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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 0.3316529 41.11340 9.966003e+03 0.8792412 2000-2012 –> 2010-2019 0.7737424 0.4420895 137.0800 2.555488e+04 1 2
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 43 0.3697038 50.45415 2.617041e+01 1.0774551 2000-2012 –> 2010-2019 0.8513821 0.4816783 158.0847 4.891805e+01 2 4
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 43 0.3785383 52.48504 1.503224e+02 1.1080936 2000-2012 –> 2010-2019 0.8621859 0.4836476 160.6705 2.851764e+02 3 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 43 0.3800958 52.83816 4.994493e+01 1.1625510 2000-2012 –> 2010-2019 0.8647330 0.4846372 161.3016 1.007886e+02 4 8
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + silicate 43 0.3824572 51.37079 1.838723e+01 1.1646531 2000-2012 –> 2010-2019 0.8675743 0.4851171 157.9688 3.518897e+01 5 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 43 0.4169442 60.79566 2.576131e+01 1.0264207 2000-2012 –> 2010-2019 0.9496171 0.5326729 182.1120 4.808422e+01 6 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 43 0.4204971 61.52540 2.575439e+01 1.0292065 2000-2012 –> 2010-2019 0.9563270 0.5358299 183.6454 4.800467e+01 7 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 43 0.4215699 61.74453 3.108715e+01 1.0271639 2000-2012 –> 2010-2019 0.9574839 0.5359140 183.8859 6.248308e+01 8 16
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 43 0.4320562 61.85754 1.944514e+01 0.9701025 2000-2012 –> 2010-2019 0.9679978 0.5359417 182.0059 3.729119e+01 9 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 43 0.4336752 64.17920 1.032917e+02 1.0321724 2000-2012 –> 2010-2019 0.9816792 0.5480041 189.3546 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 346 3.8352007 1926.10693 3.706406e+02 13.0412966 2000-2012 –> 2010-2019 7.9596064 4.1244056 4191.7801 6.277271e+02 2 4
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 346 3.7424010 1909.15681 6.973703e+01 13.6047406 2000-2012 –> 2010-2019 8.0018018 4.2594008 4200.4020 1.303357e+02 1 11
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 346 3.8498889 1928.75211 1.923336e+01 12.6785757 2000-2012 –> 2010-2019 8.0740448 4.2241559 4213.4000 3.225967e+01 3 7
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 346 3.8514889 1929.03965 1.943902e+01 12.6749229 2000-2012 –> 2010-2019 8.0802354 4.2287465 4214.5499 3.267528e+01 4 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 346 3.8569635 1930.02258 1.960029e+01 12.6165984 2000-2012 –> 2010-2019 8.1112271 4.2542635 4220.3096 3.306148e+01 5 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 346 4.0507362 1963.94333 3.696517e+02 11.8788594 2000-2012 –> 2010-2019 8.1635217 4.1127855 4227.3763 6.252565e+02 11 12
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 346 3.9730219 1948.53814 1.776397e+01 15.2640973 2000-2012 –> 2010-2019 8.2392222 4.2662004 4239.0499 2.887445e+01 6 17
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 346 4.0554507 1964.74825 1.899834e+01 11.5675791 2000-2012 –> 2010-2019 8.2682646 4.2128139 4247.2613 3.098498e+01 12 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 346 4.0574210 1965.08437 1.922743e+01 11.5432196 2000-2012 –> 2010-2019 8.2834257 4.2260047 4250.0796 3.241186e+01 13 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 346 4.0578947 1965.16516 1.931645e+01 11.5388049 2000-2012 –> 2010-2019 8.2911404 4.2332457 4251.5197 3.125546e+01 14 21
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 396 3.6183262 2156.32047 1.060022e+05 10.7958349 2000-2012 –> 2010-2019 6.7782239 3.1598977 4811.7440 1.541762e+05 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 396 3.6501124 2163.24762 4.619205e+02 9.2436427 2000-2012 –> 2010-2019 6.9869516 3.3368393 4874.6811 7.945215e+02 3 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 396 3.7894129 2192.91051 1.327844e+02 9.9650387 2000-2012 –> 2010-2019 7.0291617 3.2397488 4873.9890 2.428233e+02 7 9
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 396 3.6455644 2162.26018 1.109661e+05 9.1661503 2000-2012 –> 2010-2019 7.0982816 3.4527172 4908.7870 1.599981e+05 2 19
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 396 3.6986175 2173.70293 1.153536e+02 9.3274778 2000-2012 –> 2010-2019 7.1095394 3.4109219 4907.7099 2.181255e+02 4 18
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 396 3.8753825 2210.67765 1.823712e+03 12.2932945 2000-2012 –> 2010-2019 7.1236058 3.2482234 4894.4417 3.070089e+03 12 15
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 396 3.8882176 2213.29639 3.555861e+01 12.2719700 2000-2012 –> 2010-2019 7.1416892 3.2534716 4898.7200 6.397238e+01 16 20
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 396 3.7134391 2176.87039 1.144495e+02 9.3289907 2000-2012 –> 2010-2019 7.1493597 3.4359206 4918.3841 2.164719e+02 5 21
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 396 3.8941372 2212.50125 3.124931e+01 12.1451141 2000-2012 –> 2010-2019 7.1497402 3.2556031 4896.5982 5.428266e+01 17 22
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 396 3.9131651 2218.36178 3.590294e+01 12.3658859 2000-2012 –> 2010-2019 7.1850811 3.2719159 4909.5968 6.464847e+01 20 26
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 725 2.2439632 3243.41411 5.262998e+02 8.0439779 2000-2012 –> 2010-2019 4.4684870 2.2245237 6709.3711 1.082979e+03 1 2
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 725 2.3159608 3289.20659 1.472483e+02 7.7665230 2000-2012 –> 2010-2019 4.6222549 2.3062941 6811.3338 2.696207e+02 2 5
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 725 2.3329134 3299.78180 1.456613e+02 7.7244408 2000-2012 –> 2010-2019 4.6574000 2.3244865 6834.1349 2.658352e+02 3 7
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 725 2.3744777 3325.38826 1.494674e+02 7.5400705 2000-2012 –> 2010-2019 4.7399381 2.3654603 6886.9301 2.737791e+02 4 9
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 725 2.5216701 3412.59690 6.021723e+04 12.1343020 2000-2012 –> 2010-2019 4.7512255 2.2295555 6882.0695 1.234309e+05 6 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 725 2.4336699 3361.09138 1.678337e+02 9.4833908 2000-2012 –> 2010-2019 4.8722532 2.4385833 6970.0050 3.209633e+02 5 11
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 725 2.5338400 3419.57799 2.137429e+03 12.5213783 2000-2012 –> 2010-2019 4.9858836 2.4520436 7037.0567 4.184052e+03 7 14
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 725 2.5505937 3429.13379 3.998517e+01 12.4801247 2000-2012 –> 2010-2019 5.0353384 2.4847447 7067.2266 7.754068e+01 8 16
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 725 2.5643892 3434.95533 3.989163e+01 12.2482852 2000-2012 –> 2010-2019 5.0845099 2.5201207 7093.0451 7.720046e+01 9 19
