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1 Required data

Required are:

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

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

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

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

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

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

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

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

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

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

3 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 112

4 Fit all models

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

  • cstar_tref

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

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

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

5 Prepare coeffcients

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

5.1 Formatting

# lm_all_fitted <- lm_all_fitted_1

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

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

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

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

5.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

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

5.3 VIF threshold

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

  • 3^{8}

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

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

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

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

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

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

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

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab n_predictors model nr_obs rmse aic vif_max resid_max eras rmse_sum rmse_lag aic_sum vif_max_sum rank rank_sum
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 113 0.9581834 325.0263 1.541668e+01 2.862735 1982-1999 –> 2000-2009 2.3714454 1.4132619 1080.2587 2.862727e+01 7 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 113 0.9598861 325.4275 3.694294e+01 2.881761 1982-1999 –> 2000-2009 2.3715160 1.4116299 1080.1746 7.162485e+01 9 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 113 0.9564860 324.6256 1.529133e+01 2.842963 1982-1999 –> 2000-2009 2.3717095 1.4152235 1080.4405 2.912170e+01 4 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 113 0.9687982 327.5161 1.311613e+02 2.959212 1982-1999 –> 2000-2009 2.3752417 1.4064436 1080.7173 2.574393e+02 12 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 113 0.9468314 322.3328 3.518971e+04 2.622937 1982-1999 –> 2000-2009 2.3824248 1.4355934 1084.1498 6.534973e+04 1 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 113 0.9553211 324.3501 1.231813e+01 2.863635 1982-1999 –> 2000-2009 2.3892801 1.4339590 1085.6888 2.338671e+01 3 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 113 0.9538329 323.9978 8.778707e+00 2.844512 1982-1999 –> 2000-2009 2.3892963 1.4354633 1085.7768 1.712126e+01 2 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 113 0.9570879 324.7677 2.717663e+01 2.886234 1982-1999 –> 2000-2009 2.3895291 1.4324411 1085.6616 5.189376e+01 5 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 113 0.9657475 326.8034 8.938907e+01 2.971850 1982-1999 –> 2000-2009 2.3927631 1.4270156 1086.1034 1.876793e+02 11 16
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 113 0.9577775 322.9305 6.707043e+00 2.898957 1982-1999 –> 2000-2009 2.4019721 1.4441946 1085.2565 1.202029e+01 6 19
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 101 1.2710158 349.0685 3.893979e+04 5.092909 2000-2009 –> 2010-2019 2.2178471 0.9468314 671.4013 7.412949e+04 2 3
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 101 1.2904691 352.1368 8.556494e+01 5.271865 2000-2009 –> 2010-2019 2.2562167 0.9657475 678.9401 1.749540e+02 3 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 101 1.3014764 353.8524 1.106710e+01 5.396490 2000-2009 –> 2010-2019 2.2567974 0.9553211 678.2026 2.338523e+01 8 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 101 1.2997958 353.5914 2.417337e+01 5.379608 2000-2009 –> 2010-2019 2.2568837 0.9570879 678.3592 5.135001e+01 6 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 101 1.3037700 354.2081 8.399124e+00 5.412053 2000-2009 –> 2010-2019 2.2576029 0.9538329 678.2059 1.717783e+01 10 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 101 1.2911514 352.2435 1.116158e+02 4.916365 2000-2009 –> 2010-2019 2.2599496 0.9687982 679.7597 2.427771e+02 4 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 101 1.3002400 353.6605 3.338254e+01 5.013236 2000-2009 –> 2010-2019 2.2601261 0.9598861 679.0880 7.032548e+01 7 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 101 1.3024499 354.0035 1.174932e+01 5.034973 2000-2009 –> 2010-2019 2.2606333 0.9581834 679.0298 2.716600e+01 9 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 101 1.3047073 354.3533 1.258197e+01 5.055996 2000-2009 –> 2010-2019 2.2611932 0.9564860 678.9788 2.787331e+01 12 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 101 1.2194024 340.6945 7.443499e+01 4.085197 2000-2009 –> 2010-2019 2.2621775 1.0427750 684.8407 1.772981e+02 1 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 834 3.0508685 4241.3205 3.586365e+02 10.441545 1982-1999 –> 2000-2009 6.2460523 3.1951839 11976.4254 7.268272e+02 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 834 3.0904004 4262.7950 5.500324e+01 9.916976 1982-1999 –> 2000-2009 6.3910857 3.3006853 12095.0963 1.068809e+02 2 4
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 834 3.1478295 4293.5070 1.399977e+01 10.417293 1982-1999 –> 2000-2009 6.4630646 3.3152351 12138.9686 2.869262e+01 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 834 3.1515131 4295.4578 1.419245e+01 10.427482 1982-1999 –> 2000-2009 6.4718976 3.3203846 12145.5631 2.908782e+01 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 834 3.1729000 4306.7390 1.426564e+01 10.445085 1982-1999 –> 2000-2009 6.5189798 3.3460798 12179.9091 2.922119e+01 5 10
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 834 3.2077884 4322.9798 1.321276e+01 10.627770 1982-1999 –> 2000-2009 6.6120999 3.4043115 12245.7717 2.683367e+01 6 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 834 3.2989460 4371.7193 3.623680e+02 11.155999 1982-1999 –> 2000-2009 6.6566769 3.3577309 12255.2896 7.362179e+02 7 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 834 3.3815716 4412.9815 1.397362e+01 11.109737 1982-1999 –> 2000-2009 6.8440233 3.4624517 12388.4406 2.870909e+01 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 834 3.3916376 4417.9393 1.416938e+01 11.117892 1982-1999 –> 2000-2009 6.8665480 3.4749104 12404.1450 2.909750e+01 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 834 3.3935833 4418.8960 1.421668e+01 11.126935 1982-1999 –> 2000-2009 6.8728572 3.4792739 12408.8563 2.919907e+01 10 20
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 830 3.2567039 4329.4259 3.689457e+02 10.403987 2000-2009 –> 2010-2019 6.3075723 3.0508685 8570.7464 7.275823e+02 2 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 830 3.2493386 4325.6674 6.147271e+01 9.882490 2000-2009 –> 2010-2019 6.3397390 3.0904004 8588.4624 1.164759e+02 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 830 3.3333730 4368.0526 1.855802e+01 10.522139 2000-2009 –> 2010-2019 6.4812025 3.1478295 8661.5596 3.255779e+01 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 830 3.3361511 4369.4355 1.306343e+01 10.526177 2000-2009 –> 2010-2019 6.4876642 3.1515131 8664.8933 2.725588e+01 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 830 3.3516321 4377.1207 1.414022e+01 10.534293 2000-2009 –> 2010-2019 6.5245321 3.1729000 8683.8597 2.840586e+01 5 10
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 830 3.3842360 4391.1907 1.197837e+01 10.522036 2000-2009 –> 2010-2019 6.5920244 3.2077884 8714.1706 2.519114e+01 6 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 830 3.5544334 4474.6428 3.717280e+02 10.983336 2000-2009 –> 2010-2019 6.8533794 3.2989460 8846.3621 7.340960e+02 7 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 830 3.6296380 4509.3986 1.557753e+01 11.067981 2000-2009 –> 2010-2019 7.0112096 3.3815716 8922.3802 2.955115e+01 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 830 3.6376538 4513.0606 1.295641e+01 11.067656 2000-2009 –> 2010-2019 7.0292914 3.3916376 8930.9999 2.712579e+01 10 19
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 830 3.6378702 4513.1593 1.299489e+01 11.070042 2000-2009 –> 2010-2019 7.0314535 3.3935833 8932.0553 2.721156e+01 11 21
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1045 3.1874863 5402.3777 8.971790e+04 10.303061 1982-1999 –> 2000-2009 6.2341599 3.0466736 14788.4366 1.760785e+05 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1045 3.2008789 5411.1407 4.284108e+02 10.114709 1982-1999 –> 2000-2009 6.2941535 3.0932746 14853.3652 9.089945e+02 2 4
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1045 3.2487666 5442.1771 2.357438e+03 10.676034 1982-1999 –> 2000-2009 6.3660384 3.1172718 14912.9950 4.827208e+03 3 6
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1045 3.2634593 5451.6079 3.439429e+01 10.674250 1982-1999 –> 2000-2009 6.4011005 3.1376412 14946.5244 7.215446e+01 6 10
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1045 3.2571993 5447.5951 5.171974e+01 10.450126 1982-1999 –> 2000-2009 6.4128151 3.1556158 14963.6471 1.056398e+02 5 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1045 3.2498538 5442.8764 5.307637e+01 9.358616 1982-1999 –> 2000-2009 6.4165025 3.1666487 14971.8423 1.091991e+02 4 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1045 3.2820542 5463.4828 2.765932e+01 10.744677 1982-1999 –> 2000-2009 6.4417576 3.1597034 14984.3246 5.576237e+01 7 13
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1045 3.2870475 5466.6601 2.775427e+01 10.758895 1982-1999 –> 2000-2009 6.4535566 3.1665091 14995.4628 5.594484e+01 9 16
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1045 3.2839017 5464.6590 5.161255e+01 10.753490 1982-1999 –> 2000-2009 6.4698340 3.1859323 15016.0879 1.053947e+02 8 18
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 1045 3.2974280 5471.2499 3.340914e+01 10.283491 1982-1999 –> 2000-2009 6.4882821 3.1908541 15026.3904 7.013842e+01 10 21
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1031 3.2785521 5388.2740 7.282200e+04 12.784984 2000-2009 –> 2010-2019 6.4660384 3.1874863 10790.6517 1.625399e+05 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1031 3.3484464 5431.7710 3.631075e+02 12.103790 2000-2009 –> 2010-2019 6.5493253 3.2008789 10842.9116 7.915183e+02 5 7
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1031 3.3208574 5414.7111 2.166659e+03 13.325819 2000-2009 –> 2010-2019 6.5696240 3.2487666 10856.8882 4.524096e+03 2 5
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1031 3.3445619 5429.3775 5.735899e+01 12.296030 2000-2009 –> 2010-2019 6.5944156 3.2498538 10872.2539 1.104354e+02 4 8
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1031 3.3327516 5422.0833 2.966995e+01 13.303585 2000-2009 –> 2010-2019 6.5962108 3.2634593 10873.6912 6.406424e+01 3 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1031 3.3504917 5433.0301 2.755744e+01 13.357895 2000-2009 –> 2010-2019 6.6325458 3.2820542 10896.5129 5.521676e+01 6 13
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1031 3.3551129 5435.8722 2.766580e+01 13.367287 2000-2009 –> 2010-2019 6.6421603 3.2870475 10902.5323 5.542007e+01 7 16
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 1031 3.3561313 5434.4980 2.842795e+01 12.984726 2000-2009 –> 2010-2019 6.6535594 3.2974280 10905.7480 6.183709e+01 8 18
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1031 3.4064016 5467.1550 5.496940e+01 12.134439 2000-2009 –> 2010-2019 6.6636009 3.2571993 10914.7500 1.066891e+02 9 14
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1031 3.4344049 5484.0369 5.476538e+01 12.130918 2000-2009 –> 2010-2019 6.7183067 3.2839017 10948.6959 1.063779e+02 11 19
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1793 1.7135289 7033.5715 8.352685e+04 12.965523 1982-1999 –> 2000-2009 3.3399416 1.6264127 19283.5066 1.620626e+05 1 2
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1793 1.9799684 7551.8416 4.444945e+02 13.442355 1982-1999 –> 2000-2009 3.7125827 1.7326143 20207.9980 8.974824e+02 3 5
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1793 1.9566613 7509.3789 2.911904e+03 14.849677 1982-1999 –> 2000-2009 3.7176762 1.7610148 20269.9493 5.659107e+03 2 5
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1793 2.0208655 7623.1573 4.130052e+02 15.544628 1982-1999 –> 2000-2009 3.7903485 1.7694831 20412.5355 8.348164e+02 5 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1793 2.0080058 7602.2652 3.379443e+01 14.827934 1982-1999 –> 2000-2009 3.8433875 1.8353817 20628.4637 6.838562e+01 4 10
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1793 2.0441143 7666.1767 2.242682e+01 14.934209 1982-1999 –> 2000-2009 3.9185184 1.8744041 20827.4833 4.501136e+01 6 13
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1793 2.0992605 7761.6378 7.767184e+01 13.717936 1982-1999 –> 2000-2009 3.9335693 1.8343089 20784.0815 1.369834e+02 10 15
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1793 2.0573318 7689.2894 2.293375e+01 14.963781 1982-1999 –> 2000-2009 3.9461461 1.8888143 20899.7790 4.600574e+01 7 17
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1793 2.1430575 7835.6832 7.734218e+01 13.724833 1982-1999 –> 2000-2009 4.0209311 1.8778735 21008.8658 1.364578e+02 11 20
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 1793 2.1479824 7841.9146 3.363968e+01 16.088912 1982-1999 –> 2000-2009 4.0258504 1.8778679 21013.0779 6.770265e+01 12 20
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1790 2.1651205 7859.2642 8.773513e+04 13.840540 2000-2009 –> 2010-2019 3.8786494 1.7135289 14892.8356 1.712620e+05 1 2
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1790 2.3997767 8227.6449 3.140232e+03 17.131118 2000-2009 –> 2010-2019 4.3564380 1.9566613 15737.0237 6.052136e+03 2 4
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1790 2.4269802 8267.9989 5.086969e+02 15.835492 2000-2009 –> 2010-2019 4.4069486 1.9799684 15819.8405 9.531913e+02 3 6
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1790 2.4282334 8269.8471 3.650692e+01 17.141536 2000-2009 –> 2010-2019 4.4362392 2.0080058 15872.1122 7.030136e+01 4 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1790 2.4565627 8311.3718 2.316349e+01 17.306613 2000-2009 –> 2010-2019 4.5006770 2.0441143 15977.5485 4.559031e+01 7 13
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1790 2.4665097 8325.8385 2.363624e+01 17.347247 2000-2009 –> 2010-2019 4.5238414 2.0573318 16015.1279 4.656998e+01 8 15
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1790 2.5132473 8391.0409 4.681384e+02 17.862019 2000-2009 –> 2010-2019 4.5341128 2.0208655 16014.1982 8.811436e+02 9 14
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1790 2.4422170 8290.4042 9.037782e+01 16.008708 2000-2009 –> 2010-2019 4.5344490 2.0922320 16040.0157 1.715053e+02 5 13
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 1790 2.4522074 8303.0191 3.420620e+01 16.689823 2000-2009 –> 2010-2019 4.5451844 2.0929770 16051.9073 6.688830e+01 6 15
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1790 2.5339475 8422.4065 8.494862e+01 16.327937 2000-2009 –> 2010-2019 4.6332079 2.0992605 16184.0443 1.626205e+02 10 20
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1521 1.9169904 6310.0122 1.134851e+03 7.903797 1982-1999 –> 2000-2009 3.5317872 1.6147968 16760.0281 2.315808e+03 2 3
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1521 1.9202776 6315.2240 4.435165e+01 7.874516 1982-1999 –> 2000-2009 3.5389559 1.6186783 16778.4396 9.247723e+01 3 5
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1521 1.8536066 6207.7303 1.240287e+02 7.182399 1982-1999 –> 2000-2009 3.5856924 1.7320859 17043.2509 2.691513e+02 1 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1521 1.9531256 6366.8200 2.006384e+01 7.791170 1982-1999 –> 2000-2009 3.5952684 1.6421429 16909.1631 3.754494e+01 5 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1521 1.9635561 6383.0223 2.001950e+01 7.767825 1982-1999 –> 2000-2009 3.6136289 1.6500729 16951.8517 3.746169e+01 6 10
