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1 Required data

Required are:

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

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

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

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

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

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

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

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

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

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

3 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 112

4 Fit all models

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

  • cstar_tref

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

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

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

5 Prepare coeffcients

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

5.1 Formatting

# lm_all_fitted <- lm_all_fitted_1

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

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

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

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

5.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

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

5.3 VIF threshold

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

  • 3^{8}

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

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

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

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

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

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

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

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab n_predictors model nr_obs rmse aic vif_max resid_max eras rmse_sum rmse_lag aic_sum vif_max_sum rank rank_sum
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 68 0.4420895 95.96660 1.558888e+04 1.1390298 1982-1999 –> 2000-2012 1.5390922 1.0970027 261.1186 1.902913e+04 1 4
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 68 0.5781116 132.44923 1.314808e+05 2.0846047 1982-1999 –> 2000-2012 1.5922739 1.0141623 289.7494 1.601902e+05 12 13
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 68 0.5993789 137.36249 5.495872e+03 1.9835580 1982-1999 –> 2000-2012 1.6837121 1.0843332 301.3529 8.682946e+03 14 16
Atlantic (-Inf,26] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 68 0.6230700 140.63452 2.378798e+03 2.1384183 1982-1999 –> 2000-2012 1.7266253 1.1035553 304.3821 4.178250e+03 17 21
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 68 0.4816783 107.63053 2.274764e+01 1.0448013 1982-1999 –> 2000-2012 1.7754247 1.2937464 289.2786 2.990285e+01 2 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 68 0.5326729 121.31636 2.232291e+01 1.1835226 1982-1999 –> 2000-2012 1.8163052 1.2836322 302.1796 3.390062e+01 6 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 68 0.5358299 122.12000 2.225028e+01 1.1885809 1982-1999 –> 2000-2012 1.8257614 1.2899315 303.4728 3.383189e+01 7 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 68 0.5359140 122.14133 3.139594e+01 1.1891957 1982-1999 –> 2000-2012 1.8356875 1.2997736 304.2542 4.729927e+01 8 19
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 68 0.4836476 108.18543 1.348540e+02 1.0692041 1982-1999 –> 2000-2012 1.8819282 1.3982805 297.6036 2.752012e+02 3 22
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 68 0.4846372 108.46340 5.084369e+01 1.0267296 1982-1999 –> 2000-2012 1.8897749 1.4051377 298.3708 1.236918e+02 4 24
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 43 0.3323021 41.28159 9.966003e+03 0.8880952 2000-2012 –> 2008-2019 0.7743916 0.4420895 137.2482 2.555488e+04 1 2
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 43 0.3678510 50.02207 2.617041e+01 1.0749021 2000-2012 –> 2008-2019 0.8495293 0.4816783 157.6526 4.891805e+01 2 4
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 43 0.3766802 52.06186 1.503224e+02 1.1045268 2000-2012 –> 2008-2019 0.8603278 0.4836476 160.2473 2.851764e+02 3 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 43 0.3785230 52.48158 4.994493e+01 1.1606483 2000-2012 –> 2008-2019 0.8631603 0.4846372 160.9450 1.007886e+02 4 8
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + silicate 43 0.3808492 51.00846 1.838723e+01 1.1627304 2000-2012 –> 2008-2019 0.8659663 0.4851171 157.6065 3.518897e+01 5 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 43 0.4165822 60.72098 2.576131e+01 1.0354410 2000-2012 –> 2008-2019 0.9492552 0.5326729 182.0373 4.808422e+01 6 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 43 0.4201893 61.46242 2.575439e+01 1.0382716 2000-2012 –> 2008-2019 0.9560192 0.5358299 183.5824 4.800467e+01 7 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 43 0.4212667 61.68265 3.108715e+01 1.0362436 2000-2012 –> 2008-2019 0.9571807 0.5359140 183.8240 6.248308e+01 8 16
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 43 0.4319102 61.82848 1.944514e+01 0.9787711 2000-2012 –> 2008-2019 0.9678519 0.5359417 181.9768 3.729119e+01 9 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 43 0.4333701 64.11867 1.032917e+02 1.0412800 2000-2012 –> 2008-2019 0.9813741 0.5480041 189.2940 2.278737e+02 10 20
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 397 4.1244056 2265.67320 2.570865e+02 14.3748702 1982-1999 –> 2000-2012 6.9369754 2.8125697 4124.3571 5.693922e+02 2 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 397 4.1127855 2263.43301 2.556048e+02 13.1492792 1982-1999 –> 2000-2012 7.0569957 2.9442103 4156.5149 5.689682e+02 1 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 397 4.2241559 2284.64784 1.302630e+01 14.3695548 1982-1999 –> 2000-2012 7.1352107 2.9110548 4169.2133 3.283161e+01 4 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 397 4.2287465 2285.51025 1.323625e+01 14.4625072 1982-1999 –> 2000-2012 7.1480283 2.9192818 4172.1979 2.582935e+01 6 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 397 4.2594008 2291.24522 6.059870e+01 15.8021722 1982-1999 –> 2000-2012 7.1959427 2.9365419 4182.3660 1.341382e+02 10 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 397 4.2542635 2290.28700 1.346119e+01 14.4256909 1982-1999 –> 2000-2012 7.2028208 2.9485573 4184.4784 2.721436e+01 9 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 397 4.2128139 2282.51306 1.198664e+01 13.6539000 1982-1999 –> 2000-2012 7.2466841 3.0338701 4198.1538 2.732002e+01 3 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 397 4.2260047 2284.99527 1.318442e+01 13.7402035 1982-1999 –> 2000-2012 7.2766887 3.0506840 4204.7922 2.578487e+01 5 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 397 4.2332457 2286.35459 1.193901e+01 13.7085939 1982-1999 –> 2000-2012 7.2905242 3.0572785 4207.7753 2.463988e+01 7 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 397 4.2532477 2290.09738 1.297553e+01 14.3575437 1982-1999 –> 2000-2012 7.3733000 3.1200524 4226.8022 2.556148e+01 8 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 387 3.7168002 2128.41450 3.918734e+02 12.5663930 2000-2012 –> 2008-2019 7.8412058 4.1244056 4394.0877 6.489599e+02 2 4
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 387 3.6003069 2103.76720 7.189987e+01 13.4926989 2000-2012 –> 2008-2019 7.8597077 4.2594008 4395.0124 1.324986e+02 1 11
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 387 3.7249534 2130.11049 2.044513e+01 12.1482305 2000-2012 –> 2008-2019 7.9491093 4.2241559 4414.7583 3.347144e+01 3 7
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 387 3.7264370 2130.41870 2.069742e+01 12.1358156 2000-2012 –> 2008-2019 7.9551835 4.2287465 4415.9289 3.393368e+01 4 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 387 3.7311925 2131.40580 2.090268e+01 12.0660078 2000-2012 –> 2008-2019 7.9854560 4.2542635 4421.6928 3.436387e+01 5 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 387 3.9439008 2174.31823 3.912804e+02 11.2710805 2000-2012 –> 2008-2019 8.0566863 4.1127855 4437.7512 6.468851e+02 11 12
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 387 3.8695810 2157.59360 1.868092e+01 14.9928049 2000-2012 –> 2008-2019 8.1357813 4.2662004 4448.1053 2.979139e+01 6 17
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 387 3.9439893 2174.33559 2.024094e+01 11.0852741 2000-2012 –> 2008-2019 8.1568032 4.2128139 4456.8487 3.222758e+01 12 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 387 3.9456756 2174.66646 2.052520e+01 11.0879967 2000-2012 –> 2008-2019 8.1716803 4.2260047 4459.6617 3.370962e+01 13 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 387 3.9460947 2174.74867 2.063589e+01 11.0825095 2000-2012 –> 2008-2019 8.1793404 4.2332457 4461.1033 3.257490e+01 15 22
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 514 3.1598977 2655.42358 4.817400e+04 10.9946720 1982-1999 –> 2000-2012 5.3613784 2.2014807 4515.3690 1.143926e+05 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 514 3.2482234 2683.76403 1.246377e+03 11.9663606 1982-1999 –> 2000-2012 5.5585957 2.3103724 4584.0703 3.155224e+03 3 5
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 514 3.2534716 2685.42365 2.841377e+01 11.9578794 1982-1999 –> 2000-2012 5.6026919 2.3492203 4599.6701 7.367480e+01 4 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 514 3.2719159 2691.23506 2.874553e+01 12.1152076 1982-1999 –> 2000-2012 5.6503397 2.3784237 4615.8098 6.193997e+01 6 12
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 514 3.3368393 2711.43351 3.326009e+02 11.3107933 1982-1999 –> 2000-2012 5.6619423 2.3251031 4617.0531 7.680019e+02 9 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 514 3.2780056 2693.14658 2.886081e+01 12.1608685 1982-1999 –> 2000-2012 5.6664896 2.3884840 4621.2500 6.218523e+01 7 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 514 3.2397488 2681.07850 1.100389e+02 11.4056109 1982-1999 –> 2000-2012 5.7042754 2.4645265 4635.3829 1.741675e+02 2 16
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 514 3.2556031 2684.09692 2.303335e+01 11.8741837 1982-1999 –> 2000-2012 5.7269954 2.4713923 4638.7270 6.683375e+01 5 20
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 514 3.4274769 2736.98429 2.699176e+02 12.5340500 1982-1999 –> 2000-2012 5.7566039 2.3291270 4642.0495 6.862757e+02 15 19
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 514 3.4109219 2734.00692 1.027718e+02 11.4401419 1982-1999 –> 2000-2012 5.8069824 2.3960605 4664.7580 1.652825e+02 14 22
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 443 3.4806898 2376.22575 8.695415e+04 10.7604518 2000-2012 –> 2008-2019 6.6405875 3.1598977 5031.6493 1.351282e+05 2 3
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 443 3.4739596 2374.51095 4.276238e+02 9.6037744 2000-2012 –> 2008-2019 6.8107989 3.3368393 5085.9445 7.602247e+02 1 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 443 3.5931636 2404.40281 1.195503e+02 9.9830888 2000-2012 –> 2008-2019 6.8329124 3.2397488 5085.4813 2.295892e+02 7 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 443 3.6630238 2421.46358 1.630103e+03 12.1135467 2000-2012 –> 2008-2019 6.9112472 3.2482234 5105.2276 2.876480e+03 8 11
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 443 3.6787814 2425.26680 3.103578e+01 12.1195275 2000-2012 –> 2008-2019 6.9322530 3.2534716 5110.6905 5.944955e+01 11 15
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 443 3.4846152 2377.22439 8.817637e+04 8.9030276 2000-2012 –> 2008-2019 6.9373324 3.4527172 5123.7512 1.372084e+05 3 20
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 443 3.5275975 2388.08625 1.097356e+02 9.7548164 2000-2012 –> 2008-2019 6.9385194 3.4109219 5122.0932 2.125074e+02 4 18
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 443 3.6964161 2427.50382 2.849617e+01 11.8501511 2000-2012 –> 2008-2019 6.9520192 3.2556031 5111.6007 5.152952e+01 12 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 443 3.7007026 2430.53065 3.136858e+01 12.2268480 2000-2012 –> 2008-2019 6.9726185 3.2719159 5121.7657 6.011411e+01 13 19
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 443 3.5452761 2392.51535 1.092667e+02 9.7810120 2000-2012 –> 2008-2019 6.9811966 3.4359206 5134.0290 2.112891e+02 5 21
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 778 2.2295555 3469.47263 6.321362e+04 9.6074251 1982-1999 –> 2000-2012 3.7239639 1.4944085 6462.0871 1.291953e+05 2 3
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 778 2.2245237 3465.95701 5.566794e+02 7.2092775 1982-1999 –> 2000-2012 3.8030471 1.5785234 6548.1578 9.820603e+02 1 3
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 778 2.3062941 3522.12722 1.223724e+02 6.8423664 1982-1999 –> 2000-2012 3.9962319 1.6899378 6715.9064 2.963241e+02 3 8
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 778 2.3244865 3534.35307 1.201739e+02 6.7777033 1982-1999 –> 2000-2012 4.0602238 1.7357372 6771.8796 2.925216e+02 4 11
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 778 2.4520436 3617.47869 2.046623e+03 10.2330809 1982-1999 –> 2000-2012 4.0688172 1.6167736 6738.8498 4.892995e+03 7 10
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 778 2.3654603 3561.54180 1.243117e+02 6.6586417 1982-1999 –> 2000-2012 4.1332876 1.7678272 6829.0383 2.996143e+02 5 16
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 778 2.4847447 3638.09278 3.755551e+01 10.1374826 1982-1999 –> 2000-2012 4.1852705 1.7005258 6842.0899 7.699828e+01 8 14
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 778 2.5819022 3695.77548 4.016475e+02 11.2837643 1982-1999 –> 2000-2012 4.2133584 1.6314562 6829.9367 6.809756e+02 13 17
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 778 2.5169515 3658.13176 2.675869e+01 10.2013688 1982-1999 –> 2000-2012 4.2659547 1.7490031 6908.1144 6.641234e+01 9 17
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 778 2.5277917 3664.81882 2.673795e+01 10.2094203 1982-1999 –> 2000-2012 4.2943291 1.7665375 6931.1213 6.637538e+01 11 21
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 861 2.1758175 3796.10266 5.822812e+02 7.9754876 2000-2012 –> 2008-2019 4.4003413 2.2245237 7262.0597 1.138961e+03 1 2
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 861 2.2563853 3858.71393 1.535869e+02 7.6694325 2000-2012 –> 2008-2019 4.5626794 2.3062941 7380.8411 2.759593e+02 2 5
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 861 2.3510730 3929.50139 6.538963e+04 11.9013312 2000-2012 –> 2008-2019 4.5806284 2.2295555 7398.9740 1.286033e+05 5 7
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 861 2.2758319 3873.49139 1.521184e+02 7.6241622 2000-2012 –> 2008-2019 4.6003185 2.3244865 7407.8445 2.722922e+02 3 7
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 861 2.3185426 3905.50877 1.557333e+02 7.4291709 2000-2012 –> 2008-2019 4.6840030 2.3654603 7467.0506 2.800450e+02 4 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 861 2.3759726 3947.64280 1.738317e+02 9.3402671 2000-2012 –> 2008-2019 4.8145559 2.4385833 7556.5564 3.269613e+02 6 12
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 861 2.4318612 3987.67931 2.242121e+03 12.6283745 2000-2012 –> 2008-2019 4.8839048 2.4520436 7605.1580 4.288744e+03 7 14
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 861 2.4540372 4003.31099 4.469953e+01 12.5848338 2000-2012 –> 2008-2019 4.9387820 2.4847447 7641.4038 8.225504e+01 8 16
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 861 2.4730713 4014.61572 4.461568e+01 12.2959735 2000-2012 –> 2008-2019 4.9931920 2.5201207 7672.7054 8.192451e+01 9 19
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 861 2.4823106 4023.03704 2.440730e+01 12.6763262 2000-2012 –> 2008-2019 4.9992621 2.5169515 7681.1688 5.116599e+01 10 19
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 994 1.9848282 4197.68811 4.498389e+02 14.7856056 1982-1999 –> 2000-2012 3.3647492 1.3799210 7679.6899 1.092173e+03 2 3
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 994 2.0077178 4220.48310 1.477826e+02 13.1583670 1982-1999 –> 2000-2012 3.4859024 1.4781847 7839.5116 4.114841e+02 4 7
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 994 2.0068488 4219.62244 1.419844e+02 13.2264497 1982-1999 –> 2000-2012 3.5048115 1.4979627 7865.1271 3.999799e+02 3 8
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 994 2.0403619 4252.54663 1.505269e+02 12.0180840 1982-1999 –> 2000-2012 3.5975837 1.5572218 7975.3357 4.183196e+02 6 14