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 725 2.5763214 3443.68662 2.395591e+01 12.5642066 2000-2012 –> 2010-2019 5.0932730 2.5169515 7101.8184 5.071460e+01 11 20
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 968 1.8954511 3999.05346 7.822662e+01 12.7570973 2000-2012 –> 2010-2019 3.8681486 1.9726975 8184.5542 1.282425e+02 1 2
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 968 1.9470069 4051.00875 5.136010e+02 15.5097388 2000-2012 –> 2010-2019 3.9318350 1.9848282 8248.6969 9.634399e+02 2 4
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 968 1.9707964 4074.52046 2.179174e+02 13.8143559 2000-2012 –> 2010-2019 3.9776452 2.0068488 8294.1429 3.599018e+02 3 6
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 968 1.9734220 4077.09801 2.269467e+02 13.6201194 2000-2012 –> 2010-2019 3.9811398 2.0077178 8297.5811 3.747293e+02 4 8
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate 968 1.9988032 4099.83913 7.815329e+01 12.2168263 2000-2012 –> 2010-2019 4.0095090 2.0107057 8321.2786 1.279764e+02 6 11
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 968 2.0049683 4107.80129 2.361402e+02 12.2567831 2000-2012 –> 2010-2019 4.0453302 2.0403619 8360.3479 3.866671e+02 7 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 968 1.9913437 4094.60049 3.102888e+02 8.3628602 2000-2012 –> 2010-2019 4.1203808 2.1290371 8431.7218 5.505556e+02 5 12
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 968 2.1167409 4212.82799 1.126075e+03 10.1068360 2000-2012 –> 2010-2019 4.3412485 2.2245076 8637.1546 2.031602e+03 8 16
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 968 2.1189333 4214.83220 5.487756e+01 10.0165681 2000-2012 –> 2010-2019 4.3465941 2.2276608 8641.9747 9.519212e+01 9 18
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 968 2.1221993 4215.81396 5.031545e+01 9.7335655 2000-2012 –> 2010-2019 4.3665203 2.2443210 8655.7690 8.834196e+01 10 22
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 1478 3.1285571 7579.91288 4.286295e+02 12.0689739 2000-2012 –> 2010-2019 6.1042299 2.9756728 16833.5557 7.083782e+02 9 10
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1478 3.0263635 7481.74359 4.812981e+01 13.4171899 2000-2012 –> 2010-2019 6.3298907 3.3035272 17120.2312 7.871247e+01 1 4
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1478 3.0581923 7512.67003 5.742536e+02 11.8948984 2000-2012 –> 2010-2019 6.3718140 3.3136216 17162.3914 8.096923e+02 3 8
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1478 3.2529450 7695.16383 3.726161e+02 14.4321672 2000-2012 –> 2010-2019 6.4230775 3.1701326 17181.8892 6.265413e+02 14 16
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1478 3.0434772 7498.41230 7.101310e+02 12.4226555 2000-2012 –> 2010-2019 6.4337785 3.3903013 17232.3670 1.063534e+03 2 8
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1478 3.0703633 7522.41093 4.810980e+01 12.9643022 2000-2012 –> 2010-2019 6.5309938 3.4606306 17329.9645 7.869245e+01 4 11
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1478 3.3408467 7773.98123 2.992955e+02 15.1204142 2000-2012 –> 2010-2019 6.6500745 3.3092278 17418.8171 4.975792e+02 19 23
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1478 3.4740731 7889.57105 1.005307e+03 17.0099715 2000-2012 –> 2010-2019 6.9554150 3.4813418 17721.0951 1.659346e+03 21 29
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1478 3.4944305 7904.84201 4.810722e+01 11.9057176 2000-2012 –> 2010-2019 7.0358505 3.5414200 17797.3650 7.858948e+01 24 34
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1478 3.4692664 7885.47825 8.426148e+02 13.1022047 2000-2012 –> 2010-2019 7.0564846 3.5872182 17827.3122 1.176310e+03 20 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 + nitrate + phosphate + phosphate_star 2477 2.2602083 11083.19529 8.978305e+02 16.4836726 2000-2012 –> 2010-2019 5.5006555 3.2404473 29347.9627 1.521061e+03 4 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2477 2.1727194 10887.62421 9.280861e+02 15.7824173 2000-2012 –> 2010-2019 5.5387371 3.3660177 29419.8172 1.572056e+03 1 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2477 2.4017917 11384.19066 6.641709e+02 15.4041652 2000-2012 –> 2010-2019 5.5516038 3.1498121 29449.4136 1.107855e+03 8 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2477 2.2239914 11003.17112 9.600362e+02 16.6359345 2000-2012 –> 2010-2019 5.5737628 3.3497714 29501.3319 1.702508e+03 3 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2477 2.2119175 10976.20287 8.721263e+02 16.9535133 2000-2012 –> 2010-2019 5.5924327 3.3805152 29538.6263 1.478817e+03 2 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2477 2.2663638 11094.66882 7.106874e+02 15.8748441 2000-2012 –> 2010-2019 5.6473058 3.3809420 29655.9802 1.203727e+03 5 17
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2477 2.2984320 11166.27473 9.158187e+02 17.9275782 2000-2012 –> 2010-2019 5.7313994 3.4329674 29837.0000 1.573483e+03 6 20
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2477 2.5046334 11591.89883 1.886553e+01 13.4245992 2000-2012 –> 2010-2019 5.7699574 3.2653240 29910.4596 4.271018e+01 9 13
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2477 2.5067641 11596.11138 1.938423e+01 13.4447290 2000-2012 –> 2010-2019 5.7903314 3.2835673 29953.8617 4.347003e+01 10 15
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2477 2.3746037 11325.79201 6.899200e+02 18.0925784 2000-2012 –> 2010-2019 5.8184110 3.4438073 30016.6928 1.163146e+03 7 23
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 967 1.4913701 3531.23765 4.165738e+04 9.2651996 2000-2012 –> 2010-2019 2.6079823 1.1166123 7735.3494 9.312188e+04 4 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 967 1.4210597 3437.84026 1.675315e+03 9.1755915 2000-2012 –> 2010-2019 2.6135014 1.1924417 7821.9802 3.523891e+03 1 3
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 967 1.4633244 3494.52190 3.748611e+01 8.9927438 2000-2012 –> 2010-2019 2.7062782 1.2429538 7992.3378 7.291162e+01 2 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 967 1.4865337 3524.95563 8.502976e+02 7.0331742 2000-2012 –> 2010-2019 2.8019643 1.3154307 8178.0569 1.982258e+03 3 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 967 1.5238012 3572.84336 4.204977e+01 8.9801725 2000-2012 –> 2010-2019 2.8347967 1.3109955 8216.6908 8.173593e+01 5 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 967 1.5267213 3576.54598 4.434122e+01 8.9686352 2000-2012 –> 2010-2019 2.8403766 1.3136553 8225.9468 8.675603e+01 6 11
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 967 1.5399069 3593.17737 4.466094e+01 8.9855892 2000-2012 –> 2010-2019 2.8614602 1.3215533 8259.0024 8.777099e+01 8 15