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1521 1.9336949 6334.4050 4.061930e+01 8.205386 1982-1999 –> 2000-2009 3.6964617 1.7627669 17264.4609 8.539345e+01 4 13
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1521 2.2371568 6779.8470 3.536910e+02 16.665376 1982-1999 –> 2000-2009 3.9229590 1.6858022 17466.4550 7.938622e+02 11 16
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1521 2.2304407 6770.7009 1.115833e+02 15.298008 1982-1999 –> 2000-2009 3.9369120 1.7064714 17524.3086 2.342308e+02 10 16
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1521 2.2495660 6796.6740 1.095436e+02 15.802255 1982-1999 –> 2000-2009 3.9761755 1.7266095 17614.7838 2.302566e+02 13 20
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1521 2.1461251 6653.4768 1.913400e+01 11.867062 1982-1999 –> 2000-2009 4.0392833 1.8931582 17977.8797 3.579282e+01 8 19
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1599 2.1307919 6971.0322 1.515700e+02 9.847424 2000-2009 –> 2010-2019 3.9843985 1.8536066 13178.7626 2.755988e+02 1 2
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1599 2.2611932 7160.9901 1.293486e+03 12.198244 2000-2009 –> 2010-2019 4.1781836 1.9169904 13471.0022 2.428337e+03 3 5
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1599 2.2609474 7160.6425 3.832398e+01 12.043010 2000-2009 –> 2010-2019 4.1812250 1.9202776 13475.8665 8.267564e+01 2 5
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1599 2.2612540 7159.0761 3.662536e+01 12.150454 2000-2009 –> 2010-2019 4.1949489 1.9336949 13493.4811 7.724466e+01 4 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1599 2.2783778 7185.2023 1.605799e+01 12.051790 2000-2009 –> 2010-2019 4.2315034 1.9531256 13552.0223 3.612183e+01 6 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1599 2.2815088 7189.5941 1.602821e+01 12.039441 2000-2009 –> 2010-2019 4.2450649 1.9635561 13572.6164 3.604771e+01 7 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1599 2.2680449 7170.6658 1.767771e+02 11.075864 2000-2009 –> 2010-2019 4.3771663 2.1091214 13771.2346 3.102367e+02 5 12
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1599 2.3913363 7339.9492 1.547569e+01 12.907510 2000-2009 –> 2010-2019 4.5374615 2.1461251 13993.4260 3.460969e+01 10 18
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1599 2.3652866 7302.9211 8.603204e+00 13.339700 2000-2009 –> 2010-2019 4.5509326 2.1856460 14009.9067 1.824955e+01 8 17
Atlantic (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1599 2.3717268 7313.6168 1.383930e+02 12.723673 2000-2009 –> 2010-2019 4.6162834 2.2445565 14103.5090 2.548295e+02 9 21
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1623 2.1362375 7083.7381 7.371207e+02 18.397573 1982-1999 –> 2000-2009 3.8212426 1.6850052 18578.9616 1.512702e+03 1 3
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1623 2.1948967 7171.6686 2.482849e+01 12.522659 1982-1999 –> 2000-2009 3.8613918 1.6664951 18601.5444 5.070585e+01 3 4
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1623 2.1828209 7153.7606 3.003113e+02 14.439598 1982-1999 –> 2000-2009 3.8702549 1.6874339 18657.5054 6.258684e+02 2 5
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1623 2.2092904 7192.8857 3.141190e+02 12.813214 1982-1999 –> 2000-2009 3.9008884 1.6915980 18711.2113 6.530506e+02 4 8
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1623 2.3761154 7427.1802 2.452728e+01 11.416474 1982-1999 –> 2000-2009 4.0772981 1.7011827 18976.9318 5.015093e+01 6 11
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1623 2.2999666 7323.4503 3.668052e+02 9.267053 1982-1999 –> 2000-2009 4.0780346 1.7780680 19136.7107 7.636521e+02 5 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1623 2.4668267 7550.7937 4.430870e+02 13.163288 1982-1999 –> 2000-2009 4.9273949 2.4605682 21285.9549 9.257272e+02 7 30
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1623 2.6150822 7740.2397 4.510667e+02 14.513887 1982-1999 –> 2000-2009 5.0118589 2.3967767 21320.0024 9.597526e+02 8 25
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1623 2.8886753 8063.2249 7.656458e+02 21.141825 1982-1999 –> 2000-2009 5.0772649 2.1885896 21105.4156 1.484960e+03 11 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1623 2.9273905 8106.4401 2.612015e+01 22.007987 1982-1999 –> 2000-2009 5.1486583 2.2212678 21236.3106 5.362021e+01 12 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1627 2.6502039 7802.6934 2.540558e+01 12.199564 2000-2009 –> 2010-2019 4.8451006 2.1948967 14974.3620 5.023407e+01 1 4
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1627 2.7647435 7940.3743 7.177857e+02 19.448103 2000-2009 –> 2010-2019 4.9009809 2.1362375 15024.1124 1.454906e+03 5 6
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1627 2.7349882 7905.1636 2.986895e+02 15.908577 2000-2009 –> 2010-2019 4.9178091 2.1828209 15058.9242 5.990008e+02 4 6
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1627 2.7331663 7902.9953 3.335006e+02 13.389116 2000-2009 –> 2010-2019 4.9424567 2.2092904 15095.8810 6.476196e+02 3 7
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1627 2.7704538 7947.0882 3.879461e+02 10.842215 2000-2009 –> 2010-2019 5.0704204 2.2999666 15270.5385 7.547513e+02 6 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1627 2.7215266 7889.1079 4.300859e+02 14.275922 2000-2009 –> 2010-2019 5.1883533 2.4668267 15439.9016 8.731729e+02 2 9
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1627 3.0102815 8215.2433 2.520237e+01 11.718990 2000-2009 –> 2010-2019 5.3863969 2.3761154 15642.4236 4.972965e+01 10 16
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1627 2.8231209 8008.3670 4.666396e+02 13.732710 2000-2009 –> 2010-2019 5.4382031 2.6150822 15748.6068 9.177064e+02 7 15
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1627 2.8236915 8007.0247 2.533659e+01 13.418791 2000-2009 –> 2010-2019 5.4548753 2.6311837 15765.1894 5.003628e+01 8 17
Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1627 2.9842479 8186.9796 8.209017e+01 18.848278 2000-2009 –> 2010-2019 5.6474368 2.6631889 15984.3897 1.779813e+02 9 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2012 2.3233223 9116.0334 1.570926e+01 14.422934 1982-1999 –> 2000-2009 4.2681404 1.9448181 24902.5551 3.188822e+01 5 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2012 2.3230882 9115.6279 1.594333e+01 14.138536 1982-1999 –> 2000-2009 4.2789291 1.9558409 24944.9222 3.243791e+01 4 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2012 2.3222016 9114.0918 1.574238e+01 14.115178 1982-1999 –> 2000-2009 4.2791927 1.9569911 24947.8356 3.187718e+01 3 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2012 2.3220436 9113.8180 1.607970e+01 14.112211 1982-1999 –> 2000-2009 4.2806015 1.9585580 24953.6186 3.282073e+01 2 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2012 2.3366553 9139.0602 4.174358e+02 14.490671 1982-1999 –> 2000-2009 4.3108064 1.9741511 25038.8749 8.231470e+02 7 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2012 2.3241426 9115.4538 1.572050e+01 14.250805 1982-1999 –> 2000-2009 4.3385941 2.0144515 25166.2063 3.185335e+01 6 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2012 2.3030045 9080.6882 1.370384e+03 16.622027 1982-1999 –> 2000-2009 4.4788603 2.1758557 25716.7449 2.687805e+03 1 15
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2012 2.4564383 9340.2276 1.163995e+03 18.538169 1982-1999 –> 2000-2009 4.4912073 2.0347690 25468.9277 2.248242e+03 10 17
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2012 2.4564330 9340.2189 1.160477e+03 18.540038 1982-1999 –> 2000-2009 4.4987707 2.0423377 25497.0172 2.240289e+03 9 17
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2012 2.4777136 9374.9295 1.226174e+03 18.217032 1982-1999 –> 2000-2009 4.5438430 2.0661294 25619.3799 2.373949e+03 12 21
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2077 2.6555052 9965.2121 1.317391e+03 16.423177 2000-2009 –> 2010-2019 4.9585097 2.3030045 19045.9003 2.687775e+03 1 2
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2077 2.7388071 10093.5190 1.563538e+01 13.953546 2000-2009 –> 2010-2019 5.0621294 2.3233223 19209.5523 3.134464e+01 2 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2077 2.7447420 10102.5108 1.569802e+01 13.993389 2000-2009 –> 2010-2019 5.0667855 2.3220436 19216.3287 3.177772e+01 5 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2077 2.7461794 10104.6856 1.569014e+01 13.999837 2000-2009 –> 2010-2019 5.0683809 2.3222016 19218.7774 3.143253e+01 6 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2077 2.7393928 10094.4072 4.020064e+02 13.975283 2000-2009 –> 2010-2019 5.0760481 2.3366553 19233.4674 8.194422e+02 3 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2077 2.7568263 10120.7594 1.586766e+01 13.868828 2000-2009 –> 2010-2019 5.0799145 2.3230882 19236.3873 3.181099e+01 7 11
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2077 2.8460557 10251.0807 1.567621e+01 14.527045 2000-2009 –> 2010-2019 5.1701982 2.3241426 19366.5346 3.139671e+01 12 18
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2077 2.7405216 10094.1186 1.203684e+01 14.070518 2000-2009 –> 2010-2019 5.1705376 2.4300160 19388.8282 2.546621e+01 4 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2077 2.8194505 10214.0662 1.133071e+03 18.705896 2000-2009 –> 2010-2019 5.2758888 2.4564383 19554.2938 2.297066e+03 8 18
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2077 2.8244480 10221.4227 1.131739e+03 18.554065 2000-2009 –> 2010-2019 5.2808810 2.4564330 19561.6416 2.292216e+03 9 18
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 725 1.8446032 2959.2439 1.661533e+03 11.584456 1982-1999 –> 2000-2009 3.3479648 1.5033616 7864.9918 3.124148e+03 4 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 725 1.8623740 2973.1463 1.173218e+03 11.687397 1982-1999 –> 2000-2009 3.3731505 1.5107766 7892.0702 2.263520e+03 9 11
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 725 1.7845790 2911.2756 1.424171e+03 12.143051 1982-1999 –> 2000-2009 3.3774083 1.5928293 7971.8337 2.784116e+03 1 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 725 1.8263772 2944.8457 4.367846e+04 10.737868 1982-1999 –> 2000-2009 3.3993744 1.5729972 7971.8511 8.175164e+04 3 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 725 1.8071758 2929.5206 4.990977e+01 12.202598 1982-1999 –> 2000-2009 3.4294753 1.6222994 8039.1737 9.685052e+01 2 10
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 725 1.9027522 3004.2478 1.323917e+03 12.046929 1982-1999 –> 2000-2009 3.4324916 1.5297395 7956.5762 2.587302e+03 11 14
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 725 1.8590928 2970.5894 4.496530e+03 11.085514 1982-1999 –> 2000-2009 3.4650068 1.6059140 8053.0567 1.022893e+04 8 15
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 725 1.8491142 2962.7856 5.853005e+01 12.321970 1982-1999 –> 2000-2009 3.5083394 1.6592252 8132.7103 1.131088e+02 5 15
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 725 1.8502360 2963.6650 5.497516e+01 12.389034 1982-1999 –> 2000-2009 3.5182040 1.6679681 8147.6637 1.068744e+02 6 17
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 725 1.8539317 2966.5584 5.921162e+01 12.404758 1982-1999 –> 2000-2009 3.5257567 1.6718249 8156.7423 1.142345e+02 7 19
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 760 1.7583530 3028.6404 1.605935e+03 12.571893 2000-2009 –> 2010-2019 3.6029561 1.8446032 5987.8844 3.267469e+03 1 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 760 1.8410881 3098.5288 1.308465e+03 11.966724 2000-2009 –> 2010-2019 3.6256671 1.7845790 6009.8044 2.732636e+03 6 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 760 1.7676863 3036.6872 1.185571e+03 12.804567 2000-2009 –> 2010-2019 3.6300602 1.8623740 6009.8335 2.358789e+03 2 11
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 760 1.7889217 3054.8384 4.992707e+03 11.579114 2000-2009 –> 2010-2019 3.6480146 1.8590928 6025.4278 9.489236e+03 3 11
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 760 1.8669504 3119.7321 4.604910e+01 12.011839 2000-2009 –> 2010-2019 3.6741262 1.8071758 6049.2527 9.595888e+01 7 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 760 1.7926263 3057.9828 1.338836e+03 13.333170 2000-2009 –> 2010-2019 3.6953785 1.9027522 6062.2307 2.662753e+03 4 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 760 1.8053284 3066.7152 1.138937e+03 12.813628 2000-2009 –> 2010-2019 3.7182898 1.9129614 6076.7222 2.248342e+03 5 17
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 760 1.9038305 3149.4658 5.313912e+01 12.138642 2000-2009 –> 2010-2019 3.7529447 1.8491142 6112.2514 1.116692e+02 9 14
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 760 1.9120361 3156.0030 4.985549e+01 12.200441 2000-2009 –> 2010-2019 3.7622721 1.8502360 6119.6680 1.048307e+02 10 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 760 1.9160228 3159.1690 5.376085e+01 12.219491 2000-2009 –> 2010-2019 3.7699546 1.8539317 6125.7274 1.129725e+02 11 18
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 711 3.1219213 3650.6045 2.102257e+03 18.494609 1982-1999 –> 2000-2009 6.1047053 2.9827840 10305.7922 4.129597e+03 2 3
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 711 3.1212103 3650.2806 1.744695e+03 18.507093 1982-1999 –> 2000-2009 6.1063864 2.9851761 10307.5878 3.575027e+03 1 3
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 711 3.1234390 3651.2956 1.548434e+03 18.552057 1982-1999 –> 2000-2009 6.1159577 2.9925187 10315.0983 3.129865e+03 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 711 3.1317912 3655.0931 2.025412e+03 18.592429 1982-1999 –> 2000-2009 6.1371189 3.0053277 10330.1888 4.118676e+03 4 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 711 3.1415432 3659.5141 1.186620e+03 18.792615 1982-1999 –> 2000-2009 6.1648674 3.0233242 10350.3954 2.586949e+03 6 11
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 711 3.1420898 3659.7615 5.710245e+04 18.772101 1982-1999 –> 2000-2009 6.1654597 3.0233699 10350.6827 1.143617e+05 7 13
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 711 3.1420900 3657.7616 1.079262e+03 18.772399 1982-1999 –> 2000-2009 6.1654862 3.0233962 10346.7058 2.318906e+03 8 15
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 711 3.1415130 3659.5004 8.932487e+01 18.821665 1982-1999 –> 2000-2009 6.1661213 3.0246083 10351.5045 1.845707e+02 5 13
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 711 3.1441697 3660.7025 3.296333e+01 18.889948 1982-1999 –> 2000-2009 6.1720222 3.0278525 10355.5409 6.924871e+01 9 19
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 711 3.1471035 3660.0287 8.333046e+01 18.755881 1982-1999 –> 2000-2009 6.1740065 3.0269030 10352.0379 1.672542e+02 10 19
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 761 3.2540408 3969.4285 1.595517e+03 28.015468 2000-2009 –> 2010-2019 6.3752511 3.1212103 7619.7091 3.340212e+03 2 3
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 761 3.2536168 3969.2302 1.952585e+03 28.373160 2000-2009 –> 2010-2019 6.3755381 3.1219213 7619.8347 4.054842e+03 1 3
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 761 3.2585209 3971.5226 1.413024e+03 27.782335 2000-2009 –> 2010-2019 6.3819599 3.1234390 7622.8182 2.961457e+03 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 761 3.2660366 3975.0289 2.147178e+03 27.582692 2000-2009 –> 2010-2019 6.3978278 3.1317912 7630.1220 4.172590e+03 4 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 761 3.3965128 4034.6488 5.661227e+04 27.801306 2000-2009 –> 2010-2019 6.5386026 3.1420898 7694.4103 1.137147e+05 5 12
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 761 3.4009095 4036.6178 1.259941e+03 28.944869 2000-2009 –> 2010-2019 6.5424528 3.1415432 7696.1319 2.446561e+03 6 12
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 761 3.4135335 4042.2568 8.155940e+01 29.960187 2000-2009 –> 2010-2019 6.5550464 3.1415130 7701.7573 1.708843e+02 7 12
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 761 3.4181010 4044.2920 3.371099e+01 29.323679 2000-2009 –> 2010-2019 6.5622707 3.1441697 7704.9945 6.667432e+01 8 17
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 761 3.4373631 4052.8449 3.821295e+01 29.577620 2000-2009 –> 2010-2019 6.5903127 3.1529496 7717.5127 7.635881e+01 10 22
