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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:

  • 1000

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

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

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

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

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

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

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

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab n_predictors model nr_obs rmse aic vif_max resid_max eras rmse_sum rmse_lag aic_sum vif_max_sum rank rank_sum
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 141 1.3033565 488.8546 122.857115 5.356680 1982-1999 –> 2000-2012 2.5151035 1.2117469 1173.0312 220.510003 2 4
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 141 1.3425621 497.2122 14.899234 6.393684 1982-1999 –> 2000-2012 2.5264485 1.1838864 1171.7125 25.284957 11 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 141 1.2951895 487.0819 94.179661 5.274524 1982-1999 –> 2000-2012 2.5318232 1.2366337 1179.7158 168.342994 1 7
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 141 1.3258598 493.6819 31.086886 5.990034 1982-1999 –> 2000-2012 2.5389924 1.2131326 1178.3340 53.704640 5 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 141 1.3342743 495.4659 14.830096 6.208244 1982-1999 –> 2000-2012 2.5478573 1.2135831 1180.2725 25.351011 8 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 141 1.3392096 496.5071 15.435910 6.323433 1982-1999 –> 2000-2012 2.5536609 1.2144514 1181.6112 27.212545 10 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 141 1.3187975 492.1758 29.336097 5.929256 1982-1999 –> 2000-2012 2.5559895 1.2371921 1184.9975 46.359628 4 11
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 141 1.3154743 489.4643 53.822011 6.043340 1982-1999 –> 2000-2012 2.5570331 1.2415588 1181.7517 104.146958 3 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 141 1.3287552 494.2971 15.274688 6.195763 1982-1999 –> 2000-2012 2.5663719 1.2376167 1187.2615 24.611085 6 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 141 1.3324318 495.0763 10.354781 6.251974 1982-1999 –> 2000-2012 2.5709372 1.2385054 1188.3393 17.621710 7 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 101 1.1909412 335.9239 114.421184 4.630684 2000-2012 –> 2008-2019 2.4861307 1.2951895 823.0058 208.600845 1 2
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 101 1.2237409 341.4119 131.083286 4.924065 2000-2012 –> 2008-2019 2.5270974 1.3033565 830.2665 253.940401 3 5
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 101 1.2162974 340.1795 39.260299 4.607482 2000-2012 –> 2008-2019 2.5350949 1.3187975 832.3553 68.596396 2 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 101 1.2250269 341.6241 21.036457 4.681034 2000-2012 –> 2008-2019 2.5537821 1.3287552 835.9211 36.311146 4 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 101 1.2343384 343.1537 40.151029 4.923476 2000-2012 –> 2008-2019 2.5601981 1.3258598 836.8356 71.237915 6 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 101 1.2279967 342.1132 14.942469 4.715148 2000-2012 –> 2008-2019 2.5604286 1.3324318 837.1895 25.297249 5 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 101 1.2382077 343.7859 37.543078 4.925082 2000-2012 –> 2008-2019 2.5724819 1.3342743 839.2518 52.373174 8 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 101 1.2434194 344.6344 38.941255 4.927143 2000-2012 –> 2008-2019 2.5826290 1.3392096 841.1415 54.377165 9 19
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 101 1.2774143 350.0829 21.013381 4.685281 2000-2012 –> 2008-2019 2.6199764 1.3425621 847.2950 35.912616 10 21
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 101 1.3310505 356.3912 103.957978 4.813911 2000-2012 –> 2008-2019 2.6465248 1.3154743 845.8555 157.779989 14 17