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 967 1.5272537 3577.22040 3.666560e+01 10.2358088 2000-2012 –> 2010-2019 2.8831387 1.3558850 8313.3169 7.105401e+01 7 16
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 967 1.5590095 3615.02116 4.043096e+01 8.7214204 2000-2012 –> 2010-2019 2.8913253 1.3323158 8301.0698 7.825896e+01 9 17
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 967 1.5723293 3631.47455 1.765555e+01 8.7149195 2000-2012 –> 2010-2019 2.9605061 1.3881768 8430.0621 3.636847e+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 920 0.9021446 2435.36285 1.670466e+03 6.8460830 2000-2012 –> 2010-2019 1.9157415 1.0135969 6319.8260 3.781679e+03 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 920 0.9204308 2472.28610 2.826751e+03 4.9661745 2000-2012 –> 2010-2019 1.9357125 1.0152817 6361.2370 6.906411e+03 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 920 0.9443316 2519.45551 1.802904e+03 4.9083923 2000-2012 –> 2010-2019 1.9812814 1.0369499 6465.4656 3.984141e+03 3 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 920 0.9525802 2535.45782 4.179213e+01 6.9753891 2000-2012 –> 2010-2019 2.0015238 1.0489436 6512.5410 8.880241e+01 4 9
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 920 0.9752028 2578.64489 1.965873e+03 4.8804081 2000-2012 –> 2010-2019 2.0420244 1.0668216 6601.3923 4.227271e+03 5 11
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 920 1.0378664 2693.23429 6.534300e+04 5.6765043 2000-2012 –> 2010-2019 2.0611835 1.0233171 6603.4858 1.505416e+05 9 12
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 920 0.9974303 2620.11262 9.237760e+01 6.9714191 2000-2012 –> 2010-2019 2.0852376 1.0878073 6695.4956 2.016350e+02 6 13
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 920 1.0072170 2638.07844 3.240933e+01 7.1285152 2000-2012 –> 2010-2019 2.1023617 1.0951447 6731.6257 6.622297e+01 7 15
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 920 1.0137818 2650.03220 9.256734e+01 7.1634967 2000-2012 –> 2010-2019 2.1138187 1.1000370 6755.6230 2.017453e+02 8 17
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 920 1.0431962 2702.65919 2.307054e+03 4.8974142 2000-2012 –> 2010-2019 2.1509569 1.1077607 6827.1554 5.005562e+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 1202 3.0222454 6083.95235 1.635873e+03 10.6438776 2000-2012 –> 2010-2019 6.3251732 3.3029279 15104.9274 3.278279e+03 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1202 3.1894432 6213.39885 3.481735e+03 13.1189770 2000-2012 –> 2010-2019 6.4978965 3.3084534 15240.1339 6.671274e+03 4 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1202 3.2265013 6241.16992 3.822218e+03 13.4603721 2000-2012 –> 2010-2019 6.5673470 3.3408457 15301.4800 7.355986e+03 6 9
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1202 3.1524542 6185.35595 1.559549e+03 11.2295267 2000-2012 –> 2010-2019 6.6121119 3.4596577 15366.0888 3.168820e+03 2 11
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1202 3.1679664 6197.15630 1.521441e+03 11.3333712 2000-2012 –> 2010-2019 6.6497166 3.4817502 15399.8244 3.083378e+03 3 14
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1202 3.2143803 6232.12179 3.510905e+03 11.6425505 2000-2012 –> 2010-2019 6.7583692 3.5439889 15495.8454 7.405512e+03 5 17
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1202 3.3380208 6322.85708 2.828542e+03 14.1504288 2000-2012 –> 2010-2019 6.7788362 3.4408154 15484.7707 5.474704e+03 7 11
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 1202 3.3388924 6321.48474 2.408400e+03 14.1836735 2000-2012 –> 2010-2019 6.7797599 3.4408675 15481.4505 4.663149e+03 8 13
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1202 3.3672913 6343.84546 3.306300e+03 11.3525935 2000-2012 –> 2010-2019 6.8105548 3.4432634 15508.2099 6.094068e+03 11 17
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1202 3.3651161 6342.29198 3.923776e+03 10.8513819 2000-2012 –> 2010-2019 6.8189981 3.4538820 15517.2671 7.580939e+03 9 16
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 738 0.9654455 2056.44888 4.774899e+05 2.4569467 2000-2012 –> 2010-2019 2.0314220 1.0659765 5142.8722 1.134414e+06 3 4
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 738 0.9315191 2003.64798 9.352150e+05 3.6881636 2000-2012 –> 2010-2019 2.0432462 1.1117270 5177.1439 1.892989e+06 1 13
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 738 0.9472994 2028.44257 8.560258e+05 3.2260512 2000-2012 –> 2010-2019 2.0517757 1.1044763 5188.3804 1.719590e+06 2 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 738 1.0500836 2180.48505 2.794803e+03 2.7573145 2000-2012 –> 2010-2019 2.1496146 1.0995310 5331.1247 6.162076e+03 4 7
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 738 1.0566586 2189.69816 6.512509e+03 3.1747023 2000-2012 –> 2010-2019 2.1559674 1.0993088 5339.9190 1.399780e+04 6 8
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 738 1.0557803 2188.47075 7.880519e+01 2.7560656 2000-2012 –> 2010-2019 2.1596672 1.1038869 5347.3027 1.459598e+02 5 11
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 738 1.0626554 2198.05106 3.528714e+03 3.2041788 2000-2012 –> 2010-2019 2.1661825 1.1035271 5356.2076 7.478031e+03 9 14
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 738 1.0603798 2194.88700 1.121367e+02 2.7618928 2000-2012 –> 2010-2019 2.1680684 1.1076885 5360.8423 2.425949e+02 7 17
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 738 1.0669821 2204.04853 3.296650e+03 3.2325819 2000-2012 –> 2010-2019 2.1740890 1.1071069 5368.9156 7.068072e+03 12 21
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 738 1.0621403 2197.33542 1.000811e+02 2.5691615 2000-2012 –> 2010-2019 2.1771482 1.1150079 5376.9371 2.022062e+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 969 0.5961961 1761.59699 7.996525e+05 2.0058635 2000-2012 –> 2010-2019 1.3930295 0.7968334 5072.1958 1.495220e+06 2 3
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 969 0.5563168 1627.42620 1.074811e+06 2.0335568 2000-2012 –> 2010-2019 1.3951266 0.8388098 5080.0266 2.006459e+06 1 7
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 969 0.8113083 2358.65331 2.965909e+03 2.2239622 2000-2012 –> 2010-2019 1.6345971 0.8232888 5759.5935 6.051259e+03 4 6
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 969 0.8202657 2379.93293 6.728618e+01 2.2212677 2000-2012 –> 2010-2019 1.6489748 0.8287091 5799.0239 1.268863e+02 6 9
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 969 0.8256778 2392.67768 1.628040e+02 2.2207215 2000-2012 –> 2010-2019 1.6590264 0.8333486 5827.2110 3.206344e+02 8 12
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 969 0.7952810 2319.98508 7.687032e+05 2.2215974 2000-2012 –> 2010-2019 1.6616789 0.8663978 5862.0941 1.811824e+06 3 16