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 761 3.4408465 4054.3865 8.592139e+01 29.551289 2000-2009 –> 2010-2019 6.5958327 3.1549862 7719.9725 1.789073e+02 11 24
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 948 3.5892036 5127.2634 5.581502e+03 26.948731 1982-1999 –> 2000-2009 7.7932193 4.2040157 14699.7321 9.114904e+03 1 3
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 948 3.7661402 5218.4995 2.110009e+05 20.467969 1982-1999 –> 2000-2009 7.9304371 4.1642970 14759.1866 4.198057e+05 6 7
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 948 3.7402540 5205.4225 2.032823e+03 23.897341 1982-1999 –> 2000-2009 7.9846809 4.2444269 14809.9203 3.606063e+03 5 8
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 948 3.6829489 5176.1488 5.117308e+03 27.092229 1982-1999 –> 2000-2009 7.9913896 4.3084406 14830.7636 8.534636e+03 2 6
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 948 3.6888425 5179.1804 4.428577e+03 27.235273 1982-1999 –> 2000-2009 8.0082490 4.3194065 14842.3057 7.356987e+03 3 8
Atlantic (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 948 3.7240071 5197.1688 3.787631e+03 27.735426 1982-1999 –> 2000-2009 8.0882001 4.3641930 14894.8296 6.436193e+03 4 12
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 948 3.7740768 5222.4909 4.311690e+03 31.429513 1982-1999 –> 2000-2009 8.1179621 4.3438852 14904.5362 7.262192e+03 7 13
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 948 3.7916947 5231.3210 4.539037e+03 32.233923 1982-1999 –> 2000-2009 8.1804735 4.3887788 14947.7900 7.755601e+03 9 19
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 948 3.8374928 5254.0847 1.568768e+03 24.878171 1982-1999 –> 2000-2009 8.1976932 4.3602005 14948.6813 2.836722e+03 11 18
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 948 3.8538774 5262.1627 1.482907e+03 25.057865 1982-1999 –> 2000-2009 8.2362696 4.3823922 14973.7561 2.689258e+03 12 21
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 920 3.5830135 4973.0626 3.960029e+03 27.230571 2000-2009 –> 2010-2019 7.1722171 3.5892036 10100.3260 9.541531e+03 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 920 3.6708608 5017.6311 3.568500e+03 28.148436 2000-2009 –> 2010-2019 7.3538098 3.6829489 10193.7799 8.685808e+03 3 5
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 920 3.6750388 5019.7241 3.063882e+03 28.248089 2000-2009 –> 2010-2019 7.3638814 3.6888425 10198.9045 7.492458e+03 4 7
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 920 3.6495168 5006.9013 2.119120e+03 32.801279 2000-2009 –> 2010-2019 7.4307489 3.7812321 10232.9834 4.955998e+03 2 10
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 920 3.6907499 5027.5735 1.759016e+03 25.730225 2000-2009 –> 2010-2019 7.4310039 3.7402540 10232.9960 3.791839e+03 5 10
Atlantic (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 920 3.7135833 5038.9219 2.735371e+03 28.761191 2000-2009 –> 2010-2019 7.4375904 3.7240071 10236.0906 6.523002e+03 9 13
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 920 3.6996216 5031.9911 3.076505e+03 31.976567 2000-2009 –> 2010-2019 7.4736984 3.7740768 10254.4820 7.388195e+03 6 13
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 920 3.7082407 5036.2728 3.352037e+03 32.464151 2000-2009 –> 2010-2019 7.4999354 3.7916947 10267.5938 7.891074e+03 7 16
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 920 3.7113618 5035.8208 1.820292e+03 32.870278 2000-2009 –> 2010-2019 7.5209746 3.8096127 10274.0805 4.346918e+03 8 18
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 920 3.8119013 5087.0026 2.227944e+05 20.924091 2000-2009 –> 2010-2019 7.5780414 3.7661402 10305.5021 4.337954e+05 10 16
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 606 0.9684153 1694.8552 5.742281e+05 8.076351 1982-1999 –> 2000-2009 1.8669788 0.8985635 4406.2875 1.131726e+06 1 2
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 606 0.9902614 1721.8924 1.284121e+06 12.705152 1982-1999 –> 2000-2009 1.9130405 0.9227791 4487.9988 2.518278e+06 2 8
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 606 0.9976846 1730.9439 1.290426e+06 11.639146 1982-1999 –> 2000-2009 1.9250369 0.9273524 4507.2146 2.566640e+06 3 13
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 606 1.0093772 1745.0657 3.996746e+03 7.070551 1982-1999 –> 2000-2009 1.9266769 0.9172997 4498.9274 8.993696e+03 4 6
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 606 1.0143900 1751.0699 3.902151e+03 6.943977 1982-1999 –> 2000-2009 1.9345366 0.9201466 4511.3026 8.006374e+03 5 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 606 1.0198299 1757.5522 1.848406e+03 7.035969 1982-1999 –> 2000-2009 1.9399112 0.9200813 4517.6388 4.121702e+03 7 10
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 606 1.0174288 1754.6952 3.924465e+03 6.899424 1982-1999 –> 2000-2009 1.9406203 0.9231915 4521.7203 8.000288e+03 6 13
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 606 1.0268724 1765.8929 7.729230e+01 6.869186 1982-1999 –> 2000-2009 1.9506794 0.9238071 4534.2883 1.615863e+02 9 17
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 606 1.0258032 1764.6304 4.586399e+03 6.809835 1982-1999 –> 2000-2009 1.9536198 0.9278166 4541.9299 9.189025e+03 8 20
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 606 1.0345469 1772.9174 1.727608e+03 7.765804 1982-1999 –> 2000-2009 1.9562143 0.9216674 4534.5453 3.920359e+03 11 16
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 572 0.8609627 1466.0042 1.225216e+06 2.825276 2000-2009 –> 2010-2019 1.8512240 0.9902614 3187.8966 2.509338e+06 1 3
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 572 0.9067123 1525.2337 5.623772e+05 3.437553 2000-2009 –> 2010-2019 1.8751275 0.9684153 3220.0889 1.136605e+06 3 4
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 572 0.8855674 1498.2392 1.226348e+06 3.234583 2000-2009 –> 2010-2019 1.8832520 0.9976846 3229.1831 2.516774e+06 2 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 572 0.9894897 1625.1783 4.068018e+03 3.805965 2000-2009 –> 2010-2019 1.9988670 1.0093772 3370.2441 8.064764e+03 5 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 572 0.9978376 1634.7892 3.817339e+03 3.814881 2000-2009 –> 2010-2019 2.0122276 1.0143900 3385.8591 7.719490e+03 6 11
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 572 0.9324508 1555.2556 5.615110e+05 3.754668 2000-2009 –> 2010-2019 2.0156894 1.0832385 3383.9148 1.135457e+06 4 22
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 572 1.0008003 1638.1809 3.784638e+03 3.819335 2000-2009 –> 2010-2019 2.0182291 1.0174288 3392.8761 7.709103e+03 7 13
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 572 1.0078631 1646.2259 1.964852e+03 4.184075 2000-2009 –> 2010-2019 2.0276930 1.0198299 3403.7780 3.813258e+03 8 15
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 572 1.0148442 1654.1226 4.618659e+03 3.852958 2000-2009 –> 2010-2019 2.0406474 1.0258032 3418.7530 9.205059e+03 9 17
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 572 1.0191044 1658.9149 9.131550e+01 4.242757 2000-2009 –> 2010-2019 2.0459767 1.0268724 3424.8078 1.686078e+02 10 19
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 724 0.6138268 1361.9374 1.575001e+06 2.018115 1982-1999 –> 2000-2009 1.1834034 0.5695766 3553.7961 3.206806e+06 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 724 0.6315640 1403.1859 1.654357e+06 1.833991 1982-1999 –> 2000-2009 1.2115343 0.5799703 3641.0492 3.281694e+06 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 724 0.7319351 1616.7551 2.152433e+03 2.303640 1982-1999 –> 2000-2009 1.3720108 0.6400757 4105.4814 4.303100e+03 3 6
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 724 0.7380623 1628.8262 5.803496e+03 2.255449 1982-1999 –> 2000-2009 1.3827702 0.6447079 4135.8970 1.185154e+04 4 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 724 0.7408408 1634.2670 1.257774e+02 2.300880 1982-1999 –> 2000-2009 1.3876603 0.6468196 4149.6567 2.517779e+02 5 10
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 724 0.7459084 1644.1381 2.943048e+03 2.262162 1982-1999 –> 2000-2009 1.3967930 0.6508846 4175.4659 5.948321e+03 8 14
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 724 0.7452686 1642.8956 1.600220e+02 2.301465 1982-1999 –> 2000-2009 1.3967946 0.6515261 4176.7293 3.151441e+02 7 14
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 724 0.7501754 1652.3979 9.624438e+01 2.310017 1982-1999 –> 2000-2009 1.4053455 0.6551702 4200.4210 1.951752e+02 11 19
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 724 0.7500606 1652.1764 2.795098e+03 2.268179 1982-1999 –> 2000-2009 1.4056263 0.6555657 4201.7347 5.656907e+03 10 20
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 724 0.7524527 1656.7869 3.078931e+03 2.269376 1982-1999 –> 2000-2009 1.4080554 0.6556028 4206.4892 6.230215e+03 12 23
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 695 0.5880769 1248.3770 1.666101e+06 1.913668 2000-2009 –> 2010-2019 1.2196409 0.6315640 2651.5629 3.320458e+06 1 3
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 695 0.6304500 1345.0877 1.776216e+06 1.996807 2000-2009 –> 2010-2019 1.2442767 0.6138268 2707.0251 3.351217e+06 2 3
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 695 0.7053273 1501.0848 8.688951e+05 2.146230 2000-2009 –> 2010-2019 1.4473751 0.7420479 3137.7092 1.715775e+06 3 9
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 695 0.7261940 1541.6106 1.910272e+03 2.148286 2000-2009 –> 2010-2019 1.4581290 0.7319351 3158.3657 4.062705e+03 6 9
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 695 0.7235352 1536.5120 5.080366e+03 2.143104 2000-2009 –> 2010-2019 1.4615974 0.7380623 3165.3382 1.088386e+04 5 9
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 695 0.7348176 1558.0198 1.390789e+02 2.144510 2000-2009 –> 2010-2019 1.4756584 0.7408408 3192.2868 2.648563e+02 10 15
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 695 0.7270294 1541.2087 1.892954e+03 2.148673 2000-2009 –> 2010-2019 1.4758953 0.7488659 3189.0768 4.038345e+03 7 16
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 695 0.7333456 1555.2324 2.778025e+03 2.139261 2000-2009 –> 2010-2019 1.4792539 0.7459084 3199.3706 5.721073e+03 8 16
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 695 0.7382813 1564.5563 1.439597e+02 2.143103 2000-2009 –> 2010-2019 1.4835499 0.7452686 3207.4519 3.039817e+02 14 21
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 695 0.7233899 1534.2329 7.163166e+05 2.355900 2000-2009 –> 2010-2019 1.4854888 0.7620989 3207.4648 1.398040e+06 4 21
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1161 0.5251468 1813.2275 8.904316e+05 11.376097 1982-1999 –> 2000-2009 0.9435211 0.4183743 4215.6828 1.738234e+06 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1161 0.6009318 2126.2414 5.321788e+02 6.735153 1982-1999 –> 2000-2009 1.1457462 0.5448144 5680.5644 1.144896e+03 2 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1161 0.6037780 2137.2134 5.368350e+03 6.192073 1982-1999 –> 2000-2009 1.1517573 0.5479793 5716.8026 1.102521e+04 3 6
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1161 0.6061443 2146.2957 1.189389e+03 6.039410 1982-1999 –> 2000-2009 1.1612735 0.5551292 5782.4310 2.518549e+03 4 10
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1161 0.6084933 2155.2769 1.166997e+03 6.106404 1982-1999 –> 2000-2009 1.1641676 0.5556742 5795.6931 2.470883e+03 6 13
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1161 0.6206636 2201.2602 1.810596e+02 6.565310 1982-1999 –> 2000-2009 1.1741322 0.5534686 5824.3275 4.082288e+02 9 13
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1161 0.6078135 2150.6812 4.615150e+02 5.824673 1982-1999 –> 2000-2009 1.1776954 0.5698819 5899.2247 1.029942e+03 5 19
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1161 0.6153821 2181.4167 1.163585e+03 6.123835 1982-1999 –> 2000-2009 1.1802250 0.5648429 5893.2187 2.462862e+03 7 18
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1161 0.6248042 2214.6994 9.114183e+01 7.498989 1982-1999 –> 2000-2009 1.1809039 0.5560997 5856.4541 2.193201e+02 10 18
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1161 0.6197576 2197.8683 1.468773e+03 6.749408 1982-1999 –> 2000-2009 1.1954669 0.5757093 5992.7890 2.771239e+03 8 24
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1182 0.3517057 898.0842 8.990111e+05 1.695732 2000-2009 –> 2010-2019 0.8768525 0.5251468 2711.3117 1.789443e+06 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1182 0.5926172 2131.5104 7.404179e+02 2.094105 2000-2009 –> 2010-2019 1.1935490 0.6009318 4257.7518 1.272597e+03 2 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1182 0.6121999 2208.3645 1.564423e+03 2.167326 2000-2009 –> 2010-2019 1.2319576 0.6197576 4406.2327 3.033196e+03 6 14
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1182 0.6305912 2278.3362 5.760252e+03 1.942415 2000-2009 –> 2010-2019 1.2343692 0.6037780 4415.5496 1.112860e+04 10 13
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1182 0.6375918 2304.4358 1.651709e+03 1.938150 2000-2009 –> 2010-2019 1.2437361 0.6061443 4450.7316 2.841098e+03 12 16
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1182 0.6388653 2309.1530 1.631267e+03 1.957065 2000-2009 –> 2010-2019 1.2473586 0.6084933 4464.4298 2.798264e+03 13 19
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1182 0.6304387 2277.7646 3.312554e+02 2.161282 2000-2009 –> 2010-2019 1.2511024 0.6206636 4479.0248 5.123150e+02 9 18
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1182 0.6449811 2329.6755 7.265762e+02 2.130812 2000-2009 –> 2010-2019 1.2527945 0.6078135 4480.3567 1.188091e+03 16 21
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1182 0.6448325 2331.1308 1.625690e+03 1.986419 2000-2009 –> 2010-2019 1.2602146 0.6153821 4512.5476 2.789275e+03 15 22
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1182 0.6403159 2312.5147 1.340901e+02 1.999987 2000-2009 –> 2010-2019 1.2651202 0.6248042 4527.2141 2.252319e+02 14 24
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2128 0.3288599 1319.8046 9.114515e+02 2.239171 1982-1999 –> 2000-2009 0.6230195 0.2941597 2786.0994 1.857269e+03 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2128 0.3501726 1587.0581 4.046459e+02 2.014736 1982-1999 –> 2000-2009 0.6463729 0.2962003 3104.7591 7.209777e+02 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2128 0.3552014 1647.7436 4.484131e+02 2.214086 1982-1999 –> 2000-2009 0.6514527 0.2962512 3166.7239 7.670640e+02 3 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2128 0.3562517 1660.3087 1.216680e+03 2.216473 1982-1999 –> 2000-2009 0.6556642 0.2994125 3258.2177 2.265372e+03 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2128 0.3563545 1661.5370 4.163428e+02 2.214039 1982-1999 –> 2000-2009 0.6557723 0.2994178 3259.5768 7.152890e+02 5 10
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2128 0.3565295 1663.6264 4.091821e+02 2.213128 1982-1999 –> 2000-2009 0.6560658 0.2995363 3264.6085 7.043564e+02 6 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2128 0.3577614 1676.3068 4.121270e+02 2.144584 1982-1999 –> 2000-2009 0.6571793 0.2994179 3272.3508 6.814834e+02 7 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2128 0.3624045 1731.1872 3.046719e+02 2.063326 1982-1999 –> 2000-2009 0.6621469 0.2997423 3335.2828 4.768499e+02 8 16
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2128 0.3678631 1796.8138 1.021242e+02 2.093904 1982-1999 –> 2000-2009 0.6685993 0.3007362 3427.5245 1.580886e+02 9 18
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2128 0.3679290 1795.5757 3.676103e+01 2.085512 1982-1999 –> 2000-2009 0.6686758 0.3007468 3424.5492 5.969090e+01 11 21
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2038 0.3644700 1683.6416 8.988743e+02 2.424542 2000-2009 –> 2010-2019 0.6933299 0.3288599 3003.4462 1.810326e+03 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2038 0.3994297 2056.9772 4.428933e+02 2.910855 2000-2009 –> 2010-2019 0.7496024 0.3501726 3644.0354 8.475392e+02 6 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2038 0.3961291 2023.1559 4.402595e+02 2.424426 2000-2009 –> 2010-2019 0.7513305 0.3552014 3670.8995 8.886726e+02 2 5
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2038 0.3968548 2030.6162 1.389766e+03 2.427120 2000-2009 –> 2010-2019 0.7531065 0.3562517 3690.9249 2.606445e+03 3 7
