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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 25 0.3955952 38.57873 3.570419e+04 0.9967918 1982-1999 –> 2000-2009 1.4925979 1.0970027 203.73075 3.914445e+04 8 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 25 0.5502717 55.07977 2.928440e+05 1.9594924 1982-1999 –> 2000-2009 1.5644340 1.0141623 212.37992 3.215534e+05 17 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 25 0.3100228 26.39146 3.338888e+01 0.8527755 1982-1999 –> 2000-2009 1.6037692 1.2937464 208.03953 4.054409e+01 2 11
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 25 0.5421352 54.33494 1.470260e+04 1.8949271 1982-1999 –> 2000-2009 1.6264684 1.0843332 218.32531 1.788967e+04 16 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 25 0.3572755 33.48452 1.896259e+01 0.8572643 1982-1999 –> 2000-2009 1.6409077 1.2836322 214.34775 3.054030e+01 3 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 25 0.3574094 33.50325 2.755229e+01 0.8567030 1982-1999 –> 2000-2009 1.6473408 1.2899315 214.85602 3.913390e+01 4 12
Atlantic (-Inf,26] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 25 0.5513627 53.17881 6.408296e+03 1.9369069 1982-1999 –> 2000-2009 1.6549180 1.1035553 216.92637 8.207749e+03 18 22
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 25 0.3580334 33.59048 8.433330e+01 0.8563271 1982-1999 –> 2000-2009 1.6578070 1.2997736 215.70334 1.002366e+02 5 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 25 0.2574084 17.09236 1.118771e+02 0.6676254 1982-1999 –> 2000-2009 1.6625461 1.4051377 206.99974 1.847252e+02 1 21
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 25 0.3609726 33.99927 3.680683e+02 0.8535633 1982-1999 –> 2000-2009 1.7272727 1.3663000 221.10376 3.978341e+02 6 22
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 43 0.3800958 52.83816 4.994493e+01 1.1625510 2000-2009 –> 2010-2019 0.6375042 0.2574084 69.93052 1.618221e+02 4 5
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 43 0.3697038 50.45415 2.617041e+01 1.0774551 2000-2009 –> 2010-2019 0.6797266 0.3100228 76.84561 5.955929e+01 2 4
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 43 0.3316529 41.11340 9.966003e+03 0.8792412 2000-2009 –> 2010-2019 0.7272481 0.3955952 79.69213 4.567019e+04 1 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 43 0.4169442 60.79566 2.576131e+01 1.0264207 2000-2009 –> 2010-2019 0.7742197 0.3572755 94.28018 4.472390e+01 6 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 43 0.4204971 61.52540 2.575439e+01 1.0292065 2000-2009 –> 2010-2019 0.7779065 0.3574094 95.02865 5.330668e+01 7 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 43 0.4215699 61.74453 3.108715e+01 1.0271639 2000-2009 –> 2010-2019 0.7796033 0.3580334 95.33501 1.154204e+02 8 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 43 0.3785383 52.48504 1.503224e+02 1.1080936 2000-2009 –> 2010-2019 0.7821799 0.4036416 92.07057 3.984339e+02 3 13
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + silicate 43 0.3824572 51.37079 1.838723e+01 1.1646531 2000-2009 –> 2010-2019 0.7879094 0.4054522 89.18011 3.194984e+01 5 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 43 0.4336752 64.17920 1.032917e+02 1.0321724 2000-2009 –> 2010-2019 0.7946478 0.3609726 98.17847 4.713600e+02 10 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 43 0.4417299 65.76183 3.263970e+01 1.3785401 2000-2009 –> 2010-2019 0.8308012 0.3890713 103.50913 1.310869e+02 12 19
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 209 3.6841750 1152.20780 2.503186e+02 8.6212776 1982-1999 –> 2000-2009 6.4967448 2.8125697 3010.89169 5.626243e+02 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 209 3.7855956 1163.55925 1.455708e+01 9.1454046 1982-1999 –> 2000-2009 6.6966504 2.9110548 3048.12469 3.436239e+01 4 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 209 3.7842071 1163.40592 1.322832e+01 9.1944520 1982-1999 –> 2000-2009 6.7034890 2.9192818 3050.09360 2.582141e+01 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 209 3.7672624 1161.53001 2.491795e+02 9.9748905 1982-1999 –> 2000-2009 6.7114727 2.9442103 3054.61194 5.625429e+02 2 7
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 209 3.7865939 1163.66947 6.861697e+01 9.1402440 1982-1999 –> 2000-2009 6.7231358 2.9365419 3054.79021 1.421564e+02 5 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 209 3.8168961 1167.00120 1.234385e+01 9.1800657 1982-1999 –> 2000-2009 6.7654534 2.9485573 3061.19261 2.609703e+01 7 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 209 3.8622844 1171.94249 1.398281e+01 10.5452600 1982-1999 –> 2000-2009 6.8961545 3.0338701 3087.58325 2.931619e+01 8 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 209 3.8717707 1172.96790 1.318533e+01 10.5977206 1982-1999 –> 2000-2009 6.9224547 3.0506840 3092.76479 2.578577e+01 9 17
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 209 3.7869295 1161.70652 1.056551e+01 9.0251508 1982-1999 –> 2000-2009 6.9258063 3.1388768 3100.93480 2.248826e+01 6 17
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 209 3.8803536 1173.89349 1.197944e+01 10.5660924 1982-1999 –> 2000-2009 6.9376320 3.0572785 3095.31417 2.468031e+01 10 19
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 346 3.8352007 1926.10693 3.706406e+02 13.0412966 2000-2009 –> 2010-2019 7.5193758 3.6841750 3078.31473 6.209591e+02 2 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 346 3.7424010 1909.15681 6.973703e+01 13.6047406 2000-2009 –> 2010-2019 7.5289948 3.7865939 3072.82628 1.383540e+02 1 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 346 3.8498889 1928.75211 1.923336e+01 12.6785757 2000-2009 –> 2010-2019 7.6354845 3.7855956 3092.31137 3.379044e+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 2000-2009 –> 2010-2019 7.6356961 3.7842071 3092.44557 3.266734e+01 4 7
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 346 3.8569635 1930.02258 1.960029e+01 12.6165984 2000-2009 –> 2010-2019 7.6738596 3.8168961 3097.02378 3.194415e+01 5 12
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 346 3.9730219 1948.53814 1.776397e+01 15.2640973 2000-2009 –> 2010-2019 7.7599513 3.7869295 3110.24465 2.832949e+01 6 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 346 4.0507362 1963.94333 3.696517e+02 11.8788594 2000-2009 –> 2010-2019 7.8179986 3.7672624 3125.47334 6.188312e+02 11 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 346 4.0554507 1964.74825 1.899834e+01 11.5675791 2000-2009 –> 2010-2019 7.9177351 3.8622844 3136.69074 3.298114e+01 12 20
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 346 4.0574210 1965.08437 1.922743e+01 11.5432196 2000-2009 –> 2010-2019 7.9291917 3.8717707 3138.05227 3.241276e+01 13 22
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 346 4.0578947 1965.16516 1.931645e+01 11.5388049 2000-2009 –> 2010-2019 7.9382483 3.8803536 3139.05865 3.129589e+01 14 24
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 290 3.1892020 1509.65137 2.656680e+04 8.8569394 1982-1999 –> 2000-2009 5.3906827 2.2014807 3369.59681 9.278536e+04 17 18
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 290 3.1141043 1495.83046 7.087489e+02 11.2469176 1982-1999 –> 2000-2009 5.4244767 2.3103724 3396.13676 2.617595e+03 10 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 290 2.9837561 1471.03045 6.817777e+01 10.1780306 1982-1999 –> 2000-2009 5.4482826 2.4645265 3425.33481 1.323064e+02 1 15
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 290 3.1272644 1498.27635 1.764160e+02 9.9891540 1982-1999 –> 2000-2009 5.4523674 2.3251031 3403.89598 6.118170e+02 15 18
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 290 3.1161283 1496.20730 2.138084e+01 11.2778945 1982-1999 –> 2000-2009 5.4653486 2.3492203 3410.45371 6.664187e+01 11 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 290 3.1244429 1497.75282 2.160521e+01 11.4662194 1982-1999 –> 2000-2009 5.5028666 2.3784237 3422.32758 5.479965e+01 13 19
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 290 3.1262710 1498.09209 2.172218e+01 11.4995144 1982-1999 –> 2000-2009 5.5147550 2.3884840 3426.19551 5.504661e+01 14 21
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 290 3.1938872 1510.50281 6.514374e+01 10.3234023 1982-1999 –> 2000-2009 5.5899477 2.3960605 3441.25390 1.276544e+02 19 27
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 290 3.1198671 1494.90278 1.158446e+01 11.1648788 1982-1999 –> 2000-2009 5.5912594 2.4713923 3449.53289 5.538486e+01 12 27
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 290 3.2123666 1513.84895 6.428738e+01 10.3864084 1982-1999 –> 2000-2009 5.6447637 2.4323971 3457.18292 1.267286e+02 21 31
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 396 3.6455644 2162.26018 1.109661e+05 9.1661503 2000-2009 –> 2010-2019 6.6864472 3.0408828 3644.29029 1.375968e+05 2 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 396 3.7894129 2192.91051 1.327844e+02 9.9650387 2000-2009 –> 2010-2019 6.7731689 2.9837561 3663.94095 2.009622e+02 7 8
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 396 3.6501124 2163.24762 4.619205e+02 9.2436427 2000-2009 –> 2010-2019 6.7773767 3.1272644 3661.52397 6.383365e+02 3 18
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 396 3.8025464 2195.65070 2.156882e+03 10.6364331 2000-2009 –> 2010-2019 6.7908221 2.9882758 3667.55905 2.865945e+03 8 10
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 396 3.6183262 2156.32047 1.060022e+05 10.7958349 2000-2009 –> 2010-2019 6.8075282 3.1892020 3665.97184 1.325690e+05 1 18
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 396 3.8686508 2209.30072 8.292908e+01 11.0359778 2000-2009 –> 2010-2019 6.8602645 2.9916137 3681.85657 1.056666e+02 10 13
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 396 3.8748877 2210.57654 7.110574e+01 11.0616767 2000-2009 –> 2010-2019 6.8701555 2.9952677 3683.84039 9.422510e+01 11 15
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 396 3.6986175 2173.70293 1.153536e+02 9.3274778 2000-2009 –> 2010-2019 6.8925047 3.1938872 3684.20574 1.804974e+02 4 23
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 396 3.9115351 2218.03180 7.064050e+01 11.3272403 2000-2009 –> 2010-2019 6.9121170 3.0005819 3692.32376 9.496137e+01 19 24
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 396 3.7134391 2176.87039 1.144495e+02 9.3289907 2000-2009 –> 2010-2019 6.9258057 3.2123666 3690.71934 1.787369e+02 5 26
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 419 2.2295145 1874.96535 5.217416e+04 8.3486430 1982-1999 –> 2000-2009 3.7239229 1.4944085 4867.57981 1.181558e+05 1 2
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 419 2.3728514 1927.17989 4.301226e+02 5.9243598 1982-1999 –> 2000-2009 3.9513748 1.5785234 5009.38069 8.555035e+02 2 4
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 419 2.4477232 1953.21313 1.935394e+03 8.9951925 1982-1999 –> 2000-2009 4.0644968 1.6167736 5074.58424 4.781765e+03 3 6
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 419 2.4727419 1961.73505 1.272969e+02 6.0522036 1982-1999 –> 2000-2009 4.1626798 1.6899378 5155.51419 3.012486e+02 4 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 419 2.4868464 1966.50140 3.007054e+01 8.8331238 1982-1999 –> 2000-2009 4.1873722 1.7005258 5170.49857 6.951331e+01 5 11
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 419 2.5692605 1991.82247 2.608534e+02 10.2057846 1982-1999 –> 2000-2009 4.2007167 1.6314562 5125.98371 5.401814e+02 12 16
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 419 2.5003531 1971.04047 1.247277e+02 6.0964474 1982-1999 –> 2000-2009 4.2360903 1.7357372 5208.56704 2.970754e+02 6 13
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 419 2.5253215 1979.36720 2.784547e+01 8.9029584 1982-1999 –> 2000-2009 4.2743247 1.7490031 5229.34988 6.749911e+01 8 16
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 419 2.5369759 1983.22569 2.780613e+01 8.9044300 1982-1999 –> 2000-2009 4.3035134 1.7665375 5249.52814 6.744357e+01 10 20
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 419 2.5406661 1984.44374 1.294137e+02 6.1147345 1982-1999 –> 2000-2009 4.3084934 1.7678272 5251.94019 3.047163e+02 11 22
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 725 2.2439632 3243.41411 5.262998e+02 8.0439779 2000-2009 –> 2010-2019 4.6168147 2.3728514 5170.59399 9.564224e+02 1 3
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 725 2.5216701 3412.59690 6.021723e+04 12.1343020 2000-2009 –> 2010-2019 4.7511845 2.2295145 5287.56225 1.123914e+05 6 7
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 725 2.3159608 3289.20659 1.472483e+02 7.7665230 2000-2009 –> 2010-2019 4.7887027 2.4727419 5250.94164 2.745452e+02 2 6
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 725 2.3329134 3299.78180 1.456613e+02 7.7244408 2000-2009 –> 2010-2019 4.8332665 2.5003531 5270.82227 2.703890e+02 3 9
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 725 2.3744777 3325.38826 1.494674e+02 7.5400705 2000-2009 –> 2010-2019 4.9151439 2.5406661 5309.83200 2.788811e+02 4 15
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 725 2.4336699 3361.09138 1.678337e+02 9.4833908 2000-2009 –> 2010-2019 4.9513088 2.5176390 5337.90533 3.290292e+02 5 12
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 725 2.5338400 3419.57799 2.137429e+03 12.5213783 2000-2009 –> 2010-2019 4.9815632 2.4477232 5372.79112 4.072823e+03 7 10
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 725 2.5505937 3429.13379 3.998517e+01 12.4801247 2000-2009 –> 2010-2019 5.0374401 2.4868464 5395.63519 7.005571e+01 8 13
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 725 2.5643892 3434.95533 3.989163e+01 12.2482852 2000-2009 –> 2010-2019 5.0937510 2.5293618 5413.66220 6.911343e+01 9 18
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 725 2.5763214 3443.68662 2.395591e+01 12.5642066 2000-2009 –> 2010-2019 5.1016430 2.5253215 5423.05383 5.180138e+01 11 19
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 565 2.1587515 2486.96947 3.893352e+02 13.5338130 1982-1999 –> 2000-2009 3.5386724 1.3799210 5968.97129 1.031669e+03 6 7
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 565 2.1418013 2478.06191 1.264631e+02 12.0296264 1982-1999 –> 2000-2009 3.6199860 1.4781847 6097.09044 3.901647e+02 1 4
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 565 2.1419448 2478.13759 1.208213e+02 11.9652021 1982-1999 –> 2000-2009 3.6399075 1.4979627 6123.64228 3.788169e+02 2 7
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 565 2.2193338 2518.24452 7.616692e+02 10.3139558 1982-1999 –> 2000-2009 3.6689196 1.4495858 6098.35563 2.247639e+03 10 12
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 565 2.2151068 2516.09023 3.502969e+01 10.2109098 1982-1999 –> 2000-2009 3.7020408 1.4869340 6146.87459 1.242497e+02 9 13
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 565 2.1502505 2482.51088 1.309168e+02 11.0945705 1982-1999 –> 2000-2009 3.7074724 1.5572218 6205.29991 3.987095e+02 4 12
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 565 2.2143931 2515.72609 2.540981e+01 10.1101637 1982-1999 –> 2000-2009 3.7480207 1.5336277 6208.10246 4.805309e+01 7 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 565 2.2149493 2516.00988 2.534023e+01 10.0948841 1982-1999 –> 2000-2009 3.7603105 1.5453612 6223.56872 4.793066e+01 8 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 565 2.2415147 2529.48213 2.087189e+02 9.8645978 1982-1999 –> 2000-2009 3.8721212 1.6306065 6344.00009 5.701018e+02 11 20