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1042 3.6215458 5652.9695 353.029380 10.828363 1982-1999 –> 2000-2012 6.9120115 3.2904657 13115.8171 671.469650 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1042 3.6982998 5696.6756 12.456368 10.819436 1982-1999 –> 2000-2012 7.0695773 3.3712775 13228.7689 25.223413 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1042 3.7063647 5701.2153 12.761408 10.829646 1982-1999 –> 2000-2012 7.0843584 3.3779938 13238.9886 23.868317 4 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1042 3.7938258 5749.8213 353.036507 11.176137 1982-1999 –> 2000-2012 7.0876926 3.2938667 13215.6173 666.336390 6 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1042 3.7209062 5709.3756 12.691692 10.840759 1982-1999 –> 2000-2012 7.1142065 3.3933004 13260.0520 24.716361 5 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1042 3.6976785 5696.3255 35.350448 14.448354 1982-1999 –> 2000-2012 7.2431184 3.5454399 13372.1762 84.490731 2 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1042 3.8822779 5797.8515 12.670195 11.350566 1982-1999 –> 2000-2012 7.2537997 3.3715218 13330.1515 23.578161 7 11
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1042 3.8979549 5806.2499 12.826203 11.753676 1982-1999 –> 2000-2012 7.2808962 3.3829413 13348.2003 23.765003 8 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1042 3.9004751 5807.5969 12.891326 11.788904 1982-1999 –> 2000-2012 7.2872917 3.3868166 13352.8147 23.748126 9 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1042 3.9404798 5828.8623 13.042633 11.796112 1982-1999 –> 2000-2012 7.3568299 3.4163501 13398.8595 24.054785 10 19
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 849 3.3979030 4500.2807 318.497894 11.553006 2000-2012 –> 2008-2019 7.0194488 3.6215458 10153.2502 671.527274 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 849 3.4984054 4549.7754 11.064706 12.593619 2000-2012 –> 2008-2019 7.1967052 3.6982998 10246.4510 23.521074 2 5
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 849 3.5122506 4556.4821 32.664896 11.862721 2000-2012 –> 2008-2019 7.2099291 3.6976785 10252.8076 68.015344 4 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 849 3.5053239 4553.1301 11.790267 12.853227 2000-2012 –> 2008-2019 7.2116886 3.7063647 10254.3453 24.551675 3 7
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 849 3.5234171 4561.8720 11.751437 13.323003 2000-2012 –> 2008-2019 7.2443233 3.7209062 10271.2476 24.443129 5 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 849 3.5252197 4562.7404 318.616108 11.850372 2000-2012 –> 2008-2019 7.3190455 3.7938258 10312.5618 671.652615 6 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 849 3.6485114 4621.1117 11.142026 15.560963 2000-2012 –> 2008-2019 7.5307893 3.8822779 10418.9632 23.812221 7 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 849 3.6668691 4629.6339 11.789463 16.310171 2000-2012 –> 2008-2019 7.5648240 3.8979549 10435.8838 24.615666 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 849 3.6683136 4630.3026 11.498001 16.326159 2000-2012 –> 2008-2019 7.5687887 3.9004751 10437.8995 24.389327 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 849 3.6801020 4635.7505 11.789315 16.025469 2000-2012 –> 2008-2019 7.6205819 3.9404798 10464.6129 24.831947 10 20
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1387 3.1435132 7127.3115 305.863163 11.637779 1982-1999 –> 2000-2012 6.5528977 3.4093845 17252.2990 569.127126 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1387 3.1839590 7162.7753 125.560440 12.337275 1982-1999 –> 2000-2012 6.6328681 3.4489092 17331.8160 190.357708 2 4
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1387 3.2059076 7181.8323 124.838045 12.599106 1982-1999 –> 2000-2012 6.6758818 3.4699741 17374.1457 189.351348 4 7
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1387 3.2228540 7196.4570 126.269795 12.881072 1982-1999 –> 2000-2012 6.7087809 3.4859270 17406.3014 191.349379 7 11
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1387 3.2233146 7194.8534 249.682728 12.998570 1982-1999 –> 2000-2012 6.7582572 3.5349426 17456.0646 493.363151 8 13
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1387 3.1910803 7168.9727 24.832740 14.800324 1982-1999 –> 2000-2012 6.7593619 3.5682816 17468.0614 51.309705 3 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1387 3.2066345 7182.4612 24.972716 15.288200 1982-1999 –> 2000-2012 6.7973630 3.5907285 17505.5175 51.650543 5 18
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1387 3.2115729 7186.7300 25.058727 15.418223 1982-1999 –> 2000-2012 6.8093815 3.5978086 17517.3150 51.810683 6 20
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 1387 3.2704285 7235.1064 19.257684 13.779985 1982-1999 –> 2000-2012 6.8519817 3.5815532 17546.3839 36.278364 11 21