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2038 0.3970241 2032.3544 4.136739e+02 2.425019 2000-2009 –> 2010-2019 0.7533786 0.3563545 3693.8914 8.300167e+02 4 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2038 0.3972549 2034.7239 4.066660e+02 2.424403 2000-2009 –> 2010-2019 0.7537844 0.3565295 3698.3503 8.158481e+02 5 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2038 0.4017267 2078.3492 4.089706e+02 2.369365 2000-2009 –> 2010-2019 0.7594881 0.3577614 3754.6560 8.210976e+02 7 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2038 0.4121640 2182.8965 3.122164e+02 2.612994 2000-2009 –> 2010-2019 0.7745686 0.3624045 3914.0837 6.168883e+02 8 16
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2038 0.4215010 2276.2020 1.005893e+02 2.396373 2000-2009 –> 2010-2019 0.7893641 0.3678631 4073.0158 2.027136e+02 9 18
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2038 0.4226082 2284.8952 1.001335e+02 2.536481 2000-2009 –> 2010-2019 0.7905185 0.3679103 4080.2546 2.020269e+02 10 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4077 5.9120605 26073.6372 1.876669e+02 36.708144 1982-1999 –> 2000-2009 12.0511726 6.1391121 73886.9882 3.690343e+02 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4077 6.0107294 26208.5998 2.908232e+01 38.533586 1982-1999 –> 2000-2009 12.2381650 6.2274356 74233.1043 5.760267e+01 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4077 6.0609968 26276.5077 1.394548e+01 39.551847 1982-1999 –> 2000-2009 12.3306830 6.2696862 74400.9633 2.781280e+01 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4077 6.0805025 26302.7069 1.767685e+01 38.947468 1982-1999 –> 2000-2009 12.3747355 6.2942330 74484.9234 3.485665e+01 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4077 6.1890915 26447.0406 1.921817e+02 21.083184 1982-1999 –> 2000-2009 12.6527693 6.4636778 75021.9358 3.777595e+02 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4077 6.2327336 26504.3365 8.394257e+03 21.346441 1982-1999 –> 2000-2009 12.7482627 6.5155291 75197.3392 1.697357e+04 6 12
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 4077 6.2355408 26506.0082 1.872396e+02 21.543260 1982-1999 –> 2000-2009 12.7525741 6.5170333 75200.4230 3.685633e+02 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4077 6.3120691 26607.4725 2.751208e+01 22.241231 1982-1999 –> 2000-2009 12.8842302 6.5721611 75428.4028 5.341648e+01 8 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4077 6.3744472 26687.6576 6.413086e+00 22.548249 1982-1999 –> 2000-2009 13.0005000 6.6260528 75629.3061 1.285455e+01 12 21
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 4077 6.3674414 26676.6910 2.429444e+01 22.753753 1982-1999 –> 2000-2009 13.0030470 6.6356056 75637.6354 4.726610e+01 11 21
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4028 5.8127127 25623.9104 1.796328e+02 29.809724 2000-2009 –> 2010-2019 11.7247731 5.9120605 51697.5476 3.672997e+02 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4028 5.8981285 25741.4291 2.578562e+01 29.895033 2000-2009 –> 2010-2019 11.9088579 6.0107294 51950.0289 5.486794e+01 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4028 5.9499866 25811.9504 1.237979e+01 30.358783 2000-2009 –> 2010-2019 12.0109834 6.0609968 52088.4580 2.632527e+01 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4028 5.9629385 25829.4675 1.559527e+01 29.844429 2000-2009 –> 2010-2019 12.0434409 6.0805025 52132.1744 3.327212e+01 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4028 6.0154192 25900.0594 1.822771e+02 29.735184 2000-2009 –> 2010-2019 12.2045107 6.1890915 52347.1001 3.744587e+02 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4028 6.0723119 25975.8934 8.395594e+03 29.114674 2000-2009 –> 2010-2019 12.3050455 6.2327336 52480.2299 1.678985e+04 6 12
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 4028 6.0723349 25973.9240 1.788001e+02 28.922935 2000-2009 –> 2010-2019 12.3078757 6.2355408 52479.9322 3.660396e+02 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4028 6.1085484 26023.8247 2.494181e+01 23.481702 2000-2009 –> 2010-2019 12.4206175 6.3120691 52631.2972 5.245390e+01 8 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4028 6.1103913 26026.2549 5.828339e+00 25.838877 2000-2009 –> 2010-2019 12.4659869 6.3555955 52689.7622 1.246533e+01 9 18
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4028 6.1124845 26027.0141 5.537857e+00 26.005756 2000-2009 –> 2010-2019 12.4687046 6.3562201 52689.3227 1.184952e+01 10 20
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4286 4.2580536 24596.3589 8.200899e+02 12.694857 1982-1999 –> 2000-2009 8.3873963 4.1293427 68459.9085 1.610539e+03 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4286 4.3468260 24773.2316 5.637545e+01 13.758073 1982-1999 –> 2000-2009 8.5370954 4.1902694 68863.1618 1.078567e+02 5 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4286 4.3072477 24694.8251 5.168127e+01 27.252067 1982-1999 –> 2000-2009 8.5438302 4.2365825 68954.6461 1.017131e+02 2 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4286 4.3303933 24740.7646 8.662232e+02 27.291888 1982-1999 –> 2000-2009 8.6334822 4.3030889 69241.3312 1.728929e+03 3 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4286 4.3392220 24758.2232 6.115508e+01 14.206028 1982-1999 –> 2000-2009 8.6345714 4.2953495 69230.9659 1.173880e+02 4 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4286 4.3626910 24804.4607 1.902501e+01 27.388831 1982-1999 –> 2000-2009 8.6407945 4.2781035 69215.0221 3.888690e+01 8 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4286 4.3520225 24783.4730 1.278207e+01 14.716239 1982-1999 –> 2000-2009 8.6535417 4.3015192 69278.4006 2.486802e+01 6 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4286 4.3717918 24822.3236 2.064481e+01 27.284864 1982-1999 –> 2000-2009 8.6602704 4.2884786 69270.3232 4.227727e+01 9 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4286 4.3586124 24796.4431 1.770179e+01 14.785995 1982-1999 –> 2000-2009 8.6669938 4.3083814 69316.0078 3.492367e+01 7 18
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4286 4.4237081 24923.5190 1.784641e+01 13.921893 1982-1999 –> 2000-2009 8.6816318 4.2579237 69261.0022 3.583769e+01 11 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4282 4.3331381 24723.1144 8.031437e+02 12.936978 2000-2009 –> 2010-2019 8.5911917 4.2580536 49319.4733 1.623234e+03 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4282 4.4380204 24927.9345 4.969927e+01 25.573344 2000-2009 –> 2010-2019 8.7452681 4.3072477 49622.7596 1.013805e+02 6 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4282 4.4100062 24873.7045 6.030243e+01 13.110586 2000-2009 –> 2010-2019 8.7492282 4.3392220 49631.9277 1.214575e+02 2 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4282 4.4348761 24921.8649 8.454569e+02 25.485059 2000-2009 –> 2010-2019 8.7652694 4.3303933 49662.6295 1.711680e+03 4 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4282 4.4299073 24912.2644 1.290880e+01 15.961791 2000-2009 –> 2010-2019 8.7819298 4.3520225 49695.7374 2.569087e+01 3 9
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4282 4.4448060 24941.0186 5.614954e+01 14.017605 2000-2009 –> 2010-2019 8.7916320 4.3468260 49714.2502 1.125250e+02 7 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4282 4.4362738 24924.5635 1.750812e+01 16.558677 2000-2009 –> 2010-2019 8.7948862 4.3586124 49721.0065 3.520991e+01 5 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4282 4.4538399 24958.4070 3.982837e+02 13.753187 2000-2009 –> 2010-2019 8.8510225 4.3971825 49830.3716 8.082299e+02 8 18
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4282 4.5008217 25048.2720 1.885003e+01 25.760311 2000-2009 –> 2010-2019 8.8635127 4.3626910 49852.7327 3.787504e+01 9 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4282 4.5077430 25061.4316 2.046358e+01 25.651592 2000-2009 –> 2010-2019 8.8795348 4.3717918 49883.7552 4.110838e+01 10 19
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3559 3.2440234 18490.5690 1.323649e+02 15.721698 1982-1999 –> 2000-2009 6.2718379 3.0278145 50630.0448 2.581567e+02 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3559 3.2733070 18554.5346 1.816029e+03 26.387618 1982-1999 –> 2000-2009 6.3746340 3.1013269 50999.0065 3.394198e+03 2 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3559 3.3047580 18622.6002 4.872075e+01 16.192898 1982-1999 –> 2000-2009 6.3973864 3.0926284 51031.3620 9.471944e+01 3 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3559 3.3121792 18638.5664 5.383803e+01 16.452633 1982-1999 –> 2000-2009 6.4180435 3.1058643 51101.6260 1.046891e+02 5 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3559 3.3092286 18632.2227 8.700608e+02 15.765665 1982-1999 –> 2000-2009 6.4972452 3.1880166 51427.2056 1.683735e+03 4 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3559 3.3555583 18731.1845 1.370516e+02 16.736092 1982-1999 –> 2000-2009 6.5882538 3.2326955 51703.1127 2.627975e+02 6 12
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3559 3.4512978 18931.4293 1.803489e+04 16.745955 1982-1999 –> 2000-2009 6.7404498 3.2891520 52123.4810 3.007066e+04 9 16
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3559 3.4539016 18934.7975 8.690493e+02 16.464609 1982-1999 –> 2000-2009 6.7456757 3.2917741 52134.9807 1.676827e+03 10 18
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3559 3.4391970 18906.4287 2.427071e+01 20.045613 1982-1999 –> 2000-2009 6.7754069 3.3362099 52279.0906 4.580920e+01 7 17
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3559 3.4733963 18974.8603 1.314639e+02 17.386275 1982-1999 –> 2000-2009 6.7962008 3.3228045 52294.3325 2.565065e+02 11 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3475 3.4788609 18540.2220 1.386334e+02 23.971261 2000-2009 –> 2010-2019 6.7228843 3.2440234 37030.7910 2.709983e+02 3 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3475 3.4776503 18537.8030 1.765322e+03 26.008832 2000-2009 –> 2010-2019 6.7509573 3.2733070 37092.3375 3.581351e+03 2 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3475 3.4592445 18500.9219 9.293564e+02 22.200182 2000-2009 –> 2010-2019 6.7684732 3.3092286 37133.1446 1.799417e+03 1 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3475 3.5974661 18773.2194 5.145125e+01 24.340221 2000-2009 –> 2010-2019 6.9022241 3.3047580 37395.8196 1.001720e+02 5 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3475 3.5477557 18676.5134 1.440934e+02 23.444732 2000-2009 –> 2010-2019 6.9033139 3.3555583 37407.6979 2.811450e+02 4 10
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3475 3.6062002 18790.0726 5.676369e+01 24.255465 2000-2009 –> 2010-2019 6.9183794 3.3121792 37428.6390 1.106017e+02 6 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3475 3.6255278 18827.2219 1.231354e+04 23.561298 2000-2009 –> 2010-2019 7.0768256 3.4512978 37758.6512 3.034843e+04 7 16
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3475 3.6256318 18825.4213 9.287342e+02 23.495828 2000-2009 –> 2010-2019 7.0795334 3.4539016 37760.2188 1.797783e+03 8 18
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3475 3.6942000 18957.6327 2.583610e+01 23.699830 2000-2009 –> 2010-2019 7.1333970 3.4391970 37864.0614 5.010681e+01 11 18
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3475 3.7077073 18982.9981 3.899127e+01 23.617807 2000-2009 –> 2010-2019 7.1575028 3.4497955 37911.3285 7.586718e+01 12 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4103 3.2375914 21298.4617 1.125358e+03 18.499503 1982-1999 –> 2000-2009 6.1942730 2.9566816 57816.3027 2.210439e+03 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4103 3.2463045 21320.5163 1.194090e+02 13.027139 1982-1999 –> 2000-2009 6.2374664 2.9911619 58007.4493 2.311777e+02 2 4
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4103 3.3113117 21483.2176 7.650174e+02 17.308200 1982-1999 –> 2000-2009 6.4282798 3.1169681 58770.9946 1.492509e+03 3 7
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4103 3.3217697 21509.0935 9.507619e+03 16.284492 1982-1999 –> 2000-2009 6.4368452 3.1150755 58788.0125 1.939401e+04 4 7
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4103 3.3218441 21507.2774 6.695359e+02 16.455940 1982-1999 –> 2000-2009 6.4418912 3.1200471 58807.4535 1.293678e+03 5 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4103 3.3876244 21670.1875 4.287144e+01 13.403668 1982-1999 –> 2000-2009 6.5167802 3.1291558 59014.8783 8.148679e+01 6 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4103 3.3909256 21678.1803 4.909305e+01 13.416183 1982-1999 –> 2000-2009 6.5307407 3.1398151 59072.4664 9.303699e+01 7 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4103 3.3954063 21689.0162 2.789732e+01 12.773863 1982-1999 –> 2000-2009 6.6223250 3.2269187 59482.3760 5.428865e+01 8 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4103 3.4011971 21702.9995 1.290538e+02 14.536359 1982-1999 –> 2000-2009 6.6358106 3.2346135 59531.0944 2.528486e+02 10 19
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4103 3.3996012 21697.1482 2.718484e+01 12.872569 1982-1999 –> 2000-2009 6.6400057 3.2404045 59549.3301 5.313100e+01 9 19
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4189 3.5894811 22609.0152 1.076083e+03 19.503501 2000-2009 –> 2010-2019 6.8270725 3.2375914 43907.4768 2.201441e+03 2 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4189 3.5839584 22596.1151 1.250908e+02 14.121324 2000-2009 –> 2010-2019 6.8302629 3.2463045 43916.6314 2.444998e+02 1 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4189 3.6530601 22756.1122 7.441215e+02 18.171574 2000-2009 –> 2010-2019 6.9643717 3.3113117 44239.3298 1.509139e+03 4 7
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4189 3.6529867 22755.9440 8.986519e+03 17.484072 2000-2009 –> 2010-2019 6.9747564 3.3217697 44265.0375 1.849414e+04 3 7
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4189 3.6536106 22755.3747 6.698679e+02 17.917482 2000-2009 –> 2010-2019 6.9754547 3.3218441 44262.6521 1.339404e+03 5 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4189 3.7058534 22876.3228 2.815522e+01 13.032398 2000-2009 –> 2010-2019 7.1012596 3.3954063 44565.3390 5.605254e+01 6 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4189 3.7151424 22897.2968 4.420452e+01 13.952201 2000-2009 –> 2010-2019 7.1027669 3.3876244 44567.4843 8.707596e+01 8 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4189 3.7128915 22892.2191 5.105967e+01 13.996502 2000-2009 –> 2010-2019 7.1038171 3.3909256 44570.3994 1.001527e+02 7 14
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4189 3.7192127 22904.4707 2.711052e+01 13.769023 2000-2009 –> 2010-2019 7.1188139 3.3996012 44601.6189 5.429536e+01 9 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4189 3.7387070 22950.2692 1.310732e+02 14.557303 2000-2009 –> 2010-2019 7.1399040 3.4011971 44653.2687 2.601270e+02 10 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4936 3.0667598 25084.5374 1.000945e+03 13.660127 1982-1999 –> 2000-2009 5.6794818 2.6127219 67093.7313 2.072018e+03 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4936 3.0859262 25146.0426 1.417363e+02 11.455604 1982-1999 –> 2000-2009 5.7205702 2.6346439 67302.7107 2.832303e+02 2 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4936 3.0968142 25180.8125 2.664743e+01 10.846288 1982-1999 –> 2000-2009 5.7286478 2.6318336 67318.6437 5.289251e+01 3 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4936 3.1311597 25289.6961 1.074317e+02 10.674622 1982-1999 –> 2000-2009 5.7523012 2.6211415 67355.6760 2.059819e+02 4 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4936 3.1418824 25323.4450 1.974975e+03 17.954634 1982-1999 –> 2000-2009 5.7573191 2.6154368 67350.9691 4.010019e+03 5 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4936 3.1489206 25345.5348 4.251145e+01 11.874853 1982-1999 –> 2000-2009 5.8436519 2.6947313 67900.2185 8.698052e+01 6 15
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4936 3.1514533 25353.4719 2.704060e+01 11.906882 1982-1999 –> 2000-2009 5.8446651 2.6932117 67898.1997 5.567573e+01 7 15
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4936 3.1671141 25400.4080 1.041573e+01 12.123032 1982-1999 –> 2000-2009 5.8682832 2.7011691 67995.2079 2.006412e+01 8 18
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4936 3.1944458 25487.2365 3.627640e+01 11.131357 1982-1999 –> 2000-2009 5.8780387 2.6835929 67968.8144 7.010832e+01 9 15
