3633378 30554.2473 1.760758e+05 29.811752 1982-1999 –> 2000-2012 5.9710273 2.6076895 68221.5579 3.428707e+05 2 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5802 3.3830604 30622.0944 1.055411e+02 28.093323 1982-1999 –> 2000-2012 5.9795466 2.5964863 68221.2147 2.101903e+02 3 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5802 3.4269499 30771.6685 5.120511e+03 24.360377 1982-1999 –> 2000-2012 5.9849139 2.5579641 68134.0513 1.023183e+04 4 5
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5802 3.4955091 31001.5252 5.227382e+02 25.427788 1982-1999 –> 2000-2012 6.1107860 2.6152770 68714.8519 1.046011e+03 7 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5802 3.4391293 30812.8361 3.379765e+01 30.082227 1982-1999 –> 2000-2012 6.1296186 2.6904893 68975.2186 6.722436e+01 5 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5802 3.5465055 31169.5945 1.902693e+01 20.378045 1982-1999 –> 2000-2012 6.1625806 2.6160751 68887.7537 3.688412e+01 9 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5802 3.5441188 31161.7827 1.005819e+02 26.001168 1982-1999 –> 2000-2012 6.2067148 2.6625960 69159.1099 1.999415e+02 8 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5802 3.4765682 30938.4765 3.651730e+01 30.802532 1982-1999 –> 2000-2012 6.2083782 2.7318100 69342.2509 7.269045e+01 6 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5802 3.5515805 31186.1878 8.383855e+01 25.751233 1982-1999 –> 2000-2012 6.2163443 2.6647638 69196.4044 1.703799e+02 10 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4516 3.5722866 24329.4485 1.866249e+05 30.404397 2000-2012 –> 2010-2019 6.9356244 3.3633378 54883.6959 3.627007e+05 1 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4516 3.6193410 24447.6419 1.082867e+02 27.548487 2000-2012 –> 2010-2019 7.0024014 3.3830604 55069.7364 2.138278e+02 2 5
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4516 3.6631309 24556.2630 2.177331e+05 21.134902 2000-2012 –> 2010-2019 7.0177998 3.3546689 55080.5628 4.218610e+05 4 5
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4516 3.6506695 24525.4851 3.641962e+01 29.315365 2000-2012 –> 2010-2019 7.0897987 3.4391293 55338.3212 7.021728e+01 3 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4516 3.6816207 24601.7377 3.926290e+01 30.222374 2000-2012 –> 2010-2019 7.1581889 3.4765682 55540.2142 7.578019e+01 5 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4516 3.7345041 24730.5518 5.287583e+03 24.801819 2000-2012 –> 2010-2019 7.1614539 3.4269499 55502.2203 1.040809e+04 6 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4516 3.8025178 24893.5648 5.383443e+02 26.015090 2000-2012 –> 2010-2019 7.2980268 3.4955091 55895.0901 1.061082e+03 8 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4516 3.8476027 25000.0238 1.060324e+02 26.643763 2000-2012 –> 2010-2019 7.3917215 3.5441188 56161.8065 2.066143e+02 9 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4516 3.8598309 25028.6832 8.741297e+01 26.368698 2000-2012 –> 2010-2019 7.4114114 3.5515805 56214.8709 1.712515e+02 10 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4516 3.7929841 24870.8913 3.406407e+01 34.668748 2000-2012 –> 2010-2019 7.4534448 3.6604607 56407.4769 6.581724e+01 7 23
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5973 3.0339447 30223.0709 4.272142e+01 10.102486 1982-1999 –> 2000-2012 5.3274745 2.2935298 66037.1396 8.324761e+01 3 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5973 3.0299257 30207.2358 5.157756e+01 9.873195 1982-1999 –> 2000-2012 5.3286416 2.2987159 66057.2569 9.718859e+01 2 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5973 3.0817024 30409.6498 1.608118e+02 10.762441 1982-1999 –> 2000-2012 5.3714465 2.2897441 66197.4222 3.253860e+02 8 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5973 3.0636718 30339.5503 4.971868e+02 8.752238 1982-1999 –> 2000-2012 5.3918561 2.3281843 66392.3356 9.610643e+02 5 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5973 3.0844281 30420.2111 3.084626e+01 13.535516 1982-1999 –> 2000-2012 5.3945642 2.3101361 66349.1183 5.753340e+01 9 13
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5973 3.0630365 30337.0725 5.831756e+01 8.754581 1982-1999 –> 2000-2012 5.4027644 2.3397280 66468.5879 1.147101e+02 4 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5973 3.0737382 30378.7370 6.010961e+01 8.768883 1982-1999 –> 2000-2012 5.4180600 2.3443218 66541.4756 1.187604e+02 7 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5973 3.0103832 30129.9366 4.260879e+01 8.831167 1982-1999 –> 2000-2012 5.4212820 2.4108988 66738.4342 8.347848e+01 1 14
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 5973 3.0870751 30428.4585 3.049454e+01 14.035305 1982-1999 –> 2000-2012 5.4392745 2.3521994 66642.5964 5.646614e+01 10 21
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5973 3.1155203 30540.0284 3.856769e+03 9.316645 1982-1999 –> 2000-2012 5.4623562 2.3468359 66719.8282 7.343999e+03 12 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4638 3.5859829 25021.8284 3.981835e+01 9.862331 2000-2012 –> 2010-2019 6.5963661 3.0103832 55151.7650 8.242714e+01 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4638 3.6588201 25208.3510 4.507050e+01 9.942864 2000-2012 –> 2010-2019 6.6887458 3.0299257 55415.5869 9.664807e+01 8 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4638 3.6307820 25136.9940 5.567860e+01 10.280550 2000-2012 –> 2010-2019 6.6938185 3.0630365 55474.0666 1.139962e+02 3 7