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 565 2.1484819 2481.58106 4.187975e+01 12.3633929 1982-1999 –> 2000-2009 3.8875770 1.7390950 6424.40946 1.680869e+02 3 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 968 1.8954511 3999.05346 7.822662e+01 12.7570973 2000-2009 –> 2010-2019 4.0439330 2.1484819 6480.63452 1.201064e+02 1 4
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 968 1.9470069 4051.00875 5.136010e+02 15.5097388 2000-2009 –> 2010-2019 4.1057583 2.1587515 6537.97822 9.029361e+02 2 8
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 968 1.9707964 4074.52046 2.179174e+02 13.8143559 2000-2009 –> 2010-2019 4.1127412 2.1419448 6552.65806 3.387387e+02 3 5
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 968 1.9734220 4077.09801 2.269467e+02 13.6201194 2000-2009 –> 2010-2019 4.1152234 2.1418013 6555.15992 3.534098e+02 4 5
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate 968 1.9988032 4099.83913 7.815329e+01 12.2168263 2000-2009 –> 2010-2019 4.1535801 2.1547769 6582.72620 1.195582e+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 2000-2009 –> 2010-2019 4.1552188 2.1502505 6590.31217 3.670570e+02 7 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 968 1.9913437 4094.60049 3.102888e+02 8.3628602 2000-2009 –> 2010-2019 4.2328584 2.2415147 6624.08262 5.190077e+02 5 16
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 968 2.1189333 4214.83220 5.487756e+01 10.0165681 2000-2009 –> 2010-2019 4.3340401 2.2151068 6730.92243 8.990725e+01 9 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 968 2.1167409 4212.82799 1.126075e+03 10.1068360 2000-2009 –> 2010-2019 4.3360747 2.2193338 6731.07251 1.887744e+03 8 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 968 2.1320823 4226.80888 1.683765e+01 9.9780366 2000-2009 –> 2010-2019 4.3464754 2.2143931 6742.53497 4.224746e+01 11 18
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1076 2.5364180 5070.53582 2.603265e+02 14.1492091 1982-1999 –> 2000-2009 4.1280989 1.5916809 10053.81340 8.538278e+02 1 13
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1076 2.5808580 5107.91402 2.194757e+02 18.4627742 1982-1999 –> 2000-2009 4.1355266 1.5546687 10029.12424 7.328324e+02 2 11
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1076 2.6332753 5151.18331 1.812759e+02 21.4590286 1982-1999 –> 2000-2009 4.1880537 1.5547784 10072.57967 6.341063e+02 3 13
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1076 2.7883712 5274.34050 2.604562e+01 18.2462312 1982-1999 –> 2000-2009 4.2314046 1.4430334 9998.98006 7.686489e+01 5 11
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1076 2.7570081 5249.99803 5.157473e+02 25.8746953 1982-1999 –> 2000-2009 4.3843573 1.6273492 10291.73847 1.579167e+03 4 17
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1076 2.9499075 5393.53297 2.588851e+01 18.9525258 1982-1999 –> 2000-2009 4.5066890 1.5567815 10316.32590 7.670776e+01 7 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1076 3.1016876 5503.50424 2.744455e+02 14.4654452 1982-1999 –> 2000-2009 4.6057052 1.5040176 10337.33726 1.168153e+03 9 16
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1076 3.1308917 5523.67175 2.222329e+02 20.0767189 1982-1999 –> 2000-2009 4.8264294 1.6955377 10673.69532 1.541820e+03 11 28
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1076 3.1958432 5567.85902 6.476905e+02 24.9031937 1982-1999 –> 2000-2009 4.8739685 1.6781252 10690.65142 1.902719e+03 15 29
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1076 3.1310565 5523.78503 2.009871e+02 20.0282099 1982-1999 –> 2000-2009 4.9186127 1.7875561 10813.22560 1.388323e+03 12 31
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1478 3.1285571 7579.91288 4.286295e+02 12.0689739 2000-2009 –> 2010-2019 5.6649751 2.5364180 12650.44870 6.889560e+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 2000-2009 –> 2010-2019 5.8147347 2.7883712 12756.08409 7.417543e+01 1 6
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1478 3.2529450 7695.16383 3.726161e+02 14.4321672 2000-2009 –> 2010-2019 5.8338029 2.5808580 12803.07784 5.920917e+02 14 16
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1478 3.0581923 7512.67003 5.742536e+02 11.8948984 2000-2009 –> 2010-2019 5.8579010 2.7997087 12795.74284 7.660311e+02 3 9
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1478 3.3408467 7773.98123 2.992955e+02 15.1204142 2000-2009 –> 2010-2019 5.9741220 2.6332753 12925.16454 4.805714e+02 19 22
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1478 3.0434772 7498.41230 7.101310e+02 12.4226555 2000-2009 –> 2010-2019 6.1451648 3.1016876 13001.91654 9.845765e+02 2 11
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1478 3.4740731 7889.57105 1.005307e+03 17.0099715 2000-2009 –> 2010-2019 6.2310812 2.7570081 13139.56909 1.521054e+03 21 25
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1478 3.0703633 7522.41093 4.810980e+01 12.9643022 2000-2009 –> 2010-2019 6.2476382 3.1772749 13075.73005 7.415267e+01 4 18
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1478 3.4944305 7904.84201 4.810722e+01 11.9057176 2000-2009 –> 2010-2019 6.4443380 2.9499075 13298.37499 7.399572e+01 24 31
Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1478 3.5329185 7937.22172 7.647268e+01 16.6747176 2000-2009 –> 2010-2019 6.5915940 3.0586755 13408.67469 1.322944e+02 29 37
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2345 2.9602194 11758.70704 4.656014e+03 19.5542585 1982-1999 –> 2000-2009 4.6396133 1.6793939 22435.99964 1.669670e+04 1 13
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2345 3.2361011 12176.61352 3.569466e+02 17.0885847 1982-1999 –> 2000-2009 4.7466679 1.5105668 22270.76827 1.232699e+03 2 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2345 3.3635067 12357.71704 5.197952e+02 14.8552059 1982-1999 –> 2000-2009 4.8349068 1.4714001 22307.27886 1.769457e+03 3 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2345 3.3780193 12377.90964 2.607173e+01 12.4340064 1982-1999 –> 2000-2009 4.8643760 1.4863567 22383.13643 4.098682e+01 4 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2345 3.4216219 12438.05950 2.669061e+01 12.4487021 1982-1999 –> 2000-2009 4.9054298 1.4838079 22433.83999 4.172316e+01 6 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2345 3.4639988 12495.78856 2.993755e+01 12.2512110 1982-1999 –> 2000-2009 4.9353316 1.4713328 22445.09860 4.495505e+01 8 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2345 3.5207861 12572.05097 6.741551e+02 15.2689424 1982-1999 –> 2000-2009 5.0069495 1.4861635 22576.56212 1.843718e+03 10 15
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2345 3.5492345 12609.79454 4.994527e+02 13.9614294 1982-1999 –> 2000-2009 5.0146293 1.4653948 22536.84654 1.681084e+03 12 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2345 3.3869271 12388.26087 2.545213e+01 11.7431450 1982-1999 –> 2000-2009 5.0758376 1.6889104 23094.65473 3.988929e+01 5 18
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2345 3.4365693 12456.50329 2.587535e+01 11.7724140 1982-1999 –> 2000-2009 5.1255684 1.6889991 23163.18607 4.061899e+01 7 21
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2477 2.2602083 11083.19529 8.978305e+02 16.4836726 2000-2009 –> 2010-2019 5.6237149 3.3635067 23440.91233 1.417626e+03 4 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2477 2.4017917 11384.19066 6.641709e+02 15.4041652 2000-2009 –> 2010-2019 5.6378929 3.2361011 23560.80418 1.021118e+03 8 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2477 2.1727194 10887.62421 9.280861e+02 15.7824173 2000-2009 –> 2010-2019 5.7217053 3.5489859 23497.09028 1.526390e+03 1 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2477 2.2239914 11003.17112 9.600362e+02 16.6359345 2000-2009 –> 2010-2019 5.7447775 3.5207861 23575.22209 1.634191e+03 3 13
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2477 2.2119175 10976.20287 8.721263e+02 16.9535133 2000-2009 –> 2010-2019 5.7611520 3.5492345 23585.99741 1.371579e+03 2 14
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2477 2.2663638 11094.66882 7.106874e+02 15.8748441 2000-2009 –> 2010-2019 5.8170183 3.5506545 23704.33936 1.126301e+03 5 18
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2477 2.8799884 12283.69460 9.501818e+03 13.5857772 2000-2009 –> 2010-2019 5.8402078 2.9602194 24042.40164 1.415783e+04 16 17
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2477 2.5046334 11591.89883 1.886553e+01 13.4245992 2000-2009 –> 2010-2019 5.8826527 3.3780193 23969.80847 4.493726e+01 9 13
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2477 2.2984320 11166.27473 9.158187e+02 17.9275782 2000-2009 –> 2010-2019 5.9011624 3.6027305 23846.23203 1.546751e+03 6 20
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2477 2.5067641 11596.11138 1.938423e+01 13.4447290 2000-2009 –> 2010-2019 5.9283859 3.4216219 24034.17088 4.607484e+01 10 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 893 1.0979502 2715.11690 1.093833e+05 9.9240699 1982-1999 –> 2000-2009 1.7743723 0.6764222 4567.18201 2.610230e+05 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 893 1.1711768 2830.42845 1.889771e+03 9.7589501 1982-1999 –> 2000-2009 1.8661094 0.6949325 4730.76491 4.564044e+03 6 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 893 1.1178127 2747.13793 2.557988e+01 7.0758648 1982-1999 –> 2000-2009 1.9101368 0.7923240 4881.98076 6.409769e+01 3 12
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 893 1.1864206 2853.52465 2.659228e+01 9.6458515 1982-1999 –> 2000-2009 1.9149352 0.7285146 4838.24205 7.080882e+01 7 10
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 893 1.1092953 2733.47690 9.180560e+02 6.5694460 1982-1999 –> 2000-2009 1.9606256 0.8513303 4996.75134 2.442272e+03 2 13
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 893 1.2146414 2895.50991 3.389058e+01 9.3974032 1982-1999 –> 2000-2009 1.9862601 0.7716187 4983.00658 7.875780e+01 8 14
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 893 1.2205115 2904.12050 2.809282e+01 9.5932651 1982-1999 –> 2000-2009 1.9900202 0.7695087 4986.72117 5.891346e+01 10 15
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 893 1.2191463 2902.12163 4.209551e+01 9.5734649 1982-1999 –> 2000-2009 1.9911984 0.7720522 4990.62247 8.735752e+01 9 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 893 1.2579178 2958.03586 4.345701e+03 10.1918392 1982-1999 –> 2000-2009 2.0137082 0.7557904 5008.47367 9.796996e+03 13 17
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 893 1.2816490 2991.41566 2.017104e+03 10.1057250 1982-1999 –> 2000-2009 2.0729578 0.7913088 5123.96606 5.043794e+03 15 23
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 967 1.4913701 3531.23765 4.165738e+04 9.2651996 2000-2009 –> 2010-2019 2.5893202 1.0979502 6246.35455 1.510407e+05 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 2000-2009 –> 2010-2019 2.5922365 1.1711768 6268.26871 3.565087e+03 1 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 967 1.4865337 3524.95563 8.502976e+02 7.0331742 2000-2009 –> 2010-2019 2.6133932 1.1268595 6286.49001 6.587951e+03 3 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 967 1.5272537 3577.22040 3.666560e+01 10.2358088 2000-2009 –> 2010-2019 2.6450665 1.1178127 6324.35833 6.224548e+01 7 10
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 967 1.4633244 3494.52190 3.748611e+01 8.9927438 2000-2009 –> 2010-2019 2.6497450 1.1864206 6348.04655 6.407839e+01 2 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 967 1.5750668 3636.83886 4.308701e+02 6.7192055 2000-2009 –> 2010-2019 2.6843621 1.1092953 6370.31576 1.348926e+03 11 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 967 1.5797399 3640.56836 1.518040e+01 8.5119469 2000-2009 –> 2010-2019 2.7109662 1.1312263 6407.01043 3.642787e+01 12 17
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 967 1.5238012 3572.84336 4.204977e+01 8.9801725 2000-2009 –> 2010-2019 2.7443127 1.2205115 6476.96386 7.014259e+01 5 15
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 967 1.5267213 3576.54598 4.434122e+01 8.9686352 2000-2009 –> 2010-2019 2.7458675 1.2191463 6478.66761 8.643673e+01 6 15
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 967 1.5399069 3593.17737 4.466094e+01 8.9855892 2000-2009 –> 2010-2019 2.7545483 1.2146414 6488.68728 7.855152e+01 8 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 872 1.0373757 2552.62336 2.244649e+03 7.1873548 1982-1999 –> 2000-2009 1.8414710 0.8040953 5093.31925 4.911407e+03 2 3
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 872 1.0101371 2506.21896 1.050575e+05 7.4173891 1982-1999 –> 2000-2009 1.8531451 0.8430080 5146.34698 3.383456e+05 1 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 872 1.0599151 2590.11016 4.920889e+01 7.0759599 1982-1999 –> 2000-2009 1.8798005 0.8198854 5171.72199 1.333514e+02 3 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 872 1.0738864 2612.94850 6.564184e+03 8.1411173 1982-1999 –> 2000-2009 1.9079565 0.8340701 5230.65000 1.391099e+04 4 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 872 1.0968516 2649.85103 1.308018e+02 7.0954712 1982-1999 –> 2000-2009 1.9358010 0.8389493 5279.82489 2.259091e+02 6 10
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 872 1.0962796 2648.94124 4.276558e+01 7.0220257 1982-1999 –> 2000-2009 1.9362500 0.8399704 5281.47417 8.532753e+01 5 10
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 872 1.0984753 2652.43073 1.386041e+02 7.0025016 1982-1999 –> 2000-2009 1.9408901 0.8424149 5291.07783 2.344105e+02 8 14
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 872 1.0972752 2650.52429 3.089287e+03 8.1642574 1982-1999 –> 2000-2009 1.9432348 0.8459597 5298.00627 7.017427e+03 7 15
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 872 1.1307559 2702.94265 2.948108e+03 8.2843714 1982-1999 –> 2000-2009 1.9929940 0.8622381 5390.52631 7.391819e+03 10 19
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 872 1.1334878 2705.15093 2.230156e+03 7.5337746 1982-1999 –> 2000-2009 2.0309298 0.8974421 5474.93074 4.815242e+03 11 22
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 920 0.9021446 2435.36285 1.670466e+03 6.8460830 2000-2009 –> 2010-2019 1.9395203 1.0373757 4987.98621 3.915115e+03 1 3
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 920 0.9204308 2472.28610 2.826751e+03 4.9661745 2000-2009 –> 2010-2019 1.9943172 1.0738864 5085.23461 9.390935e+03 2 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 920 0.9525802 2535.45782 4.179213e+01 6.9753891 2000-2009 –> 2010-2019 2.0124953 1.0599151 5125.56799 9.100102e+01 4 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 920 0.9443316 2519.45551 1.802904e+03 4.9083923 2000-2009 –> 2010-2019 2.0416067 1.0972752 5169.97980 4.892191e+03 3 10
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 920 1.0378664 2693.23429 6.534300e+04 5.6765043 2000-2009 –> 2010-2019 2.0480035 1.0101371 5199.45325 1.704005e+05 9 10
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 920 0.9974303 2620.11262 9.237760e+01 6.9714191 2000-2009 –> 2010-2019 2.0942820 1.0968516 5269.96365 2.231794e+02 6 12
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 920 1.0072170 2638.07844 3.240933e+01 7.1285152 2000-2009 –> 2010-2019 2.1034966 1.0962796 5287.01967 7.517491e+01 7 12
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 920 0.9752028 2578.64489 1.965873e+03 4.8804081 2000-2009 –> 2010-2019 2.1059588 1.1307559 5281.58755 4.913982e+03 5 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 2000-2009 –> 2010-2019 2.1122571 1.0984753 5302.46293 2.311715e+02 8 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 920 1.0431962 2702.65919 2.307054e+03 4.8974142 2000-2009 –> 2010-2019 2.2038356 1.1606393 5451.09345 6.022901e+03 10 23