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4936 3.1983691 25499.3533 3.997491e+01 11.161266 1982-1999 –> 2000-2009 5.8893635 2.6909945 68029.5444 7.691511e+01 10 17
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4983 3.3376078 26166.7060 1.156342e+03 18.610692 2000-2009 –> 2010-2019 6.4043677 3.0667598 51251.2435 2.157286e+03 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4983 3.3748432 26277.2742 1.557960e+02 11.940244 2000-2009 –> 2010-2019 6.4607694 3.0859262 51423.3168 2.975323e+02 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4983 3.4361894 26456.8042 2.575925e+01 10.273632 2000-2009 –> 2010-2019 6.5330036 3.0968142 51637.6167 5.240668e+01 4 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4983 3.4338951 26450.1479 2.119829e+03 25.476773 2000-2009 –> 2010-2019 6.5757775 3.1418824 51773.5930 4.094804e+03 3 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4983 3.4423472 26474.6478 4.570770e+01 11.490923 2000-2009 –> 2010-2019 6.5912678 3.1489206 51820.1826 8.821916e+01 5 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4983 3.4478717 26490.6291 2.888168e+01 11.518809 2000-2009 –> 2010-2019 6.5993250 3.1514533 51844.1010 5.592228e+01 6 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4983 3.4725830 26561.8018 1.175958e+02 15.745467 2000-2009 –> 2010-2019 6.6037427 3.1311597 51851.4980 2.250274e+02 7 11
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4983 3.5150081 26680.8203 1.097642e+01 11.815891 2000-2009 –> 2010-2019 6.6821222 3.1671141 52081.2283 2.139215e+01 8 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4983 3.5537667 26792.1100 3.539687e+01 11.413714 2000-2009 –> 2010-2019 6.7482125 3.1944458 52279.3465 7.167327e+01 11 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4983 3.5562968 26799.2027 3.912534e+01 11.411899 2000-2009 –> 2010-2019 6.7546658 3.1983691 52298.5559 7.910025e+01 12 22
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4403 3.3260351 23092.0555 2.033335e+05 17.674472 1982-1999 –> 2000-2009 5.9206496 2.5946146 60679.7547 3.946265e+05 1 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4403 3.3487064 23151.8765 1.763572e+05 29.358238 1982-1999 –> 2000-2009 5.9563959 2.6076895 60819.1871 3.431521e+05 2 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4403 3.4054097 23299.7392 5.182027e+03 24.032559 1982-1999 –> 2000-2009 5.9633738 2.5579641 60662.1219 1.029334e+04 4 5
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4403 3.3676834 23201.6388 1.052447e+02 27.842547 1982-1999 –> 2000-2009 5.9641696 2.5964863 60800.7590 2.098939e+02 3 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4403 3.4734389 23473.9209 5.273037e+02 25.095108 1982-1999 –> 2000-2009 6.0887159 2.6152770 61187.2475 1.050576e+03 7 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4403 3.4239996 23347.6798 3.289233e+01 29.817680 1982-1999 –> 2000-2009 6.1144889 2.6904893 61510.0623 6.631903e+01 5 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4403 3.5169663 23583.5876 1.859163e+01 20.455632 1982-1999 –> 2000-2009 6.1330414 2.6160751 61301.7468 3.644882e+01 8 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4403 3.5218957 23595.9213 9.964704e+01 25.666705 1982-1999 –> 2000-2009 6.1844917 2.6625960 61593.2486 1.990066e+02 9 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4403 3.4600912 23440.0161 3.550984e+01 30.509814 1982-1999 –> 2000-2009 6.1919012 2.7318100 61843.7905 7.168298e+01 6 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4403 3.5287495 23613.0417 8.309078e+01 25.422214 1982-1999 –> 2000-2009 6.1935133 2.6647638 61623.2583 1.696321e+02 10 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4516 3.5722866 24329.4485 1.866249e+05 30.404397 2000-2009 –> 2010-2019 6.9209930 3.3487064 47481.3250 3.629821e+05 1 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4516 3.6193410 24447.6419 1.082867e+02 27.548487 2000-2009 –> 2010-2019 6.9870244 3.3676834 47649.2807 2.135315e+02 2 5
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4516 3.6631309 24556.2630 2.177331e+05 21.134902 2000-2009 –> 2010-2019 6.9891660 3.3260351 47648.3185 4.210665e+05 4 5
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4516 3.6506695 24525.4851 3.641962e+01 29.315365 2000-2009 –> 2010-2019 7.0746691 3.4239996 47873.1648 6.931195e+01 3 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4516 3.7345041 24730.5518 5.287583e+03 24.801819 2000-2009 –> 2010-2019 7.1399138 3.4054097 48030.2909 1.046961e+04 6 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4516 3.6816207 24601.7377 3.926290e+01 30.222374 2000-2009 –> 2010-2019 7.1417119 3.4600912 48041.7538 7.477273e+01 5 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4516 3.8025178 24893.5648 5.383443e+02 26.015090 2000-2009 –> 2010-2019 7.2759567 3.4734389 48367.4857 1.065648e+03 8 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4516 3.8476027 25000.0238 1.060324e+02 26.643763 2000-2009 –> 2010-2019 7.3694984 3.5218957 48595.9451 2.056794e+02 9 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4516 3.8598309 25028.6832 8.741297e+01 26.368698 2000-2009 –> 2010-2019 7.3885804 3.5287495 48641.7249 1.705037e+02 10 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4516 3.7929841 24870.8913 3.406407e+01 34.668748 2000-2009 –> 2010-2019 7.4378578 3.6448737 48769.0551 6.508073e+01 7 23
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4566 2.9613124 22885.7432 4.349407e+01 10.759063 1982-1999 –> 2000-2009 5.2548422 2.2935298 58699.8119 8.402025e+01 3 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4566 2.9573208 22873.4255 5.340389e+01 10.508421 1982-1999 –> 2000-2009 5.2560366 2.2987159 58723.4466 9.901492e+01 2 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4566 3.0117745 23040.0456 1.613659e+02 11.467002 1982-1999 –> 2000-2009 5.3015186 2.2897441 58827.8180 3.259401e+02 11 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4566 3.0019446 23010.1916 3.205785e+01 14.091213 1982-1999 –> 2000-2009 5.3120807 2.3101361 58939.0988 5.874499e+01 7 11
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4566 2.9947870 22988.3918 4.970352e+02 8.489964 1982-1999 –> 2000-2009 5.3229712 2.3281843 59041.1771 9.609127e+02 5 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4566 2.9937845 22985.3345 5.899322e+01 8.491076 1982-1999 –> 2000-2009 5.3335125 2.3397280 59116.8499 1.153858e+02 4 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4566 2.9351169 22804.6030 4.343004e+01 9.367313 1982-1999 –> 2000-2009 5.3460157 2.4108988 59413.1006 8.429973e+01 1 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4566 3.0042973 23017.3459 6.084203e+01 8.505049 1982-1999 –> 2000-2009 5.3486192 2.3443218 59180.0844 1.194928e+02 9 16
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 4566 3.0026080 23010.2094 3.178544e+01 14.344435 1982-1999 –> 2000-2009 5.3548074 2.3521994 59224.3474 5.775705e+01 8 19
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4566 3.0472439 23146.9640 3.856184e+03 9.021733 1982-1999 –> 2000-2009 5.3940798 2.3468359 59326.7638 7.343414e+03 13 21
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4638 3.5859829 25021.8284 3.981835e+01 9.862331 2000-2009 –> 2010-2019 6.5210999 2.9351169 47826.4314 8.324839e+01 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4638 3.6588201 25208.3510 4.507050e+01 9.942864 2000-2009 –> 2010-2019 6.6161408 2.9573208 48081.7765 9.847439e+01 8 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4638 3.6307820 25136.9940 5.567860e+01 10.280550 2000-2009 –> 2010-2019 6.6245665 2.9937845 48122.3286 1.146718e+02 3 7
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4638 3.6694334 25235.2195 3.989584e+01 9.976208 2000-2009 –> 2010-2019 6.6307458 2.9613124 48120.9627 8.338991e+01 9 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4638 3.6388761 25157.6498 4.847527e+02 10.412121 2000-2009 –> 2010-2019 6.6336630 2.9947870 48146.0416 9.817879e+02 4 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4638 3.6302908 25135.7390 6.537417e+01 9.948292 2000-2009 –> 2010-2019 6.6393566 3.0090658 48167.5678 1.422753e+02 2 12
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 4638 3.6534881 25192.8234 3.192678e+01 10.518709 2000-2009 –> 2010-2019 6.6483012 2.9948131 48179.2948 6.661073e+01 6 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4638 3.6448479 25172.8605 5.637239e+01 10.417268 2000-2009 –> 2010-2019 6.6491453 3.0042973 48190.2064 1.172144e+02 5 14
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + silicate 4638 3.6565865 25200.6868 4.816383e+01 10.105852 2000-2009 –> 2010-2019 6.7008884 3.0443019 48336.8298 1.012717e+02 7 19
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4638 3.7335864 25395.9911 1.670663e+02 10.606944 2000-2009 –> 2010-2019 6.7453609 3.0117745 48436.0367 3.284323e+02 11 22
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1748 2.0072037 7410.4212 1.893631e+05 7.562634 1982-1999 –> 2000-2009 3.4575158 1.4503121 18444.4953 3.777725e+05 1 3
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1748 2.0319761 7453.3038 3.504520e+03 8.531248 1982-1999 –> 2000-2009 3.4792580 1.4472818 18474.5065 7.167264e+03 2 3
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1748 2.0503812 7484.8270 5.122081e+02 8.973658 1982-1999 –> 2000-2009 3.5125467 1.4621656 18568.9938 1.033862e+03 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1748 2.0572032 7496.4396 1.778345e+02 9.130537 1982-1999 –> 2000-2009 3.5309345 1.4737312 18629.0928 3.235861e+02 4 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1748 2.0653288 7510.2210 1.680385e+02 9.255832 1982-1999 –> 2000-2009 3.5452452 1.4799163 18668.6479 3.065201e+02 5 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1748 2.1292642 7616.8037 3.641525e+03 8.621365 1982-1999 –> 2000-2009 3.6239373 1.4946731 18836.2903 7.556754e+03 10 16
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1748 2.1307152 7617.1851 3.350363e+03 8.889861 1982-1999 –> 2000-2009 3.6265091 1.4957939 18839.2849 6.833199e+03 11 18
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1748 2.1329978 7622.9284 3.040116e+03 8.997807 1982-1999 –> 2000-2009 3.6503999 1.5174022 18935.2927 6.259559e+03 12 22
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1748 2.1506655 7651.7666 5.387714e+02 9.082678 1982-1999 –> 2000-2009 3.6647472 1.5140817 18950.6496 1.108012e+03 15 23
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 1748 2.1524480 7652.6629 4.530476e+02 9.389845 1982-1999 –> 2000-2009 3.6671446 1.5146967 18952.0451 9.070906e+02 18 27
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1880 2.4431235 8707.9318 1.860243e+05 7.564567 2000-2009 –> 2010-2019 4.4503273 2.0072037 16118.3530 3.753874e+05 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1880 2.5244738 8831.0917 3.687144e+03 8.363615 2000-2009 –> 2010-2019 4.5564500 2.0319761 16284.3955 7.191664e+03 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1880 2.5500701 8869.0233 5.145542e+02 8.963859 2000-2009 –> 2010-2019 4.6004513 2.0503812 16353.8503 1.026762e+03 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1880 2.5560471 8877.8259 1.352212e+02 9.193440 2000-2009 –> 2010-2019 4.6132503 2.0572032 16374.2655 3.130557e+02 4 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1880 2.5666413 8893.3780 1.296011e+02 9.373742 2000-2009 –> 2010-2019 4.6319702 2.0653288 16403.5990 2.976395e+02 5 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1880 2.5797357 8912.5119 1.506295e+02 10.429471 2000-2009 –> 2010-2019 4.6858122 2.1060765 16491.0352 3.445775e+02 6 12
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 1880 2.5800941 8911.0342 1.347037e+02 10.541853 2000-2009 –> 2010-2019 4.6980620 2.1179679 16507.2413 3.081653e+02 7 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1880 2.5964222 8936.7544 2.072291e+05 9.113070 2000-2009 –> 2010-2019 4.7212753 2.1248530 16546.3079 4.089078e+05 8 16
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1880 2.6333190 8989.8101 4.401817e+02 11.160950 2000-2009 –> 2010-2019 4.7584070 2.1250881 16599.7504 9.208914e+02 9 18
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1880 2.6335990 8988.2100 4.222012e+02 11.068146 2000-2009 –> 2010-2019 4.7745954 2.1409964 16622.2237 8.725354e+02 10 23
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2194 1.6977487 8562.8843 2.494968e+03 12.684654 1982-1999 –> 2000-2009 3.1362746 1.4385259 22954.9926 5.078514e+03 1 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2194 1.7406229 8672.3208 2.766162e+05 10.061350 1982-1999 –> 2000-2009 3.1559329 1.4153100 22933.1928 5.726558e+05 9 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2194 1.7159286 8609.6222 4.845567e+02 12.807667 1982-1999 –> 2000-2009 3.1600612 1.4441326 23033.1067 9.452907e+02 2 7
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2194 1.7183604 8615.8365 2.154684e+02 12.704380 1982-1999 –> 2000-2009 3.1642285 1.4458680 23049.0083 4.456917e+02 3 11
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2194 1.7224264 8626.2069 1.645429e+02 10.722233 1982-1999 –> 2000-2009 3.1674190 1.4449927 23054.4941 3.343846e+02 6 12
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2194 1.7222064 8625.6467 2.499283e+05 10.739915 1982-1999 –> 2000-2009 3.1727503 1.4505438 23084.8611 5.291027e+05 5 15
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2194 1.7260274 8635.3713 2.300295e+02 12.755514 1982-1999 –> 2000-2009 3.1745033 1.4484759 23083.0783 4.769014e+02 7 16
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2194 1.7199902 8619.9963 2.018764e+05 12.238539 1982-1999 –> 2000-2009 3.1783578 1.4583676 23122.5994 4.285258e+05 4 17
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2194 1.7760242 8760.6696 1.955920e+03 11.069149 1982-1999 –> 2000-2009 3.1977870 1.4217628 23058.2333 3.827355e+03 11 13
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 2194 1.7594551 8717.5406 1.906859e+05 11.067596 1982-1999 –> 2000-2009 3.2267602 1.4673050 23267.4243 3.960532e+05 10 25
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2175 2.0273167 9260.5845 2.449260e+03 17.436878 2000-2009 –> 2010-2019 3.7250654 1.6977487 17823.4688 4.944229e+03 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2175 2.0295520 9265.3782 2.033448e+05 17.604520 2000-2009 –> 2010-2019 3.7495422 1.7199902 17885.3745 4.052211e+05 2 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2175 2.0351568 9277.3745 2.554058e+05 16.207095 2000-2009 –> 2010-2019 3.7573632 1.7222064 17903.0211 5.053340e+05 3 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2175 2.0531453 9315.6548 4.681277e+02 17.785204 2000-2009 –> 2010-2019 3.7690739 1.7159286 17925.2770 9.526845e+02 6 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2175 2.0526683 9314.6441 2.386101e+02 17.810822 2000-2009 –> 2010-2019 3.7710287 1.7183604 17930.4805 4.540785e+02 5 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2175 2.0522665 9313.7926 1.777497e+02 17.657569 2000-2009 –> 2010-2019 3.7746929 1.7224264 17939.9995 3.422925e+02 4 10
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2175 2.0533140 9314.0122 1.689756e+02 17.753787 2000-2009 –> 2010-2019 3.7869770 1.7336630 17966.7522 3.292181e+02 7 15
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2175 2.0640064 9338.6055 2.515061e+02 17.969276 2000-2009 –> 2010-2019 3.7900338 1.7260274 17973.9768 4.815356e+02 8 15
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2175 2.0762116 9364.2530 2.736593e+05 16.860588 2000-2009 –> 2010-2019 3.8168346 1.7406229 18036.5738 5.502755e+05 9 18
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 2175 2.0820995 9374.5716 1.923449e+05 17.171957 2000-2009 –> 2010-2019 3.8415547 1.7594551 18092.1123 3.830307e+05 10 20
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1860 2.1164417 8081.4701 7.293422e+05 7.606641 1982-1999 –> 2000-2009 3.9961730 1.8797313 22712.4504 1.373568e+06 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1860 2.1274679 8100.8003 1.618016e+02 8.482842 1982-1999 –> 2000-2009 4.0104555 1.8829876 22744.1213 3.222174e+02 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1860 2.1566763 8151.5254 1.999704e+03 8.249219 1982-1999 –> 2000-2009 4.0397833 1.8831070 22795.2986 4.032219e+03 5 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1860 2.1568815 8151.8793 7.912703e+01 8.599103 1982-1999 –> 2000-2009 4.0457246 1.8888431 22817.3382 1.489887e+02 6 11