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 969 0.8144544 2366.15399 8.950088e+03 2.1848852 2000-2012 –> 2010-2019 1.6641416 0.8496871 5854.3923 1.733807e+04 5 12
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 969 0.8335364 2411.03583 6.313776e+01 2.2286907 2000-2012 –> 2010-2019 1.6723059 0.8387695 5863.5035 1.114698e+02 13 18
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 969 0.8227592 2385.81509 2.724175e+03 2.1607515 2000-2012 –> 2010-2019 1.6772030 0.8544438 5889.4948 5.482534e+03 7 15
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 969 0.8284478 2399.16836 2.472585e+03 2.1547757 2000-2012 –> 2010-2019 1.6874608 0.8590131 5917.6002 5.106286e+03 9 18
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 1821 0.3161580 987.96348 6.271775e+05 1.7377378 2000-2012 –> 2010-2019 0.7335769 0.4174188 3750.1414 1.237259e+06 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1821 0.5999153 3320.83304 1.474129e+03 2.0841029 2000-2012 –> 2010-2019 1.2336952 0.6337799 8187.7735 3.575560e+03 2 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1821 0.6049912 3351.51850 6.789934e+02 1.9304748 2000-2012 –> 2010-2019 1.2431751 0.6381839 8253.3594 1.535725e+03 3 6
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1821 0.6228448 3457.44020 1.377247e+03 1.9538834 2000-2012 –> 2010-2019 1.2635267 0.6406819 8378.9706 2.892272e+03 5 9
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1821 0.6249885 3469.95374 7.088034e+03 1.8281451 2000-2012 –> 2010-2019 1.2691417 0.6441533 8418.7183 1.527241e+04 6 11
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1821 0.6250077 3468.06551 5.482941e+02 1.8143534 2000-2012 –> 2010-2019 1.2696452 0.6446376 8418.6181 1.140429e+03 7 13
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1821 0.6277401 3485.95296 1.379907e+03 1.9149613 2000-2012 –> 2010-2019 1.2733301 0.6455901 8445.9467 2.897613e+03 8 15
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1821 0.6287263 3489.67029 8.729015e+02 2.0003964 2000-2012 –> 2010-2019 1.2744326 0.6457063 8448.5715 1.852292e+03 9 17
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1821 0.6203195 3442.64416 2.564156e+03 2.3503848 2000-2012 –> 2010-2019 1.2811418 0.6608223 8520.1723 6.209664e+03 4 14
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1821 0.6345646 3525.33369 1.380090e+03 1.9087735 2000-2012 –> 2010-2019 1.2886698 0.6541052 8551.3689 2.897850e+03 10 19
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 3968 0.3208622 2253.49972 8.946185e+02 2.0227360 2000-2012 –> 2010-2019 0.6607745 0.3399123 5598.2336 2.004411e+03 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3968 0.3432961 2789.82757 7.868475e+02 2.3073427 2000-2012 –> 2010-2019 0.6851618 0.3418656 6190.7181 1.514129e+03 2 7
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3968 0.3439802 2805.62521 1.234973e+03 2.3109297 2000-2012 –> 2010-2019 0.6855403 0.3415601 6197.7525 2.674962e+03 3 7
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3968 0.3442659 2812.21505 7.046938e+02 2.3086975 2000-2012 –> 2010-2019 0.6857785 0.3415126 6202.9797 1.345775e+03 4 7
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3968 0.3446008 2819.93043 6.874231e+02 2.3080415 2000-2012 –> 2010-2019 0.6860836 0.3414828 6209.8407 1.334857e+03 5 7
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 3968 0.3595039 3153.92719 7.040970e+02 2.0042027 2000-2012 –> 2010-2019 0.7190481 0.3595442 7046.9279 1.073823e+03 6 13
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3968 0.3785440 3565.48364 2.102468e+02 2.0898398 2000-2012 –> 2010-2019 0.7377181 0.3591741 7450.3904 2.817151e+02 7 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 3968 0.3794590 3582.64239 2.762113e+01 2.0484545 2000-2012 –> 2010-2019 0.7421674 0.3627084 7561.5108 3.705543e+01 9 17
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3968 0.3791630 3578.44908 5.023311e+02 1.8740690 2000-2012 –> 2010-2019 0.7432491 0.3640862 7596.4728 7.709331e+02 8 17
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 3968 0.3832629 3661.80228 4.979794e+02 1.7788878 2000-2012 –> 2010-2019 0.7478999 0.3646370 7692.6405 6.271004e+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 2929 4.1357384 16642.54464 2.211629e+02 21.4103762 2000-2012 –> 2010-2019 9.8308622 5.6951239 33510.5615 3.471031e+02 2 3
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2929 4.2878320 16854.10844 6.470079e+01 22.8093721 2000-2012 –> 2010-2019 10.2475336 5.9597016 33964.4334 9.251387e+01 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2929 4.2945537 16863.28445 5.317117e+01 23.5223283 2000-2012 –> 2010-2019 10.3506705 6.0561168 34059.2436 6.635487e+01 4 9
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2929 4.4137596 17023.67180 5.636948e+01 23.2460075 2000-2012 –> 2010-2019 10.5187151 6.1049554 34262.4897 6.998719e+01 6 13
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2929 4.0004651 16447.73543 3.282791e+01 23.3251671 2000-2012 –> 2010-2019 10.7715577 6.7710926 34239.1583 4.298674e+01 1 19
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2929 5.0140556 17770.67370 2.228637e+02 22.1510959 2000-2012 –> 2010-2019 10.9359419 5.9218862 34847.0329 3.489198e+02 7 9
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2929 5.2578389 18048.78220 5.878819e+03 21.5713770 2000-2012 –> 2010-2019 11.2714523 6.0136134 35207.1599 9.943484e+03 12 16
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 2929 4.2992093 16867.63148 2.748290e+01 24.7024767 2000-2012 –> 2010-2019 11.3404706 7.0412613 34865.8246 3.672911e+01 5 24
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2929 5.4058332 18209.39151 2.195145e+02 23.5444293 2000-2012 –> 2010-2019 11.4661518 6.0603186 35407.0516 3.454544e+02 15 21
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2929 5.3466749 18146.93165 4.109350e+01 32.2033053 2000-2012 –> 2010-2019 11.5797771 6.2331022 35496.5962 6.318856e+01 14 22
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 2003 2.7510036 9752.20272 4.864225e+02 15.0463916 2000-2012 –> 2010-2019 7.2185318 4.4675282 25855.4426 9.676615e+02 1 9