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 994 2.2245076 4424.32659 9.055271e+02 11.3520534 1982-1999 –> 2000-2012 3.6740935 1.4495858 8004.4377 2.391496e+03 8 10
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 994 1.9726975 4185.50076 5.001589e+01 13.0191840 1982-1999 –> 2000-2012 3.7117925 1.7390950 8128.3292 1.762231e+02 1 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 994 2.2276608 4427.14252 4.031456e+01 11.3520318 1982-1999 –> 2000-2012 3.7145948 1.4869340 8057.9269 1.295346e+02 9 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 994 2.1290371 4337.12135 2.402668e+02 9.4470901 1982-1999 –> 2000-2012 3.7596435 1.6306065 8151.6393 6.016497e+02 7 16
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 994 2.2405852 4438.64313 2.204554e+01 11.2590138 1982-1999 –> 2000-2012 3.7742129 1.5336277 8131.0195 4.468882e+01 10 16
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate 994 2.0107057 4221.43951 4.982310e+01 12.9360704 1982-1999 –> 2000-2012 3.7863817 1.7756759 8203.7339 1.758455e+02 5 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1090 1.8525845 4451.43403 6.097926e+01 10.9990996 2000-2012 –> 2008-2019 3.8252819 1.9726975 8636.9348 1.109952e+02 1 2
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1090 1.8878662 4492.56085 5.081889e+02 12.8831319 2000-2012 –> 2008-2019 3.8726943 1.9848282 8690.2490 9.580279e+02 2 4
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1090 1.9059504 4513.34410 1.927493e+02 11.3130573 2000-2012 –> 2008-2019 3.9127992 2.0068488 8732.9665 3.347337e+02 3 6
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1090 1.9069796 4514.52099 2.013983e+02 11.2142891 2000-2012 –> 2008-2019 3.9146974 2.0077178 8735.0041 3.491809e+02 4 8
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate 1090 1.9125138 4518.83829 6.094925e+01 10.6881819 2000-2012 –> 2008-2019 3.9232195 2.0107057 8740.2778 1.107723e+02 5 10
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1090 1.9340517 4545.25133 2.063734e+02 10.0516903 2000-2012 –> 2008-2019 3.9744136 2.0403619 8797.7980 3.569003e+02 6 12
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1090 1.9553370 4569.11240 2.867816e+02 8.3842416 2000-2012 –> 2008-2019 4.0843741 2.1290371 8906.2337 5.270484e+02 7 14
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1090 2.0410421 4662.62988 1.091343e+03 10.1878816 2000-2012 –> 2008-2019 4.2655497 2.2245076 9086.9565 1.996870e+03 8 16
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1090 2.0453912 4667.27016 4.306472e+01 10.0912449 2000-2012 –> 2008-2019 4.2730520 2.2276608 9094.4127 8.337928e+01 9 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1090 2.0605794 4683.39816 1.730369e+01 10.0597802 2000-2012 –> 2008-2019 4.3011647 2.2405852 9122.0413 3.934923e+01 11 21
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1841 2.9756728 9253.64282 2.797488e+02 15.4177586 1982-1999 –> 2000-2012 4.5673537 1.5916809 14236.9204 8.732501e+02 1 13
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1841 3.1701326 9486.72536 2.539253e+02 18.8335616 1982-1999 –> 2000-2012 4.7248013 1.5546687 14407.9356 7.672820e+02 2 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1841 3.3035272 9638.48759 3.058266e+01 17.5856801 1982-1999 –> 2000-2012 4.7465606 1.4430334 14363.1272 8.140194e+01 3 9
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1841 3.3092278 9644.83584 1.982837e+02 20.2458198 1982-1999 –> 2000-2012 4.8640062 1.5547784 14566.2322 6.511142e+02 4 14
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1841 3.3903013 9733.95466 3.534025e+02 16.8489183 1982-1999 –> 2000-2012 4.8943189 1.5040176 14567.7877 1.247110e+03 6 13
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1841 3.5414200 9892.52296 3.048226e+01 17.3924866 1982-1999 –> 2000-2012 5.0982016 1.5567815 14815.3159 8.130151e+01 10 21
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1841 3.4813418 9831.52405 6.540391e+02 22.0536006 1982-1999 –> 2000-2012 5.1086911 1.6273492 14873.2645 1.717459e+03 8 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1841 3.5872182 9941.83392 3.336956e+02 15.3506884 1982-1999 –> 2000-2012 5.3823881 1.7951699 15242.4867 1.783470e+03 11 32
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1841 3.7485624 10103.82491 2.970817e+02 19.4537847 1982-1999 –> 2000-2012 5.4441001 1.6955377 15253.8485 1.616669e+03 15 32
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1841 3.3136216 9649.72138 2.354387e+02 19.2684275 1982-1999 –> 2000-2012 5.4739568 2.1603352 15438.8361 1.282258e+03 5 36
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1826 3.1174028 9348.28838 3.872258e+02 15.7211061 2000-2012 –> 2008-2019 6.0930756 2.9756728 18601.9312 6.669746e+02 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1826 3.1254720 9357.72912 3.339930e+01 18.0895507 2000-2012 –> 2008-2019 6.4289992 3.3035272 18996.2167 6.398197e+01 2 5
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1826 3.2638537 9515.94583 3.436313e+02 18.8782479 2000-2012 –> 2008-2019 6.4339863 3.1701326 19002.6712 5.975566e+02 10 12
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1826 3.2510337 9501.57290 6.433813e+02 16.9307308 2000-2012 –> 2008-2019 6.5646553 3.3136216 19151.2943 8.788200e+02 8 13
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1826 3.2094312 9454.53775 6.729145e+02 16.8012726 2000-2012 –> 2008-2019 6.5997324 3.3903013 19188.4924 1.026317e+03 3 9
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1826 3.3544623 9615.94804 2.921461e+02 19.8520634 2000-2012 –> 2008-2019 6.6636901 3.3092278 19260.7839 4.904298e+02 12 16
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1826 3.2519338 9500.58388 3.335037e+01 17.2402044 2000-2012 –> 2008-2019 6.7125643 3.4606306 19308.1375 6.393302e+01 9 16
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1826 3.5260791 9798.16473 9.134364e+02 22.4575698 2000-2012 –> 2008-2019 7.0074210 3.4813418 19629.6888 1.567476e+03 17 25
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1826 3.4978707 9766.83143 3.338941e+01 16.8266562 2000-2012 –> 2008-2019 7.0392907 3.5414200 19659.3544 6.387167e+01 15 25
Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1826 3.6265567 9898.77533 6.502687e+01 21.5813736 2000-2012 –> 2008-2019 7.1638005 3.5372438 19786.9538 1.173717e+02 22 31
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3517 3.1498121 18065.22293 4.436846e+02 22.0579761 1982-1999 –> 2000-2012 4.6603789 1.5105668 28159.3777 1.319437e+03 2 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3517 3.2404473 18264.76742 6.232309e+02 20.2705986 1982-1999 –> 2000-2012 4.7118474 1.4714001 28214.3292 1.872893e+03 3 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3517 3.2653240 18318.56077 2.384465e+01 17.2436381 1982-1999 –> 2000-2012 4.7516807 1.4863567 28323.7875 3.875974e+01 4 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3517 3.2835673 18357.75034 2.408580e+01 17.2846080 1982-1999 –> 2000-2012 4.7673753 1.4838079 28353.5308 3.911835e+01 5 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3517 3.0921687 17935.30409 5.564030e+03 21.4814664 1982-1999 –> 2000-2012 4.7715626 1.6793939 28612.5967 1.760472e+04 1 13
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3517 3.3056793 18404.95939 2.610907e+01 17.2082769 1982-1999 –> 2000-2012 4.7770121 1.4713328 28354.2694 4.112657e+01 6 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3517 3.3497714 18498.16073 7.424723e+02 20.4296877 1982-1999 –> 2000-2012 4.8359349 1.4861635 28502.6719 1.912035e+03 7 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3517 3.3805152 18562.42343 6.066904e+02 19.3499443 1982-1999 –> 2000-2012 4.8459100 1.4653948 28489.4754 1.788321e+03 11 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3517 3.3979224 18596.55059 2.327317e+01 20.6653104 1982-1999 –> 2000-2012 4.9414790 1.5435565 28807.6152 3.818038e+01 13 21
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3517 3.3660177 18532.19295 6.439703e+02 19.4210553 1982-1999 –> 2000-2012 4.9729655 1.6069478 28966.7792 1.837397e+03 9 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3173 2.6871330 15291.44518 6.727870e+02 16.2988318 2000-2012 –> 2008-2019 5.8369451 3.1498121 33356.6681 1.116472e+03 6 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3173 2.6445974 15190.18840 9.190224e+02 17.6972720 2000-2012 –> 2008-2019 5.8850446 3.2404473 33454.9558 1.542253e+03 2 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3173 2.6294565 15153.75197 8.800607e+02 17.9347752 2000-2012 –> 2008-2019 5.9954742 3.3660177 33685.9449 1.524031e+03 1 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3173 2.6520492 15208.04485 9.277444e+02 18.1703249 2000-2012 –> 2008-2019 6.0018206 3.3497714 33706.2056 1.670217e+03 3 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3173 2.6693418 15249.28937 9.075797e+02 18.5810738 2000-2012 –> 2008-2019 6.0498570 3.3805152 33811.7128 1.514270e+03 5 16
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3173 2.8276028 15614.80217 2.062697e+01 15.1694579 2000-2012 –> 2008-2019 6.0929268 3.2653240 33933.3629 4.447161e+01 9 13
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3173 2.6647281 15238.31130 8.701844e+02 17.7932171 2000-2012 –> 2008-2019 6.0976955 3.4329674 33909.0366 1.527848e+03 4 18
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 3173 2.7326465 15396.03084 7.048674e+02 18.2897152 2000-2012 –> 2008-2019 6.1135885 3.3809420 33957.3423 1.197907e+03 8 20
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3173 2.8330846 15627.09310 2.105665e+01 15.2353605 2000-2012 –> 2008-2019 6.1166519 3.2835673 33984.8434 4.514245e+01 10 15
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3173 2.8486522 15661.86852 2.076378e+01 15.3243329 2000-2012 –> 2008-2019 6.1543315 3.3056793 34066.8279 4.687285e+01 11 17
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1370 1.1166123 4204.11174 5.146451e+04 10.4889454 1982-1999 –> 2000-2012 1.7930344 0.6764222 6056.1768 2.031042e+05 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1370 1.1924417 4384.13994 1.848575e+03 10.5707312 1982-1999 –> 2000-2012 1.8873742 0.6949325 6284.4764 4.522848e+03 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1370 1.2429538 4497.81590 3.542552e+01 10.4047652 1982-1999 –> 2000-2012 1.9714684 0.7285146 6482.5333 7.964205e+01 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1370 1.3109955 4643.84743 3.968616e+01 10.3875492 1982-1999 –> 2000-2012 2.0805042 0.7695087 6726.4481 7.050680e+01 4 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1370 1.3136553 4649.40079 4.241481e+01 10.3615687 1982-1999 –> 2000-2012 2.0857075 0.7720522 6737.9016 8.767682e+01 5 12
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1370 1.3215533 4665.82499 4.311005e+01 10.3402098 1982-1999 –> 2000-2012 2.0931720 0.7716187 6753.3217 8.797727e+01 7 13
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1370 1.3558850 4736.09654 3.438841e+01 10.5398514 1982-1999 –> 2000-2012 2.1482090 0.7923240 6870.9394 7.290622e+01 9 18
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1370 1.3323158 4686.04866 3.782800e+01 9.9918274 1982-1999 –> 2000-2012 2.2156278 0.8833120 7013.2614 6.597984e+01 8 23
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1370 1.4070091 4837.50909 4.975527e+02 7.5273552 1982-1999 –> 2000-2012 2.2583394 0.8513303 7100.7835 2.021769e+03 11 22
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1370 1.3154307 4653.10127 1.131960e+03 8.4496419 1982-1999 –> 2000-2012 2.2722679 0.9568373 7125.2733 1.183181e+04 6 25
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1186 1.4388714 4242.79583 4.693020e+04 8.9482571 2000-2012 –> 2008-2019 2.5554836 1.1166123 8446.9076 9.839470e+04 3 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1186 1.3915512 4163.47631 1.666097e+03 9.1250728 2000-2012 –> 2008-2019 2.5839929 1.1924417 8547.6162 3.514673e+03 1 3
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1186 1.4379643 4241.30011 3.639365e+01 8.9730577 2000-2012 –> 2008-2019 2.6809181 1.2429538 8739.1160 7.181917e+01 2 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1186 1.5010433 4343.13463 4.035386e+01 8.9793918 2000-2012 –> 2008-2019 2.8120388 1.3109955 8986.9821 8.004002e+01 4 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1186 1.5044823 4348.56290 4.223521e+01 8.9683620 2000-2012 –> 2008-2019 2.8181376 1.3136553 8997.9637 8.465003e+01 5 10
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1186 1.5130300 4362.00120 1.051759e+03 7.0028666 2000-2012 –> 2008-2019 2.8284606 1.3154307 9015.1025 2.183719e+03 6 12
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1186 1.5172168 4368.55587 4.244092e+01 9.0718530 2000-2012 –> 2008-2019 2.8387701 1.3215533 9034.3809 8.555096e+01 7 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1186 1.5477748 4413.85515 3.944732e+01 8.8138761 2000-2012 –> 2008-2019 2.8800906 1.3323158 9099.9038 7.727532e+01 9 17
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1186 1.5285156 4386.15485 3.584221e+01 10.4887170 2000-2012 –> 2008-2019 2.8844006 1.3558850 9122.2514 7.023062e+01 8 17
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1186 1.5762944 4457.16431 1.616935e+01 9.6398287 2000-2012 –> 2008-2019 2.9644712 1.3881768 9255.7519 3.488226e+01 10 20
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1351 1.0135969 3884.46312 2.111213e+03 7.5725371 1982-1999 –> 2000-2012 1.8176922 0.8040953 6425.1590 4.777971e+03 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1351 1.0152817 3888.95085 4.079660e+03 9.0030376 1982-1999 –> 2000-2012 1.8493518 0.8340701 6506.6523 1.142646e+04 2 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1351 1.0233171 3910.25153 8.519857e+04 7.9419922 1982-1999 –> 2000-2012 1.8663251 0.8430080 6550.3795 3.184867e+05 3 10
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1351 1.0489436 3977.08320 4.701028e+01 7.4651814 1982-1999 –> 2000-2012 1.8688290 0.8198854 6558.6950 1.311527e+02 5 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1351 1.0369499 3946.01013 2.181237e+03 9.1272324 1982-1999 –> 2000-2012 1.8829095 0.8459597 6593.4921 6.109377e+03 4 12
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1351 1.0878073 4075.38300 1.092574e+02 7.5861249 1982-1999 –> 2000-2012 1.9267566 0.8389493 6705.3569 2.043647e+02 7 11
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1351 1.0668216 4022.74740 2.261397e+03 9.2936970 1982-1999 –> 2000-2012 1.9290597 0.8622381 6710.3311 6.705108e+03 6 15
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1351 1.0951447 4093.54727 3.381364e+01 7.4263807 1982-1999 –> 2000-2012 1.9351151 0.8399704 6726.0802 7.637559e+01 8 13
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1351 1.1000370 4105.59084 1.091779e+02 7.4150197 1982-1999 –> 2000-2012 1.9424518 0.8424149 6744.2379 2.049843e+02 9 15
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1351 1.1077607 4124.49617 2.698508e+03 9.4229781 1982-1999 –> 2000-2012 1.9832681 0.8755074 6844.2124 7.272500e+03 10 20
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1153 0.9509959 3170.20608 1.695691e+03 6.6142538 2000-2012 –> 2008-2019 1.9645928 1.0135969 7054.6692 3.806904e+03 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1153 0.9693673 3214.32881 2.905560e+03 5.0762967 2000-2012 –> 2008-2019 1.9846491 1.0152817 7103.2797 6.985220e+03 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1153 0.9938492 3271.84481 1.889589e+03 5.3110339 2000-2012 –> 2008-2019 2.0307991 1.0369499 7217.8549 4.070826e+03 3 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1153 0.9962629 3277.43833 3.940423e+01 6.7381194 2000-2012 –> 2008-2019 2.0452065 1.0489436 7254.5215 8.641451e+01 4 9
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1153 1.0471662 3392.35045 7.382660e+04 5.6292072 2000-2012 –> 2008-2019 2.0704834 1.0233171 7302.6020 1.590252e+05 7 10
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1153 1.0259930 3345.24636 2.033363e+03 5.5305607 2000-2012 –> 2008-2019 2.0928146 1.0668216 7367.9938 4.294760e+03 5 11
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1153 1.0382055 3372.53281 9.628620e+01 6.7276126 2000-2012 –> 2008-2019 2.1260128 1.0878073 7447.9158 2.055435e+02 6 13
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1153 1.0475400 3393.17346 3.062986e+01 6.8887231 2000-2012 –> 2008-2019 2.1426847 1.0951447 7486.7207 6.444351e+01 8 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1153 1.0536296 3406.53984 9.694796e+01 6.9250309 2000-2012 –> 2008-2019 2.1536665 1.1000370 7512.1307 2.061259e+02 9 18