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1024 3.0647236 5213.65881 1.744707e+03 11.2071956 1982-1999 –> 2000-2009 5.0251034 1.9603799 10520.61309 2.906542e+03 3 4
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1024 3.1776413 5287.75916 3.831253e+03 12.3307299 1982-1999 –> 2000-2009 5.2371209 2.0594796 10719.48057 7.333444e+03 6 8
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1024 3.1811327 5290.00815 3.179595e+03 12.3946742 1982-1999 –> 2000-2009 5.2449425 2.0638098 10727.04352 5.978001e+03 8 11
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1024 3.1783289 5288.20229 2.816114e+03 11.5338670 1982-1999 –> 2000-2009 5.2718054 2.0934765 10761.34677 5.329739e+03 7 12
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1024 3.2208543 5315.42242 1.696492e+03 11.8166423 1982-1999 –> 2000-2009 5.2970656 2.0762113 10767.61512 2.927140e+03 10 14
Atlantic (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1024 3.2040608 5304.71623 2.949636e+03 12.6467122 1982-1999 –> 2000-2009 5.3029416 2.0988808 10784.38345 5.416776e+03 9 15
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1024 3.2469646 5331.95789 1.664681e+03 11.8900425 1982-1999 –> 2000-2009 5.3494613 2.1024967 10815.98005 2.759519e+03 11 18
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1024 3.0240448 5186.29322 3.255285e+03 9.8684521 1982-1999 –> 2000-2009 5.4809437 2.4568989 11064.42458 6.028149e+03 1 15
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1024 3.3209096 5378.07505 4.501763e+03 11.8216730 1982-1999 –> 2000-2009 5.5190663 2.1981566 10974.66588 8.480047e+03 12 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1024 3.0484683 5202.76735 3.596830e+03 9.9015195 1982-1999 –> 2000-2009 5.5780198 2.5295515 11154.62813 6.630552e+03 2 17
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1202 3.0222454 6083.95235 1.635873e+03 10.6438776 2000-2009 –> 2010-2019 6.0869689 3.0647236 11297.61117 3.380580e+03 1 4
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1202 3.1894432 6213.39885 3.481735e+03 13.1189770 2000-2009 –> 2010-2019 6.2134880 3.0240448 11399.69207 6.737020e+03 4 5
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1202 3.2265013 6241.16992 3.822218e+03 13.4603721 2000-2009 –> 2010-2019 6.2749696 3.0484683 11443.93727 7.419048e+03 6 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1202 3.1524542 6185.35595 1.559549e+03 11.2295267 2000-2009 –> 2010-2019 6.3733085 3.2208543 11500.77837 3.256041e+03 2 12
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1202 3.1679664 6197.15630 1.521441e+03 11.3333712 2000-2009 –> 2010-2019 6.4149310 3.2469646 11529.11419 3.186122e+03 3 14
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1202 3.3380208 6322.85708 2.828542e+03 14.1504288 2000-2009 –> 2010-2019 6.4429073 3.1048865 11563.18041 5.716587e+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 2000-2009 –> 2010-2019 6.4441519 3.1052595 11560.05407 4.946738e+03 8 13
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1202 3.2143803 6232.12179 3.510905e+03 11.6425505 2000-2009 –> 2010-2019 6.5352900 3.3209096 11610.19684 8.012667e+03 5 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 2000-2009 –> 2010-2019 6.5427573 3.1776413 11630.05114 7.755029e+03 9 15
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1202 3.3672913 6343.84546 3.306300e+03 11.3525935 2000-2009 –> 2010-2019 6.5456202 3.1783289 11632.04776 6.122414e+03 11 18
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 614 1.0577383 1825.38777 7.332236e+05 4.7101093 1982-1999 –> 2000-2009 1.6635303 0.6057920 3107.67666 1.559291e+06 1 3
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 614 1.0737848 1843.87731 3.730669e+03 4.3711123 1982-1999 –> 2000-2009 1.7025464 0.6287617 3177.59820 1.341193e+04 2 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 614 1.0745148 1844.71192 8.736449e+03 4.6039192 1982-1999 –> 2000-2009 1.7068464 0.6323316 3186.25718 3.343294e+04 3 8
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 614 1.0755913 1845.94154 5.847284e+01 4.3101581 1982-1999 –> 2000-2009 1.7073173 0.6317261 3186.16280 1.519151e+02 5 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 614 1.0746015 1842.81102 3.696851e+03 4.6566606 1982-1999 –> 2000-2009 1.7084477 0.6338462 3185.66260 8.322442e+03 4 10
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 614 1.0764618 1846.93495 4.106533e+03 4.5580778 1982-1999 –> 2000-2009 1.7113274 0.6348656 3194.00748 1.039328e+04 6 14
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 614 1.0766589 1845.15978 5.236869e+01 4.6370996 1982-1999 –> 2000-2009 1.7125821 0.6359232 3192.53263 7.902903e+01 7 17
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 614 1.0781359 1848.84327 1.106008e+02 4.5897740 1982-1999 –> 2000-2009 1.7126885 0.6345526 3195.23431 3.811118e+02 9 16
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 614 1.0779048 1848.58002 1.408320e+02 4.2522586 1982-1999 –> 2000-2009 1.7135348 0.6356301 3197.31562 4.931202e+02 8 17
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 614 1.0789264 1849.74332 3.902478e+03 4.5197960 1982-1999 –> 2000-2009 1.7177656 0.6388393 3205.43884 9.248242e+03 10 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 2000-2009 –> 2010-2019 2.0231838 1.0577383 3881.83665 1.210714e+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 2000-2009 –> 2010-2019 2.0742444 1.1427252 3923.93931 1.882718e+06 1 29
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 738 0.9472994 2028.44257 8.560258e+05 3.2260512 2000-2009 –> 2010-2019 2.1187542 1.1714547 3979.22559 1.654200e+06 2 33
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 738 1.0500836 2180.48505 2.794803e+03 2.7573145 2000-2009 –> 2010-2019 2.1238683 1.0737848 4024.36236 6.525471e+03 4 6
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 738 1.0566586 2189.69816 6.512509e+03 3.1747023 2000-2009 –> 2010-2019 2.1311735 1.0745148 4034.41008 1.524896e+04 6 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 738 1.0557803 2188.47075 7.880519e+01 2.7560656 2000-2009 –> 2010-2019 2.1313716 1.0755913 4034.41230 1.372780e+02 5 10
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 738 1.0603798 2194.88700 1.121367e+02 2.7618928 2000-2009 –> 2010-2019 2.1382846 1.0779048 4043.46702 2.529687e+02 7 15
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 738 1.0626554 2198.05106 3.528714e+03 3.2041788 2000-2009 –> 2010-2019 2.1391171 1.0764618 4044.98602 7.635247e+03 9 15
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 738 1.0621403 2197.33542 1.000811e+02 2.5691615 2000-2009 –> 2010-2019 2.1402762 1.0781359 4046.17869 2.106819e+02 8 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 2000-2009 –> 2010-2019 2.1459085 1.0789264 4053.79185 7.199128e+03 12 22
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 889 0.8453189 2238.09520 5.891361e+05 8.6287507 1982-1999 –> 2000-2009 1.3532048 0.5078859 3516.99187 9.305875e+05 6 7
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 889 0.8206877 2185.51746 2.821044e+03 4.3362150 1982-1999 –> 2000-2009 1.3668646 0.5461769 3588.41674 7.022844e+03 1 12
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 889 0.8250642 2194.97382 4.972439e+01 4.2431409 1982-1999 –> 2000-2009 1.3726722 0.5476080 3602.33723 9.125002e+01 2 15
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 889 0.8288065 2203.02029 1.476106e+02 4.1701664 1982-1999 –> 2000-2009 1.3802340 0.5514275 3622.24159 3.113820e+02 3 21
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 889 0.8741948 2297.81693 7.839805e+05 8.2590618 1982-1999 –> 2000-2009 1.3828920 0.5086973 3579.43686 1.311738e+06 13 15
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 889 0.8412543 2229.52541 7.637033e+03 3.6727825 1982-1999 –> 2000-2009 1.3851949 0.5439406 3625.42506 2.068008e+04 5 10
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 889 0.8325793 2211.09536 3.798035e+01 4.0625177 1982-1999 –> 2000-2009 1.3886281 0.5560489 3644.55464 7.952352e+01 4 23
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 889 0.8453266 2238.11153 2.321348e+03 3.5917029 1982-1999 –> 2000-2009 1.3890284 0.5437017 3633.26189 4.955137e+03 7 11
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 889 0.8467683 2241.14130 1.098281e+02 3.7170713 1982-1999 –> 2000-2009 1.3909260 0.5441577 3637.72172 2.325229e+02 8 15
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 889 0.8493526 2246.55943 2.346751e+03 3.5276393 1982-1999 –> 2000-2009 1.3945489 0.5451963 3646.39294 4.735415e+03 10 19
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 969 0.5563168 1627.42620 1.074811e+06 2.0335568 2000-2009 –> 2010-2019 1.4305116 0.8741948 3925.24312 1.858791e+06 1 14
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 969 0.5961961 1761.59699 7.996525e+05 2.0058635 2000-2009 –> 2010-2019 1.4415149 0.8453189 3999.69219 1.388789e+06 2 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 969 0.8113083 2358.65331 2.965909e+03 2.2239622 2000-2009 –> 2010-2019 1.6319960 0.8206877 4544.17077 5.786954e+03 4 5
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 969 0.8202657 2379.93293 6.728618e+01 2.2212677 2000-2009 –> 2010-2019 1.6453299 0.8250642 4574.90675 1.170106e+02 6 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 969 0.8256778 2392.67768 1.628040e+02 2.2207215 2000-2009 –> 2010-2019 1.6544843 0.8288065 4595.69796 3.104146e+02 8 11
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 969 0.8144544 2366.15399 8.950088e+03 2.1848852 2000-2009 –> 2010-2019 1.6557088 0.8412543 4595.67940 1.658712e+04 5 10
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 969 0.8335364 2411.03583 6.313776e+01 2.2286907 2000-2009 –> 2010-2019 1.6661156 0.8325793 4622.13119 1.011181e+02 13 17
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 969 0.8227592 2385.81509 2.724175e+03 2.1607515 2000-2009 –> 2010-2019 1.6680858 0.8453266 4623.92662 5.045522e+03 7 14
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 969 0.7952810 2319.98508 7.687032e+05 2.2215974 2000-2009 –> 2010-2019 1.6690276 0.8737465 4616.89013 1.739894e+06 3 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 2000-2009 –> 2010-2019 1.6777312 0.8492834 4645.58282 4.693393e+03 9 18
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1575 0.4479571 1954.02448 4.799349e+05 12.0203691 1982-1999 –> 2000-2009 0.9285778 0.4806207 4057.00490 8.408222e+05 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1575 0.6536179 3144.17454 1.893471e+03 5.6319644 1982-1999 –> 2000-2009 1.1581684 0.5045505 5395.06149 2.756351e+03 2 10
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1575 0.6886971 3308.85213 1.285978e+03 6.3268254 1982-1999 –> 2000-2009 1.1769300 0.4882329 5459.66665 2.145132e+03 4 6
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1575 0.6589263 3169.65392 8.003654e+02 5.8602178 1982-1999 –> 2000-2009 1.1789257 0.5199994 5512.34736 1.137456e+03 3 13
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1575 0.6898816 3314.26520 3.331937e+03 6.5981133 1982-1999 –> 2000-2009 1.1805476 0.4906660 5480.21160 4.706430e+03 5 8
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1575 0.6933029 3329.84809 1.286773e+03 6.3869579 1982-1999 –> 2000-2009 1.1845974 0.4912945 5499.69113 2.155354e+03 8 12
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1575 0.6899239 3314.45819 8.052379e+03 6.3586389 1982-1999 –> 2000-2009 1.1851118 0.4951879 5508.32936 1.598560e+04 6 11
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1575 0.7038718 3377.50556 1.286766e+03 6.4220217 1982-1999 –> 2000-2009 1.2001308 0.4962590 5577.95353 2.155007e+03 10 16
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1575 0.6942933 3332.34479 7.891357e+02 6.4651450 1982-1999 –> 2000-2009 1.2050653 0.5107720 5618.53727 1.082606e+03 9 18
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1575 0.6900702 3313.12642 4.877165e+02 6.3393721 1982-1999 –> 2000-2009 1.2110023 0.5209320 5659.27422 6.665043e+02 7 18
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1821 0.3161580 987.96348 6.271775e+05 1.7377378 2000-2009 –> 2010-2019 0.7641152 0.4479571 2941.98795 1.107112e+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 2000-2009 –> 2010-2019 1.2535332 0.6536179 6465.00757 3.367600e+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 2000-2009 –> 2010-2019 1.2639175 0.6589263 6521.17241 1.479359e+03 3 6
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1821 0.6203195 3442.64416 2.564156e+03 2.3503848 2000-2009 –> 2010-2019 1.3102011 0.6898816 6756.90935 5.896093e+03 4 9
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1821 0.6228448 3457.44020 1.377247e+03 1.9538834 2000-2009 –> 2010-2019 1.3115419 0.6886971 6766.29232 2.663225e+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 2000-2009 –> 2010-2019 1.3149123 0.6899239 6784.41192 1.514041e+04 6 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1821 0.6250077 3468.06551 5.482941e+02 1.8143534 2000-2009 –> 2010-2019 1.3150779 0.6900702 6781.19193 1.036011e+03 7 14
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1821 0.6277401 3485.95296 1.379907e+03 1.9149613 2000-2009 –> 2010-2019 1.3210429 0.6933029 6815.80104 2.666680e+03 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1821 0.6287263 3489.67029 8.729015e+02 2.0003964 2000-2009 –> 2010-2019 1.3230196 0.6942933 6822.01508 1.662037e+03 9 18
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1821 0.6345646 3525.33369 1.380090e+03 1.9087735 2000-2009 –> 2010-2019 1.3384365 0.7038718 6902.83925 2.666856e+03 10 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2386 0.3698484 2038.64672 6.516443e+02 2.1296422 1982-1999 –> 2000-2009 0.6943160 0.3244676 3439.10838 9.324643e+02 1 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2386 0.3702790 2044.19981 5.831479e+02 2.1371297 1982-1999 –> 2000-2009 0.6992391 0.3289601 3509.64716 8.644346e+02 3 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2386 0.3704396 2046.26892 5.895337e+02 2.1377962 1982-1999 –> 2000-2009 0.6993237 0.3288841 3510.62521 8.659870e+02 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2386 0.3701599 2042.66456 1.418302e+03 2.1366141 1982-1999 –> 2000-2009 0.6998266 0.3296667 3518.25347 3.372177e+03 2 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2386 0.3829275 2204.48560 5.183296e+01 1.9635761 1982-1999 –> 2000-2009 0.7091571 0.3262297 3630.54281 9.898525e+01 6 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2386 0.3793003 2159.06828 1.090421e+03 2.6856860 1982-1999 –> 2000-2009 0.7097811 0.3304808 3646.31332 2.349853e+03 5 13
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2386 0.3904211 2296.96818 2.091211e+02 2.1609522 1982-1999 –> 2000-2009 0.7122206 0.3217995 3658.40770 6.345393e+02 8 9
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2386 0.3857950 2238.08758 2.714929e+02 2.1206270 1982-1999 –> 2000-2009 0.7204759 0.3346809 3783.01621 4.828722e+02 7 17
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2386 0.3917698 2311.42486 8.233772e+00 2.6915472 1982-1999 –> 2000-2009 0.7209702 0.3292004 3778.32401 4.746905e+01 11 17
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2386 0.3913221 2305.96853 8.690781e+01 2.5393191 1982-1999 –> 2000-2009 0.7242858 0.3329637 3826.58715 2.271119e+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 2000-2009 –> 2010-2019 0.7001625 0.3793003 4412.56801 1.985040e+03 1 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3968 0.3432961 2789.82757 7.868475e+02 2.3073427 2000-2009 –> 2010-2019 0.7131445 0.3698484 4828.47429 1.438492e+03 2 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3968 0.3439802 2805.62521 1.234973e+03 2.3109297 2000-2009 –> 2010-2019 0.7141401 0.3701599 4848.28977 2.653275e+03 3 5