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2003 2.8797300 9935.40016 5.055046e+01 15.8044567 2000-2012 –> 2010-2019 7.2718594 4.3921293 25944.7175 1.046445e+02 2 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2003 2.9381971 10015.91921 1.316200e+01 16.4618445 2000-2012 –> 2010-2019 7.4474625 4.5092654 26170.4709 3.733812e+01 3 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2003 2.9556258 10039.61169 1.331008e+01 16.6508554 2000-2012 –> 2010-2019 7.4873840 4.5317581 26221.6193 3.859073e+01 4 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2003 3.2887612 10467.45470 1.495638e+01 19.4893564 2000-2012 –> 2010-2019 7.6730678 4.3843066 26466.9352 3.211368e+01 7 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2003 3.2972448 10477.77508 1.505084e+01 19.3754424 2000-2012 –> 2010-2019 7.6794731 4.3822284 26474.6394 3.684618e+01 8 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2003 3.2723829 10447.45461 4.996037e+01 19.7666285 2000-2012 –> 2010-2019 7.7175445 4.4451616 26522.9994 1.042678e+02 6 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2003 3.2664562 10440.19268 2.770369e+02 20.5710507 2000-2012 –> 2010-2019 7.9730630 4.7066067 26831.0966 5.177730e+02 5 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2003 3.8011594 11047.50406 4.107563e+01 18.2551680 2000-2012 –> 2010-2019 8.0992885 4.2981291 26937.4432 9.105412e+01 16 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2003 3.2988617 10479.73906 1.783148e+04 21.3258866 2000-2012 –> 2010-2019 8.1289694 4.8301077 27013.5678 2.199013e+04 9 24
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 + silicate + phosphate + phosphate_star 1735 2.7375046 8432.16906 1.048641e+03 15.8760456 2000-2012 –> 2010-2019 7.2554094 4.5179047 22677.1792 2.572560e+03 1 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1735 2.8816039 8610.18096 9.978555e+01 17.0247244 2000-2012 –> 2010-2019 7.5617338 4.6801299 23026.7105 2.200825e+02 3 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1735 2.9344799 8673.27657 4.853712e+02 19.1761595 2000-2012 –> 2010-2019 7.6172422 4.6827623 23092.5400 1.184661e+03 4 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1735 2.8043145 8515.83890 3.398351e+04 18.7854186 2000-2012 –> 2010-2019 7.6758890 4.8715744 23127.2924 6.842591e+04 2 19
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1735 2.9477157 8688.89262 2.974371e+01 17.5199584 2000-2012 –> 2010-2019 7.7140483 4.7663326 23194.1600 7.676473e+01 6 17
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1735 2.9554682 8698.00677 3.092747e+01 17.5221883 2000-2012 –> 2010-2019 7.7265771 4.7711089 23208.1439 8.074105e+01 7 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1735 3.0306975 8785.22766 1.150099e+02 19.4031367 2000-2012 –> 2010-2019 7.7494539 4.7187564 23241.7200 2.426302e+02 8 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1735 3.0874614 8849.61839 2.853427e+01 17.3511359 2000-2012 –> 2010-2019 7.8416234 4.7541620 23342.4549 6.966634e+01 10 19
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1735 3.0893621 8851.75395 1.589775e+01 19.8395721 2000-2012 –> 2010-2019 7.8522299 4.7628679 23353.4857 4.331879e+01 11 21
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1735 3.0971120 8860.44783 2.224447e+01 19.8705557 2000-2012 –> 2010-2019 7.8670922 4.7699802 23369.4345 6.246749e+01 13 25
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 2133 2.7513465 10384.76958 2.173772e+02 15.9745916 2000-2012 –> 2010-2019 6.4735453 3.7221988 28618.6348 4.021515e+02 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2133 2.8359896 10509.10883 1.655303e+03 15.7748011 2000-2012 –> 2010-2019 6.6388063 3.8028167 28885.8095 3.126950e+03 2 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2133 2.8662641 10554.38631 1.071215e+02 17.3183325 2000-2012 –> 2010-2019 6.6577605 3.7914964 28911.2138 1.921775e+02 3 5
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2133 2.8769932 10570.31765 1.261762e+02 17.3218966 2000-2012 –> 2010-2019 6.6725240 3.7955308 28934.2346 2.258725e+02 5 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2133 2.8673175 10555.95313 4.899442e+01 14.9838004 2000-2012 –> 2010-2019 6.6885080 3.8211905 28964.7838 1.027552e+02 4 9
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2133 2.9678651 10700.91591 3.454559e+01 15.7416012 2000-2012 –> 2010-2019 6.7894010 3.8215359 29108.3492 8.148332e+01 6 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2133 3.0340418 10796.94905 6.364460e+02 16.9334676 2000-2012 –> 2010-2019 6.9728888 3.9388470 29407.9330 1.462671e+03 8 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2133 3.0172109 10778.27571 1.543255e+02 16.5664041 2000-2012 –> 2010-2019 6.9896745 3.9724636 29445.9102 3.335704e+02 7 17
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2133 3.2066954 11032.94131 9.324619e+03 16.7801798 2000-2012 –> 2010-2019 7.1425214 3.9358259 29638.8105 2.063844e+04 12 19
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2133 3.0661349 10841.81532 3.581011e+01 17.3727942 2000-2012 –> 2010-2019 7.1443380 4.0782031 29684.5657 7.998158e+01 9 21
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 3186 2.4063742 14650.86418 5.859371e+02 8.5973189 2000-2012 –> 2010-2019 5.2425108 2.8361366 36147.8002 1.340010e+03 6 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3186 2.2994096 14361.13737 2.448133e+03 10.7892307 2000-2012 –> 2010-2019 5.2698726 2.9704630 36261.9621 4.798554e+03 1 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3186 2.3202807 14418.71345 2.574909e+02 13.0603778 2000-2012 –> 2010-2019 5.4029944 3.0827137 36643.2811 4.130108e+02 2 9
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3186 2.3715804 14558.05869 2.830042e+01 12.2227440 2000-2012 –> 2010-2019 5.4073045 3.0357242 36648.5618 6.879145e+01 3 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3186 2.4782868 14838.49651 1.538964e+02 10.3909517 2000-2012 –> 2010-2019 5.4412898 2.9630030 36717.3744 2.933142e+02 8 10
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3186 2.3757143 14569.15612 6.812606e+01 14.1508854 2000-2012 –> 2010-2019 5.5556926 3.1799783 37064.8512 1.270543e+02 4 15
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3186 2.3797769 14580.04333 8.037528e+01 14.1914481 2000-2012 –> 2010-2019 5.5681191 3.1883422 37098.6644 1.469777e+02 5 18
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3186 2.5274237 14963.59788 5.986807e+04 9.8381382 2000-2012 –> 2010-2019 5.6162108 3.0887871 37205.3440 1.281343e+05 9 18
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3186 2.5442707 15005.93066 2.089038e+01 11.5023373 2000-2012 –> 2010-2019 5.6223600 3.0780892 37217.3954 4.170370e+01 12 17
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3186 2.5435474 15004.11879 3.419119e+01 11.4681927 2000-2012 –> 2010-2019 5.6235056 3.0799583 37220.8816 6.859177e+01 11 17
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 4180 2.4345183 19314.62715 1.916987e+05 9.8560820 2000-2012 –> 2010-2019 5.1488990 2.7143806 46569.0434 3.775006e+05 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4180 2.4859107 19489.26878 3.978611e+05 10.9531160 2000-2012 –> 2010-2019 5.2936177 2.8077070 47124.5922 6.371843e+05 2 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4180 2.4981939 19530.47496 2.108677e+03 10.7022981 2000-2012 –> 2010-2019 5.5048101 3.0066162 47937.0608 5.502530e+03 3 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4180 2.6604111 20056.42447 2.378288e+05 11.3994596 2000-2012 –> 2010-2019 5.6693002 3.0088891 48471.5254 4.783825e+05 11 16