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1153 1.0842060 3472.50752 2.371550e+03 5.6809654 2000-2012 –> 2008-2019 2.1919667 1.1077607 7597.0037 5.070059e+03 10 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1723 3.3029279 9020.97506 1.642406e+03 9.9114470 1982-1999 –> 2000-2012 5.2633077 1.9603799 14327.9293 2.804241e+03 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1723 3.4538820 9174.97513 3.657164e+03 11.7574271 1982-1999 –> 2000-2012 5.5133616 2.0594796 14606.6965 7.159355e+03 7 9
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1723 3.4572710 9178.35467 3.096059e+03 11.8090597 1982-1999 –> 2000-2012 5.5210808 2.0638098 14615.3900 5.894464e+03 8 11
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1723 3.4596577 9180.73283 1.609271e+03 10.5589712 1982-1999 –> 2000-2012 5.5358690 2.0762113 14632.9255 2.839919e+03 9 13
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1723 3.4432634 9164.36444 2.787768e+03 11.8862291 1982-1999 –> 2000-2012 5.5367399 2.0934765 14637.5089 5.301392e+03 6 11
Atlantic (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1723 3.4811550 9202.07897 2.841046e+03 12.0663016 1982-1999 –> 2000-2012 5.5800358 2.0988808 14681.7462 5.308187e+03 10 16
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1723 3.4817502 9202.66813 1.561937e+03 10.6281911 1982-1999 –> 2000-2012 5.5842469 2.1024967 14686.6903 2.656775e+03 11 18
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1723 3.5439889 9263.72365 3.894607e+03 10.5259447 1982-1999 –> 2000-2012 5.7421455 2.1981566 14860.3145 7.872892e+03 12 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1723 3.3084534 9026.73509 3.189539e+03 13.3165927 1982-1999 –> 2000-2012 5.7653523 2.4568989 14904.8664 5.962403e+03 2 16
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1723 3.3408457 9060.31004 3.533767e+03 13.6220137 1982-1999 –> 2000-2012 5.8703972 2.5295515 15012.1708 6.567489e+03 3 18
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1499 3.0777637 7638.33906 1.774143e+03 11.7953275 2000-2012 –> 2008-2019 6.3806915 3.3029279 16659.3141 3.416549e+03 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1499 3.2009157 7755.96167 4.147504e+03 12.6391210 2000-2012 –> 2008-2019 6.5093691 3.3084534 16782.6968 7.337043e+03 4 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1499 3.2380765 7790.56618 4.470520e+03 13.0218419 2000-2012 –> 2008-2019 6.5789222 3.3408457 16850.8762 8.004287e+03 6 9
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1499 3.1708559 7727.67439 1.683683e+03 12.9040624 2000-2012 –> 2008-2019 6.6305136 3.4596577 16908.4072 3.292955e+03 2 11
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1499 3.1832031 7739.32578 1.645960e+03 13.0137108 2000-2012 –> 2008-2019 6.6649533 3.4817502 16941.9939 3.207897e+03 3 14
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1499 3.2160397 7770.09347 3.460071e+03 13.2921094 2000-2012 –> 2008-2019 6.7600285 3.5439889 17033.8171 7.354678e+03 5 17
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1499 3.3681522 7908.64188 3.322392e+03 13.8826073 2000-2012 –> 2008-2019 6.8089677 3.4408154 17070.5555 5.968555e+03 8 12
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 1499 3.3691905 7907.56588 2.914214e+03 13.8456430 2000-2012 –> 2008-2019 6.8100580 3.4408675 17067.5316 5.168964e+03 9 14
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1499 3.4752727 8002.50526 4.738960e+03 11.9415746 2000-2012 –> 2008-2019 6.9291548 3.4538820 17177.4804 8.396124e+03 11 18
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1499 3.4758581 8003.01016 4.154196e+03 11.9178992 2000-2012 –> 2008-2019 6.9331290 3.4572710 17181.3648 7.250255e+03 12 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1036 1.0659765 3086.42330 6.569237e+05 6.0109037 1982-1999 –> 2000-2012 1.6717684 0.6057920 4368.7122 1.482991e+06 1 3
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1036 1.1117270 3173.49591 9.577740e+05 11.3165873 1982-1999 –> 2000-2012 1.7167157 0.6049887 4453.9510 1.535502e+06 12 13
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1036 1.0995310 3150.63967 3.367274e+03 5.5878635 1982-1999 –> 2000-2012 1.7282926 0.6287617 4484.3606 1.304854e+04 3 6
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1036 1.0993088 3150.22087 7.485288e+03 5.7126408 1982-1999 –> 2000-2012 1.7316403 0.6323316 4491.7661 3.218178e+04 2 7
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1036 1.1005918 3150.63776 3.366751e+03 5.9297066 1982-1999 –> 2000-2012 1.7344380 0.6338462 4493.4893 7.992342e+03 4 10
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1036 1.1038869 3158.83198 6.715460e+01 5.4562938 1982-1999 –> 2000-2012 1.7356130 0.6317261 4499.0532 1.605969e+02 6 10
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1036 1.1035271 3158.15650 3.949316e+03 5.6159640 1982-1999 –> 2000-2012 1.7383927 0.6348656 4505.2290 1.023607e+04 5 13
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1036 1.1055777 3160.00318 6.042338e+01 5.8849420 1982-1999 –> 2000-2012 1.7415009 0.6359232 4507.3760 8.708372e+01 8 18
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1036 1.1076885 3165.95532 1.304582e+02 5.3906438 1982-1999 –> 2000-2012 1.7433186 0.6356301 4514.6909 4.827464e+02 10 19
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1036 1.1044763 3159.93787 8.635643e+05 12.7148535 1982-1999 –> 2000-2012 1.7458473 0.6413711 4521.0996 1.292586e+06 7 24
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 912 0.9955282 2593.96897 5.176907e+05 2.8503913 2000-2012 –> 2008-2019 2.0615046 1.0659765 5680.3923 1.174614e+06 3 4
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 912 0.9597060 2527.12590 1.041419e+06 3.4462858 2000-2012 –> 2008-2019 2.0714331 1.1117270 5700.6218 1.999194e+06 1 13
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 912 0.9690977 2544.88873 9.672530e+05 3.0889856 2000-2012 –> 2008-2019 2.0735739 1.1044763 5704.8266 1.830817e+06 2 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 912 1.0865027 2753.47018 2.705374e+03 3.2102418 2000-2012 –> 2008-2019 2.1860336 1.0995310 5904.1098 6.072647e+03 4 7
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 912 1.0933494 2764.92825 5.971437e+03 3.3733523 2000-2012 –> 2008-2019 2.1926581 1.0993088 5915.1491 1.345672e+04 5 7
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 912 1.0935353 2765.23834 7.890910e+01 3.2599911 2000-2012 –> 2008-2019 2.1974222 1.1038869 5924.0703 1.460637e+02 6 12
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 912 1.1007624 2777.25339 3.511030e+03 3.4081583 2000-2012 –> 2008-2019 2.2042895 1.1035271 5935.4099 7.460346e+03 9 14
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 912 1.0980987 2772.83420 1.128333e+02 3.2705418 2000-2012 –> 2008-2019 2.2057872 1.1076885 5938.7895 2.432915e+02 7 17
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 912 1.1049777 2784.22503 3.300818e+03 3.4279838 2000-2012 –> 2008-2019 2.2120846 1.1071069 5949.0921 7.072240e+03 12 21
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 912 1.0999949 2775.98121 1.003332e+02 3.3820219 2000-2012 –> 2008-2019 2.2150028 1.1150079 5955.5829 2.024583e+02 8 23
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1383 0.7968334 3310.59878 6.955679e+05 10.7538468 1982-1999 –> 2000-2012 1.3047193 0.5078859 4589.4954 1.037019e+06 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1383 0.8388098 3452.60043 9.316486e+05 10.5397518 1982-1999 –> 2000-2012 1.3475070 0.5086973 4734.2204 1.459406e+06 6 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1383 0.8232888 3400.94017 3.085350e+03 5.2056899 1982-1999 –> 2000-2012 1.3694657 0.5461769 4803.8394 7.287150e+03 2 13
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1383 0.8287091 3419.09099 5.960013e+01 5.1133539 1982-1999 –> 2000-2012 1.3763171 0.5476080 4826.4544 1.011258e+02 3 16
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1383 0.8333486 3434.53335 1.578304e+02 5.0457958 1982-1999 –> 2000-2012 1.3847761 0.5514275 4853.7547 3.216018e+02 4 22
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1383 0.8496871 3488.23835 8.387981e+03 4.5213906 1982-1999 –> 2000-2012 1.3936277 0.5439406 4884.1380 2.143103e+04 7 12
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1383 0.8387695 3452.46769 4.833204e+01 4.9123216 1982-1999 –> 2000-2012 1.3948184 0.5560489 4885.9270 8.987520e+01 5 24
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1383 0.8544438 3503.67975 2.758359e+03 4.4357583 1982-1999 –> 2000-2012 1.3981456 0.5437017 4898.8301 5.392149e+03 8 12
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1383 0.8600851 3521.88142 1.182267e+02 4.5880448 1982-1999 –> 2000-2012 1.4042427 0.5441577 4918.4618 2.409215e+02 11 18
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1383 0.8598640 3521.17040 2.804721e+03 4.3648209 1982-1999 –> 2000-2012 1.4050603 0.5451963 4921.0039 5.193385e+03 10 19
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1280 0.5941007 2313.47395 8.068315e+05 2.0752569 2000-2012 –> 2008-2019 1.3909341 0.7968334 5624.0727 1.502399e+06 2 3
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1280 0.5874501 2284.65499 1.069894e+06 2.1395441 2000-2012 –> 2008-2019 1.4262599 0.8388098 5737.2554 2.001542e+06 1 7
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1280 0.7797229 3009.51180 2.730413e+03 2.4082829 2000-2012 –> 2008-2019 1.6030116 0.8232888 6410.4520 5.815763e+03 4 6
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1280 0.7487587 2905.77592 7.675551e+05 2.2259488 2000-2012 –> 2008-2019 1.6151565 0.8663978 6447.8849 1.810675e+06 3 16
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1280 0.7892156 3040.49033 6.326481e+01 2.4564231 2000-2012 –> 2008-2019 1.6179247 0.8287091 6459.5813 1.228649e+02 7 10
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1280 0.7947288 3058.31148 1.555017e+02 2.4673109 2000-2012 –> 2008-2019 1.6280774 0.8333486 6492.8448 3.133321e+02 10 14
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1280 0.7833902 3021.52423 7.490548e+03 2.4409643 2000-2012 –> 2008-2019 1.6330773 0.8496871 6509.7626 1.587853e+04 5 12
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1280 0.8016931 3080.64746 5.796773e+01 2.4813058 2000-2012 –> 2008-2019 1.6404626 0.8387695 6533.1152 1.062998e+02 13 18
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1280 0.7922146 3050.19984 2.548153e+03 2.4794386 2000-2012 –> 2008-2019 1.6466584 0.8544438 6553.8796 5.306512e+03 8 16
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1280 0.7975380 3067.34453 2.294626e+03 2.4815950 2000-2012 –> 2008-2019 1.6565510 0.8590131 6585.7763 4.928328e+03 11 20
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2520 0.4174188 2762.17795 6.100816e+05 14.2995540 1982-1999 –> 2000-2012 0.8980395 0.4806207 4865.1584 9.709689e+05 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2520 0.6406819 4921.53040 1.515025e+03 7.8593771 1982-1999 –> 2000-2012 1.1289148 0.4882329 7072.3449 2.374180e+03 4 6
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2520 0.6455901 4959.99375 1.517707e+03 7.9187890 1982-1999 –> 2000-2012 1.1368846 0.4912945 7129.8368 2.386287e+03 7 11
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2520 0.6337799 4866.94048 2.101431e+03 7.8823093 1982-1999 –> 2000-2012 1.1383304 0.5045505 7117.8274 2.964311e+03 2 10
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2520 0.6441533 4948.76452 8.184381e+03 7.9323430 1982-1999 –> 2000-2012 1.1393412 0.4951879 7142.6357 1.611760e+04 5 10
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2520 0.6541052 5026.03520 1.517760e+03 7.9324623 1982-1999 –> 2000-2012 1.1503642 0.4962590 7226.4832 2.386001e+03 9 15
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2520 0.6608223 5077.52810 3.645508e+03 8.5347633 1982-1999 –> 2000-2012 1.1514883 0.4906660 7243.4745 5.020000e+03 10 13
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2520 0.6457063 4958.90119 9.793902e+02 7.9261675 1982-1999 –> 2000-2012 1.1564783 0.5107720 7245.0937 1.272860e+03 8 17
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2520 0.6381839 4901.84087 8.567320e+02 8.1276439 1982-1999 –> 2000-2012 1.1581833 0.5199994 7244.5343 1.193823e+03 3 13
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2520 0.6446376 4950.55258 5.921344e+02 8.0130185 1982-1999 –> 2000-2012 1.1655696 0.5209320 7296.7004 7.709222e+02 6 17
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2179 0.3245155 1293.14452 7.810444e+05 1.5664481 2000-2012 –> 2008-2019 0.7419343 0.4174188 4055.3225 1.391126e+06 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2179 0.5987970 3962.80967 7.625903e+02 1.7902146 2000-2012 –> 2008-2019 1.2369809 0.6381839 8864.6505 1.619322e+03 2 5
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2179 0.6075144 4025.79685 1.764387e+03 1.9572699 2000-2012 –> 2008-2019 1.2412943 0.6337799 8892.7373 3.865818e+03 3 5
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2179 0.6175307 4097.06233 1.428253e+03 1.8543217 2000-2012 –> 2008-2019 1.2582126 0.6406819 9018.5927 2.943278e+03 5 9
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2179 0.6151644 4080.33127 7.225792e+03 1.7885385 2000-2012 –> 2008-2019 1.2593177 0.6441533 9029.0958 1.541017e+04 4 9
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2179 0.6176647 4096.00812 5.796679e+02 1.8727795 2000-2012 –> 2008-2019 1.2623023 0.6446376 9046.5607 1.171802e+03 6 12
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2179 0.6206761 4119.20351 1.422843e+03 1.8316553 2000-2012 –> 2008-2019 1.2662661 0.6455901 9079.1973 2.940550e+03 7 14
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2179 0.6284808 4171.66210 9.286750e+02 1.9498228 2000-2012 –> 2008-2019 1.2741871 0.6457063 9130.5633 1.908065e+03 9 17
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2179 0.6270766 4163.91370 1.421991e+03 1.8225567 2000-2012 –> 2008-2019 1.2811817 0.6541052 9189.9489 2.939751e+03 8 17
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2179 0.6309783 4190.94536 1.752643e+02 1.9292530 2000-2012 –> 2008-2019 1.2967392 0.6657610 9305.9998 3.149738e+02 10 22
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4900 0.3418656 3400.89054 7.272815e+02 2.2357456 1982-1999 –> 2000-2012 0.6663333 0.3244676 4801.3522 1.008102e+03 5 7
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4900 0.3414828 3389.91025 6.474336e+02 2.2446471 1982-1999 –> 2000-2012 0.6703670 0.3288841 4854.2665 9.238869e+02 2 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4900 0.3399123 3344.73390 1.109793e+03 2.9723127 1982-1999 –> 2000-2012 0.6703931 0.3304808 4831.9789 2.369224e+03 1 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4900 0.3415126 3390.76469 6.410817e+02 2.2428647 1982-1999 –> 2000-2012 0.6704727 0.3289601 4856.2120 9.223684e+02 3 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4900 0.3415601 3392.12725 1.439989e+03 2.2408251 1982-1999 –> 2000-2012 0.6712268 0.3296667 4867.7162 3.393863e+03 4 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4900 0.3591741 3884.90678 7.146838e+01 2.0101493 1982-1999 –> 2000-2012 0.6854038 0.3262297 5310.9640 1.186207e+02 6 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4900 0.3640862 4018.02368 2.686020e+02 2.6372430 1982-1999 –> 2000-2012 0.6858857 0.3217995 5379.4632 6.940201e+02 9 10
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 4900 0.3627084 3978.86837 9.434304e+00 2.5474326 1982-1999 –> 2000-2012 0.6919088 0.3292004 5445.7675 4.866958e+01 8 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4900 0.3595442 3893.00067 3.697260e+02 1.9037603 1982-1999 –> 2000-2012 0.6942251 0.3346809 5437.9293 5.811053e+02 7 17
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4900 0.3646370 4030.83822 1.291210e+02 2.2611404 1982-1999 –> 2000-2012 0.6976007 0.3329637 5551.4568 2.693251e+02 10 19
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5671 0.3522250 4272.39340 9.209767e+02 2.2389719 2000-2012 –> 2008-2019 0.6921373 0.3399123 7617.1273 2.030769e+03 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5671 0.3685746 4787.01388 8.383123e+02 2.3662005 2000-2012 –> 2008-2019 0.7104403 0.3418656 8187.9044 1.565594e+03 2 7
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5671 0.3697433 4822.92050 1.036150e+03 2.3669961 2000-2012 –> 2008-2019 0.7113034 0.3415601 8215.0478 2.476139e+03 3 7
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5671 0.3699764 4830.06790 7.401898e+02 2.3639036 2000-2012 –> 2008-2019 0.7114890 0.3415126 8220.8326 1.381272e+03 4 7
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5671 0.3703680 4842.06785 7.221713e+02 2.3610710 2000-2012 –> 2008-2019 0.7118509 0.3414828 8231.9781 1.369605e+03 5 7