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3968 0.3442659 2812.21505 7.046938e+02 2.3086975 2000-2009 –> 2010-2019 0.7145449 0.3702790 4856.41486 1.287842e+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 2000-2009 –> 2010-2019 0.7150404 0.3704396 4866.19935 1.276957e+03 5 9
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 3968 0.3595039 3153.92719 7.040970e+02 2.0042027 2000-2009 –> 2010-2019 0.7452989 0.3857950 5392.01477 9.755899e+02 6 13
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3968 0.3785440 3565.48364 2.102468e+02 2.0898398 2000-2009 –> 2010-2019 0.7614715 0.3829275 5769.96924 2.620797e+02 7 13
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3968 0.3791630 3578.44908 5.023311e+02 1.8740690 2000-2009 –> 2010-2019 0.7695840 0.3904211 5875.41726 7.114522e+02 8 16
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 3968 0.3794590 3582.64239 2.762113e+01 2.0484545 2000-2009 –> 2010-2019 0.7712288 0.3917698 5894.06725 3.585490e+01 9 20
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 3968 0.3832629 3661.80228 4.979794e+02 1.7788878 2000-2009 –> 2010-2019 0.7745850 0.3913221 5967.77081 5.848872e+02 10 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1948 5.6756231 12306.34320 1.379612e+02 26.8145635 1982-1999 –> 2000-2009 10.9682202 5.2925971 19971.75726 2.473232e+02 1 3
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1948 5.8962600 12454.92844 2.455611e+01 23.7549588 1982-1999 –> 2000-2009 11.0981590 5.2018990 20077.47492 5.327091e+01 2 3
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1948 5.9957619 12520.12648 1.077220e+01 25.4779975 1982-1999 –> 2000-2009 11.3553403 5.3595784 20216.72962 2.012254e+01 3 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1948 6.0098337 12529.25956 1.387582e+02 22.0600203 1982-1999 –> 2000-2009 11.3696870 5.3598533 20225.98989 2.600942e+02 4 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1948 6.0387374 12547.95202 1.132527e+01 24.5331065 1982-1999 –> 2000-2009 11.4460585 5.4073212 20266.54903 2.293760e+01 5 12
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1948 6.1279226 12605.07075 3.755258e+03 24.3229358 1982-1999 –> 2000-2009 11.4656569 5.3377342 20291.54543 6.206016e+03 6 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1948 6.2719923 12695.60699 1.981779e+01 18.9376779 1982-1999 –> 2000-2009 11.5747597 5.3027674 20365.78205 4.900404e+01 8 11
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1948 6.1413329 12611.58739 1.379028e+02 23.2881475 1982-1999 –> 2000-2009 11.5930560 5.4517231 20348.46563 2.469006e+02 7 15
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1948 6.4042864 12776.92997 6.920113e+00 20.8044989 1982-1999 –> 2000-2009 11.8641077 5.4598213 20519.48936 1.328240e+01 9 18
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1948 6.4211530 12787.17713 9.345157e+00 21.2192226 1982-1999 –> 2000-2009 11.9110889 5.4899359 20543.37781 1.764548e+01 10 21
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2929 4.1357384 16642.54464 2.211629e+02 21.4103762 2000-2009 –> 2010-2019 9.8113615 5.6756231 28948.88784 3.591242e+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 2000-2009 –> 2010-2019 10.1840920 5.8962600 29309.03688 8.925690e+01 3 5
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2929 4.2945537 16863.28445 5.317117e+01 23.5223283 2000-2009 –> 2010-2019 10.2903156 5.9957619 29383.41092 6.394337e+01 4 7
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2929 4.4137596 17023.67180 5.636948e+01 23.2460075 2000-2009 –> 2010-2019 10.4524970 6.0387374 29571.62382 6.769475e+01 6 11
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2929 4.0004651 16447.73543 3.282791e+01 23.3251671 2000-2009 –> 2010-2019 10.9731714 6.9727062 29555.96528 4.123818e+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 2000-2009 –> 2010-2019 11.0238894 6.0098337 30299.93326 3.616219e+02 7 11
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2929 5.2578389 18048.78220 5.878819e+03 21.5713770 2000-2009 –> 2010-2019 11.3857615 6.1279226 30653.85294 9.634076e+03 12 18
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2929 5.4058332 18209.39151 2.195145e+02 23.5444293 2000-2009 –> 2010-2019 11.5471661 6.1413329 30820.97891 3.574173e+02 15 22
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 2929 4.2992093 16867.63148 2.748290e+01 24.7024767 2000-2009 –> 2010-2019 11.5821104 7.2829011 30143.43809 3.519502e+01 5 27
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2929 5.3466749 18146.93165 4.109350e+01 32.2033053 2000-2009 –> 2010-2019 11.6186673 6.2719923 30842.53864 6.091129e+01 14 22
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2271 4.2729931 13055.23150 5.276410e+01 17.5171855 1982-1999 –> 2000-2009 7.8780595 3.6050663 21626.88244 9.515407e+01 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2271 4.3147637 13099.41609 2.663499e+01 18.9841354 1982-1999 –> 2000-2009 8.0927832 3.7780195 21819.51877 4.688267e+01 2 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2271 4.3361529 13121.87613 2.870583e+01 19.2407151 1982-1999 –> 2000-2009 8.1525352 3.8163823 21873.98508 5.035272e+01 3 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2271 4.5784606 13368.84878 4.852713e+02 15.0684981 1982-1999 –> 2000-2009 8.3065276 3.7280670 22046.78514 1.152481e+03 8 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2271 4.4016256 13189.94436 1.856287e+01 16.1629371 1982-1999 –> 2000-2009 8.6202460 4.2186204 22259.50350 3.083252e+01 5 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2271 4.3920452 13180.04773 2.426889e+01 16.5263756 1982-1999 –> 2000-2009 8.6338551 4.2418099 22266.97343 4.024633e+01 4 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2271 4.5775038 13367.89954 5.673333e+01 20.3083514 1982-1999 –> 2000-2009 8.6520329 4.0745290 22327.36118 1.041574e+02 7 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2271 4.5041271 13294.50209 5.697988e+01 15.1807033 1982-1999 –> 2000-2009 8.6820299 4.1779028 22333.33554 1.124258e+02 6 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2271 4.7010715 13488.88309 5.015818e+02 16.3098152 1982-1999 –> 2000-2009 8.7584077 4.0573362 22434.94876 1.184435e+03 10 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2271 4.6993338 13487.20386 2.689387e+01 21.3529035 1982-1999 –> 2000-2009 8.9097331 4.2103994 22550.58330 4.663368e+01 9 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2003 2.7510036 9752.20272 4.864225e+02 15.0463916 2000-2009 –> 2010-2019 7.4520751 4.7010715 23241.08581 9.880043e+02 1 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2003 2.8797300 9935.40016 5.055046e+01 15.8044567 2000-2009 –> 2010-2019 7.4572339 4.5775038 23303.29970 1.072838e+02 2 9
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2003 2.9381971 10015.91921 1.316200e+01 16.4618445 2000-2009 –> 2010-2019 7.6375309 4.6993338 23503.12307 4.005587e+01 3 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2003 2.9556258 10039.61169 1.331008e+01 16.6508554 2000-2009 –> 2010-2019 7.6783760 4.7227501 23549.39174 4.155398e+01 4 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2003 3.2972448 10477.77508 1.505084e+01 19.3754424 2000-2009 –> 2010-2019 7.6892900 4.3920452 23657.82281 3.931972e+01 8 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2003 3.2887612 10467.45470 1.495638e+01 19.4893564 2000-2009 –> 2010-2019 7.6903868 4.4016256 23657.39906 3.351925e+01 7 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2003 3.2723829 10447.45461 4.996037e+01 19.7666285 2000-2009 –> 2010-2019 7.7765100 4.5041271 23741.95670 1.069402e+02 6 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2003 3.8011594 11047.50406 4.107563e+01 18.2551680 2000-2009 –> 2010-2019 8.0741525 4.2729931 24102.73556 9.383973e+01 16 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2003 3.2664562 10440.19268 2.770369e+02 20.5710507 2000-2009 –> 2010-2019 8.1147887 4.8483325 24069.17091 5.202197e+02 5 21
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2003 3.8650438 11114.27169 1.310477e+01 18.0514978 2000-2009 –> 2010-2019 8.1798075 4.3147637 24213.68778 3.973975e+01 17 19
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1978 4.4531259 11536.02736 1.298104e+02 22.0891780 1982-1999 –> 2000-2009 7.5832008 3.1300749 18006.33589 2.154897e+02 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1978 4.4580157 11540.36886 1.737387e+03 21.3610143 1982-1999 –> 2000-2009 7.6016405 3.1436249 18021.57152 3.139453e+03 2 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1978 4.4820651 11561.65276 5.284819e+01 22.3061876 1982-1999 –> 2000-2009 7.7005651 3.2185000 18102.22039 1.033661e+02 3 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1978 4.4867599 11565.79432 5.755478e+01 22.3124141 1982-1999 –> 2000-2009 7.7195011 3.2327413 18117.49674 1.125797e+02 4 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1978 4.6397281 11698.41905 7.558903e+02 23.5031945 1982-1999 –> 2000-2009 8.0357818 3.3960537 18374.41471 1.332694e+03 5 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1978 4.7452656 11787.39598 1.716515e+03 15.5979423 1982-1999 –> 2000-2009 8.0876135 3.3423479 18423.18959 3.041248e+03 9 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1978 4.6408175 11699.34777 1.347091e+02 23.9242286 1982-1999 –> 2000-2009 8.0965854 3.4557680 18419.30350 2.282627e+02 6 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1978 4.6630211 11718.22982 2.882245e+01 24.1066620 1982-1999 –> 2000-2009 8.2156093 3.5525882 18507.87271 4.992541e+01 7 18
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1978 4.6676823 11722.18226 4.316832e+01 24.1152730 1982-1999 –> 2000-2009 8.2380641 3.5703818 18524.42540 7.481784e+01 8 21
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1978 4.7888904 11823.59865 4.550772e+04 23.5444902 1982-1999 –> 2000-2009 8.3112214 3.5223310 18591.66982 5.960727e+04 10 19
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 2000-2009 –> 2010-2019 7.4827702 4.7452656 20219.56504 2.765157e+03 1 10
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 2000-2009 –> 2010-2019 7.5742080 4.6397281 20371.69562 1.241261e+03 4 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1735 3.0306975 8785.22766 1.150099e+02 19.4031367 2000-2009 –> 2010-2019 7.6715149 4.6408175 20484.57542 2.497190e+02 8 14
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 2000-2009 –> 2010-2019 7.7523832 4.6630211 20569.98377 4.472020e+01 11 18
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 2000-2009 –> 2010-2019 7.7647943 4.6676823 20582.63010 6.541278e+01 13 21
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1735 2.8816039 8610.18096 9.978555e+01 17.0247244 2000-2009 –> 2010-2019 7.7954614 4.9138576 20535.68833 2.227678e+02 3 20
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 2000-2009 –> 2010-2019 7.8727497 5.0684352 20563.87482 7.047741e+04 2 23
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 2000-2009 –> 2010-2019 7.9508822 5.0031666 20685.65443 8.013222e+01 6 24
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 2000-2009 –> 2010-2019 7.9632395 5.0077713 20698.40785 8.444714e+01 7 26
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 2000-2009 –> 2010-2019 7.9651405 4.8776791 20745.89185 7.145386e+01 10 25
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2819 3.8850879 15665.56234 1.818500e+02 14.1049808 1982-1999 –> 2000-2009 6.9706580 3.0855702 24339.94865 2.897522e+02 1 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2819 3.9837633 15806.97091 1.516948e+03 21.6194471 1982-1999 –> 2000-2009 7.0665711 3.0828078 24478.31023 2.507949e+03 6 7
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2819 3.9405566 15745.48874 8.819545e+01 12.7872998 1982-1999 –> 2000-2009 7.1562600 3.2157034 24560.41057 1.600645e+02 2 5
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2819 3.9440606 15750.49999 1.032297e+02 12.8179007 1982-1999 –> 2000-2009 7.1711550 3.2270944 24577.45139 1.850745e+02 3 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2819 3.9668353 15782.96255 5.481335e+01 13.7077993 1982-1999 –> 2000-2009 7.2669745 3.3001392 24686.05920 1.153175e+02 4 13
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2819 3.9702583 15785.82544 4.766570e+01 13.2058337 1982-1999 –> 2000-2009 7.2705445 3.3002862 24687.07361 1.056382e+02 5 15
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2819 4.0658774 15922.00091 1.142340e+04 17.0290966 1982-1999 –> 2000-2009 7.2981692 3.2322918 24754.42702 1.884903e+04 7 13
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2819 4.0755578 15935.40839 8.447873e+02 19.1521191 1982-1999 –> 2000-2009 7.2982266 3.2226688 24757.69114 1.386373e+03 8 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2819 4.0776819 15936.34603 8.334135e+02 19.4463135 1982-1999 –> 2000-2009 7.3185891 3.2409072 24775.82785 1.371368e+03 9 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2819 4.0929479 15959.41419 1.776516e+02 15.6770800 1982-1999 –> 2000-2009 7.4613118 3.3683639 24932.12415 2.896945e+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 2000-2009 –> 2010-2019 6.6364344 3.8850879 26050.33192 3.992272e+02 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2133 2.8662641 10554.38631 1.071215e+02 17.3183325 2000-2009 –> 2010-2019 6.8068207 3.9405566 26299.87505 1.953169e+02 3 5
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2133 2.8359896 10509.10883 1.655303e+03 15.7748011 2000-2009 –> 2010-2019 6.8197529 3.9837633 26316.07974 3.172251e+03 2 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2133 2.8769932 10570.31765 1.261762e+02 17.3218966 2000-2009 –> 2010-2019 6.8210538 3.9440606 26320.81764 2.294059e+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 2000-2009 –> 2010-2019 6.8341528 3.9668353 26338.91568 1.038078e+02 4 8
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2133 2.9678651 10700.91591 3.454559e+01 15.7416012 2000-2009 –> 2010-2019 6.9381234 3.9702583 26486.74135 8.221130e+01 6 11
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2133 3.0340418 10796.94905 6.364460e+02 16.9334676 2000-2009 –> 2010-2019 7.1095996 4.0755578 26732.35744 1.481233e+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 2000-2009 –> 2010-2019 7.1101588 4.0929479 26737.68989 3.319772e+02 7 17
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2133 3.0661349 10841.81532 3.581011e+01 17.3727942 2000-2009 –> 2010-2019 7.2564707 4.1903358 26933.80938 7.968891e+01 9 21
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2133 3.0677742 10844.09449 5.769735e+01 17.3342943 2000-2009 –> 2010-2019 7.2606950 4.1929208 26939.56545 1.319211e+02 10 23
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3676 2.9387727 18371.43370 8.068481e+02 9.4191609 1982-1999 –> 2000-2009 5.3652728 2.4265000 28524.53202 1.451755e+03 1 3
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3676 3.1207335 18813.11258 2.612161e+03 10.7348188 1982-1999 –> 2000-2009 5.5252114 2.4044779 28926.11379 4.510228e+03 3 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3676 3.0685115 18689.04410 1.403188e+02 10.0608647 1982-1999 –> 2000-2009 5.5305363 2.4620248 28906.06386 2.584085e+02 2 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3676 3.2470123 19104.74578 1.546652e+02 12.3580696 1982-1999 –> 2000-2009 5.6763866 2.4293744 29263.05074 2.803911e+02 10 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3676 3.2138963 19029.37842 6.602852e+04 9.1504247 1982-1999 –> 2000-2009 5.7063126 2.4924164 29300.35531 9.598333e+04 8 13