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 4180 2.6609051 20055.97659 1.889319e+05 11.3947731 2000-2012 –> 2010-2019 5.6711640 3.0102589 48474.2060 3.740662e+05 12 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4180 2.5656060 19753.07380 2.331293e+02 11.2373005 2000-2012 –> 2010-2019 5.6849296 3.1193236 48574.3323 5.798250e+02 4 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4180 2.6071026 19887.20841 1.641046e+01 12.0626078 2000-2012 –> 2010-2019 5.6866815 3.0795789 48563.9738 3.847087e+01 5 13
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4180 2.7828375 20432.54460 7.764281e+01 8.8926560 2000-2012 –> 2010-2019 5.7512419 2.9684044 48695.0047 1.590535e+02 19 22
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4180 2.6087865 19892.60615 4.530959e+01 11.5925949 2000-2012 –> 2010-2019 5.8003995 3.1916130 48972.0174 1.276886e+02 6 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4180 2.6094926 19894.86858 4.379903e+01 11.6390962 2000-2012 –> 2010-2019 5.8045983 3.1951057 48986.6041 1.088972e+02 7 19
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 + temp + nitrate + silicate + phosphate 4760 2.5050799 22264.70723 4.790677e+01 9.3253267 2000-2012 –> 2010-2019 5.4089129 2.9038330 55711.4954 9.934700e+01 2 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4760 2.5593237 22468.64847 4.318667e+01 10.8290864 2000-2012 –> 2010-2019 5.4169294 2.8576057 55699.5337 9.515048e+01 8 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4760 2.5721965 22516.41182 4.073933e+01 11.1730502 2000-2012 –> 2010-2019 5.4282219 2.8560254 55739.8548 8.834285e+01 9 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4760 2.5058247 22267.53732 7.796610e+01 10.3578173 2000-2012 –> 2010-2019 5.4549153 2.9490906 55922.3950 1.479619e+02 3 11
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4760 2.5136805 22297.33583 6.080561e+02 10.4597174 2000-2012 –> 2010-2019 5.4585834 2.9449029 55933.0752 1.077175e+03 5 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4760 2.5129870 22294.70898 7.707238e+01 10.5062733 2000-2012 –> 2010-2019 5.4717345 2.9587475 55993.5503 1.444662e+02 4 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4760 2.6067506 22643.44922 1.200290e+02 11.9466250 2000-2012 –> 2010-2019 5.4773751 2.8706245 55935.4896 2.493396e+02 11 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4760 2.5511589 22438.22925 7.341359e+03 11.0577247 2000-2012 –> 2010-2019 5.5309285 2.9797696 56232.3240 1.233135e+04 7 19
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 4760 2.6056828 22637.54881 3.299442e+01 10.6404486 2000-2012 –> 2010-2019 5.5618529 2.9561701 56322.6651 7.401751e+01 10 19
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4760 2.4979465 22237.55957 6.034609e+01 10.0257702 2000-2012 –> 2010-2019 5.5666473 3.0687008 56427.3136 1.451230e+02 1 16
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 1772 1.9286491 7370.48750 2.827775e+05 8.6377732 2000-2012 –> 2010-2019 3.8853928 1.9567437 18153.3023 4.778122e+05 25 26
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1772 1.9133990 7342.35337 5.296008e+03 8.9139210 2000-2012 –> 2010-2019 4.0050852 2.0916862 18468.7489 9.571212e+03 17 19
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1772 1.9152101 7345.70613 5.933902e+02 9.1774693 2000-2012 –> 2010-2019 4.0458299 2.1306199 18567.1170 1.077970e+03 19 24
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1772 1.9161290 7347.40612 1.581986e+02 9.2771377 2000-2012 –> 2010-2019 4.0581655 2.1420365 18596.3496 3.286439e+02 20 27
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1772 1.9059279 7328.48820 6.015333e+03 9.7311118 2000-2012 –> 2010-2019 4.0707981 2.1648702 18632.0604 1.058511e+04 8 17
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1772 1.9170239 7349.06103 1.502909e+02 9.3617641 2000-2012 –> 2010-2019 4.0713133 2.1542894 18627.3911 3.203733e+02 21 29
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1772 1.8849541 7289.27209 1.918626e+02 9.8880477 2000-2012 –> 2010-2019 4.0982246 2.2132704 18706.7593 3.878272e+02 3 15
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1772 1.9081512 7332.61995 6.914388e+02 9.8713976 2000-2012 –> 2010-2019 4.1093734 2.2012222 18721.9849 1.224555e+03 10 21
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1772 1.9318239 7374.31673 4.354997e+03 9.2965443 2000-2012 –> 2010-2019 4.1109857 2.1791617 18709.7883 8.274758e+03 26 36
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1772 1.9102325 7336.48340 1.027151e+02 9.9658758 2000-2012 –> 2010-2019 4.1261112 2.2158788 18760.0387 1.953222e+02 12 27
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 2601 1.4053752 9165.58145 2.809697e+02 6.0272994 2000-2012 –> 2010-2019 3.2450425 1.8396672 23103.3649 4.646951e+02 1 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2601 1.4454484 9311.83691 5.095346e+02 5.8869564 2000-2012 –> 2010-2019 3.3622727 1.9168243 23531.6285 8.681095e+02 2 13
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2601 1.5690058 9738.51840 5.791452e+05 6.3533551 2000-2012 –> 2010-2019 3.3780242 1.8090184 23560.9843 9.733268e+05 32 34
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2601 1.6552374 10016.83730 3.564211e+05 8.5089248 2000-2012 –> 2010-2019 3.3932898 1.7380524 23564.6114 6.963954e+05 39 40
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2601 1.5426030 9650.23555 2.930562e+03 6.5318563 2000-2012 –> 2010-2019 3.4030213 1.8604183 23665.0102 5.650567e+03 24 29
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2601 1.4735103 9411.86047 3.307343e+03 6.5598528 2000-2012 –> 2010-2019 3.4068013 1.9332910 23690.3662 6.126418e+03 5 17
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2601 1.5431274 9652.00383 5.006029e+02 6.5700482 2000-2012 –> 2010-2019 3.4197671 1.8766397 23726.3679 8.473764e+02 25 32
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2601 1.5431408 9652.04897 6.200029e+02 6.5784762 2000-2012 –> 2010-2019 3.4217779 1.8786371 23733.7148 1.034258e+03 26 34
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2601 1.5436017 9653.60246 5.013489e+02 6.5827522 2000-2012 –> 2010-2019 3.4284744 1.8848727 23758.0136 8.566828e+02 28 37
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2601 1.5432170 9650.30574 2.708768e+02 6.6719564 2000-2012 –> 2010-2019 3.4320390 1.8888220 23767.0837 4.462473e+02 27 37
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 2790 1.6139010 10602.56759 8.773978e+05 5.3345838 2000-2012 –> 2010-2019 3.3883173 1.7744163 25212.9638 1.547905e+06 18 19