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 5671 0.3749956 4980.90222 7.333471e+02 2.2368145 2000-2012 –> 2008-2019 0.7345398 0.3595442 8873.9029 1.103073e+03 6 13
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 5671 0.3895565 5414.97197 2.238130e+02 2.1376187 2000-2012 –> 2008-2019 0.7487306 0.3591741 9299.8788 2.952813e+02 8 14
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5671 0.3875252 5355.67538 5.087542e+02 1.9327703 2000-2012 –> 2008-2019 0.7516114 0.3640862 9373.6991 7.773561e+02 7 16
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 5671 0.3898388 5421.18803 2.267764e+01 2.1099114 2000-2012 –> 2008-2019 0.7525472 0.3627084 9400.0564 3.211195e+01 9 17
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 5671 0.3900463 5427.22340 5.083227e+02 2.0113382 2000-2012 –> 2008-2019 0.7546833 0.3646370 9458.0616 6.374437e+02 10 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2668 5.6951239 16868.01682 1.259402e+02 26.8486952 1982-1999 –> 2000-2012 10.9877210 5.2925971 24533.4309 2.353022e+02 1 3
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2668 5.9597016 17110.32496 2.781308e+01 27.7759877 1982-1999 –> 2000-2012 11.1616007 5.2018990 24732.8714 5.652788e+01 3 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2668 5.9218862 17076.35920 1.260561e+02 21.5961547 1982-1999 –> 2000-2012 11.2817395 5.3598533 24773.0895 2.473921e+02 2 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2668 6.0136134 17158.37766 4.064665e+03 25.3871048 1982-1999 –> 2000-2012 11.3513476 5.3377342 24844.8523 6.515424e+03 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2668 6.0561168 17195.95912 1.318370e+01 30.3812658 1982-1999 –> 2000-2012 11.4156952 5.3595784 24892.5623 2.253404e+01 5 10
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2668 6.0603186 17197.66007 1.259399e+02 23.3838383 1982-1999 –> 2000-2012 11.5120417 5.4517231 24934.5383 2.349377e+02 6 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2668 6.1049554 17238.81794 1.361771e+01 29.1500365 1982-1999 –> 2000-2012 11.5122766 5.4073212 24957.4149 2.523004e+01 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2668 6.2331022 17349.66451 2.209507e+01 20.1344582 1982-1999 –> 2000-2012 11.5358696 5.3027674 25019.8396 5.128131e+01 8 11
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2668 6.3658619 17462.12325 7.437738e+00 24.6795052 1982-1999 –> 2000-2012 11.8256832 5.4598213 25204.6826 1.380003e+01 9 18
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 2668 6.3714306 17464.78903 1.920664e+01 21.2567996 1982-1999 –> 2000-2012 11.8589911 5.4875605 25217.9164 4.410088e+01 10 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3359 4.7526036 20017.72591 1.647594e+02 30.4819894 2000-2012 –> 2008-2019 10.4477275 5.6951239 36885.7427 2.906996e+02 2 3
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3359 4.7851584 20063.58653 5.337691e+01 27.4273573 2000-2012 –> 2008-2019 10.7448600 5.9597016 37173.9115 8.118998e+01 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3359 4.7889731 20068.93993 5.131442e+01 27.5561246 2000-2012 –> 2008-2019 10.8450898 6.0561168 37264.8991 6.449812e+01 4 9
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3359 4.8630928 20172.11913 5.507007e+01 26.4918105 2000-2012 –> 2008-2019 10.9680483 6.1049554 37410.9371 6.868778e+01 6 13
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3359 4.6386775 19854.72519 3.194930e+01 24.4705872 2000-2012 –> 2008-2019 11.4097701 6.7710926 37646.1481 4.210813e+01 1 19
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3359 5.7440602 21290.61030 1.718991e+02 20.5122861 2000-2012 –> 2008-2019 11.6659464 5.9218862 38366.9695 2.979553e+02 7 9
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 3359 4.7952414 20075.72745 2.667366e+01 28.2998898 2000-2012 –> 2008-2019 11.8365027 7.0412613 38073.9206 3.591987e+01 5 24
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3359 5.8860501 21454.65624 5.659856e+03 25.1349692 2000-2012 –> 2008-2019 11.8996635 6.0136134 38613.0339 9.724522e+03 8 12
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3359 5.9297462 21502.34422 1.640177e+02 22.7424765 2000-2012 –> 2008-2019 11.9900649 6.0603186 38700.0043 2.899577e+02 9 15
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3359 5.9675204 21547.00412 3.673098e+01 30.9829451 2000-2012 –> 2008-2019 12.2006226 6.2331022 38896.6686 5.882605e+01 10 18
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2759 4.2981291 15889.93918 4.997850e+01 22.9216801 1982-1999 –> 2000-2012 7.9031955 3.6050663 24461.5901 9.236846e+01 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2759 4.3767080 15989.90878 2.390031e+01 24.4519628 1982-1999 –> 2000-2012 8.1547275 3.7780195 24710.0115 4.414800e+01 2 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2759 4.4681621 16104.02276 4.665000e+02 18.4668175 1982-1999 –> 2000-2012 8.1962290 3.7280670 24781.9591 1.133710e+03 9 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2759 4.4030755 16023.05233 2.558939e+01 24.6982069 1982-1999 –> 2000-2012 8.2194578 3.8163823 24775.1613 4.723628e+01 6 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2759 4.3921293 16009.31731 5.409408e+01 19.3605248 1982-1999 –> 2000-2012 8.4666584 4.0745290 24968.7789 1.015181e+02 5 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2759 4.4675282 16103.23992 4.812390e+02 15.5743969 1982-1999 –> 2000-2012 8.5248644 4.0573362 25049.3056 1.164092e+03 8 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2759 4.3843066 15999.48053 1.715730e+01 20.1724520 1982-1999 –> 2000-2012 8.6029270 4.2186204 25069.0397 2.942695e+01 4 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2759 4.4451616 16075.54475 5.430744e+01 18.6416845 1982-1999 –> 2000-2012 8.6230644 4.1779028 25114.3782 1.097534e+02 7 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2759 4.3822284 15996.86430 2.179535e+01 20.5050496 1982-1999 –> 2000-2012 8.6240382 4.2418099 25083.7900 3.777279e+01 3 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2759 4.5092654 16154.55165 2.417612e+01 20.3770498 1982-1999 –> 2000-2012 8.7196647 4.2103994 25217.9311 4.391593e+01 10 18
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2641 4.0137077 14849.31027 6.058815e+02 15.7514447 2000-2012 –> 2008-2019 8.4812360 4.4675282 30952.5502 1.087120e+03 1 9
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2641 4.1333062 15004.40132 5.716030e+01 17.4350031 2000-2012 –> 2008-2019 8.5254355 4.3921293 31013.7186 1.112544e+02 2 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2641 4.3139360 15230.32876 5.211757e+01 19.2504680 2000-2012 –> 2008-2019 8.6120651 4.2981291 31120.2679 1.020961e+02 5 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2641 4.2016165 15090.98229 1.809755e+01 17.8383930 2000-2012 –> 2008-2019 8.7108818 4.5092654 31245.5339 4.227367e+01 3 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2641 4.3443424 15267.42790 1.831466e+01 18.9455629 2000-2012 –> 2008-2019 8.7210504 4.3767080 31257.3367 4.221497e+01 7 9
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2641 4.2128066 15105.03108 1.865409e+01 17.8946477 2000-2012 –> 2008-2019 8.7445647 4.5317581 31287.0387 4.393473e+01 4 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2641 4.3544537 15279.70736 2.003457e+01 18.8380036 2000-2012 –> 2008-2019 8.7575293 4.4030755 31302.7597 4.562396e+01 8 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2641 4.3150042 15231.63650 6.083932e+02 19.8746908 2000-2012 –> 2008-2019 8.7831662 4.4681621 31335.6593 1.074893e+03 6 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2641 4.4219243 15360.92230 1.858999e+01 15.4528174 2000-2012 –> 2008-2019 8.8062309 4.3843066 31360.4028 3.574729e+01 10 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2641 4.4249155 15364.49403 1.991370e+01 15.3116769 2000-2012 –> 2008-2019 8.8071438 4.3822284 31361.3583 4.170905e+01 11 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2431 4.4383886 14158.67582 1.540161e+03 17.4306624 1982-1999 –> 2000-2012 7.5820135 3.1436249 20639.8785 2.942226e+03 1 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2431 4.4830736 14207.38095 1.224084e+02 19.1434634 1982-1999 –> 2000-2012 7.6131485 3.1300749 20677.6895 2.080877e+02 2 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2431 4.5306057 14258.65930 4.882469e+01 19.8009822 1982-1999 –> 2000-2012 7.7491057 3.2185000 20799.2269 9.934259e+01 4 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2431 4.5366357 14265.12601 5.304623e+01 19.8218147 1982-1999 –> 2000-2012 7.7693769 3.2327413 20816.8284 1.080711e+02 5 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2431 4.5179047 14245.01012 1.523919e+03 13.6223479 1982-1999 –> 2000-2012 7.8602526 3.3423479 20880.8037 2.848651e+03 3 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2431 4.6827623 14419.26345 6.992900e+02 19.8769807 1982-1999 –> 2000-2012 8.0788160 3.3960537 21095.2591 1.276094e+03 7 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2431 4.7187564 14456.49236 1.276203e+02 20.9479990 1982-1999 –> 2000-2012 8.1745244 3.4557680 21176.4481 2.211739e+02 8 15
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2431 4.6801299 14416.52951 1.202969e+02 13.4057779 1982-1999 –> 2000-2012 8.1941039 3.5139740 21178.6099 1.958517e+02 6 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2431 4.7628679 14501.73174 2.742104e+01 21.5702147 1982-1999 –> 2000-2012 8.3154561 3.5525882 21291.3746 4.852399e+01 10 21
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2431 4.7699802 14508.98671 4.022302e+01 21.6123031 1982-1999 –> 2000-2012 8.3403620 3.5703818 21311.2299 7.187255e+01 12 25
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2334 4.3253637 13473.87346 1.530464e+03 14.6798856 2000-2012 –> 2008-2019 8.7637523 4.4383886 27632.5493 3.070625e+03 2 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2334 4.2490058 13390.73076 1.530478e+03 12.5473564 2000-2012 –> 2008-2019 8.7669105 4.5179047 27635.7409 3.054396e+03 1 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2334 4.4565817 13613.38047 1.410654e+02 16.8086650 2000-2012 –> 2008-2019 8.9396554 4.4830736 27820.7614 2.634738e+02 6 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2334 4.5258651 13685.39231 4.645689e+01 17.7793270 2000-2012 –> 2008-2019 9.0564709 4.5306057 27944.0516 9.528158e+01 10 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2334 4.5285419 13688.15238 5.067209e+01 17.8525877 2000-2012 –> 2008-2019 9.0651776 4.5366357 27953.2784 1.037183e+02 11 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2334 4.4162277 13570.91956 1.427927e+02 14.6481536 2000-2012 –> 2008-2019 9.0963576 4.6801299 27987.4491 2.630896e+02 4 10
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2334 4.4307152 13586.20787 3.984676e+01 16.6637512 2000-2012 –> 2008-2019 9.1848772 4.7541620 28079.0444 8.097883e+01 5 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2334 4.3875429 13540.50050 3.579579e+04 14.1138399 2000-2012 –> 2008-2019 9.2143455 4.8268026 28107.0635 6.986298e+04 3 18
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2334 4.4934512 13651.84009 4.580105e+01 15.5383938 2000-2012 –> 2008-2019 9.2597838 4.7663326 28157.1074 9.282208e+01 8 19
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2334 4.4926179 13650.97436 4.874664e+01 15.5989265 2000-2012 –> 2008-2019 9.2637268 4.7711089 28161.1114 9.856023e+01 7 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3333 3.7221988 18233.86522 1.847742e+02 15.2125879 1982-1999 –> 2000-2012 6.8077690 3.0855702 26908.2515 2.926765e+02 1 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3333 3.8028167 18376.70064 1.471647e+03 22.0434972 1982-1999 –> 2000-2012 6.8856245 3.0828078 27048.0399 2.462648e+03 4 5
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3333 3.7914964 18356.82752 8.505606e+01 16.6173771 1982-1999 –> 2000-2012 7.0071998 3.2157034 27171.7494 1.569251e+02 2 5
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3333 3.7955308 18363.91692 9.969622e+01 16.6019349 1982-1999 –> 2000-2012 7.0226252 3.2270944 27190.8683 1.815411e+02 3 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3333 3.8211905 18408.83071 5.376078e+01 15.7153025 1982-1999 –> 2000-2012 7.1213297 3.3001392 27311.9274 1.142650e+02 5 14
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3333 3.8215359 18407.43331 4.693772e+01 15.6685456 1982-1999 –> 2000-2012 7.1218222 3.3002862 27308.6815 1.049102e+02 6 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3333 3.9388470 18610.98392 8.262247e+02 19.7484545 1982-1999 –> 2000-2012 7.1615158 3.2226688 27433.2667 1.367811e+03 8 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3333 3.9358259 18605.86922 1.131382e+04 18.3011035 1982-1999 –> 2000-2012 7.1681177 3.2322918 27438.2953 1.873944e+04 7 13
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3333 3.9392591 18609.68132 8.173508e+02 19.6364650 1982-1999 –> 2000-2012 7.1801663 3.2409072 27449.1631 1.355305e+03 9 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3333 3.9724636 18667.63445 1.792448e+02 18.8659594 1982-1999 –> 2000-2012 7.3408275 3.3683639 27640.3444 2.912877e+02 10 23
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3023 3.6329712 16392.54962 2.939072e+02 17.2299143 2000-2012 –> 2008-2019 7.3551700 3.7221988 34626.4148 4.786815e+02 2 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3023 3.6205923 16366.50228 2.384348e+03 19.0268271 2000-2012 –> 2008-2019 7.4234090 3.8028167 34743.2029 3.855995e+03 1 5
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3023 3.7218354 16533.19167 9.875469e+01 18.6359734 2000-2012 –> 2008-2019 7.5133318 3.7914964 34890.0192 1.838108e+02 3 5
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3023 3.7227884 16534.73907 1.164586e+02 18.5665587 2000-2012 –> 2008-2019 7.5183193 3.7955308 34898.6560 2.161549e+02 4 7
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3023 3.7233526 16535.65505 4.952764e+01 18.4309091 2000-2012 –> 2008-2019 7.5445432 3.8211905 34944.4858 1.032884e+02 5 10
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3023 3.7233557 16533.65994 4.291960e+01 18.4331990 2000-2012 –> 2008-2019 7.5448916 3.8215359 34941.0932 8.985732e+01 6 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3023 3.7781131 16623.89866 1.760112e+04 19.5044822 2000-2012 –> 2008-2019 7.7139391 3.9358259 35229.7679 2.891493e+04 8 15
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3023 3.7775433 16622.98695 1.066769e+03 18.9960288 2000-2012 –> 2008-2019 7.7163902 3.9388470 35233.9709 1.892994e+03 7 15
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3023 3.7789807 16623.28639 1.041345e+03 18.9378332 2000-2012 –> 2008-2019 7.7182398 3.9392591 35232.9677 1.858696e+03 9 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3023 3.8314484 16714.14904 2.487545e+02 19.9706653 2000-2012 –> 2008-2019 7.8039121 3.9724636 35381.7835 4.279994e+02 10 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4364 2.8361366 21496.93606 7.540732e+02 9.3693503 1982-1999 –> 2000-2012 5.2626366 2.4265000 31650.0344 1.398980e+03 1 3
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4364 2.9704630 21900.82476 2.350422e+03 11.1310649 1982-1999 –> 2000-2012 5.3749409 2.4044779 32013.8260 4.248489e+03 3 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4364 2.9630030 21878.87790 1.394177e+02 10.0422706 1982-1999 –> 2000-2012 5.4250279 2.4620248 32095.8977 2.575074e+02 2 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4364 3.0827137 22224.56761 1.555200e+02 12.8612294 1982-1999 –> 2000-2012 5.5120881 2.4293744 32382.8726 2.812459e+02 7 10
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4364 3.0887871 22241.74616 6.826621e+04 9.5455801 1982-1999 –> 2000-2012 5.5812035 2.4924164 32512.7230 9.822102e+04 9 14
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4364 3.1067007 22290.21852 7.281149e+02 9.9971584 1982-1999 –> 2000-2012 5.6051061 2.4984054 32569.7507 1.282826e+03 10 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4364 3.0780892 22211.46470 2.081332e+01 10.9609689 1982-1999 –> 2000-2012 5.6243767 2.5462874 32576.4872 5.068814e+01 5 15
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4364 3.0799583 22216.76281 3.440057e+01 10.9348944 1982-1999 –> 2000-2012 5.6390894 2.5591311 32603.9135 7.937342e+01 6 17
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4364 3.1799783 22495.69511 5.892826e+01 13.7275888 1982-1999 –> 2000-2012 5.6984182 2.5184398 32812.3537 1.198797e+02 11 18