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3676 3.2364533 19078.79880 7.714189e+02 9.6178381 1982-1999 –> 2000-2009 5.7348587 2.4984054 29358.33096 1.326130e+03 9 15
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3676 3.1893955 18973.11662 2.235349e+01 10.5866181 1982-1999 –> 2000-2009 5.7356830 2.5462874 29338.13914 5.222831e+01 5 15
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3676 3.1904635 18975.57807 3.523721e+01 10.6051359 1982-1999 –> 2000-2009 5.7495947 2.5591311 29362.72873 8.021005e+01 6 17
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3676 3.3244420 19276.00720 1.369058e+02 11.1019618 1982-1999 –> 2000-2009 5.8438102 2.5193682 29592.28671 2.549933e+02 11 19
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3676 3.3518885 19338.45590 6.445053e+01 13.1809540 1982-1999 –> 2000-2009 5.8703283 2.5184398 29655.11450 1.254020e+02 13 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 2000-2009 –> 2010-2019 5.3451469 2.9387727 33022.29788 1.392785e+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 2000-2009 –> 2010-2019 5.4201431 3.1207335 33174.24995 5.060293e+03 1 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3186 2.3715804 14558.05869 2.830042e+01 12.2227440 2000-2009 –> 2010-2019 5.5322327 3.1606524 33464.61795 7.162432e+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 2000-2009 –> 2010-2019 5.5467983 3.0685115 33527.54061 2.942152e+02 8 10
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3186 2.3202807 14418.71345 2.574909e+02 13.0603778 2000-2009 –> 2010-2019 5.5672930 3.2470123 33523.45923 4.121560e+02 2 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3186 2.3757143 14569.15612 6.812606e+01 14.1508854 2000-2009 –> 2010-2019 5.7276028 3.3518885 33907.61202 1.325766e+02 4 17
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3186 2.5442707 15005.93066 2.089038e+01 11.5023373 2000-2009 –> 2010-2019 5.7336663 3.1893955 33979.04729 4.324387e+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 2000-2009 –> 2010-2019 5.7340109 3.1904635 33979.69686 6.942840e+01 11 17
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 3186 2.5465301 15009.58672 1.255740e+01 11.6533861 2000-2009 –> 2010-2019 5.7382434 3.1917133 33986.04417 2.956295e+01 13 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3186 2.3797769 14580.04333 8.037528e+01 14.1914481 2000-2009 –> 2010-2019 5.7406408 3.3608639 33938.15952 1.528877e+02 5 19
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4720 2.8082775 23156.25297 1.822946e+05 9.4131136 1982-1999 –> 2000-2009 5.0766573 2.2683798 34803.39961 2.559753e+05 1 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4720 2.8763708 23382.41680 2.217167e+05 10.0884325 1982-1999 –> 2000-2009 5.1181034 2.2417326 34968.13990 3.194431e+05 2 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4720 3.0246174 23856.82627 8.142192e+01 9.4162252 1982-1999 –> 2000-2009 5.4122035 2.3875862 35770.19924 1.587985e+02 3 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4720 3.1289366 24176.92366 3.760014e+03 9.6051987 1982-1999 –> 2000-2009 5.4290049 2.3000683 35896.18213 6.713512e+03 7 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4720 3.1048835 24104.07510 2.423464e+05 10.6886759 1982-1999 –> 2000-2009 5.5442567 2.4393732 36128.98791 3.463428e+05 5 14
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 4720 3.1052250 24103.11323 1.796612e+05 10.6497450 1982-1999 –> 2000-2009 5.5520444 2.4468194 36141.86888 2.524229e+05 6 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4720 3.1922923 24366.15828 2.282126e+01 12.1881855 1982-1999 –> 2000-2009 5.5751821 2.3828898 36269.29670 5.500924e+01 9 13
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4720 3.0984193 24084.40098 3.686665e+01 9.6458398 1982-1999 –> 2000-2009 5.6006390 2.5022197 36241.53589 7.082632e+01 4 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4720 3.2460052 24523.67246 3.763877e+02 9.7320742 1982-1999 –> 2000-2009 5.6444097 2.3984045 36460.54461 7.149010e+02 10 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4720 3.1431206 24219.61993 3.996073e+01 9.7626038 1982-1999 –> 2000-2009 5.6766190 2.5334984 36441.32897 7.215790e+01 8 24
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 2000-2009 –> 2010-2019 5.2427959 2.8082775 42470.88013 3.739932e+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 2000-2009 –> 2010-2019 5.3622815 2.8763708 42871.68558 6.195778e+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 2000-2009 –> 2010-2019 5.6271306 3.1289366 43707.39862 5.868690e+03 3 10
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 2000-2009 –> 2010-2019 5.7652946 3.1048835 44160.49957 4.801752e+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 2000-2009 –> 2010-2019 5.7661301 3.1052250 44159.08982 3.685931e+05 12 18
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 2000-2009 –> 2010-2019 5.7993950 3.1922923 44253.36669 3.923172e+01 5 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4180 2.7828375 20432.54460 7.764281e+01 8.8926560 2000-2009 –> 2010-2019 5.8074549 3.0246174 44289.37087 1.590647e+02 19 22
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4180 2.5656060 19753.07380 2.331293e+02 11.2373005 2000-2009 –> 2010-2019 5.8116112 3.2460052 44276.74625 6.095170e+02 4 14
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 2000-2009 –> 2010-2019 5.9295511 3.3207646 44631.22723 1.349951e+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 2000-2009 –> 2010-2019 5.9353701 3.3258775 44648.01305 1.146863e+02 7 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5800 2.8860970 28768.58560 5.084237e+01 9.6339100 1982-1999 –> 2000-2009 4.9188426 2.0327456 42352.79170 1.118798e+02 2 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5800 2.8843812 28761.68738 4.787087e+01 9.5827519 1982-1999 –> 2000-2009 4.9191920 2.0348108 42352.36800 9.972333e+01 1 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5800 2.9004356 28826.07377 1.258400e+02 9.2465172 1982-1999 –> 2000-2009 4.9375302 2.0370947 42423.90674 2.300175e+02 3 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5800 2.9461622 29007.52620 3.108797e+01 11.7063885 1982-1999 –> 2000-2009 4.9866034 2.0404412 42615.82504 6.008788e+01 5 9
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 5800 2.9879030 29168.71984 3.086026e+01 14.2142224 1982-1999 –> 2000-2009 5.0488197 2.0609167 42838.68204 5.680046e+01 10 15
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5800 2.9432106 28995.89883 5.045783e+01 9.9254142 1982-1999 –> 2000-2009 5.0720821 2.1288715 42874.70563 1.029449e+02 4 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5800 2.9895103 29176.95841 1.960294e+05 21.7421547 1982-1999 –> 2000-2009 5.1568100 2.1672997 43169.83187 2.754028e+05 11 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5800 2.9666671 29087.98091 4.407241e+02 9.8853074 1982-1999 –> 2000-2009 5.2147451 2.2480780 43314.17514 8.813172e+02 6 16
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5800 2.9721505 29109.40187 6.779067e+01 9.9579637 1982-1999 –> 2000-2009 5.2292487 2.2570982 43361.12815 1.233326e+02 7 19
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5800 2.9814139 29145.49969 6.477957e+01 10.0311209 1982-1999 –> 2000-2009 5.2472536 2.2658397 43421.87177 1.191657e+02 8 21
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 2000-2009 –> 2010-2019 5.4454206 2.8860970 51237.23407 9.402904e+01 8 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4760 2.5050799 22264.70723 4.790677e+01 9.3253267 2000-2009 –> 2010-2019 5.4482905 2.9432106 51260.60606 9.836460e+01 2 6
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 2000-2009 –> 2010-2019 5.4565776 2.8843812 51278.09920 8.861020e+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 2000-2009 –> 2010-2019 5.4779752 2.9721505 51376.93919 1.457568e+02 3 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4760 2.5136805 22297.33583 6.080561e+02 10.4597174 2000-2009 –> 2010-2019 5.4803476 2.9666671 51385.31674 1.048780e+03 5 11
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 2000-2009 –> 2010-2019 5.4944009 2.9814139 51440.20867 1.418520e+02 4 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4760 2.6067506 22643.44922 1.200290e+02 11.9466250 2000-2009 –> 2010-2019 5.5071862 2.9004356 51469.52300 2.458690e+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 2000-2009 –> 2010-2019 5.5536158 3.0024569 51665.31494 1.187793e+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 2000-2009 –> 2010-2019 5.5904702 2.9847875 51794.16688 7.278128e+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 2000-2009 –> 2010-2019 5.6139620 3.1160155 51895.28571 1.403505e+02 1 18
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2187 1.9570755 9157.36493 2.882038e+05 12.2136340 1982-1999 –> 2000-2009 3.0256410 1.0685656 12762.71317 5.233741e+05 3 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2187 1.8556907 8924.69312 2.928804e+05 8.9229025 1982-1999 –> 2000-2009 3.0426446 1.1869539 12784.10817 5.311154e+05 1 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2187 1.9970253 9245.75246 3.098222e+05 11.7160993 1982-1999 –> 2000-2009 3.1651708 1.1681454 13066.54512 5.370548e+05 6 8
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 2187 2.0068162 9265.14452 2.733228e+05 12.0038632 1982-1999 –> 2000-2009 3.1953719 1.1885557 13125.82056 4.935264e+05 8 12
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2187 1.9507817 9143.27586 4.622011e+03 6.8064618 1982-1999 –> 2000-2009 3.3420462 1.3912645 13386.72444 8.926291e+03 2 7
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2187 1.9802892 9208.94148 5.162563e+02 7.1888937 1982-1999 –> 2000-2009 3.4185907 1.4383015 13532.78815 9.244549e+02 4 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2187 1.9930949 9237.13534 1.535781e+02 7.3274109 1982-1999 –> 2000-2009 3.4509053 1.4578104 13593.55893 2.460545e+02 5 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2187 2.0027796 9258.33758 1.568752e+02 7.4589362 1982-1999 –> 2000-2009 3.4780093 1.4752297 13643.48254 2.503959e+02 7 17
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2187 2.1564364 9581.66820 3.792145e+03 7.6080012 1982-1999 –> 2000-2009 3.6132479 1.4568116 13936.43451 8.569693e+03 21 28
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2187 2.1566622 9580.12614 3.092400e+03 7.6455682 1982-1999 –> 2000-2009 3.6134765 1.4568143 13932.89706 5.735148e+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 2000-2009 –> 2010-2019 3.7843398 1.8556907 16295.18063 5.756579e+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 2000-2009 –> 2010-2019 3.8641807 1.9507817 16485.62923 9.918019e+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 2000-2009 –> 2010-2019 3.8954992 1.9802892 16554.64761 1.109647e+03 19 23
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 2000-2009 –> 2010-2019 3.9092239 1.9930949 16584.54145 3.117767e+02 20 25
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 2000-2009 –> 2010-2019 3.9198035 2.0027796 16607.39861 3.071661e+02 21 28
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 2000-2009 –> 2010-2019 3.9375891 2.0316612 16649.45189 1.099113e+04 8 17
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1772 1.9081512 7332.61995 6.914388e+02 9.8713976 2000-2009 –> 2010-2019 3.9669903 2.0588391 16711.70745 1.258107e+03 10 21
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1772 1.8749786 7270.46686 3.959593e+02 9.8397520 2000-2009 –> 2010-2019 3.9828491 2.1078704 16752.50031 7.565404e+02 1 18
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 2000-2009 –> 2010-2019 3.9839551 2.0737226 16747.07716 1.924594e+02 12 24
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1772 1.9318239 7374.31673 4.354997e+03 9.2965443 2000-2009 –> 2010-2019 3.9860202 2.0541963 16741.52939 8.520557e+03 26 36
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2740 1.6777223 10625.33833 4.139683e+05 10.0639593 1982-1999 –> 2000-2009 2.9410671 1.2633448 15670.16125 6.339730e+05 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2740 1.7407084 10827.30427 4.019368e+05 10.2516333 1982-1999 –> 2000-2009 3.0091771 1.2684687 15884.44810 6.230945e+05 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2740 1.7576011 10880.22830 4.763076e+05 9.6056924 1982-1999 –> 2000-2009 3.0737958 1.3161947 16049.80037 6.984337e+05 3 6
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 2740 1.7686897 10912.69291 3.582136e+05 10.3694563 1982-1999 –> 2000-2009 3.0878510 1.3191613 16087.11810 5.595948e+05 4 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2740 1.8489062 11157.75935 3.240886e+03 6.0837467 1982-1999 –> 2000-2009 3.2973590 1.4484529 16618.79808 6.286781e+03 6 11
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2740 1.8365585 11121.03932 1.868571e+02 7.1900237 1982-1999 –> 2000-2009 3.3336799 1.4971213 16682.67661 3.993146e+02 5 13
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2740 1.8737613 11230.93703 3.749371e+02 6.1503834 1982-1999 –> 2000-2009 3.3640526 1.4902914 16778.65564 7.432899e+02 8 14
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2740 1.8734831 11230.12335 2.909498e+02 6.1243328 1982-1999 –> 2000-2009 3.3688004 1.4953174 16788.09053 5.167997e+02 7 14
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2740 1.8738414 11229.17125 1.698038e+02 6.1687858 1982-1999 –> 2000-2009 3.3893206 1.5154792 16825.90748 3.302932e+02 9 21
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2740 1.8821167 11255.31893 3.048124e+02 6.2642419 1982-1999 –> 2000-2009 3.3954934 1.5133768 16849.82919 5.490466e+02 10 21
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2601 1.4053752 9165.58145 2.809697e+02 6.0272994 2000-2009 –> 2010-2019 3.2419338 1.8365585 20286.62077 4.678268e+02 1 6
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 2000-2009 –> 2010-2019 3.3266068 1.7576011 20618.74669 1.055453e+06 32 35
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 2000-2009 –> 2010-2019 3.3329597 1.6777223 20642.17563 7.703894e+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 2000-2009 –> 2010-2019 3.3915091 1.8489062 20807.99490 6.171447e+03 24 30
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 2000-2009 –> 2010-2019 3.4011288 1.9276185 20798.08716 6.831626e+03 5 17
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 2000-2009 –> 2010-2019 3.4089638 1.9635154 20799.17588 8.136743e+02 2 20
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 2000-2009 –> 2010-2019 3.4166105 1.8734831 20882.12718 7.915528e+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 2000-2009 –> 2010-2019 3.4169021 1.8737613 20882.98601 9.949400e+02 26 34
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2601 1.5432170 9650.30574 2.708768e+02 6.6719564 2000-2009 –> 2010-2019 3.4170583 1.8738414 20879.47699 4.406806e+02 27 36
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 2000-2009 –> 2010-2019 3.4257184 1.8821167 20908.92139 8.061613e+02 28 38
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2847 1.6735106 11025.41082 6.840420e+05 7.6936297 1982-1999 –> 2000-2009 3.3357623 1.6622518 17576.17369 1.057068e+06 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2847 1.8216916 11508.50083 5.817184e+05 7.4232855 1982-1999 –> 2000-2009 3.6807221 1.8590305 18438.76728 9.029828e+05 2 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2847 1.8397532 11564.67744 8.229278e+05 7.5113358 1982-1999 –> 2000-2009 3.6943219 1.8545687 18486.79307 1.159262e+06 3 6