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4638 3.6388761 25157.6498 4.847527e+02 10.412121 2000-2012 –> 2010-2019 6.7025479 3.0636718 55497.2001 9.819395e+02 4 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4638 3.6694334 25235.2195 3.989584e+01 9.976208 2000-2012 –> 2010-2019 6.7033781 3.0339447 55458.2904 8.261726e+01 9 12
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 4638 3.6534881 25192.8234 3.192678e+01 10.518709 2000-2012 –> 2010-2019 6.7171642 3.0636761 55530.3902 6.597462e+01 6 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4638 3.6448479 25172.8605 5.637239e+01 10.417268 2000-2012 –> 2010-2019 6.7185861 3.0737382 55551.5975 1.164820e+02 5 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4638 3.6302908 25135.7390 6.537417e+01 9.948292 2000-2012 –> 2010-2019 6.7187966 3.0885058 55571.7325 1.395602e+02 2 13
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + silicate 4638 3.6565865 25200.6868 4.816383e+01 10.105852 2000-2012 –> 2010-2019 6.7740860 3.1174995 55746.3015 1.003397e+02 7 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4638 3.7335864 25395.9911 1.670663e+02 10.606944 2000-2012 –> 2010-2019 6.8152888 3.0817024 55805.6409 3.278782e+02 11 19
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2310 2.0441449 9872.7017 1.874053e+05 7.947837 1982-1999 –> 2000-2012 3.4944570 1.4503121 20906.7758 3.758147e+05 1 3
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2310 2.0701957 9931.2074 3.526382e+03 8.334300 1982-1999 –> 2000-2012 3.5174775 1.4472818 20952.4101 7.189127e+03 2 3
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2310 2.0901548 9975.5363 5.139152e+02 8.799759 1982-1999 –> 2000-2012 3.5523204 1.4621656 21059.7031 1.035569e+03 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2310 2.0969770 9990.5912 1.787043e+02 8.959059 1982-1999 –> 2000-2012 3.5707083 1.4737312 21123.2444 3.244560e+02 4 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2310 2.1059025 10010.2139 1.692382e+02 9.091071 1982-1999 –> 2000-2012 3.5858188 1.4799163 21168.6407 3.077199e+02 5 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2310 2.1795985 10169.1261 3.660812e+03 8.172152 1982-1999 –> 2000-2012 3.6742716 1.4946731 21388.6126 7.576040e+03 10 16
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2310 2.1852027 10178.9896 3.378840e+03 8.705238 1982-1999 –> 2000-2012 3.6809966 1.4957939 21401.0893 6.861675e+03 12 19
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2310 2.1838122 10178.0489 3.073608e+03 8.618310 1982-1999 –> 2000-2012 3.7012143 1.5174022 21490.4132 6.293051e+03 11 21
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2310 2.1648122 10137.6773 2.016403e+05 9.260553 1982-1999 –> 2000-2012 3.7094509 1.5446387 21559.5228 3.935003e+05 8 25
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2310 2.2026462 10217.7228 5.410977e+02 8.656937 1982-1999 –> 2000-2012 3.7167279 1.5140817 21516.6058 1.110338e+03 17 25
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1880 2.4431235 8707.9318 1.860243e+05 7.564567 2000-2012 –> 2010-2019 4.4872685 2.0441449 18580.6335 3.734297e+05 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1880 2.5244738 8831.0917 3.687144e+03 8.363615 2000-2012 –> 2010-2019 4.5946696 2.0701957 18762.2991 7.213526e+03 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1880 2.5500701 8869.0233 5.145542e+02 8.963859 2000-2012 –> 2010-2019 4.6402250 2.0901548 18844.5596 1.028469e+03 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1880 2.5560471 8877.8259 1.352212e+02 9.193440 2000-2012 –> 2010-2019 4.6530242 2.0969770 18868.4171 3.139256e+02 4 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1880 2.5666413 8893.3780 1.296011e+02 9.373742 2000-2012 –> 2010-2019 4.6725438 2.1059025 18903.5919 2.988393e+02 5 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1880 2.5797357 8912.5119 1.506295e+02 10.429471 2000-2012 –> 2010-2019 4.7242025 2.1444668 19006.5640 3.445780e+02 6 12
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 1880 2.5800941 8911.0342 1.347037e+02 10.541853 2000-2012 –> 2010-2019 4.7310627 2.1509686 19017.0725 3.087909e+02 7 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1880 2.5964222 8936.7544 2.072291e+05 9.113070 2000-2012 –> 2010-2019 4.7612344 2.1648122 19074.4317 4.088694e+05 8 16
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1880 2.6333190 8989.8101 4.401817e+02 11.160950 2000-2012 –> 2010-2019 4.8100704 2.1767514 19152.8973 9.099168e+02 9 18
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1880 2.6335990 8988.2100 4.222012e+02 11.068146 2000-2012 –> 2010-2019 4.8203627 2.1867637 19170.4987 8.630858e+02 10 23