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4364 3.1864271 22511.37689 1.387645e+02 11.4911258 1982-1999 –> 2000-2012 5.7057953 2.5193682 32827.6564 2.568520e+02 12 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4164 2.7039806 20114.98983 7.962968e+02 8.5235262 2000-2012 –> 2008-2019 5.5401172 2.8361366 41611.9259 1.550370e+03 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4164 2.7986929 20401.70215 1.687367e+02 9.8410386 2000-2012 –> 2008-2019 5.7616960 2.9630030 42280.5800 3.081545e+02 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4164 2.8023497 20412.57639 2.685144e+03 10.8441580 2000-2012 –> 2008-2019 5.7728127 2.9704630 42313.4012 5.035566e+03 3 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4164 2.8262255 20483.22963 3.092142e+01 11.6368009 2000-2012 –> 2008-2019 5.8619496 3.0357242 42573.7328 7.141245e+01 4 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4164 2.8740638 20623.01442 2.230395e+02 12.8155342 2000-2012 –> 2008-2019 5.9567775 3.0827137 42847.5820 3.785595e+02 5 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4164 2.8836783 20650.82731 2.150575e+01 10.9157506 2000-2012 –> 2008-2019 5.9617675 3.0780892 42862.2920 4.231907e+01 7 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4164 2.8835559 20650.47384 3.716180e+01 10.8816759 2000-2012 –> 2008-2019 5.9635142 3.0799583 42867.2367 7.156237e+01 6 12
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4164 2.8836819 20648.83782 1.451210e+01 10.9222251 2000-2012 –> 2008-2019 5.9687936 3.0851116 42878.1920 3.165566e+01 8 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4164 2.9221973 20761.33284 7.729653e+04 10.2472525 2000-2012 –> 2008-2019 6.0109844 3.0887871 43003.0790 1.455627e+05 9 18
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4164 2.9255309 20768.82785 7.542045e+02 9.9706004 2000-2012 –> 2008-2019 6.0322316 3.1067007 43059.0464 1.482319e+03 10 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5634 2.7143806 27254.41625 1.858019e+05 9.7807488 1982-1999 –> 2000-2012 4.9827604 2.2683798 38901.5629 2.594827e+05 1 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 5634 2.8077070 27635.32343 2.393232e+05 10.5985643 1982-1999 –> 2000-2012 5.0494396 2.2417326 39221.0465 3.370496e+05 2 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5634 3.0066162 28406.58582 3.393854e+03 10.0893658 1982-1999 –> 2000-2012 5.3066845 2.3000683 40125.8443 6.347352e+03 4 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5634 2.9684044 28262.46012 8.141071e+01 9.6046771 1982-1999 –> 2000-2012 5.3559906 2.3875862 40175.8331 1.587873e+02 3 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5634 3.0088891 28415.10090 2.405537e+05 11.2004542 1982-1999 –> 2000-2012 5.4482623 2.4393732 40440.0137 3.445500e+05 5 14
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 5634 3.0102589 28418.22941 1.851343e+05 11.1302478 1982-1999 –> 2000-2012 5.4570783 2.4468194 40456.9851 2.578959e+05 6 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5634 3.0795789 28676.76534 2.206041e+01 12.4376545 1982-1999 –> 2000-2012 5.4624687 2.3828898 40579.9038 5.424839e+01 8 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5634 3.1193236 28821.25854 3.466957e+02 10.2975939 1982-1999 –> 2000-2012 5.5177280 2.3984045 40758.1307 6.852090e+02 10 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5634 3.0607611 28607.70101 3.526938e+01 9.9044602 1982-1999 –> 2000-2012 5.5629808 2.5022197 40764.8359 6.922905e+01 7 21
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5634 3.2086885 29139.53561 4.536271e+03 12.9694556 1982-1999 –> 2000-2012 5.6274074 2.4187189 41120.2493 8.360897e+03 14 21
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5521 2.7146142 26709.01090 2.087008e+05 10.2644346 2000-2012 –> 2008-2019 5.4289948 2.7143806 53963.4271 3.945028e+05 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 5521 2.7848476 26991.06014 3.053963e+05 10.9368767 2000-2012 –> 2008-2019 5.5925546 2.8077070 54626.3836 5.447195e+05 2 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5521 2.9109809 27480.18718 7.677959e+01 9.8957076 2000-2012 –> 2008-2019 5.8793853 2.9684044 55742.6473 1.581903e+02 3 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5521 2.9723757 27710.64950 2.765280e+05 11.6232050 2000-2012 –> 2008-2019 5.9812649 3.0088891 56125.7504 5.170817e+05 4 9
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 5521 2.9729857 27710.91534 2.086697e+05 11.6630315 2000-2012 –> 2008-2019 5.9832447 3.0102589 56129.1447 3.938040e+05 5 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5521 2.9850958 27757.80218 3.366870e+03 10.9147862 2000-2012 –> 2008-2019 5.9917121 3.0066162 56164.3880 6.760724e+03 7 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5521 2.9826268 27748.66527 3.120130e+01 9.9631797 2000-2012 –> 2008-2019 6.0433879 3.0607611 56356.3663 6.647067e+01 6 13
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5521 3.0460102 27980.85897 1.867978e+01 11.9026737 2000-2012 –> 2008-2019 6.1255891 3.0795789 56657.6243 4.074019e+01 9 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5521 3.0342489 27938.14073 3.330836e+01 10.3382456 2000-2012 –> 2008-2019 6.1489400 3.1146911 56742.6528 7.142244e+01 8 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5521 3.0872966 28129.51969 3.397419e+02 11.2054774 2000-2012 –> 2008-2019 6.2066202 3.1193236 56950.7782 6.864375e+02 10 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6727 2.8576057 33230.88525 5.196381e+01 10.0876556 1982-1999 –> 2000-2012 4.8903513 2.0327456 46815.0914 1.130013e+02 2 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6727 2.8560254 33223.44294 4.760352e+01 10.0137900 1982-1999 –> 2000-2012 4.8908362 2.0348108 46814.1236 9.945598e+01 1 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6727 2.8706245 33292.04037 1.293107e+02 9.6287784 1982-1999 –> 2000-2012 4.9077192 2.0370947 46889.8733 2.334882e+02 3 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6727 2.9252950 33545.85975 3.238590e+01 12.3897102 1982-1999 –> 2000-2012 4.9657362 2.0404412 47154.1586 6.138582e+01 5 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6727 2.9038330 33446.78814 5.144022e+01 10.5034901 1982-1999 –> 2000-2012 5.0327045 2.1288715 47325.5949 1.039273e+02 4 10
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 6727 2.9750537 33770.78531 3.236264e+01 15.4898620 1982-1999 –> 2000-2012 5.0359705 2.0609167 47440.7475 5.830284e+01 11 16
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 6727 2.9418911 33621.97266 2.082693e+05 22.9017877 1982-1999 –> 2000-2012 5.1091908 2.1672997 47614.8461 2.876428e+05 6 13
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6727 2.9449029 33635.73936 4.691191e+02 10.6688728 1982-1999 –> 2000-2012 5.1929809 2.2480780 47861.9336 9.097122e+02 7 17
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6727 2.9490906 33654.85766 6.999580e+01 10.7330463 1982-1999 –> 2000-2012 5.2061888 2.2570982 47906.5839 1.255377e+02 8 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6727 2.9587475 33698.84127 6.739378e+01 10.8205407 1982-1999 –> 2000-2012 5.2245872 2.2658397 47975.2133 1.217799e+02 10 23
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6373 2.8025730 31235.02691 4.361745e+01 10.5323599 2000-2012 –> 2008-2019 5.6601787 2.8576057 64465.9122 9.558126e+01 2 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6373 2.7580707 31031.00784 4.613652e+01 10.1697978 2000-2012 –> 2008-2019 5.6619037 2.9038330 64477.7960 9.757674e+01 1 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6373 2.8138993 31286.43484 4.088062e+01 10.8856569 2000-2012 –> 2008-2019 5.6699247 2.8560254 64509.8778 8.848414e+01 3 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6373 2.8602566 31494.70636 1.101120e+02 11.9313900 2000-2012 –> 2008-2019 5.7308811 2.8706245 64786.7467 2.394227e+02 8 11
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6373 2.8433084 31418.95639 5.375605e+02 11.4123771 2000-2012 –> 2008-2019 5.7882112 2.9449029 65054.6958 1.006680e+03 6 13
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6373 2.8393786 31401.32787 7.583815e+01 11.3798064 2000-2012 –> 2008-2019 5.7884692 2.9490906 65056.1855 1.458340e+02 5 13
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6373 2.8463209 31432.45388 7.142594e+01 11.4767896 2000-2012 –> 2008-2019 5.8050684 2.9587475 65131.2952 1.388197e+02 7 17
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 6373 2.8655760 31516.38900 3.370494e+01 11.2315801 2000-2012 –> 2008-2019 5.8217461 2.9561701 65201.5053 7.472803e+01 9 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 6373 2.8762830 31565.92460 6.239043e+03 11.7966401 2000-2012 –> 2008-2019 5.8560526 2.9797696 65360.0194 1.122903e+04 11 23
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6373 2.9677286 31964.84950 2.683847e+01 12.8774344 2000-2012 –> 2008-2019 5.8930236 2.9252950 65510.7092 5.922437e+01 12 17
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2576 1.9567437 10782.81478 1.950347e+05 8.0438425 1982-1999 –> 2000-2012 3.1436976 1.1869539 14642.2298 4.332698e+05 1 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2576 2.0940441 11132.20000 1.983012e+05 10.1444822 1982-1999 –> 2000-2012 3.1626097 1.0685656 14737.5482 4.334715e+05 3 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2576 2.1139266 11180.88640 2.180197e+05 9.5506314 1982-1999 –> 2000-2012 3.2820721 1.1681454 15001.6791 4.452523e+05 4 6
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 2576 2.1337187 11226.89856 1.907751e+05 9.9887070 1982-1999 –> 2000-2012 3.3222744 1.1885557 15087.5746 4.109786e+05 6 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2576 2.0916862 11126.39550 4.275204e+03 7.8816541 1982-1999 –> 2000-2012 3.4829507 1.3912645 15369.8441 8.579484e+03 2 7
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2576 2.1306199 11221.41085 4.845802e+02 8.4026902 1982-1999 –> 2000-2012 3.5689214 1.4383015 15545.2575 8.927788e+02 5 11
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2576 2.1420365 11248.94345 1.704453e+02 8.5021358 1982-1999 –> 2000-2012 3.5998469 1.4578104 15605.3670 2.629216e+02 7 16
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2576 2.1542894 11278.33005 1.700824e+02 8.6715436 1982-1999 –> 2000-2012 3.6295191 1.4752297 15663.4750 2.636030e+02 8 18
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2576 2.2745737 11558.24700 3.469968e+03 7.1464501 1982-1999 –> 2000-2012 3.7313852 1.4568116 15913.0133 8.247515e+03 21 28
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2576 2.2760310 11559.54685 2.878296e+03 7.3497255 1982-1999 –> 2000-2012 3.7328453 1.4568143 15912.3178 5.521044e+03 22 30
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2446 1.9671107 10265.20722 3.048098e+05 8.9692731 2000-2012 –> 2008-2019 3.9238544 1.9567437 21048.0220 4.998446e+05 18 19
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2446 1.9481016 10217.70374 4.692113e+03 9.3209411 2000-2012 –> 2008-2019 4.0397878 2.0916862 21344.0992 8.967317e+03 4 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2446 1.9492130 10220.49389 4.962779e+02 9.5139021 2000-2012 –> 2008-2019 4.0798329 2.1306199 21441.9047 9.808581e+02 5 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2446 1.9501481 10222.84015 1.942284e+02 9.6309532 2000-2012 –> 2008-2019 4.0921846 2.1420365 21471.7836 3.646737e+02 6 13
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2446 1.9510253 10225.04000 1.913424e+02 9.7261122 2000-2012 –> 2008-2019 4.1053147 2.1542894 21503.3700 3.614248e+02 7 15
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2446 1.9523682 10228.40621 5.192532e+03 10.0641565 2000-2012 –> 2008-2019 4.1172384 2.1648702 21531.9784 9.762307e+03 8 17
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2446 1.9704854 10271.59262 4.092667e+03 9.6746664 2000-2012 –> 2008-2019 4.1496471 2.1791617 21607.0642 8.012428e+03 19 29
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2446 1.9535657 10231.40574 5.683941e+02 10.1586096 2000-2012 –> 2008-2019 4.1547879 2.2012222 21620.7707 1.101510e+03 11 22
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2446 1.9534411 10231.09367 2.165796e+02 10.1160222 2000-2012 –> 2008-2019 4.1667115 2.2132704 21648.5809 4.125442e+02 9 21
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2446 1.9561272 10237.81594 9.601097e+01 10.2869377 2000-2012 –> 2008-2019 4.1720060 2.2158788 21661.3712 1.886181e+02 13 28
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3432 1.7380524 13547.77413 3.399743e+05 8.7676881 1982-1999 –> 2000-2012 3.0013972 1.2633448 18592.5971 5.599790e+05 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3432 1.8412496 13943.68482 3.231103e+05 8.9457843 1982-1999 –> 2000-2012 3.1097183 1.2684687 19000.8287 5.442681e+05 4 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3432 1.8090184 13822.46591 3.941815e+05 7.8477240 1982-1999 –> 2000-2012 3.1252131 1.3161947 18992.0380 6.163076e+05 2 5
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 3432 1.8647955 14028.90522 2.755192e+05 9.1608418 1982-1999 –> 2000-2012 3.1839568 1.3191613 19203.3304 4.769005e+05 6 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3432 1.8604183 14014.77466 2.720005e+03 6.4408162 1982-1999 –> 2000-2012 3.3088712 1.4484529 19475.8134 5.765901e+03 5 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3432 1.8396672 13937.78344 1.837254e+02 8.3211802 1982-1999 –> 2000-2012 3.3367885 1.4971213 19499.4207 3.961829e+02 3 11
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3432 1.8786371 14081.66580 4.142552e+02 6.7983089 1982-1999 –> 2000-2012 3.3689285 1.4902914 19629.3844 7.826081e+02 8 14
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3432 1.8766397 14074.36404 3.467735e+02 6.7343654 1982-1999 –> 2000-2012 3.3719571 1.4953174 19632.3312 5.726233e+02 7 14
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3432 1.8848727 14104.41112 3.553339e+02 6.9086651 1982-1999 –> 2000-2012 3.3982495 1.5133768 19698.9214 5.995681e+02 9 20
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 3432 1.8888220 14116.77792 1.753705e+02 7.0706616 1982-1999 –> 2000-2012 3.4043012 1.5154792 19713.5141 3.358599e+02 10 22
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3380 1.6362374 12934.64406 2.160570e+02 7.2913328 2000-2012 –> 2008-2019 3.4759046 1.8396672 26872.4275 3.997824e+02 1 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3380 1.8118887 13623.96419 3.977232e+05 9.6604465 2000-2012 –> 2008-2019 3.5499411 1.7380524 27171.7383 7.376975e+05 38 39
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3380 1.7583892 13421.35592 6.782274e+05 7.8853386 2000-2012 –> 2008-2019 3.5674075 1.8090184 27243.8218 1.072409e+06 29 31
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3380 1.6714081 13078.40954 6.507681e+02 6.9758766 2000-2012 –> 2008-2019 3.5882324 1.9168243 27298.2011 1.009343e+03 2 13
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3380 1.7402953 13351.43486 2.770164e+03 7.4829105 2000-2012 –> 2008-2019 3.6007136 1.8604183 27366.2095 5.490169e+03 16 21
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3380 1.6835389 13127.29550 3.014692e+03 7.5806183 2000-2012 –> 2008-2019 3.6168299 1.9332910 27405.8013 5.833767e+03 3 15
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3380 1.7427044 13360.78652 6.438384e+02 7.4400239 2000-2012 –> 2008-2019 3.6193442 1.8766397 27435.1506 9.906119e+02 17 24
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3380 1.7430409 13362.09164 6.487257e+02 7.4363120 2000-2012 –> 2008-2019 3.6216780 1.8786371 27443.7574 1.062981e+03 19 27
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3380 1.7440088 13365.84442 6.483616e+02 7.4246752 2000-2012 –> 2008-2019 3.6288815 1.8848727 27470.2555 1.003695e+03 20 29
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 3380 1.7485892 13381.57521 2.036303e+02 7.4819700 2000-2012 –> 2008-2019 3.6374112 1.8888220 27498.3531 3.790008e+02 22 32
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3663 1.7744163 14610.39622 6.705075e+05 6.9277627 1982-1999 –> 2000-2012 3.4366681 1.6622518 21161.1591 1.043534e+06 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3663 1.8792254 15030.82149 1.638706e+02 7.8961278 1982-1999 –> 2000-2012 3.7122799 1.8330546 21913.3579 3.215176e+02 6 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3663 1.8627954 14966.48900 2.384383e+03 8.5824877 1982-1999 –> 2000-2012 3.7520804 1.8892850 21951.5137 4.547082e+03 2 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3663 1.8636247 14969.74972 9.760647e+02 8.6491184 1982-1999 –> 2000-2012 3.7640535 1.9004288 21974.7231 1.247623e+03 3 11
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3663 1.9058864 15134.02685 5.653771e+05 7.9107026 1982-1999 –> 2000-2012 3.7649169 1.8590305 22064.2933 8.866415e+05 8 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3663 1.8642633 14972.25985 9.591646e+02 8.6836451 1982-1999 –> 2000-2012 3.7653512 1.9010878 21978.4092 1.213122e+03 4 13