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2790 1.5110554 10235.14752 1.766495e+03 5.0126444 2000-2012 –> 2010-2019 3.4102302 1.8991748 25343.3303 2.618949e+03 1 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2790 1.5368861 10329.72849 2.709250e+02 5.1778831 2000-2012 –> 2010-2019 3.4161114 1.8792254 25360.5500 4.347956e+02 3 9
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2790 1.5140448 10246.17595 1.960810e+03 5.4758277 2000-2012 –> 2010-2019 3.4437228 1.9296780 25471.0888 2.874369e+03 2 14
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2790 1.5840225 10498.29575 1.883336e+03 5.9159666 2000-2012 –> 2010-2019 3.4486678 1.8646453 25472.0564 2.912468e+03 11 16
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2790 1.5851933 10502.41844 1.860850e+03 5.9087151 2000-2012 –> 2010-2019 3.4494566 1.8642633 25474.6783 2.820014e+03 12 16
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2790 1.5890574 10516.00397 1.803599e+03 5.8761697 2000-2012 –> 2010-2019 3.4526821 1.8636247 25485.7537 2.779664e+03 14 17
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2790 1.5933206 10530.95426 3.624465e+03 5.8304583 2000-2012 –> 2010-2019 3.4561160 1.8627954 25497.4433 6.008847e+03 15 17
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2790 1.5702229 10449.47119 3.428368e+03 5.2666949 2000-2012 –> 2010-2019 3.4894667 1.9192438 25634.6634 5.486836e+03 5 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2790 1.5739280 10462.62208 2.615446e+02 5.2923956 2000-2012 –> 2010-2019 3.5097971 1.9358691 25711.0018 4.165195e+02 6 19
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 2087 1.3528102 7197.96575 2.518292e+06 4.3787349 2000-2012 –> 2010-2019 2.8829885 1.5301783 16297.0997 4.383100e+06 10 11
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2087 1.3338994 7139.20623 4.467900e+03 4.8238539 2000-2012 –> 2010-2019 2.9413369 1.6074375 16480.9804 7.584649e+03 1 3
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2087 1.3345431 7141.21993 2.265439e+02 4.8036816 2000-2012 –> 2010-2019 2.9439369 1.6093938 16488.9857 3.983330e+02 2 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2087 1.3346648 7141.60061 1.084653e+02 4.7933497 2000-2012 –> 2010-2019 2.9452934 1.6106285 16493.1441 1.902425e+02 3 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2087 1.3358314 7145.24715 2.672456e+02 4.8415403 2000-2012 –> 2010-2019 2.9511170 1.6152856 16511.0135 4.482625e+02 7 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2087 1.3357466 7144.98217 1.469197e+02 4.8432024 2000-2012 –> 2010-2019 2.9515231 1.6157765 16512.2453 2.523638e+02 6 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2087 1.3361420 7146.21783 1.465612e+02 4.8428100 2000-2012 –> 2010-2019 2.9526003 1.6164583 16515.5590 2.483229e+02 8 15
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2087 1.3355044 7144.22532 3.305628e+03 4.7442230 2000-2012 –> 2010-2019 2.9616216 1.6261172 16542.9135 4.534404e+03 4 12
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + silicate 2087 1.3355218 7142.27991 1.083125e+02 4.7423546 2000-2012 –> 2010-2019 2.9629789 1.6274571 16543.0253 1.900426e+02 5 15
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate 2087 1.3377766 7149.32106 1.464549e+02 4.7615331 2000-2012 –> 2010-2019 2.9645002 1.6267235 16547.8457 2.450578e+02 9 18
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 4002 1.0687918 11903.68126 1.384926e+06 4.1037016 2000-2012 –> 2010-2019 2.3766312 1.3078394 31129.4495 2.208675e+06 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4002 1.1053069 12172.56867 1.366390e+03 4.4441009 2000-2012 –> 2010-2019 2.4257569 1.3204501 31507.5991 1.982213e+03 3 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4002 1.1049700 12170.12863 2.208060e+03 4.4231510 2000-2012 –> 2010-2019 2.4319169 1.3269470 31561.0434 3.896842e+03 2 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4002 1.1064019 12180.49432 2.660705e+02 4.4416376 2000-2012 –> 2010-2019 2.4354630 1.3290611 31589.5355 4.280887e+02 6 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4002 1.1064880 12181.11717 1.222133e+02 4.4434580 2000-2012 –> 2010-2019 2.4361527 1.3296646 31595.3274 1.833706e+02 7 13
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4002 1.1072007 12186.27116 1.219211e+02 4.4437212 2000-2012 –> 2010-2019 2.4372227 1.3300219 31603.5405 1.829220e+02 9 16
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4002 1.1251459 12314.95708 1.151425e+03 4.8767741 2000-2012 –> 2010-2019 2.4511971 1.3260513 31698.1837 1.686681e+03 13 16
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4002 1.1053484 12172.86960 1.025978e+02 4.3610742 2000-2012 –> 2010-2019 2.4579835 1.3526350 31782.0969 1.552185e+02 4 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4002 1.1242677 12308.70738 1.032072e+03 4.8679924 2000-2012 –> 2010-2019 2.4588137 1.3345460 31764.6409 1.546057e+03 11 19
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 4002 1.1251972 12313.32203 1.024541e+03 4.8803645 2000-2012 –> 2010-2019 2.4633015 1.3381043 31797.5734 1.529906e+03 15 24
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 12369 0.5761192 21474.16096 7.486326e+02 2.7027884 2000-2012 –> 2010-2019 1.1977314 0.6216122 47366.4696 1.074082e+03 1 3
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 12369 0.5783018 21567.70279 7.291125e+02 2.7768103 2000-2012 –> 2010-2019 1.1990824 0.6207806 47423.2953 1.009690e+03 2 3
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 12369 0.5871183 21941.99890 1.046466e+03 2.7839136 2000-2012 –> 2010-2019 1.2803802 0.6932619 50826.4675 1.413605e+03 3 6
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 12369 0.5872169 21944.15504 7.211898e+02 2.8037838 2000-2012 –> 2010-2019 1.2883341 0.7011172 51135.6595 9.990435e+02 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 12369 0.6490004 24420.91968 8.771697e+02 3.5338082 2000-2012 –> 2010-2019 1.3608939 0.7118936 54032.7947 1.185820e+03 11 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 12369 0.5902823 22074.95833 6.232638e+05 3.5714809 2000-2012 –> 2010-2019 1.3965697 0.8062874 55101.9426 1.061637e+06 5 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 12369 0.6329202 23800.26966 1.436268e+03 3.4503093 2000-2012 –> 2010-2019 1.4213604 0.7884402 56213.3149 2.604567e+03 6 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 12369 0.6340823 23845.64941 2.100523e+02 3.4428942 2000-2012 –> 2010-2019 1.4226320 0.7885497 56262.5027 3.536781e+02 7 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 12369 0.6345490 23863.85103 3.321779e+01 3.4294542 2000-2012 –> 2010-2019 1.4232189 0.7886699 56284.8875 5.509296e+01 8 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 12369 0.6345696 23864.65359 3.322925e+01 3.4298235 2000-2012 –> 2010-2019 1.4232547 0.7886851 56286.2188 5.510296e+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 + aou + nitrate + silicate + phosphate_star 2491 0.5233581 3857.35961 1.044571e+02 2.4347085 2000-2012 –> 2010-2019 0.9658319 0.4424738 8087.8611 1.963837e+02 1 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2491 0.5366187 3982.01855 1.632825e+01 2.4970379 2000-2012 –> 2010-2019 0.9763930 0.4397743 8169.7687 3.245979e+01 6 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2491 0.5330074 3948.37811 1.170394e+02 2.6024438 2000-2012 –> 2010-2019 0.9850134 0.4520060 8327.7807 2.082789e+02 5 12