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2853 1.7210808 11208.5499 2.460116e+03 12.381357 1982-1999 –> 2000-2012 3.1596067 1.4385259 25600.6583 5.043661e+03 1 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2853 1.7553178 11320.9436 2.759666e+05 9.976193 1982-1999 –> 2000-2012 3.1706278 1.4153100 25581.8156 5.720062e+05 8 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2853 1.7315262 11243.0756 2.533393e+05 10.504610 1982-1999 –> 2000-2012 3.1820700 1.4505438 25702.2900 5.325137e+05 2 12
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2853 1.7418276 11276.9220 4.699010e+02 12.498113 1982-1999 –> 2000-2012 3.1859602 1.4441326 25700.4065 9.306350e+02 4 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2853 1.7317585 11243.8410 2.027918e+05 11.909637 1982-1999 –> 2000-2012 3.1901261 1.4583676 25746.4441 4.294412e+05 3 16
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2853 1.7444005 11285.3442 2.084382e+02 12.385807 1982-1999 –> 2000-2012 3.1902686 1.4458680 25718.5161 4.386614e+02 5 13
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2853 1.7514179 11308.2523 1.600047e+02 11.911491 1982-1999 –> 2000-2012 3.1964106 1.4449927 25736.5395 3.298465e+02 6 12
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2853 1.7525689 11312.0010 2.219926e+02 12.431846 1982-1999 –> 2000-2012 3.2010448 1.4484759 25759.7080 4.688645e+02 7 16
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2853 1.7918896 11438.6058 1.918181e+03 11.266925 1982-1999 –> 2000-2012 3.2136524 1.4217628 25736.1695 3.789617e+03 11 13
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 2853 1.7688771 11362.8514 1.913636e+05 10.789632 1982-1999 –> 2000-2012 3.2361821 1.4673050 25912.7350 3.967309e+05 10 25
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2175 2.0273167 9260.5845 2.449260e+03 17.436878 2000-2012 –> 2010-2019 3.7483974 1.7210808 20469.1344 4.909376e+03 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2175 2.0295520 9265.3782 2.033448e+05 17.604520 2000-2012 –> 2010-2019 3.7613105 1.7317585 20509.2192 4.061366e+05 2 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2175 2.0351568 9277.3745 2.554058e+05 16.207095 2000-2012 –> 2010-2019 3.7666829 1.7315262 20520.4500 5.087450e+05 3 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2175 2.0531453 9315.6548 4.681277e+02 17.785204 2000-2012 –> 2010-2019 3.7949730 1.7418276 20592.5768 9.380288e+02 6 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2175 2.0526683 9314.6441 2.386101e+02 17.810822 2000-2012 –> 2010-2019 3.7970688 1.7444005 20599.9883 4.470483e+02 5 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2175 2.0522665 9313.7926 1.777497e+02 17.657569 2000-2012 –> 2010-2019 3.8036845 1.7514179 20622.0449 3.377544e+02 4 10
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2175 2.0533140 9314.0122 1.689756e+02 17.753787 2000-2012 –> 2010-2019 3.8125021 1.7591881 20645.5233 3.254957e+02 7 16
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2175 2.0640064 9338.6055 2.515061e+02 17.969276 2000-2012 –> 2010-2019 3.8165753 1.7525689 20650.6065 4.734988e+02 8 15
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2175 2.0762116 9364.2530 2.736593e+05 16.860588 2000-2012 –> 2010-2019 3.8315294 1.7553178 20685.1966 5.496259e+05 9 17
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 2175 2.0820995 9374.5716 1.923449e+05 17.171957 2000-2012 –> 2010-2019 3.8509766 1.7688771 20737.4230 3.837084e+05 10 20
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2443 2.1340012 10650.5153 7.479992e+05 7.922156 1982-1999 –> 2000-2012 4.0137324 1.8797313 25281.4956 1.392225e+06 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2443 2.1414463 10667.5320 1.625148e+02 8.485216 1982-1999 –> 2000-2012 4.0244339 1.8829876 25310.8530 3.229306e+02 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2443 2.1656054 10722.3457 1.997598e+03 8.615089 1982-1999 –> 2000-2012 4.0487124 1.8831070 25366.1189 4.030112e+03 9 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2443 2.1676817 10727.0279 7.712411e+01 8.580203 1982-1999 –> 2000-2012 4.0565248 1.8888431 25392.4867 1.469858e+02 10 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2443 2.1736508 10740.4639 1.758376e+02 8.667642 1982-1999 –> 2000-2012 4.0616761 1.8880253 25402.8351 3.410806e+02 11 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2443 2.1742583 10741.8293 8.481043e+01 8.665545 1982-1999 –> 2000-2012 4.0633172 1.8890589 25408.1027 1.619192e+02 13 19
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2443 2.1742463 10741.8023 8.533507e+01 8.665099 1982-1999 –> 2000-2012 4.0633292 1.8890829 25408.1664 1.629939e+02 12 19
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2443 2.1742605 10739.8342 1.765791e+01 8.665804 1982-1999 –> 2000-2012 4.0633836 1.8891231 25404.3498 3.654965e+01 14 22
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2443 2.1468925 10679.9425 7.272588e+02 8.022975 1982-1999 –> 2000-2012 4.0959028 1.9490103 25568.9779 1.487199e+03 3 23
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2443 2.1975849 10793.9698 1.231230e+03 7.785410 1982-1999 –> 2000-2012 4.1151993 1.9176143 25567.2153 2.565343e+03 20 29