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3663 1.8646453 14973.76069 1.029132e+03 8.7028889 1982-1999 –> 2000-2012 3.7705105 1.9058652 21988.4234 1.312743e+03 5 16
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3663 1.9188534 15183.70186 7.429300e+05 7.7982589 1982-1999 –> 2000-2012 3.7734221 1.8545687 22105.8175 1.079264e+06 9 12
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 3663 1.9263569 15210.29358 4.737248e+05 7.6384296 1982-1999 –> 2000-2012 3.7867104 1.8603534 22140.9730 7.717268e+05 11 16
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3663 1.8991748 15108.18278 8.524539e+02 9.1402634 1982-1999 –> 2000-2012 3.7991956 1.9000208 22112.4278 1.147030e+03 7 14
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3631 1.7850410 14526.23498 8.530634e+05 6.4992822 2000-2012 –> 2008-2019 3.5594573 1.7744163 29136.6312 1.523571e+06 9 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3631 1.7483017 14375.21044 1.783877e+02 8.3510209 2000-2012 –> 2008-2019 3.6275270 1.8792254 29406.0319 3.422583e+02 1 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3631 1.7886888 14541.06014 1.951316e+03 8.5054165 2000-2012 –> 2008-2019 3.6533341 1.8646453 29514.8208 2.980447e+03 10 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3631 1.7892534 14543.35192 1.917540e+03 8.4877343 2000-2012 –> 2008-2019 3.6535167 1.8642633 29515.6118 2.876705e+03 12 16
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3631 1.7913377 14551.80642 1.885005e+03 8.4234385 2000-2012 –> 2008-2019 3.6549624 1.8636247 29521.5561 2.861070e+03 13 16
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3631 1.7935258 14560.67149 2.950810e+03 8.3552017 2000-2012 –> 2008-2019 3.6563212 1.8627954 29527.1605 5.335193e+03 14 16
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3631 1.7663956 14449.98174 1.656339e+03 8.5691622 2000-2012 –> 2008-2019 3.6655704 1.8991748 29558.1645 2.508793e+03 2 9
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3631 1.7775878 14495.84977 2.293526e+03 8.5808189 2000-2012 –> 2008-2019 3.6968316 1.9192438 29681.0419 4.351994e+03 3 13
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3631 1.7887663 14541.37462 2.094358e+03 8.9095085 2000-2012 –> 2008-2019 3.7184443 1.9296780 29766.2874 3.007917e+03 11 23
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3631 1.7832318 14518.87078 1.865290e+02 8.6558838 2000-2012 –> 2008-2019 3.7191009 1.9358691 29767.2505 3.415038e+02 5 18
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2463 1.5301783 9099.13398 1.864809e+06 7.1816954 1982-1999 –> 2000-2012 3.0108915 1.4807133 13406.3000 3.470659e+06 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2463 1.6074375 9341.77413 3.116749e+03 8.6049199 1982-1999 –> 2000-2012 3.1857076 1.5782702 13800.1592 6.034093e+03 2 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2463 1.6106285 9351.54353 8.177717e+01 8.8185488 1982-1999 –> 2000-2012 3.1876686 1.5770400 13808.0806 1.778038e+02 4 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2463 1.6152856 9365.76634 1.810169e+02 8.6706895 1982-1999 –> 2000-2012 3.2016167 1.5863311 13836.2252 3.110914e+02 5 9
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2463 1.6157765 9367.26310 1.054441e+02 8.6789201 1982-1999 –> 2000-2012 3.2048443 1.5890678 13841.8072 2.164928e+02 6 11
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2463 1.6164583 9369.34116 1.017616e+02 8.6891414 1982-1999 –> 2000-2012 3.2065196 1.5900614 13845.3666 2.103073e+02 7 13
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2463 1.6093938 9347.76578 1.717890e+02 8.9997297 1982-1999 –> 2000-2012 3.2344922 1.6250984 13875.4471 3.475395e+02 3 11
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2463 1.6463102 9457.48224 2.666687e+01 9.1783823 1982-1999 –> 2000-2012 3.2624721 1.6161619 13970.0948 5.666311e+01 11 18
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2463 1.6578351 9493.84620 1.700655e+03 8.2245740 1982-1999 –> 2000-2012 3.2990270 1.6411919 14044.8825 3.513223e+03 12 21
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2463 1.6594830 9496.74023 1.295458e+03 8.3263800 1982-1999 –> 2000-2012 3.3110348 1.6515518 14060.6899 2.313457e+03 13 24
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2590 1.5095245 9497.19804 2.362284e+06 6.9303883 2000-2012 –> 2008-2019 3.0397027 1.5301783 18596.3320 4.227093e+06 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2590 1.5182512 9527.05814 3.531453e+03 9.0142233 2000-2012 –> 2008-2019 3.1256887 1.6074375 18868.8323 6.648203e+03 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2590 1.5213129 9537.49327 1.921462e+02 9.2063617 2000-2012 –> 2008-2019 3.1307067 1.6093938 18885.2590 3.639353e+02 4 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2590 1.5207709 9535.64769 1.095322e+02 9.1779860 2000-2012 –> 2008-2019 3.1313995 1.6106285 18887.1912 1.913094e+02 3 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2590 1.5213813 9537.72646 2.519949e+02 9.0870000 2000-2012 –> 2008-2019 3.1366670 1.6152856 18903.4928 4.330118e+02 5 10
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2590 1.5214725 9538.03686 1.494209e+02 9.0898336 2000-2012 –> 2008-2019 3.1372490 1.6157765 18905.3000 2.548650e+02 6 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2590 1.5219984 9539.82696 1.491174e+02 9.1022043 2000-2012 –> 2008-2019 3.1384567 1.6164583 18909.1681 2.508790e+02 7 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2590 1.5227574 9542.40946 3.216042e+03 9.1588425 2000-2012 –> 2008-2019 3.1488746 1.6261172 18941.0977 4.444819e+03 8 16
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate 2590 1.5230803 9541.50779 1.492649e+02 9.1265979 2000-2012 –> 2008-2019 3.1498038 1.6267235 18940.0324 2.478678e+02 9 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + silicate 2590 1.5241729 9545.22259 1.075727e+02 9.2427544 2000-2012 –> 2008-2019 3.1516300 1.6274571 18945.9680 1.893028e+02 10 20
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5693 1.3260513 19383.22666 5.352558e+02 7.3823307 1982-1999 –> 2000-2012 2.6630711 1.3370198 28299.6862 8.011280e+02 3 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5693 1.3269470 19390.91478 1.688782e+03 8.1133187 1982-1999 –> 2000-2012 2.6784564 1.3515095 28363.5114 3.082197e+03 4 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5693 1.3290611 19409.04119 1.620182e+02 8.1331764 1982-1999 –> 2000-2012 2.6821787 1.3531176 28387.8309 2.580329e+02 5 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5693 1.3296646 19414.21028 6.115731e+01 8.1429312 1982-1999 –> 2000-2012 2.6845780 1.3549134 28399.9071 1.123346e+02 6 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5693 1.3300219 19417.26939 6.100084e+01 8.1482093 1982-1999 –> 2000-2012 2.6853722 1.3553502 28404.6451 1.065892e+02 7 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5693 1.3345460 19455.93350 5.139852e+02 7.4733652 1982-1999 –> 2000-2012 2.7249268 1.3903808 28576.2058 7.576456e+02 8 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5693 1.3526350 19609.22733 5.262072e+01 8.3765020 1982-1999 –> 2000-2012 2.7492001 1.3965651 28752.6131 1.046047e+02 10 18
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5693 1.3078394 19225.76827 8.237498e+05 6.8981442 1982-1999 –> 2000-2012 2.7515059 1.4436665 28541.9051 1.465669e+06 1 11
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + silicate + phosphate 5693 1.3919067 19933.09443 1.572790e+02 7.9180483 1982-1999 –> 2000-2012 2.7879265 1.3960198 29072.4462 2.482281e+02 13 20
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 5693 1.3800863 19835.98901 1.061892e+01 8.5594954 1982-1999 –> 2000-2012 2.8007168 1.4206305 29066.3536 1.993810e+01 11 20
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5351 1.2105486 17244.35023 1.174813e+06 6.5216173 2000-2012 –> 2008-2019 2.5183880 1.3078394 36470.1185 1.998563e+06 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5351 1.2866354 17896.71130 1.776064e+03 8.3011792 2000-2012 –> 2008-2019 2.6135823 1.3269470 37287.6261 3.464845e+03 2 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5351 1.2887721 17914.46945 2.355368e+02 8.3176242 2000-2012 –> 2008-2019 2.6178332 1.3290611 37323.5106 3.975550e+02 3 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5351 1.2891273 17917.41865 1.060441e+02 8.3231128 2000-2012 –> 2008-2019 2.6187919 1.3296646 37331.6289 1.672014e+02 4 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5351 1.2899670 17924.38727 1.058301e+02 8.3328731 2000-2012 –> 2008-2019 2.6199889 1.3300219 37341.6567 1.668310e+02 5 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5351 1.2997156 18004.96137 1.369077e+03 8.4455403 2000-2012 –> 2008-2019 2.6201657 1.3204501 37339.9918 1.984899e+03 8 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5351 1.2924310 17944.81047 8.847044e+01 8.4997287 2000-2012 –> 2008-2019 2.6450661 1.3526350 37554.0378 1.410912e+02 6 16
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5351 1.3202523 18172.74036 1.109203e+03 8.0941646 2000-2012 –> 2008-2019 2.6463036 1.3260513 37555.9670 1.644459e+03 11 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5351 1.3249743 18210.94898 1.032727e+03 8.1439031 2000-2012 –> 2008-2019 2.6595204 1.3345460 37666.8825 1.546712e+03 13 21
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 5351 1.3255164 18213.32668 1.030323e+03 8.1778592 2000-2012 –> 2008-2019 2.6636207 1.3381043 37697.5780 1.535687e+03 14 23
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 13714 0.6216122 25892.30869 3.254490e+02 3.4448308 1982-1999 –> 2000-2012 1.2642531 0.6426409 39229.4431 4.348604e+02 2 3
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 13714 0.6207806 25855.59248 2.805771e+02 2.9101913 1982-1999 –> 2000-2012 1.3107015 0.6899209 40161.0411 3.636006e+02 1 3
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 13714 0.7118936 29611.87497 3.086503e+02 3.0850297 1982-1999 –> 2000-2012 1.5060800 0.7941864 45837.0354 4.035947e+02 5 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 13714 0.7886851 32421.56519 2.187372e+01 4.3905789 1982-1999 –> 2000-2012 1.5865447 0.7978596 48709.6654 3.617321e+01 9 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 13714 0.7886699 32421.03649 2.187517e+01 4.3897548 1982-1999 –> 2000-2012 1.5867263 0.7980564 48712.5007 3.818719e+01 8 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 13714 0.7885497 32416.85325 1.436259e+02 4.3836534 1982-1999 –> 2000-2012 1.5885688 0.8000192 48741.8237 2.388460e+02 7 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 13714 0.7884402 32413.04524 1.168300e+03 4.3806007 1982-1999 –> 2000-2012 1.5897368 0.8012966 48759.7783 2.464082e+03 6 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 13714 0.6932619 28884.46857 3.671387e+02 4.0811366 1982-1999 –> 2000-2012 1.6194990 0.9262371 47207.6241 4.444700e+02 3 19
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + silicate + phosphate 13714 0.8048904 32977.42185 1.394203e+02 4.3624654 1982-1999 –> 2000-2012 1.6349452 0.8300548 49803.1091 2.336406e+02 11 20
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 13714 0.8191258 33460.27605 8.843301e+02 5.7620935 1982-1999 –> 2000-2012 1.6356860 0.8165602 50064.3881 1.763310e+03 14 22
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 14848 0.6532241 29505.20222 6.773670e+02 3.9176096 2000-2012 –> 2008-2019 1.2748363 0.6216122 55397.5109 1.002816e+03 1 3
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 14848 0.6541167 29545.75277 6.434481e+02 3.6860918 2000-2012 –> 2008-2019 1.2748973 0.6207806 55401.3452 9.240252e+02 2 3
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 14848 0.6737800 30425.28312 9.075784e+02 4.3507175 2000-2012 –> 2008-2019 1.3670419 0.6932619 59309.7517 1.274717e+03 3 6
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 14848 0.6751112 30481.89629 6.409815e+02 4.6193605 2000-2012 –> 2008-2019 1.3762283 0.7011172 59673.4007 9.188351e+02 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 14848 0.7271034 32687.08087 7.494860e+02 3.4522590 2000-2012 –> 2008-2019 1.4389969 0.7118936 62298.9558 1.058136e+03 10 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 14848 0.6839222 30868.95829 5.608280e+05 4.6323416 2000-2012 –> 2008-2019 1.4902096 0.8062874 63895.9426 9.992009e+05 5 17
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 14848 0.7228378 32512.35687 1.292936e+03 5.0565624 2000-2012 –> 2008-2019 1.5112780 0.7884402 64925.4021 2.461236e+03 6 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 14848 0.7237252 32548.78850 1.863162e+02 5.0468536 2000-2012 –> 2008-2019 1.5122748 0.7885497 64965.6417 3.299421e+02 7 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 14848 0.7242645 32570.91170 3.187536e+01 5.0584820 2000-2012 –> 2008-2019 1.5129345 0.7886699 64991.9482 5.375054e+01 8 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 14848 0.7243317 32573.66622 3.188103e+01 5.0604205 2000-2012 –> 2008-2019 1.5130169 0.7886851 64995.2314 5.375475e+01 9 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3493 0.4397743 4187.75019 1.613154e+01 3.0850307 1982-1999 –> 2000-2012 0.7383842 0.2986099 5128.4256 3.986537e+01 1 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3493 0.4423342 4228.29664 1.577797e+01 3.0328667 1982-1999 –> 2000-2012 0.7396024 0.2972682 5149.1308 4.169336e+01 2 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3493 0.4425847 4232.25308 2.388246e+01 3.0619538 1982-1999 –> 2000-2012 0.7400614 0.2974767 5156.1764 6.080427e+01 4 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3493 0.4426179 4232.77610 1.615843e+01 3.0656258 1982-1999 –> 2000-2012 0.7401052 0.2974873 5156.8567 4.214203e+01 5 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3493 0.4427223 4234.42360 9.586702e+01 3.0776617 1982-1999 –> 2000-2012 0.7403302 0.2976079 5160.2900 2.568337e+02 6 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3493 0.4520060 4379.40263 9.123955e+01 3.2553335 1982-1999 –> 2000-2012 0.7481750 0.2961690 5283.9147 2.222766e+02 7 12
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3493 0.4542457 4411.93340 1.603007e+01 3.0997111 1982-1999 –> 2000-2012 0.7533219 0.2990762 5357.4839 3.834842e+01 10 23
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3493 0.4424738 4230.50150 9.192655e+01 3.2952861 1982-1999 –> 2000-2012 0.7621746 0.3197008 5471.8756 2.478038e+02 3 29
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 3493 0.4520720 4378.42279 1.517874e+01 3.2413780 1982-1999 –> 2000-2012 0.7650322 0.3129602 5523.9075 3.936388e+01 8 29
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 3493 0.4533644 4398.36656 1.406669e+01 3.3314300 1982-1999 –> 2000-2012 0.7733157 0.3199513 5641.1918 3.588981e+01 9 36
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3674 0.6020555 6711.94310 1.510468e+01 3.0556445 2000-2012 –> 2008-2019 1.0418298 0.4397743 10899.6933 3.123623e+01 5 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3674 0.6046829 6743.94129 1.866271e+01 3.0065963 2000-2012 –> 2008-2019 1.0470171 0.4423342 10972.2379 3.444068e+01 6 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3674 0.6057022 6756.31656 2.466741e+01 3.0175146 2000-2012 –> 2008-2019 1.0482869 0.4425847 10988.5696 4.854986e+01 7 11
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3674 0.6061146 6761.31847 1.864949e+01 3.0229314 2000-2012 –> 2008-2019 1.0487325 0.4426179 10994.0946 3.480791e+01 8 13
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3674 0.6065710 6766.84866 9.479176e+01 3.0339785 2000-2012 –> 2008-2019 1.0492932 0.4427223 11001.2723 1.906588e+02 9 15
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3674 0.6083278 6788.10004 1.074649e+02 3.2398601 2000-2012 –> 2008-2019 1.0508016 0.4424738 11018.6015 1.993914e+02 10 13
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3674 0.5623861 6211.09604 1.368792e+05 1.7884134 2000-2012 –> 2008-2019 1.0590778 0.4966918 11249.0984 3.336929e+05 1 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3674 0.6111204 6821.75493 8.608430e+01 3.1613042 2000-2012 –> 2008-2019 1.0631264 0.4520060 11201.1576 1.773238e+02 11 18
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 3674 0.6112862 6821.74816 1.797245e+01 3.1412233 2000-2012 –> 2008-2019 1.0633582 0.4520720 11200.1710 3.315119e+01 12 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3674 0.5722211 6338.48813 5.251869e+05 1.7519420 2000-2012 –> 2008-2019 1.0680864 0.4958652 11364.8555 1.006140e+06 2 20