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1387 3.3388449 7292.5390 262.534954 17.979002 1982-1999 –> 2000-2012 6.8776966 3.5388517 17557.9745 519.482291 14 20
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1169 3.6807931 6378.1921 303.365953 11.502459 2000-2012 –> 2008-2019 6.8243063 3.1435132 13505.5036 609.229116 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1169 3.7213889 6403.8370 117.660146 12.063856 2000-2012 –> 2008-2019 6.9053479 3.1839590 13566.6123 243.220586 2 4
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1169 3.7407461 6415.9668 116.940100 12.268735 2000-2012 –> 2008-2019 6.9466537 3.2059076 13597.7991 241.778146 3 7
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1169 3.7603418 6428.1824 118.431186 12.582316 2000-2012 –> 2008-2019 6.9831958 3.2228540 13624.6393 244.700980 4 11
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1169 3.8795824 6501.1692 24.651576 14.988755 2000-2012 –> 2008-2019 7.0706627 3.1910803 13670.1420 49.484316 14 17
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1169 3.8551864 6484.4207 247.369251 13.672996 2000-2012 –> 2008-2019 7.0785010 3.2233146 13679.2742 497.051980 11 19
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1169 3.8490991 6482.7262 122.117426 13.309372 2000-2012 –> 2008-2019 7.0792578 3.2301586 13685.4633 254.028897 10 19
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1169 3.9012448 6514.1876 24.806423 15.436204 2000-2012 –> 2008-2019 7.1078793 3.2066345 13696.6488 49.779139 15 20
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1169 3.9066257 6517.4101 24.892107 15.533299 2000-2012 –> 2008-2019 7.1181986 3.2115729 13704.1401 49.950834 17 23
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1169 3.7985241 6449.8025 262.529135 19.900534 2000-2012 –> 2008-2019 7.1373690 3.3388449 13742.3415 525.064088 5 19
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2450 2.0289999 10433.7597 330.762558 13.073090 1982-1999 –> 2000-2012 3.7826290 1.7536290 23258.4480 619.752821 1 2
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2450 2.0728777 10536.5942 315.114649 15.391108 1982-1999 –> 2000-2012 3.8681274 1.7952497 23511.0007 597.797039 2 4
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2450 2.0890382 10576.6473 25.326949 15.243175 1982-1999 –> 2000-2012 3.9005173 1.8114791 23611.2632 53.938039 3 7
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2450 2.1354821 10684.3917 77.709922 13.421571 1982-1999 –> 2000-2012 3.9330917 1.7976097 23669.2953 122.106458 6 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2450 2.1215820 10652.3929 22.814468 15.361327 1982-1999 –> 2000-2012 3.9930216 1.8714396 23897.6344 46.454598 4 11
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2450 2.1736175 10771.1237 77.461478 13.470919 1982-1999 –> 2000-2012 4.0274761 1.8538586 23955.3154 121.701792 7 13
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2450 2.1350029 10683.2920 23.120146 15.405599 1982-1999 –> 2000-2012 4.0338175 1.8988146 24022.4607 46.763857 5 14
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 2450 2.1865536 10798.1993 25.120639 15.994104 1982-1999 –> 2000-2012 4.0383160 1.8517624 23973.0731 51.501788 8 13
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2450 2.1985468 10827.0021 78.253476 13.719644 1982-1999 –> 2000-2012 4.0878737 1.8893269 24133.7716 122.967532 11 19
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2450 2.2289902 10892.3872 3.797524 16.180490 1982-1999 –> 2000-2012 4.1434544 1.9144642 24282.6452 7.658738 12 22
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2135 2.4771464 9946.2155 273.458079 23.027513 2000-2012 –> 2008-2019 4.5061463 2.0289999 20379.9752 604.220637 1 2
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2135 2.5141314 10009.4974 24.965597 26.356807 2000-2012 –> 2008-2019 4.6031696 2.0890382 20586.1447 50.292547 2 5
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2135 2.5712961 10103.4987 251.651598 26.805346 2000-2012 –> 2008-2019 4.6441738 2.0728777 20640.0929 566.766246 6 8
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2135 2.5361162 10046.6742 73.804752 23.431518 2000-2012 –> 2008-2019 4.6715983 2.1354821 20731.0658 151.514674 3 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2135 2.5690998 10101.8498 22.873570 26.623296 2000-2012 –> 2008-2019 4.6906819 2.1215820 20754.2427 45.688038 5 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2135 2.5933938 10142.0381 22.873583 26.653343 2000-2012 –> 2008-2019 4.7283967 2.1350029 20825.3302 45.993729 9 14