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1902 2.3600215 8678.0257 9.674887e+02 9.018953 2000-2012 –> 2010-2019 4.5069141 2.1468925 19357.9682 1.694747e+03 1 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1902 2.3611849 8679.9003 9.451579e+02 8.220295 2000-2012 –> 2010-2019 4.5251514 2.1639666 19398.5471 1.700734e+03 2 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1902 2.3612127 8679.9452 8.529845e+02 8.213390 2000-2012 –> 2010-2019 4.5252187 2.1640060 19398.6810 1.527276e+03 3 9
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1902 2.3614526 8680.3316 8.886729e+02 8.173607 2000-2012 –> 2010-2019 4.5256180 2.1641654 19399.4274 1.600713e+03 4 11
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1902 2.3630406 8682.8889 7.013697e+02 9.021685 2000-2012 –> 2010-2019 4.5257739 2.1627333 19398.7502 1.285715e+03 6 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1902 2.3616756 8680.6908 2.847633e+03 8.150470 2000-2012 –> 2010-2019 4.5261801 2.1645046 19400.5521 5.488022e+03 5 13
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1902 2.3949364 8733.8910 7.703147e+05 8.204389 2000-2012 –> 2010-2019 4.5289376 2.1340012 19384.4063 1.518314e+06 9 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1902 2.4124006 8761.5296 1.604901e+02 9.406856 2000-2012 –> 2010-2019 4.5538469 2.1414463 19429.0616 3.230049e+02 10 12
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1902 2.3759570 8701.6250 6.359924e+02 8.493955 2000-2012 –> 2010-2019 4.5744719 2.1985149 19495.6620 1.184271e+03 7 28
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1902 2.3818868 8711.1070 8.130834e+02 8.256063 2000-2012 –> 2010-2019 4.5787287 2.1968419 19501.4244 1.459360e+03 8 27
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1776 1.8697720 7276.9698 2.022685e+03 10.092521 1982-1999 –> 2000-2012 3.4698196 1.6000477 16626.2692 3.984936e+03 7 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1776 1.8174689 7176.1936 2.812951e+06 9.545086 1982-1999 –> 2000-2012 3.4793523 1.6618834 16712.8845 5.341865e+06 1 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1776 1.8815692 7299.3105 6.013448e+02 10.132157 1982-1999 –> 2000-2012 3.4902071 1.6086379 16675.0713 1.145447e+03 9 11
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1776 1.8823496 7300.7836 7.741731e+02 10.126162 1982-1999 –> 2000-2012 3.4927330 1.6103834 16681.9038 1.524635e+03 11 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1776 1.8568038 7252.2484 4.216266e+03 9.125480 1982-1999 –> 2000-2012 3.5000015 1.6431977 16733.0581 8.139730e+03 2 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1776 1.8854022 7306.5392 7.060142e+02 10.119328 1982-1999 –> 2000-2012 3.5002439 1.6148417 16701.3222 1.379810e+03 13 17
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1776 1.8628579 7263.8108 2.135179e+02 9.139089 1982-1999 –> 2000-2012 3.5092631 1.6464052 16754.2579 4.141245e+02 3 9
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1776 1.8637309 7265.4751 1.084751e+02 9.133710 1982-1999 –> 2000-2012 3.5116471 1.6479162 16760.4555 2.028698e+02 4 11
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1776 1.8641217 7266.2199 1.081010e+02 9.138810 1982-1999 –> 2000-2012 3.5122640 1.6481422 16761.8781 2.016232e+02 5 13
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1776 1.8673178 7272.3046 8.713840e+01 9.037311 1982-1999 –> 2000-2012 3.5219286 1.6546108 16787.3212 1.592749e+02 6 15
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1325 1.9685330 5569.0019 2.906659e+06 9.781893 2000-2012 –> 2010-2019 3.7860019 1.8174689 12745.1956 5.719610e+06 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1325 2.0303851 5650.9846 4.353156e+03 10.307384 2000-2012 –> 2010-2019 3.8871888 1.8568038 12903.2329 8.569423e+03 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1325 2.0373018 5659.9967 2.195534e+02 10.314483 2000-2012 –> 2010-2019 3.9001597 1.8628579 12923.8076 4.330713e+02 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1325 2.0374782 5660.2262 1.082464e+02 10.303404 2000-2012 –> 2010-2019 3.9012091 1.8637309 12925.7013 2.167214e+02 4 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1325 2.0379951 5660.8984 1.079536e+02 10.308574 2000-2012 –> 2010-2019 3.9021169 1.8641217 12927.1183 2.160546e+02 5 10
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1325 2.0381889 5661.1504 8.284798e+01 10.170319 2000-2012 –> 2010-2019 3.9055067 1.8673178 12933.4550 1.699864e+02 6 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1325 2.0383794 5661.3981 1.177930e+03 10.225219 2000-2012 –> 2010-2019 3.9201850 1.8818055 12961.1548 2.206833e+03 7 17
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1325 2.0392111 5662.4792 2.061417e+02 10.050012 2000-2012 –> 2010-2019 3.9233506 1.8841395 12966.6386 3.947792e+02 9 21
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1325 2.0584722 5687.3919 2.055616e+03 10.965500 2000-2012 –> 2010-2019 3.9282442 1.8697720 12964.3617 4.078301e+03 14 21
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1325 2.0534205 5678.8805 3.411798e+01 10.531210 2000-2012 –> 2010-2019 3.9286918 1.8752713 12964.2820 6.609858e+01 12 20