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1860 2.1650223 8165.8935 1.730183e+02 8.302749 1982-1999 –> 2000-2009 4.0530477 1.8880253 22828.2646 3.382612e+02 11 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1860 2.1657609 8167.1623 8.581802e+01 8.305373 1982-1999 –> 2000-2009 4.0548438 1.8890829 22833.5264 1.634769e+02 12 19
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1860 2.1658197 8167.2632 8.525632e+01 8.295507 1982-1999 –> 2000-2009 4.0548786 1.8890589 22833.5367 1.623651e+02 13 19
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1860 2.1659281 8165.4495 1.798223e+01 8.253652 1982-1999 –> 2000-2009 4.0550512 1.8891231 22829.9650 3.687398e+01 14 22
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1860 2.1422118 8126.4918 6.656749e+02 8.210242 1982-1999 –> 2000-2009 4.0912220 1.9490103 23015.5272 1.425616e+03 3 24
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1860 2.1480264 8136.5754 5.445518e+02 8.300874 1982-1999 –> 2000-2009 4.1061967 1.9581703 23059.0422 1.207000e+03 4 33
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1902 2.3600215 8678.0257 9.674887e+02 9.018953 2000-2009 –> 2010-2019 4.5022333 2.1422118 16804.5175 1.633164e+03 1 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1902 2.3630406 8682.8889 7.013697e+02 9.021685 2000-2009 –> 2010-2019 4.5110670 2.1480264 16819.4642 1.245921e+03 6 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1902 2.3949364 8733.8910 7.703147e+05 8.204389 2000-2009 –> 2010-2019 4.5113781 2.1164417 16815.3611 1.499657e+06 9 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1902 2.3612127 8679.9452 8.529845e+02 8.213390 2000-2009 –> 2010-2019 4.5243838 2.1631710 16842.6564 1.477785e+03 3 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1902 2.3611849 8679.9003 9.451579e+02 8.220295 2000-2009 –> 2010-2019 4.5243916 2.1632068 16842.6729 1.646170e+03 2 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1902 2.3614526 8680.3316 8.886729e+02 8.173607 2000-2009 –> 2010-2019 4.5245644 2.1631118 16842.9410 1.550639e+03 4 11
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1902 2.3616756 8680.6908 2.847633e+03 8.150470 2000-2009 –> 2010-2019 4.5247955 2.1631200 16843.3141 5.449907e+03 5 13
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1902 2.4124006 8761.5296 1.604901e+02 9.406856 2000-2009 –> 2010-2019 4.5398686 2.1274679 16862.3299 3.222916e+02 10 12
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1902 2.3759570 8701.6250 6.359924e+02 8.493955 2000-2009 –> 2010-2019 4.5699995 2.1940425 16915.0504 1.152526e+03 7 28
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1902 2.4255933 8782.2759 1.981100e+03 8.984090 2000-2009 –> 2010-2019 4.5822697 2.1566763 16933.8013 3.980805e+03 11 16
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1382 1.8284273 5603.8990 1.973883e+03 10.129975 1982-1999 –> 2000-2009 3.4284749 1.6000477 14953.1984 3.936134e+03 5 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1382 1.7821022 5532.9679 2.734242e+06 9.481898 1982-1999 –> 2000-2009 3.4439857 1.6618834 15069.6587 5.263156e+06 1 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1382 1.8402922 5621.7771 6.066490e+02 10.172203 1982-1999 –> 2000-2009 3.4489301 1.6086379 14997.5378 1.150751e+03 9 11
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1382 1.8411644 5623.0868 7.802041e+02 10.167167 1982-1999 –> 2000-2009 3.4515478 1.6103834 15004.2071 1.530666e+03 10 13
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1382 1.8443798 5627.9096 7.131651e+02 10.160398 1982-1999 –> 2000-2009 3.4592215 1.6148417 15022.6926 1.386960e+03 11 15
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1382 1.8211204 5592.8312 4.144843e+03 9.122220 1982-1999 –> 2000-2009 3.4643181 1.6431977 15073.6409 8.068307e+03 2 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1382 1.8271840 5602.0189 2.067174e+02 9.137870 1982-1999 –> 2000-2009 3.4735892 1.6464052 15092.4660 4.073240e+02 3 9
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1382 1.8281186 5603.4324 1.052539e+02 9.133570 1982-1999 –> 2000-2009 3.4760348 1.6479162 15098.4127 1.996486e+02 4 11
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1382 1.8284955 5604.0021 1.049037e+02 9.138585 1982-1999 –> 2000-2009 3.4766377 1.6481422 15099.6604 1.984259e+02 6 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1382 1.8322553 5609.6796 8.440615e+01 9.049109 1982-1999 –> 2000-2009 3.4868661 1.6546108 15124.6962 1.565426e+02 7 16
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1325 1.9685330 5569.0019 2.906659e+06 9.781893 2000-2009 –> 2010-2019 3.7506353 1.7821022 11101.9698 5.640901e+06 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1325 2.0303851 5650.9846 4.353156e+03 10.307384 2000-2009 –> 2010-2019 3.8515054 1.8211204 11243.8157 8.498000e+03 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1325 2.0373018 5659.9967 2.195534e+02 10.314483 2000-2009 –> 2010-2019 3.8644857 1.8271840 11262.0156 4.262708e+02 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1325 2.0374782 5660.2262 1.082464e+02 10.303404 2000-2009 –> 2010-2019 3.8655968 1.8281186 11263.6586 2.135003e+02 4 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1325 2.0379951 5660.8984 1.079536e+02 10.308574 2000-2009 –> 2010-2019 3.8664906 1.8284955 11264.9006 2.128573e+02 5 11
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1325 2.0381889 5661.1504 8.284798e+01 10.170319 2000-2009 –> 2010-2019 3.8704442 1.8322553 11270.8301 1.672541e+02 6 13
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1325 2.0383794 5661.3981 1.177930e+03 10.225219 2000-2009 –> 2010-2019 3.8859889 1.8476094 11294.1434 2.236481e+03 7 19
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1325 2.0584722 5687.3919 2.055616e+03 10.965500 2000-2009 –> 2010-2019 3.8868995 1.8284273 11291.2909 4.029499e+03 14 19
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1325 2.0392111 5662.4792 2.061417e+02 10.050012 2000-2009 –> 2010-2019 3.8916873 1.8524761 11302.4954 3.890475e+02 9 22
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1325 2.0534205 5678.8805 3.411798e+01 10.531210 2000-2009 –> 2010-2019 3.8928516 1.8394311 11297.3639 6.553826e+01 12 20
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3120 1.3709768 10837.0429 1.024448e+06 8.068214 1982-1999 –> 2000-2009 2.5713836 1.2004068 28596.7605 1.970123e+06 1 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3120 1.4039161 10985.1933 2.173261e+03 7.662427 1982-1999 –> 2000-2009 2.5928910 1.1889750 28638.8870 4.558961e+03 2 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3120 1.4077228 11002.0900 1.922500e+02 7.616826 1982-1999 –> 2000-2009 2.5989989 1.1912761 28677.2073 4.061464e+02 3 7
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3120 1.4284327 11093.2220 3.438609e+02 6.652041 1982-1999 –> 2000-2009 2.6011491 1.1727164 28594.3570 6.814906e+02 8 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3120 1.4099931 11012.1458 6.589013e+01 7.587992 1982-1999 –> 2000-2009 2.6032305 1.1932374 28705.4895 1.334824e+02 4 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3120 1.4102728 11013.3832 6.556417e+01 7.596953 1982-1999 –> 2000-2009 2.6035726 1.1932999 28707.3070 1.288623e+02 5 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3120 1.4224606 11067.0789 6.922992e+01 8.270673 1982-1999 –> 2000-2009 2.6144657 1.1920051 28748.9741 1.314018e+02 6 11
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3120 1.4236839 11070.4428 9.434373e+00 8.481184 1982-1999 –> 2000-2009 2.6190078 1.1953239 28781.1447 1.900360e+01 7 15
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3120 1.4707461 11275.3803 2.097505e+03 8.065864 1982-1999 –> 2000-2009 2.6593186 1.1885724 28925.3218 4.335048e+03 10 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3120 1.4892221 11353.2810 3.264289e+02 7.986522 1982-1999 –> 2000-2009 2.6942939 1.2050718 29155.9737 6.643959e+02 11 21
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3006 1.4118156 10618.0561 1.030774e+06 7.130934 2000-2009 –> 2010-2019 2.7827923 1.3709768 21455.0989 2.055222e+06 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3006 1.4926175 10952.6524 2.274292e+03 6.994040 2000-2009 –> 2010-2019 2.8965335 1.4039161 21937.8457 4.447553e+03 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3006 1.4978474 10973.6809 1.938889e+02 7.037983 2000-2009 –> 2010-2019 2.9055702 1.4077228 21975.7709 3.861389e+02 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3006 1.5000735 10982.6094 6.789577e+01 7.062515 2000-2009 –> 2010-2019 2.9100666 1.4099931 21994.7551 1.337859e+02 4 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3006 1.5004808 10984.2415 6.755515e+01 7.064528 2000-2009 –> 2010-2019 2.9107536 1.4102728 21997.6246 1.331193e+02 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3006 1.5122970 11031.4002 7.117976e+01 7.108167 2000-2009 –> 2010-2019 2.9347576 1.4224606 22098.4791 1.404097e+02 6 12
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3006 1.5166073 11046.5110 9.694033e+00 7.032559 2000-2009 –> 2010-2019 2.9402912 1.4236839 22116.9537 1.912841e+01 7 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3006 1.5455064 11161.9925 3.570801e+02 6.883202 2000-2009 –> 2010-2019 2.9739391 1.4284327 22255.2145 7.009410e+02 8 16
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3006 1.5608478 11221.3758 3.356843e+02 7.067346 2000-2009 –> 2010-2019 3.0220667 1.4612190 22456.2034 6.582996e+02 10 19
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3006 1.5459938 11163.8882 3.214081e+02 7.264802 2000-2009 –> 2010-2019 3.0362669 1.4902731 22521.5712 6.264734e+02 9 21
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6484 0.6297982 12418.9649 2.103557e+02 4.338914 1982-1999 –> 2000-2009 1.1921211 0.5623228 31986.4639 4.121027e+02 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6484 0.6596350 13019.2179 1.447723e+02 3.677700 1982-1999 –> 2000-2009 1.2571157 0.5974807 33992.9721 2.936333e+02 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 6484 0.7236637 14220.5737 1.235359e+03 6.130692 1982-1999 –> 2000-2009 1.3557294 0.6320658 36499.1512 2.541801e+03 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6484 0.7351881 14425.4633 2.088155e+02 6.190165 1982-1999 –> 2000-2009 1.3749111 0.6397230 36983.2651 4.088000e+02 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6484 0.7410684 14528.7743 2.241071e+02 6.161701 1982-1999 –> 2000-2009 1.3866648 0.6455963 37298.4965 4.606665e+02 5 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6484 0.7473768 14638.6966 1.604127e+02 6.236998 1982-1999 –> 2000-2009 1.3986595 0.6512828 37611.7658 3.277874e+02 6 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6484 0.7554150 14777.4265 1.615118e+02 3.279002 1982-1999 –> 2000-2009 1.4571948 0.7017798 39482.0772 3.315711e+02 7 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6484 0.7802098 15196.2357 1.583141e+02 4.227257 1982-1999 –> 2000-2009 1.5641451 0.7839353 42467.9565 3.160821e+02 8 23
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6484 0.8046496 15596.2207 2.027166e+01 5.690725 1982-1999 –> 2000-2009 1.5744910 0.7698415 42447.2667 4.049806e+01 10 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6484 0.8046818 15596.7402 2.029585e+01 5.690903 1982-1999 –> 2000-2009 1.5745759 0.7698940 42449.3699 4.170828e+01 11 21
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6395 0.6634807 12915.0567 2.202098e+02 4.717792 2000-2009 –> 2010-2019 1.2932790 0.6297982 25334.0216 4.305655e+02 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6395 0.6949873 13508.4329 1.448657e+02 3.758282 2000-2009 –> 2010-2019 1.3546224 0.6596350 26527.6507 2.896380e+02 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 6395 0.7510438 14500.5573 1.240389e+03 6.949019 2000-2009 –> 2010-2019 1.4747074 0.7236637 28721.1310 2.475748e+03 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6395 0.7647460 14731.7979 2.184652e+02 7.016460 2000-2009 –> 2010-2019 1.4999341 0.7351881 29157.2611 4.272807e+02 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6395 0.7705875 14829.1233 2.264960e+02 6.976481 2000-2009 –> 2010-2019 1.5116559 0.7410684 29357.8977 4.506032e+02 5 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6395 0.7765615 14927.8960 1.620041e+02 7.053837 2000-2009 –> 2010-2019 1.5239383 0.7473768 29566.5927 3.224168e+02 6 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6395 0.7932702 15200.1694 1.611391e+02 3.098514 2000-2009 –> 2010-2019 1.5486852 0.7554150 29977.5959 3.226509e+02 9 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6395 0.7814145 15007.5763 1.612551e+02 4.137815 2000-2009 –> 2010-2019 1.5616243 0.7802098 30203.8120 3.195692e+02 7 15
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 6395 0.7856420 15074.5850 1.390430e+02 4.503656 2000-2009 –> 2010-2019 1.5811042 0.7954622 30519.8873 2.766369e+02 8 17
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6395 0.8000049 15308.2969 2.062414e+01 6.378266 2000-2009 –> 2010-2019 1.6046545 0.8046496 30904.5177 4.089581e+01 10 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1623 0.4506606 2032.6801 1.283068e+02 2.298280 1982-1999 –> 2000-2009 0.8696495 0.4189889 5318.8857 2.454123e+02 4 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1623 0.4505907 2032.1767 2.163533e+01 2.288177 1982-1999 –> 2000-2009 0.8698056 0.4192149 5321.5953 4.371266e+01 3 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1623 0.4505570 2031.9337 2.591881e+01 2.283420 1982-1999 –> 2000-2009 0.8698643 0.4193073 5322.6668 5.629875e+01 2 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1623 0.4503717 2030.5985 2.477568e+01 2.256727 1982-1999 –> 2000-2009 0.8703563 0.4199846 5330.9504 4.986952e+01 1 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1623 0.4532899 2051.5632 4.966456e+01 2.332122 1982-1999 –> 2000-2009 0.8747021 0.4214122 5372.1403 9.591190e+01 5 10
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1623 0.4549415 2061.3688 2.158768e+01 2.381426 1982-1999 –> 2000-2009 0.8795546 0.4246131 5425.0448 4.365370e+01 6 13
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1623 0.4551617 2064.9394 1.983693e+01 2.349727 1982-1999 –> 2000-2009 0.8796839 0.4245222 5429.3394 4.219927e+01 7 13
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1623 0.4627850 2118.8553 5.349678e+01 2.495954 1982-1999 –> 2000-2009 0.8955564 0.4327714 5597.9566 1.039870e+02 8 16
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1623 0.4630870 2118.9726 2.463962e+01 2.491986 1982-1999 –> 2000-2009 0.8959480 0.4328610 5597.3078 5.265528e+01 9 18
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1623 0.4653870 2135.0548 1.901689e+01 2.540667 1982-1999 –> 2000-2009 0.9009517 0.4355647 5650.5014 3.868125e+01 14 25
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1606 0.4775782 2197.8745 4.952463e+05 2.129075 2000-2009 –> 2010-2019 0.9443440 0.4667658 4344.5321 1.061395e+06 1 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1606 0.5029641 2364.2268 2.705624e+01 3.413584 2000-2009 –> 2010-2019 0.9533358 0.4503717 4394.8253 5.183193e+01 5 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1606 0.5039103 2370.2642 2.822154e+01 3.428475 2000-2009 –> 2010-2019 0.9544673 0.4505570 4402.1979 5.414034e+01 6 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1606 0.5041354 2371.6985 2.631746e+01 3.433315 2000-2009 –> 2010-2019 0.9547261 0.4505907 4403.8752 4.795280e+01 7 10
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1606 0.5047971 2375.9117 1.312099e+02 3.449181 2000-2009 –> 2010-2019 0.9554577 0.4506606 4408.5919 2.595167e+02 8 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1606 0.5087914 2401.2268 2.271572e+01 3.482085 2000-2009 –> 2010-2019 0.9639530 0.4551617 4466.1662 4.255266e+01 15 22
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1606 0.5124269 2424.0960 6.075017e+01 3.500432 2000-2009 –> 2010-2019 0.9657167 0.4532899 4475.6593 1.104147e+02 18 23
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1606 0.4811605 2221.8776 2.229956e+05 2.175911 2000-2009 –> 2010-2019 0.9673856 0.4862252 4501.1152 4.479599e+05 2 28
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1606 0.4819017 2226.8218 1.560907e+05 2.179645 2000-2009 –> 2010-2019 0.9687337 0.4868321 4510.1084 3.211385e+05 3 30
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 1606 0.4821189 2226.2693 1.202562e+05 2.161074 2000-2009 –> 2010-2019 0.9692117 0.4870928 4509.2940 2.471321e+05 4 32