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 2847 1.8401256 11563.82970 5.156459e+05 7.4951935 1982-1999 –> 2000-2009 3.7004790 1.8603534 18494.50914 8.136479e+05 4 9
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2847 1.9055019 11764.61643 1.551803e+02 7.7553765 1982-1999 –> 2000-2009 3.7385565 1.8330546 18647.15281 3.128274e+02 9 11
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2847 1.8609537 11629.91748 2.253531e+03 8.3050686 1982-1999 –> 2000-2009 3.7502388 1.8892850 18614.94219 4.416231e+03 5 11
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2847 1.8691490 11654.93760 8.443924e+02 8.3803752 1982-1999 –> 2000-2009 3.7695778 1.9004288 18659.91098 1.115950e+03 6 14
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2847 1.8723313 11664.62363 8.217351e+02 8.4017407 1982-1999 –> 2000-2009 3.7734191 1.9010878 18670.77302 1.075693e+03 7 16
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2847 1.8749334 11672.53149 8.939428e+02 8.4280456 1982-1999 –> 2000-2009 3.7807986 1.9058652 18687.19423 1.177554e+03 8 19
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 2847 1.9551323 11909.02299 1.507101e+02 7.9388390 1982-1999 –> 2000-2009 3.8593916 1.9042593 18918.82632 2.865046e+02 10 20
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 2000-2009 –> 2010-2019 3.2874116 1.6735106 21627.97841 1.561440e+06 18 19
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2790 1.5368861 10329.72849 2.709250e+02 5.1778831 2000-2009 –> 2010-2019 3.4423879 1.9055019 22094.34492 4.261053e+02 3 12
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 2000-2009 –> 2010-2019 3.4542744 1.8609537 22160.87173 5.877996e+03 15 20
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2790 1.5851933 10502.41844 1.860850e+03 5.9087151 2000-2009 –> 2010-2019 3.4575246 1.8723313 22167.04207 2.682585e+03 12 19
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 2000-2009 –> 2010-2019 3.4582064 1.8691490 22170.94157 2.647992e+03 14 20
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 2000-2009 –> 2010-2019 3.4589559 1.8749334 22170.82724 2.777279e+03 11 19
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2790 1.6665609 10781.72986 7.209836e+05 5.8349389 2000-2009 –> 2010-2019 3.4882525 1.8216916 22290.23068 1.302702e+06 26 28
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 2000-2009 –> 2010-2019 3.5073152 1.9962598 22264.70535 2.576811e+03 1 19
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 2000-2009 –> 2010-2019 3.5289829 1.9587600 22371.04955 5.608982e+03 5 16
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2790 1.7047778 10908.24293 1.540462e+06 5.8809368 2000-2009 –> 2010-2019 3.5445310 1.8397532 22472.92038 2.363389e+06 42 45
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1828 1.4427670 6541.79292 2.007939e+06 6.5424038 1982-1999 –> 2000-2009 2.9234803 1.4807133 10848.95891 3.613789e+06 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1828 1.6478057 7027.60855 3.453548e+03 8.2119844 1982-1999 –> 2000-2009 3.2260759 1.5782702 11485.99362 6.370891e+03 2 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1828 1.6595508 7053.57488 6.773509e+01 8.3552453 1982-1999 –> 2000-2009 3.2365908 1.5770400 11510.11199 1.637617e+02 4 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1828 1.6621506 7059.29785 1.607310e+02 8.2961964 1982-1999 –> 2000-2009 3.2484817 1.5863311 11529.75675 2.908055e+02 5 9
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1828 1.6639263 7063.20145 9.556608e+01 8.3114390 1982-1999 –> 2000-2009 3.2529941 1.5890678 11537.74552 2.066148e+02 6 11
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1828 1.6643599 7064.15405 9.324990e+01 8.3194211 1982-1999 –> 2000-2009 3.2544212 1.5900614 11540.17947 2.017956e+02 7 13
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1828 1.6514861 7035.76508 2.075425e+02 8.7698198 1982-1999 –> 2000-2009 3.2765845 1.6250984 11563.44640 3.832930e+02 3 11
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1828 1.6703303 7075.24546 2.158992e+01 8.4886525 1982-1999 –> 2000-2009 3.2864921 1.6161619 11587.85803 5.158617e+01 8 15
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1828 1.6892901 7118.51081 2.477200e+03 7.9545510 1982-1999 –> 2000-2009 3.3304821 1.6411919 11669.54708 4.289768e+03 9 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1828 1.6898857 7117.79958 1.734983e+03 8.0123819 1982-1999 –> 2000-2009 3.3414376 1.6515518 11681.74927 2.752981e+03 10 21
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 2000-2009 –> 2010-2019 2.7955772 1.4427670 13739.75867 4.526231e+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 2000-2009 –> 2010-2019 2.9817052 1.6478057 14166.81479 7.921447e+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 2000-2009 –> 2010-2019 2.9860292 1.6514861 14176.98500 4.340865e+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 2000-2009 –> 2010-2019 2.9942156 1.6595508 14195.17549 1.762004e+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 2000-2009 –> 2010-2019 2.9979819 1.6621506 14204.54500 4.279765e+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 2000-2009 –> 2010-2019 2.9996728 1.6639263 14208.18362 2.424858e+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 2000-2009 –> 2010-2019 3.0005019 1.6643599 14210.37189 2.398111e+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 2000-2009 –> 2010-2019 3.0565499 1.7210455 14330.82389 4.292998e+03 4 22
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate 2087 1.3377766 7149.32106 1.464549e+02 4.7615331 2000-2009 –> 2010-2019 3.0603268 1.7225502 14337.11450 2.269255e+02 9 28
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + silicate 2087 1.3355218 7142.27991 1.083125e+02 4.7423546 2000-2009 –> 2010-2019 3.0650157 1.7294939 14344.78138 1.759169e+02 5 26
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4754 1.3235929 16170.83480 1.820421e+03 7.7923023 1982-1999 –> 2000-2009 2.6751024 1.3515095 25143.43138 3.213837e+03 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4754 1.3269339 16194.80469 1.499080e+02 7.8199431 1982-1999 –> 2000-2009 2.6800515 1.3531176 25173.59443 2.459227e+02 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4754 1.3280367 16202.70328 5.210045e+01 7.8334601 1982-1999 –> 2000-2009 2.6829501 1.3549134 25188.40010 1.032777e+02 4 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4754 1.3283375 16204.85632 5.197304e+01 7.8373926 1982-1999 –> 2000-2009 2.6836877 1.3553502 25192.23206 9.756143e+01 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4754 1.3479861 16344.46747 4.483927e+02 7.1444104 1982-1999 –> 2000-2009 2.6850059 1.3370198 25260.92697 7.142650e+02 7 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4754 1.2829088 15873.99587 7.576449e+05 6.5784337 1982-1999 –> 2000-2009 2.7265753 1.4436665 25190.13269 1.399564e+06 1 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4754 1.3424822 16305.56682 4.451201e+01 7.9875439 1982-1999 –> 2000-2009 2.7390474 1.3965651 25448.95260 9.649599e+01 6 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4754 1.3620818 16443.37519 4.326033e+02 7.2278003 1982-1999 –> 2000-2009 2.7524626 1.3903808 25563.64751 6.762637e+02 10 16
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 4754 1.3537680 16383.16287 9.485648e+00 8.0685989 1982-1999 –> 2000-2009 2.7743984 1.4206305 25613.52748 1.880482e+01 9 18
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + silicate + phosphate 4754 1.4280389 16890.98809 1.495211e+02 7.7590638 1982-1999 –> 2000-2009 2.8240587 1.3960198 26030.33984 2.404703e+02 12 19
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 2000-2009 –> 2010-2019 2.3517007 1.2829088 27777.67712 2.142570e+06 1 2
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 2000-2009 –> 2010-2019 2.4285629 1.3235929 28340.96343 4.028481e+03 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4002 1.1064019 12180.49432 2.660705e+02 4.4416376 2000-2009 –> 2010-2019 2.4333358 1.3269339 28375.29901 4.159785e+02 6 9
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 2000-2009 –> 2010-2019 2.4345247 1.3280367 28383.82045 1.743137e+02 7 11
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 2000-2009 –> 2010-2019 2.4355382 1.3283375 28391.12748 1.738942e+02 9 14
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 2000-2009 –> 2010-2019 2.4478307 1.3424822 28478.43642 1.471098e+02 4 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4002 1.1053069 12172.56867 1.366390e+03 4.4441009 2000-2009 –> 2010-2019 2.4557128 1.3504059 28534.08927 1.876607e+03 3 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4002 1.1251459 12314.95708 1.151425e+03 4.8767741 2000-2009 –> 2010-2019 2.4731319 1.3479861 28659.42455 1.599818e+03 13 20
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 2000-2009 –> 2010-2019 2.4863495 1.3620818 28752.08257 1.464675e+03 11 21
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 4002 1.1251972 12313.32203 1.024541e+03 4.8803645 2000-2009 –> 2010-2019 2.4945265 1.3693294 28805.15486 1.446262e+03 15 26
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 11047 0.6044693 20241.81115 2.808769e+02 3.3119755 1982-1999 –> 2000-2009 1.2471102 0.6426409 33578.94558 3.902883e+02 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 11047 0.6061416 20302.85298 2.379500e+02 2.6361396 1982-1999 –> 2000-2009 1.2960625 0.6899209 34608.30156 3.209735e+02 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 11047 0.7102112 23803.61828 2.652818e+02 3.0771393 1982-1999 –> 2000-2009 1.5043976 0.7941864 40028.77869 3.602262e+02 4 7
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 11047 0.7877084 26091.79689 1.975691e+01 4.0939341 1982-1999 –> 2000-2009 1.5855680 0.7978596 42379.89709 3.405640e+01 9 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 11047 0.7877040 26091.67298 1.976002e+01 4.0945929 1982-1999 –> 2000-2009 1.5857604 0.7980564 42383.13722 3.607203e+01 8 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 11047 0.7876748 26090.85305 1.300805e+02 4.0997311 1982-1999 –> 2000-2009 1.5876939 0.8000192 42415.82352 2.253006e+02 7 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 11047 0.7876603 26090.44697 1.126909e+03 4.1043589 1982-1999 –> 2000-2009 1.5889569 0.8012966 42437.17999 2.422692e+03 6 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 11047 0.7097728 23789.97681 3.093489e+02 3.8825935 1982-1999 –> 2000-2009 1.6360099 0.9262371 42113.13239 3.866802e+02 3 19
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + silicate + phosphate 11047 0.8082843 26659.50864 1.280799e+02 4.4784465 1982-1999 –> 2000-2009 1.6383391 0.8300548 43485.19591 2.223001e+02 11 20
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 11047 0.8353062 27388.05919 9.111570e+02 5.8624729 1982-1999 –> 2000-2009 1.6518664 0.8165602 43992.17125 1.790137e+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 2000-2009 –> 2010-2019 1.1805885 0.6044693 41715.97212 1.029510e+03 1 2
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 2000-2009 –> 2010-2019 1.1844434 0.6061416 41870.55577 9.670626e+02 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 12369 0.5871183 21941.99890 1.046466e+03 2.7839136 2000-2009 –> 2010-2019 1.2968911 0.7097728 45731.97571 1.355815e+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 2000-2009 –> 2010-2019 1.3092786 0.7220617 46111.38837 9.566878e+02 4 9
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 2000-2009 –> 2010-2019 1.3592116 0.7102112 48224.53796 1.142452e+03 11 15
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 2000-2009 –> 2010-2019 1.4073041 0.8170218 48974.02083 1.031054e+06 5 17
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 2000-2009 –> 2010-2019 1.4205805 0.7876603 49890.71663 2.563177e+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 2000-2009 –> 2010-2019 1.4217571 0.7876748 49936.50246 3.401328e+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 2000-2009 –> 2010-2019 1.4222530 0.7877040 49955.52401 5.297780e+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 2000-2009 –> 2010-2019 1.4222780 0.7877084 49956.45048 5.298616e+01 9 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2713 0.4506501 3388.29094 1.610536e+01 2.8316870 1982-1999 –> 2000-2009 0.7479183 0.2972682 4309.12512 4.202076e+01 2 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2713 0.4511939 3394.83471 2.391696e+01 2.8591655 1982-1999 –> 2000-2009 0.7486706 0.2974767 4318.75808 6.083877e+01 3 11
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2713 0.4512741 3395.79932 1.628422e+01 2.8632841 1982-1999 –> 2000-2009 0.7487615 0.2974873 4319.87989 4.226783e+01 4 13
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2713 0.4501610 3382.39879 1.640612e+01 2.8913604 1982-1999 –> 2000-2009 0.7487709 0.2986099 4323.07419 4.013995e+01 1 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2713 0.4514069 3397.39485 1.100504e+02 2.8714038 1982-1999 –> 2000-2009 0.7490148 0.2976079 4323.26128 2.710171e+02 5 15
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2713 0.4544087 3433.35755 8.309741e+01 2.9356754 1982-1999 –> 2000-2009 0.7505777 0.2961690 4337.86961 2.141345e+02 7 12
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2713 0.4669002 3578.50297 1.624437e+01 2.9015474 1982-1999 –> 2000-2009 0.7659764 0.2990762 4524.05349 3.856272e+01 11 24
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 2713 0.4544109 3431.38446 1.542203e+01 2.9381315 1982-1999 –> 2000-2009 0.7673711 0.3129602 4576.86913 3.960717e+01 8 29
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2713 0.4782251 3710.54251 4.321114e+01 2.5766594 1982-1999 –> 2000-2009 0.7688155 0.2905904 4531.27282 9.656254e+01 16 17
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2713 0.4785461 3714.18393 8.341535e+01 2.5898644 1982-1999 –> 2000-2009 0.7693378 0.2907917 4537.96476 2.016455e+02 17 19
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2491 0.5233581 3857.35961 1.044571e+02 2.4347085 2000-2009 –> 2010-2019 0.9774687 0.4541107 7287.15784 2.079247e+02 1 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2491 0.5366187 3982.01855 1.632825e+01 2.4970379 2000-2009 –> 2010-2019 0.9867797 0.4501610 7364.41734 3.273436e+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 2000-2009 –> 2010-2019 0.9874161 0.4544087 7381.73566 2.001368e+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 2000-2009 –> 2010-2019 0.9940996 0.4562752 7444.80000 3.146543e+01 7 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2491 0.5298642 3918.91150 1.102614e+05 1.9060292 2000-2009 –> 2010-2019 0.9989723 0.4691081 7525.01246 3.198349e+05 3 15
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2491 0.5302515 3922.55180 4.429756e+05 1.5847240 2000-2009 –> 2010-2019 1.0037714 0.4735199 7579.44415 9.284660e+05 4 17
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2491 0.5271264 3893.10261 1.230425e+05 1.4912761 2000-2009 –> 2010-2019 1.0044501 0.4773237 7593.40851 3.279430e+05 2 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2491 0.5555397 4154.65681 2.023185e+01 2.5144279 2000-2009 –> 2010-2019 1.0061899 0.4506501 7542.94775 3.633721e+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 2000-2009 –> 2010-2019 1.0075894 0.4511939 7557.16011 5.030185e+01 18 21
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2491 0.5569983 4167.72019 2.018728e+01 2.5294909 2000-2009 –> 2010-2019 1.0082725 0.4512741 7563.51951 3.647150e+01 20 24