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4039 1.3660340 13995.8080 1.041802e+06 8.305676 1982-1999 –> 2000-2012 2.5664409 1.2004068 31755.5256 1.987477e+06 1 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4039 1.4020731 14206.1612 2.217154e+03 7.828688 1982-1999 –> 2000-2012 2.5910481 1.1889750 31859.8549 4.602855e+03 2 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4039 1.4060635 14229.1190 1.950484e+02 7.778625 1982-1999 –> 2000-2012 2.5973396 1.1912761 31904.2363 4.089448e+02 3 7
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4039 1.4083996 14242.5292 6.750269e+01 7.747048 1982-1999 –> 2000-2012 2.6016370 1.1932374 31935.8729 1.350950e+02 4 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4039 1.4086887 14244.1872 6.715331e+01 7.756597 1982-1999 –> 2000-2012 2.6019886 1.1932999 31938.1111 1.304515e+02 5 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4039 1.4346334 14391.6113 3.485598e+02 6.739306 1982-1999 –> 2000-2012 2.6073498 1.1727164 31892.7463 6.861895e+02 8 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4039 1.4204176 14311.1671 7.200946e+01 8.428452 1982-1999 –> 2000-2012 2.6124227 1.1920051 31993.0623 1.341814e+02 6 11
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 4039 1.4217303 14316.6290 9.465329e+00 8.650878 1982-1999 –> 2000-2012 2.6170543 1.1953239 32027.3309 1.903456e+01 7 15
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4039 1.4735542 14607.8425 2.110428e+03 8.263063 1982-1999 –> 2000-2012 2.6621266 1.1885724 32257.7840 4.347971e+03 10 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4039 1.4924644 14710.8489 3.253309e+02 8.180248 1982-1999 –> 2000-2012 2.6975362 1.2050718 32513.5416 6.632979e+02 12 22
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3006 1.4118156 10618.0561 1.030774e+06 7.130934 2000-2012 –> 2010-2019 2.7778496 1.3660340 24613.8641 2.072576e+06 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3006 1.4926175 10952.6524 2.274292e+03 6.994040 2000-2012 –> 2010-2019 2.8946906 1.4020731 25158.8136 4.491446e+03 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3006 1.4978474 10973.6809 1.938889e+02 7.037983 2000-2012 –> 2010-2019 2.9039109 1.4060635 25202.7999 3.889373e+02 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3006 1.5000735 10982.6094 6.789577e+01 7.062515 2000-2012 –> 2010-2019 2.9084732 1.4083996 25225.1386 1.353985e+02 4 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3006 1.5004808 10984.2415 6.755515e+01 7.064528 2000-2012 –> 2010-2019 2.9091695 1.4086887 25228.4287 1.347085e+02 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3006 1.5122970 11031.4002 7.117976e+01 7.108167 2000-2012 –> 2010-2019 2.9327146 1.4204176 25342.5673 1.431892e+02 6 12
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3006 1.5166073 11046.5110 9.694033e+00 7.032559 2000-2012 –> 2010-2019 2.9383376 1.4217303 25363.1400 1.915936e+01 7 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3006 1.5455064 11161.9925 3.570801e+02 6.883202 2000-2012 –> 2010-2019 2.9801398 1.4346334 25553.6038 7.056399e+02 8 16
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3006 1.5608478 11221.3758 3.356843e+02 7.067346 2000-2012 –> 2010-2019 3.0281020 1.4672543 25794.6085 6.630314e+02 10 19
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3006 1.5459938 11163.8882 3.214081e+02 7.264802 2000-2012 –> 2010-2019 3.0382084 1.4922145 25873.3843 6.242698e+02 9 20
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 8420 0.6330953 16210.7825 2.141732e+02 4.317048 1982-1999 –> 2000-2012 1.1954181 0.5623228 35778.2815 4.159202e+02 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 8420 0.6622614 16969.2453 1.497295e+02 3.772335 1982-1999 –> 2000-2012 1.2597421 0.5974807 37942.9996 2.985904e+02 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 8420 0.7278865 18560.3700 1.253332e+03 6.087504 1982-1999 –> 2000-2012 1.3599523 0.6320658 40838.9475 2.559774e+03 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8420 0.7397931 18833.6052 2.132918e+02 6.140177 1982-1999 –> 2000-2012 1.3795160 0.6397230 41391.4071 4.132762e+02 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8420 0.7456238 18965.8110 2.329982e+02 6.106597 1982-1999 –> 2000-2012 1.3912201 0.6455963 41735.5332 4.695575e+02 5 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8420 0.7520891 19111.2003 1.669782e+02 6.181978 1982-1999 –> 2000-2012 1.4033719 0.6512828 42084.2695 3.343529e+02 6 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 8420 0.7590141 19265.5496 1.671764e+02 3.362680 1982-1999 –> 2000-2012 1.4607939 0.7017798 43970.2003 3.372357e+02 7 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 8420 0.7771233 19662.6140 1.640872e+02 4.240799 1982-1999 –> 2000-2012 1.5610586 0.7839353 46934.3349 3.218552e+02 8 23
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 8420 0.8042603 20240.6288 2.068153e+01 5.734228 1982-1999 –> 2000-2012 1.5741018 0.7698415 47091.6748 4.090793e+01 10 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 8420 0.8042863 20241.1739 2.070532e+01 5.734336 1982-1999 –> 2000-2012 1.5741804 0.7698940 47093.8036 4.211775e+01 11 21