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 2.3835178 1083.4228
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 2.2549428 678.6806
Atlantic (26,26.5] 1982-1999 –> 2000-2009 6.5943285 12223.8466
Atlantic (26,26.5] 2000-2009 –> 2010-2019 6.6658068 8751.5489
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 6.3978200 14945.9076
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 6.6085787 10880.4636
Atlantic (26.75,27] 1982-1999 –> 2000-2009 3.8248952 20533.5741
Atlantic (26.75,27] 2000-2009 –> 2010-2019 4.4349748 15860.4654
Atlantic (27,27.25] 1982-1999 –> 2000-2009 3.7437125 17229.0621
Atlantic (27,27.25] 2000-2009 –> 2010-2019 4.3097168 13662.1827
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 4.3774287 19761.0549
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 5.1792033 15400.4329
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 4.3768945 25225.6082
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 5.1209274 19303.1712
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 3.4377172 8018.6670
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 3.6879664 6057.8803
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 6.1472132 10336.5534
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 6.4915095 7672.7263
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 8.0528574 14861.1502
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 7.4261901 10229.6739
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 1.9307315 4506.1854
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 1.9768934 3341.7402
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 1.3549994 4054.6720
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 1.4230866 3081.5652
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 1.1474889 5665.7188
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 1.2057055 4270.5150
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 0.6544949 3229.9693
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 0.7568472 3722.3558
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2009 12.6036139 74912.1021
Indo-Pacific (-Inf,26] 2000-2009 –> 2010-2019 12.1860796 52318.5853
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2009 8.6039608 69109.0769
Indo-Pacific (26,26.5] 2000-2009 –> 2010-2019 8.7813475 49693.4644
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2009 6.5605134 51572.4242
Indo-Pacific (26.5,26.75] 2000-2009 –> 2010-2019 6.9413491 37478.2689
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2009 6.4684418 58884.0358
Indo-Pacific (26.75,27] 2000-2009 –> 2010-2019 7.0138480 44354.9238
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2009 5.7962323 67621.3716
Indo-Pacific (27,27.25] 2000-2009 –> 2010-2019 6.5953254 51826.0682
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2009 6.0710741 61202.1177
Indo-Pacific (27.25,27.5] 2000-2009 –> 2010-2019 7.1725371 48109.8345
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2009 5.3224484 59049.2498
Indo-Pacific (27.5,27.75] 2000-2009 –> 2010-2019 6.6409268 48160.7476
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2009 3.5758238 18729.9299
Indo-Pacific (27.75,27.85] 2000-2009 –> 2010-2019 4.6490601 16430.1022
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2009 3.1734075 23064.0991
Indo-Pacific (27.85,27.95] 2000-2009 –> 2010-2019 3.7782166 17947.7036
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2009 4.0507376 22846.9071
Indo-Pacific (27.95,28.05] 2000-2009 –> 2010-2019 4.5314951 16852.2109
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2009 3.4609606 15053.6171
Indo-Pacific (28.05,28.1] 2000-2009 –> 2010-2019 3.8626585 11259.2484
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2009 2.6158312 28753.1423
Indo-Pacific (28.1,28.2] 2000-2009 –> 2010-2019 2.9313038 22080.9517
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2009 1.4135608 38121.8785
Indo-Pacific (28.2,28.3] 2000-2009 –> 2010-2019 1.4954205 29027.0368
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2009 0.8806072 5436.6389
Indo-Pacific (28.3, Inf] 2000-2009 –> 2010-2019 0.9597332 4441.6365