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2012 1.7566585 295.1762
Atlantic (-Inf,26] 2000-2012 –> 2008-2019 0.9025056 169.4414
Atlantic (26,26.5] 1982-1999 –> 2000-2012 7.1863171 4182.6651
Atlantic (26,26.5] 2000-2012 –> 2008-2019 8.0290954 4430.4950
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 5.6496295 4613.4140
Atlantic (26.5,26.75] 2000-2012 –> 2008-2019 6.8909485 5103.2233
Atlantic (26.75,27] 1982-1999 –> 2000-2012 4.0744484 6757.7181
Atlantic (26.75,27] 2000-2012 –> 2008-2019 4.7457667 7507.3762
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.6373766 8003.6751
Atlantic (27,27.25] 2000-2012 –> 2008-2019 4.0347246 8854.2874
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 5.0304378 14776.5755
Atlantic (27.25,27.5] 2000-2012 –> 2008-2019 6.6707216 19258.5524
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 4.8036146 28478.4433
Atlantic (27.5,27.75] 2000-2012 –> 2008-2019 6.0344336 33786.6900
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 2.0805705 6715.1116
Atlantic (27.75,27.85] 2000-2012 –> 2008-2019 2.7846764 8924.5976
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 1.9001759 6636.4597
Atlantic (27.85,27.95] 2000-2012 –> 2008-2019 2.0802876 7334.4692
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 5.5912537 14696.6239
Atlantic (27.95,28.05] 2000-2012 –> 2008-2019 6.7005788 16967.4038
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 1.7287528 4483.9728
Atlantic (28.05,28.1] 2000-2012 –> 2008-2019 2.1619790 5860.8044
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 1.3778680 4831.6125
Atlantic (28.1,28.15] 2000-2012 –> 2008-2019 1.5858114 6335.4625
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 1.1223594 6958.4089
Atlantic (28.15,28.2] 2000-2012 –> 2008-2019 1.2118416 8561.2669
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 0.6803817 5133.7107
Atlantic (28.2, Inf] 2000-2012 –> 2008-2019 0.7279333 8687.8489
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 11.4442966 24911.1198
Indo-Pacific (-Inf,26] 2000-2012 –> 2008-2019 11.4008296 37903.2235
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 8.4034827 24923.1945
Indo-Pacific (26,26.5] 2000-2012 –> 2008-2019 8.6949304 31223.6626
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 7.9677159 20986.7349
Indo-Pacific (26.5,26.75] 2000-2012 –> 2008-2019 9.0611058 27947.8157
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 7.0816998 27290.0588
Indo-Pacific (26.75,27] 2000-2012 –> 2008-2019 7.5852146 35012.2362
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 5.5428682 32404.5515
Indo-Pacific (27,27.25] 2000-2012 –> 2008-2019 5.8830644 42629.7068
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 5.3770801 40254.4405
Indo-Pacific (27.25,27.5] 2000-2012 –> 2008-2019 5.9381694 55945.9163
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 5.0456266 47379.8166
Indo-Pacific (27.5,27.75] 2000-2012 –> 2008-2019 5.7675459 64955.4743
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 3.4656122 15347.8306
Indo-Pacific (27.75,27.85] 2000-2012 –> 2008-2019 4.1001365 21487.8945
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 3.2609381 19343.8179
Indo-Pacific (27.85,27.95] 2000-2012 –> 2008-2019 3.5906344 27320.5716
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 3.7325189 21939.1098
Indo-Pacific (27.95,28.05] 2000-2012 –> 2008-2019 3.6605066 29539.4557
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 3.2104275 13848.9053
Indo-Pacific (28.05,28.1] 2000-2012 –> 2008-2019 3.1290179 18878.2674
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2012 2.7207932 28586.5105
Indo-Pacific (28.1,28.2] 2000-2012 –> 2008-2019 2.6223261 37356.8998
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2012 1.5322741 46722.6409
Indo-Pacific (28.2,28.3] 2000-2012 –> 2008-2019 1.4271715 61585.5130
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2012 0.7500503 5302.9253
Indo-Pacific (28.3, Inf] 2000-2012 –> 2008-2019 1.0539610 11088.9752