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 2491 0.5378244 3991.19963 1.622848e+01 2.5435065 2000-2012 –> 2010-2019 0.9911888 0.4533644 8389.5662 3.029517e+01 7 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2491 0.5555397 4154.65681 2.023185e+01 2.5144279 2000-2012 –> 2010-2019 0.9978739 0.4423342 8382.9534 3.600982e+01 17 19
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2491 0.5563955 4162.32540 2.638489e+01 2.5218475 2000-2012 –> 2010-2019 0.9989803 0.4425847 8394.5785 5.026734e+01 18 22
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2491 0.5569983 4167.72019 2.018728e+01 2.5294909 2000-2012 –> 2010-2019 0.9996162 0.4426179 8400.4963 3.634571e+01 20 25
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2491 0.5569813 4167.56756 8.860227e+01 2.5327438 2000-2012 –> 2010-2019 0.9997036 0.4427223 8401.9912 1.844693e+02 19 25
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 2491 0.5569997 4165.73198 1.978984e+01 2.5281867 2000-2012 –> 2010-2019 1.0090717 0.4520720 8544.1548 3.496858e+01 21 29
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2491 0.5302515 3922.55180 4.429756e+05 1.5847240 2000-2012 –> 2010-2019 1.0261167 0.4958652 8948.9192 9.239288e+05 4 22

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 –> 2010-2019 0.9032723 169.6109
Atlantic (26,26.5] 1982-1999 –> 2000-2012 7.1863171 4182.6651
Atlantic (26,26.5] 2000-2012 –> 2010-2019 8.1472490 4225.5728
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 5.6496295 4613.4140
Atlantic (26.5,26.75] 2000-2012 –> 2010-2019 7.0751634 4889.4652
Atlantic (26.75,27] 1982-1999 –> 2000-2012 4.0744484 6757.7181
Atlantic (26.75,27] 2000-2012 –> 2010-2019 4.8310563 6939.2991
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.6373766 8003.6751
Atlantic (27,27.25] 2000-2012 –> 2010-2019 4.0988352 8407.3222
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 5.0304378 14776.5755
Atlantic (27.25,27.5] 2000-2012 –> 2010-2019 6.5891609 17362.4988
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 4.8036146 28478.4433
Atlantic (27.5,27.75] 2000-2012 –> 2010-2019 5.6514597 29663.1146
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 2.0805705 6715.1116
Atlantic (27.75,27.85] 2000-2012 –> 2010-2019 2.8001330 8147.3813
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 1.9001759 6636.4597
Atlantic (27.85,27.95] 2000-2012 –> 2010-2019 2.0389842 6587.3847
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 5.5912537 14696.6239
Atlantic (27.95,28.05] 2000-2012 –> 2010-2019 6.6598764 15389.9998
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 1.7287528 4483.9728
Atlantic (28.05,28.1] 2000-2012 –> 2010-2019 2.1277181 5298.9646
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 1.3778680 4831.6125
Atlantic (28.1,28.15] 2000-2012 –> 2010-2019 1.6093545 5692.5136
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 1.1223594 6958.4089
Atlantic (28.15,28.2] 2000-2012 –> 2010-2019 1.2130335 7937.3641
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 0.6803817 5133.7107
Atlantic (28.2, Inf] 2000-2012 –> 2010-2019 0.7093421 6774.7467
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 11.4442966 24911.1198
Indo-Pacific (-Inf,26] 2000-2012 –> 2010-2019 10.8313133 34585.9552
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 8.4034827 24923.1945
Indo-Pacific (26,26.5] 2000-2012 –> 2010-2019 7.6696644 26443.8932
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 7.9677159 20986.7349
Indo-Pacific (26.5,26.75] 2000-2012 –> 2010-2019 7.6861299 23163.3121
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 7.0816998 27290.0588
Indo-Pacific (26.75,27] 2000-2012 –> 2010-2019 6.8169968 29160.0245
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 5.5428682 32404.5515
Indo-Pacific (27,27.25] 2000-2012 –> 2010-2019 5.4749860 36822.6116
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 5.3770801 40254.4405
Indo-Pacific (27.25,27.5] 2000-2012 –> 2010-2019 5.6015642 48236.8360
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 5.0456266 47379.8166
Indo-Pacific (27.5,27.75] 2000-2012 –> 2010-2019 5.4776101 55991.7697
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 3.4656122 15347.8306
Indo-Pacific (27.75,27.85] 2000-2012 –> 2010-2019 4.0581280 18594.3540
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 3.2609381 19343.8179
Indo-Pacific (27.85,27.95] 2000-2012 –> 2010-2019 3.3890510 23610.1145
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 3.7325189 21939.1098
Indo-Pacific (27.95,28.05] 2000-2012 –> 2010-2019 3.4464568 25466.3530
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 3.2104275 13848.9053
Indo-Pacific (28.05,28.1] 2000-2012 –> 2010-2019 2.9457897 16493.2812
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2012 2.7207932 28586.5105
Indo-Pacific (28.1,28.2] 2000-2012 –> 2010-2019 2.4374439 31602.8991
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2012 1.5322741 46722.6409
Indo-Pacific (28.2,28.3] 2000-2012 –> 2010-2019 1.3413458 53093.3553
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2012 0.7500503 5302.9253
Indo-Pacific (28.3, Inf] 2000-2012 –> 2010-2019 0.9949789 8404.8070

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
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
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 --> 2010-2019
(-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 7 4 5 10 6
(27.25,27.5] 8 10 5 5 5 9 6
(27.5,27.75] 6 8 8 7 10 4 5
(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 8 6 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] 8 10 7 7 9 3 4
(28.2, Inf] 9 10 5 5 10 3 5
total 107.00 92.00 98.00 87.00 112.00 93.00 92.00
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 --> 2010-2019
(-Inf,26] 9 6 7 6 10 3 7
(26,26.5] 8 5 8 7 5 9 8
(26.5,26.75] 7 5 7 8 5 10 8
(26.75,27] 7 10 6 8 6 4 8
(27,27.25] 7 10 7 8 5 5 8
(27.25,27.5] 8 7 8 8 3 7 8
(27.5,27.75] 6 5 7 5 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] 5 4 6 9 10 9 5
total 99.00 85.00 98.00 96.00 109.00 101.00 99.00

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
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
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