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

6.2.2 Best models

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

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

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

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26] 7 4 8 8 10 4 8
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 9 4 8 6 6 10 6
(26.75,27] 9 3 8 7 4 10 7
(27,27.25] 8 5 7 6 7 10 6
(27.25,27.5] 9 8 6 5 5 10 6
(27.5,27.75] 6 5 7 7 10 7 7
(27.75,27.85] 7 5 8 7 10 6 7
(27.85,27.95] 7 6 7 8 10 3 7
(27.95,28.05] 7 10 8 7 5 6 7
(28.05,28.1] 9 5 9 8 8 3 7
(28.1,28.15] 8 5 8 8 8 5 8
(28.15,28.2] 9 10 5 6 9 3 6
(28.2, Inf] 9 10 5 5 10 3 5
total 112.00 86.00 100.00 94.00 112.00 85.00 95.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 8 5 7 7 10 5 8
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 9 4 8 6 6 10 6
(26.75,27] 9 3 9 6 6 10 5
(27,27.25] 7 4 6 7 10 10 4
(27.25,27.5] 9 10 4 5 4 10 5
(27.5,27.75] 7 4 7 6 10 8 6
(27.75,27.85] 7 6 8 6 10 6 6
(27.85,27.95] 7 5 7 8 10 5 8
(27.95,28.05] 6 10 8 6 5 8 6
(28.05,28.1] 9 5 9 8 7 3 8
(28.1,28.15] 9 3 10 8 7 4 7
(28.15,28.2] 9 10 5 6 9 3 6
(28.2, Inf] 9 10 5 5 10 4 4
total 113.00 85.00 99.00 90.00 114.00 91.00 87.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 9 4 8 7 10 3 7
(26,26.5] 8 7 7 7 7 6 8
(26.5,26.75] 9 10 8 7 4 3 7
(26.75,27] 7 10 7 8 6 3 7
(27,27.25] 6 10 6 8 5 6 8
(27.25,27.5] 7 9 7 8 4 9 6
(27.5,27.75] 5 6 6 7 10 10 5
(27.75,27.85] 9 5 9 7 9 3 6
(27.85,27.95] 9 7 8 8 6 3 8
(27.95,28.05] 6 4 5 7 9 10 8
(28.05,28.1] 7 5 7 8 5 10 8
(28.1,28.2] 7 4 7 7 7 10 7
(28.2,28.3] 6 8 7 7 6 10 6
(28.3, Inf] 5 4 5 9 10 10 4
total 100.00 93.00 97.00 105.00 98.00 96.00 95.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 7 6 7 8 10 3 7
(26,26.5] 8 8 8 7 6 6 7
(26.5,26.75] 8 10 8 8 4 4 7
(26.75,27] 7 10 7 8 6 3 7
(27,27.25] 6 10 6 8 5 6 8
(27.25,27.5] 7 9 8 7 4 9 6
(27.5,27.75] 6 5 6 4 10 10 7
(27.75,27.85] 9 9 7 5 9 2 7
(27.85,27.95] 9 7 7 7 7 2 9
(27.95,28.05] 8 8 6 7 9 5 6
(28.05,28.1] 6 4 6 7 8 10 8
(28.1,28.2] 5 4 7 7 9 10 7
(28.2,28.3] 6 9 7 6 6 10 5
(28.3, Inf] 7 3 8 9 7 7 8
total 99.00 102.00 98.00 98.00 100.00 87.00 99.00

6.4 RMSE alternatives

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

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

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

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

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

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

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

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

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

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