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
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
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
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2012
(-Inf,26] 7 4 7 7 7 7 10
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 9 3 9 6 6 10 5
(26.75,27] 8 4 8 8 4 10 7
(27,27.25] 9 7 6 5 5 10 7
(27.25,27.5] 8 10 6 5 5 8 7
(27.5,27.75] 6 6 6 8 10 5 8
(27.75,27.85] 7 4 5 7 10 9 7
(27.85,27.95] 7 5 7 8 10 5 8
(27.95,28.05] 7 10 8 7 6 6 6
(28.05,28.1] 9 3 10 7 8 4 7
(28.1,28.15] 8 5 7 8 8 6 8
(28.15,28.2] 8 10 7 7 9 3 4
(28.2, Inf] 9 10 5 5 10 3 5
total 109.00 87.00 97.00 95.00 108.00 92.00 97.00
Atlantic - 2000-2012 --> 2008-2019
(-Inf,26] 6 4 5 5 9 10 9
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 10 5 8 6 5 9 6
(26.75,27] 9 5 8 6 5 10 6
(27,27.25] 9 7 6 5 5 10 7
(27.25,27.5] 9 10 4 5 4 10 5
(27.5,27.75] 6 8 7 7 10 5 6
(27.75,27.85] 7 3 6 6 10 9 7
(27.85,27.95] 7 5 7 8 10 5 8
(27.95,28.05] 5 10 9 5 8 6 6
(28.05,28.1] 7 5 9 8 8 5 8
(28.1,28.15] 8 4 9 8 8 5 8
(28.15,28.2] 9 10 6 6 9 3 5
(28.2, Inf] 9 10 5 5 10 3 5
total 109.00 92.00 95.00 86.00 111.00 95.00 94.00
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] 8 8 8 7 6 6 7
(26.75,27] 7 10 7 8 6 3 7
(27,27.25] 9 10 8 7 3 4 7
(27.25,27.5] 8 7 9 8 5 6 6
(27.5,27.75] 5 6 6 7 9 10 6
(27.75,27.85] 9 7 9 9 5 2 7
(27.85,27.95] 9 7 7 7 7 2 9
(27.95,28.05] 9 7 7 8 7 3 8
(28.05,28.1] 7 3 6 8 7 10 7
(28.1,28.2] 6 3 7 7 9 10 6
(28.2,28.3] 7 5 8 6 9 10 4
(28.3, Inf] 4 4 5 9 10 10 5
total 105.00 88.00 102.00 105.00 100.00 85.00 94.00
Indo-Pacific - 2000-2012 --> 2008-2019
(-Inf,26] 9 6 7 6 10 3 7
(26,26.5] 7 6 7 8 8 6 8
(26.5,26.75] 7 5 7 8 10 5 8
(26.75,27] 7 10 7 8 6 3 7
(27,27.25] 7 10 7 8 3 6 7
(27.25,27.5] 8 7 8 8 5 7 6
(27.5,27.75] 5 5 7 6 10 10 6
(27.75,27.85] 9 5 7 7 10 4 7
(27.85,27.95] 9 7 6 7 9 4 7
(27.95,28.05] 8 7 7 6 9 6 7
(28.05,28.1] 5 4 6 5 9 10 9
(28.1,28.2] 5 5 8 6 9 10 6
(28.2,28.3] 6 5 8 6 9 10 5
(28.3, Inf] 6 3 7 9 9 9 6
total 98.00 85.00 99.00 98.00 116.00 93.00 96.00

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
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
lm_best %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

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

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

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

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

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

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

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