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2009 1.6278062 213.24125
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 0.7571747 89.40504
Atlantic (26,26.5] 1982-1999 –> 2000-2009 6.7778993 3065.63017
Atlantic (26,26.5] 2000-2009 –> 2010-2019 7.7356536 3108.24414
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 5.5024750 3420.19109
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 6.8296191 3673.62319
Atlantic (26.75,27] 1982-1999 –> 2000-2009 4.1412985 5134.29265
Atlantic (26.75,27] 2000-2009 –> 2010-2019 4.9070818 5323.27998
Atlantic (27,27.25] 1982-1999 –> 2000-2009 3.7145028 6184.03149
Atlantic (27,27.25] 2000-2009 –> 2010-2019 4.1935904 6612.80816
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 4.4798846 10327.74714
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 6.0805352 12985.47834
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 4.9149310 22564.73712
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 5.7858670 23725.69787
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 1.9480324 4910.77110
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 2.6729818 6369.51631
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 1.9262473 5265.78784
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 2.0655773 5216.03491
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 5.3306470 10829.01811
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 6.3874393 11516.66633
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 1.7056587 3182.78863
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 2.1166182 4006.66099
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 1.3804194 3609.67805
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 1.6140506 4474.39210
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 1.1609057 5376.80775
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 1.2515798 6355.76288
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 0.7089596 3630.08254
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 0.7379201 5271.11856
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2009 11.4646134 20282.71610
Indo-Pacific (-Inf,26] 2000-2009 –> 2010-2019 10.8869032 29952.96666
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2009 8.4686210 22153.98771
Indo-Pacific (26,26.5] 2000-2009 –> 2010-2019 7.7750151 23703.96731
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2009 7.9589783 18308.85003
Indo-Pacific (26.5,26.75] 2000-2009 –> 2010-2019 7.7793144 20545.79672
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2009 7.2278460 24654.93238
Indo-Pacific (26.75,27] 2000-2009 –> 2010-2019 6.9593262 26515.61835
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2009 5.6737994 29222.67158
Indo-Pacific (27,27.25] 2000-2009 –> 2010-2019 5.6085778 33650.27255
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2009 5.4629120 35912.14838
Indo-Pacific (27.25,27.5] 2000-2009 –> 2010-2019 5.7047015 43946.82778
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2009 5.0731127 42872.52861
Indo-Pacific (27.5,27.75] 2000-2009 –> 2010-2019 5.5068247 51480.26945
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2009 3.3345104 13376.50726
Indo-Pacific (27.75,27.85] 2000-2009 –> 2010-2019 3.9230451 16612.96637
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2009 3.2260597 16423.54854
Indo-Pacific (27.85,27.95] 2000-2009 –> 2010-2019 3.3779391 20750.63126
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2009 3.7083268 18519.50427
Indo-Pacific (27.95,28.05] 2000-2009 –> 2010-2019 3.4627842 22179.09119
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2009 3.2377040 11495.53470
Indo-Pacific (28.05,28.1] 2000-2009 –> 2010-2019 2.9937576 14191.45542
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2009 2.7223340 25380.51851
Indo-Pacific (28.1,28.2] 2000-2009 –> 2010-2019 2.4441214 28449.80752
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2009 1.5321765 40742.25632
Indo-Pacific (28.2,28.3] 2000-2009 –> 2010-2019 1.3424586 47236.76443
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2009 0.7565215 4410.21284
Indo-Pacific (28.3, Inf] 2000-2009 –> 2010-2019 0.9975010 7483.96033