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6395 0.6634807 12915.0567 2.202098e+02 4.717792 2000-2012 –> 2010-2019 1.2965760 0.6330953 29125.8392 4.343830e+02 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6395 0.6949873 13508.4329 1.448657e+02 3.758282 2000-2012 –> 2010-2019 1.3572487 0.6622614 30477.6782 2.945952e+02 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 6395 0.7510438 14500.5573 1.240389e+03 6.949019 2000-2012 –> 2010-2019 1.4789303 0.7278865 33060.9273 2.493721e+03 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6395 0.7647460 14731.7979 2.184652e+02 7.016460 2000-2012 –> 2010-2019 1.5045390 0.7397931 33565.4031 4.317569e+02 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6395 0.7705875 14829.1233 2.264960e+02 6.976481 2000-2012 –> 2010-2019 1.5162113 0.7456238 33794.9343 4.594942e+02 5 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6395 0.7765615 14927.8960 1.620041e+02 7.053837 2000-2012 –> 2010-2019 1.5286506 0.7520891 34039.0963 3.289823e+02 6 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6395 0.7932702 15200.1694 1.611391e+02 3.098514 2000-2012 –> 2010-2019 1.5522843 0.7590141 34465.7190 3.283155e+02 9 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6395 0.7814145 15007.5763 1.612551e+02 4.137815 2000-2012 –> 2010-2019 1.5585378 0.7771233 34670.1904 3.253423e+02 7 15
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 6395 0.7856420 15074.5850 1.390430e+02 4.503656 2000-2012 –> 2010-2019 1.5765249 0.7908828 35030.7545 2.812931e+02 8 17
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6395 0.8000049 15308.2969 2.062414e+01 6.378266 2000-2012 –> 2010-2019 1.6042652 0.8042603 35548.9257 4.130567e+01 10 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2063 0.4597456 2662.3003 1.285099e+02 3.382652 1982-1999 –> 2000-2012 0.8787346 0.4189889 5948.5059 2.456154e+02 4 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2063 0.4596185 2661.1594 2.257778e+01 3.372285 1982-1999 –> 2000-2012 0.8788334 0.4192149 5950.5780 4.465511e+01 3 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2063 0.4595684 2660.7099 2.652899e+01 3.368329 1982-1999 –> 2000-2012 0.8788758 0.4193073 5951.4429 5.690893e+01 2 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2063 0.4592798 2658.1178 2.526983e+01 3.345989 1982-1999 –> 2000-2012 0.8792644 0.4199846 5958.4697 5.036366e+01 1 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2063 0.4640475 2700.7278 5.071745e+01 3.417639 1982-1999 –> 2000-2012 0.8854597 0.4214122 6021.3048 9.696480e+01 6 11
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2063 0.4634530 2695.4393 1.982226e+01 3.411135 1982-1999 –> 2000-2012 0.8879753 0.4245222 6059.8393 4.218460e+01 5 11
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 2063 0.4656182 2712.6703 2.248453e+01 3.451557 1982-1999 –> 2000-2012 0.8902314 0.4246131 6076.3464 4.455054e+01 7 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2063 0.4740425 2788.6532 5.441849e+01 3.535577 1982-1999 –> 2000-2012 0.9068138 0.4327714 6267.7545 1.049087e+02 13 21
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 2063 0.4746929 2792.3106 2.531971e+01 3.531564 1982-1999 –> 2000-2012 0.9075539 0.4328610 6270.6458 5.333538e+01 14 23
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 2063 0.4757997 2801.9196 1.968355e+01 3.560496 1982-1999 –> 2000-2012 0.9113644 0.4355647 6317.3662 3.934791e+01 15 26
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1606 0.4775782 2197.8745 4.952463e+05 2.129075 2000-2012 –> 2010-2019 0.9509965 0.4734183 4981.0917 1.057061e+06 1 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1606 0.5029641 2364.2268 2.705624e+01 3.413584 2000-2012 –> 2010-2019 0.9622439 0.4592798 5022.3446 5.232607e+01 5 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1606 0.5039103 2370.2642 2.822154e+01 3.428475 2000-2012 –> 2010-2019 0.9634788 0.4595684 5030.9740 5.475052e+01 6 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1606 0.5041354 2371.6985 2.631746e+01 3.433315 2000-2012 –> 2010-2019 0.9637539 0.4596185 5032.8579 4.889525e+01 7 10
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1606 0.5047971 2375.9117 1.312099e+02 3.449181 2000-2012 –> 2010-2019 0.9645428 0.4597456 5038.2121 2.597198e+02 8 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1606 0.4811605 2221.8776 2.229956e+05 2.175911 2000-2012 –> 2010-2019 0.9714928 0.4903324 5149.9342 4.559970e+05 2 26
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1606 0.5087914 2401.2268 2.271572e+01 3.482085 2000-2012 –> 2010-2019 0.9722444 0.4634530 5096.6661 4.253799e+01 15 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1606 0.4819017 2226.8218 1.560907e+05 2.179645 2000-2012 –> 2010-2019 0.9731559 0.4912542 5162.6279 3.220815e+05 3 28
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 1606 0.4821189 2226.2693 1.202562e+05 2.161074 2000-2012 –> 2010-2019 0.9735418 0.4914229 5161.4923 2.485833e+05 4 30
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1606 0.5124269 2424.0960 6.075017e+01 3.500432 2000-2012 –> 2010-2019 0.9764743 0.4640475 5124.8238 1.114676e+02 18 24