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

6.2.2 Best models

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

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

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

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26] 7 3 8 8 7 7 9
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 9 4 8 6 6 10 6
(26.75,27] 8 4 8 8 4 10 7
(27,27.25] 8 6 7 6 6 10 7
(27.25,27.5] 9 10 6 5 5 7 7
(27.5,27.75] 6 5 6 9 10 3 9
(27.75,27.85] 8 5 6 7 10 7 7
(27.85,27.95] 7 4 8 8 10 5 7
(27.95,28.05] 7 10 8 7 6 6 6
(28.05,28.1] 7 4 9 7 10 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 86.00 99.00 97.00 111.00 86.00 97.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 5 5 6 6 9 10 8
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 9 9 8 7 5 5 7
(26.75,27] 9 5 8 6 5 10 6
(27,27.25] 9 7 6 5 5 10 7
(27.25,27.5] 9 10 4 5 4 10 5
(27.5,27.75] 7 7 8 7 10 4 6
(27.75,27.85] 8 5 5 6 10 9 6
(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 108.00 98.00 96.00 90.00 111.00 90.00 92.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 8 4 8 8 10 4 7
(26,26.5] 8 7 7 7 7 6 8
(26.5,26.75] 8 9 8 8 5 5 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 8 8 5 7 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 7 7 2 9
(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] 5 4 6 8 10 8 7
total 105.00 89.00 102.00 105.00 99.00 83.00 97.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 9 6 7 6 10 3 7
(26,26.5] 8 6 7 7 6 8 8
(26.5,26.75] 7 5 7 8 5 10 8
(26.75,27] 6 10 6 8 6 5 8
(27,27.25] 6 10 6 8 5 6 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 8 7 10 4 6
(27.85,27.95] 9 7 6 7 9 4 7
(27.95,28.05] 9 7 7 8 8 4 7
(28.05,28.1] 5 4 6 5 9 10 9
(28.1,28.2] 5 5 8 6 9 10 6
(28.2,28.3] 6 5 8 6 9 10 5
(28.3, Inf] 6 5 6 9 8 8 7
total 99.00 87.00 97.00 98.00 107.00 99.00 100.00

6.4 RMSE alternatives

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

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

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

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

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

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

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

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

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

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