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 2.5161837 1206.0752
Atlantic (-Inf,26] 2000-2012 –> 2010-2019 2.3859250 800.8692
Atlantic (26,26.5] 1982-1999 –> 2000-2012 6.6522168 13489.6576
Atlantic (26,26.5] 2000-2012 –> 2010-2019 6.7236951 10017.3600
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 6.3889119 16466.9668
Atlantic (26.5,26.75] 2000-2012 –> 2010-2019 6.5996706 12401.5227
Atlantic (26.75,27] 1982-1999 –> 2000-2012 3.8778596 23029.0502
Atlantic (26.75,27] 2000-2012 –> 2010-2019 4.4858349 18346.3016
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.7748515 19296.3271
Atlantic (27,27.25] 2000-2012 –> 2010-2019 4.3329184 15707.7957
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 4.4140003 22082.1799
Atlantic (27.25,27.5] 2000-2012 –> 2010-2019 5.2186791 17708.1161
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 4.4280934 28394.6698
Atlantic (27.5,27.75] 2000-2012 –> 2010-2019 5.1702793 22465.8187
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 3.3552388 8742.3298
Atlantic (27.75,27.85] 2000-2012 –> 2010-2019 3.6032058 6781.3701
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 6.3039632 11711.2267
Atlantic (27.85,27.95] 2000-2012 –> 2010-2019 6.6473429 9047.0444
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 8.0302163 16565.7268
Atlantic (27.95,28.05] 2000-2012 –> 2010-2019 7.3807830 11917.3574
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 1.8936257 4995.9157
Atlantic (28.05,28.1] 2000-2012 –> 2010-2019 1.9374850 3829.1548
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 1.3464958 4461.6120
Atlantic (28.1,28.15] 2000-2012 –> 2010-2019 1.4136412 3486.1701
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 1.1517196 6326.1787
Atlantic (28.15,28.2] 2000-2012 –> 2010-2019 1.2099362 4930.9749
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 0.6622641 3801.4179
Atlantic (28.2, Inf] 2000-2012 –> 2010-2019 0.7645908 4293.4298
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 12.5737835 82720.3435
Indo-Pacific (-Inf,26] 2000-2012 –> 2010-2019 12.1578850 60128.3870
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 8.6043402 76624.3862
Indo-Pacific (26,26.5] 2000-2012 –> 2010-2019 8.7813560 57206.2793
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 6.5919047 57104.1561
Indo-Pacific (26.5,26.75] 2000-2012 –> 2010-2019 6.9735214 43011.4875
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 6.5338962 65660.1282
Indo-Pacific (26.75,27] 2000-2012 –> 2010-2019 7.0793024 51131.0162
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 5.8092025 75428.7408
Indo-Pacific (27,27.25] 2000-2012 –> 2010-2019 6.6082957 59633.4374
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 6.0919194 68696.4412
Indo-Pacific (27.25,27.5] 2000-2012 –> 2010-2019 7.1919872 55609.3995
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 5.3957720 66414.4195
Indo-Pacific (27.5,27.75] 2000-2012 –> 2010-2019 6.7128778 55520.2572
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 3.6203443 21256.7018
Indo-Pacific (27.75,27.85] 2000-2012 –> 2010-2019 4.6894664 18938.0965
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 3.1925949 25719.5283
Indo-Pacific (27.85,27.95] 2000-2012 –> 2010-2019 3.7983701 20603.2163
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 4.0606212 25411.0601
Indo-Pacific (27.95,28.05] 2000-2012 –> 2010-2019 4.5370841 19416.4480
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 3.4987460 16719.4422
Indo-Pacific (28.05,28.1] 2000-2012 –> 2010-2019 3.8982655 12921.4948
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2012 2.6154944 32007.8066
Indo-Pacific (28.1,28.2] 2000-2012 –> 2010-2019 2.9311596 25335.6349
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2012 1.4159355 42486.1452
Indo-Pacific (28.2,28.3] 2000-2012 –> 2010-2019 1.4973768 33377.9468
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2012 0.8905107 6082.2254
Indo-Pacific (28.3, Inf] 2000-2012 –> 2010-2019 0.9671925 5080.1025

5.5 Target variable coefficients

A data frame to map the target variable is prepared.

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

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

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

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

lm_best_target <- left_join(lm_best_target, lm_all_fitted_wide)

rm(eras_era, eras_forward, eras_backward,
   lm_all_fitted)

5.6 Plot selected model residuals

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

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

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

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

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

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

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

5.7 Cant coeffcients

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

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

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

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

5.8 Write files

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

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

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

6 Model diagnotics

6.1 Selection criterion vs predictors

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

6.1.1 All models

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

6.1.2 Best models

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

6.2 RMSE correlation between eras

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

6.2.1 All models

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

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

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

6.2.2 Best models

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

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

Version Author Date
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] 8 4 8 8 10 4 7
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 9 4 8 6 6 10 6
(26.75,27] 9 3 8 7 4 10 7
(27,27.25] 8 5 7 6 7 10 6
(27.25,27.5] 9 8 6 5 5 10 6
(27.5,27.75] 6 5 7 7 10 7 7
(27.75,27.85] 7 5 8 7 10 6 7
(27.85,27.95] 8 5 8 7 10 3 7
(27.95,28.05] 7 10 8 7 5 6 7
(28.05,28.1] 8 5 9 8 8 4 8
(28.1,28.15] 8 5 8 8 8 5 8
(28.15,28.2] 9 10 5 6 9 3 6
(28.2, Inf] 9 10 5 5 10 3 5
total 113.00 85.00 101.00 93.00 112.00 86.00 95.00
Atlantic - 2000-2012 --> 2010-2019
(-Inf,26] 9 5 7 7 10 4 7
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 9 4 8 6 6 10 6
(26.75,27] 9 3 9 6 6 10 5
(27,27.25] 7 4 6 7 10 10 4
(27.25,27.5] 9 10 4 5 4 10 5
(27.5,27.75] 7 4 7 6 10 8 6
(27.75,27.85] 7 6 8 6 10 6 6
(27.85,27.95] 7 5 7 8 10 5 8
(27.95,28.05] 6 10 8 6 5 8 6
(28.05,28.1] 9 5 9 8 7 3 8
(28.1,28.15] 9 3 10 8 7 4 7
(28.15,28.2] 9 10 5 6 9 3 6
(28.2, Inf] 9 10 5 5 10 4 4
total 114.00 85.00 99.00 90.00 114.00 90.00 86.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 9 4 8 7 10 3 7
(26,26.5] 8 7 7 7 7 6 8
(26.5,26.75] 9 10 8 7 4 3 7
(26.75,27] 7 10 7 8 6 3 7
(27,27.25] 6 10 6 8 5 6 8
(27.25,27.5] 7 9 7 8 4 9 6
(27.5,27.75] 5 6 6 7 10 10 5
(27.75,27.85] 9 6 9 8 8 3 6
(27.85,27.95] 9 7 8 8 6 3 8
(27.95,28.05] 6 4 6 7 8 10 8
(28.05,28.1] 7 5 7 8 5 10 8
(28.1,28.2] 7 4 7 7 7 10 7
(28.2,28.3] 6 8 7 7 6 10 6
(28.3, Inf] 5 4 5 9 10 10 4
total 100.00 94.00 98.00 106.00 96.00 96.00 95.00
Indo-Pacific - 2000-2012 --> 2010-2019
(-Inf,26] 7 6 7 8 10 3 7
(26,26.5] 8 8 8 7 6 6 7
(26.5,26.75] 9 10 8 7 4 3 7
(26.75,27] 7 10 7 8 6 3 7
(27,27.25] 6 10 6 8 5 6 8
(27.25,27.5] 7 9 8 7 4 9 6
(27.5,27.75] 6 5 6 4 10 10 7
(27.75,27.85] 9 9 7 5 9 2 7
(27.85,27.95] 9 7 7 7 7 2 9
(27.95,28.05] 7 9 6 6 9 4 7
(28.05,28.1] 6 4 6 7 8 10 8
(28.1,28.2] 5 4 7 7 9 10 7
(28.2,28.3] 6 9 7 6 6 10 5
(28.3, Inf] 7 3 8 9 7 7 8
total 99.00 103.00 98.00 96.00 100.00 85.00 100.00

6.4 RMSE alternatives

AIC is an alternative criterion to RMSE to judge model quality, but not (yet) taken into account.

lm_all_fitted_wide_eras %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
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
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