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2135 2.5471057 10065.1370 76.451439 23.515218 2000-2012 –> 2008-2019 4.7342065 2.1871007 20866.5621 156.553917 4 13
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2135 2.5796303 10119.3164 73.364131 23.463599 2000-2012 –> 2008-2019 4.7532478 2.1736175 20890.4401 150.825610 8 15
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 2135 2.5735724 10107.2771 24.900216 25.537428 2000-2012 –> 2008-2019 4.7616916 2.1881192 20908.9835 49.867972 7 17
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2135 2.6196748 10185.0918 74.587975 23.820075 2000-2012 –> 2008-2019 4.8182216 2.1985468 21012.0939 152.841451 10 21
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2285 1.8991376 9429.7466 41.035803 14.110545 1982-1999 –> 2000-2012 3.3590800 1.4599424 20576.4429 98.725707 2 3
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2285 1.8217985 9239.7456 125.879701 10.540298 1982-1999 –> 2000-2012 3.3784070 1.5566085 20783.5543 197.244852 1 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2285 1.9253754 9492.4518 17.644187 14.147402 1982-1999 –> 2000-2012 3.4227939 1.4974185 20796.1388 36.464115 4 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2285 1.9318046 9507.6867 17.621600 14.136571 1982-1999 –> 2000-2012 3.4403212 1.5085166 20857.1113 36.417947 5 8
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 2285 1.9005082 9431.0436 38.660716 13.950856 1982-1999 –> 2000-2012 3.4694996 1.5689913 21021.9307 92.439915 3 9
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2285 1.9803556 9621.1224 317.396191 13.693308 1982-1999 –> 2000-2012 3.5293524 1.5489968 21134.5685 670.681848 6 10
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2285 2.0839060 9854.0442 115.375345 14.412970 1982-1999 –> 2000-2012 3.7504104 1.6665044 21820.4003 181.483574 9 16
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2285 2.1052503 9900.6142 114.239812 14.787033 1982-1999 –> 2000-2012 3.8141799 1.7089296 22022.6808 179.899348 13 21
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2285 2.1531357 10003.3974 116.555388 14.515029 1982-1999 –> 2000-2012 3.8999723 1.7468366 22261.3562 183.236348 15 24
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2285 2.0843351 9854.9851 17.345562 19.043516 1982-1999 –> 2000-2012 3.9630629 1.8787279 22563.7951 35.870373 10 21
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1929 1.9650447 8094.4018 183.185514 8.978602 2000-2012 –> 2008-2019 3.7868432 1.8217985 17334.1474 309.065215 1 2
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1929 2.0987562 8348.3735 40.064947 13.021080 2000-2012 –> 2008-2019 3.9978938 1.8991376 17778.1201 81.100751 3 5
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1929 2.1313605 8405.8468 37.388577 13.939804 2000-2012 –> 2008-2019 4.0318687 1.9005082 17836.8905 76.049293 8 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1929 2.0341459 8227.7382 223.398148 9.531952 2000-2012 –> 2008-2019 4.0371400 2.0029940 17900.8062 369.299570 2 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1929 2.1162380 8380.3760 16.952267 13.026838 2000-2012 –> 2008-2019 4.0416134 1.9253754 17872.8278 34.596454 5 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1929 2.1196429 8386.5781 16.923054 13.013732 2000-2012 –> 2008-2019 4.0514475 1.9318046 17894.2648 34.544654 6 11
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1929 2.1248084 8393.9686 8.474847 12.614216 2000-2012 –> 2008-2019 4.1659444 2.0411360 18151.2424 17.254459 7 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1929 2.1073085 8364.0626 154.055330 10.790197 2000-2012 –> 2008-2019 4.1978848 2.0905764 18232.7115 264.046413 4 15
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1929 2.2196255 8564.3968 347.019529 13.763111 2000-2012 –> 2008-2019 4.1999811 1.9803556 18185.5192 664.415720 12 18
Atlantic (27,27.25] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1929 2.1387941 8419.2791 8.252879 12.364290 2000-2012 –> 2008-2019 4.2301658 2.0913717 18287.6663 16.453019 9 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2275 2.2189560 10096.6879 33.647063 14.673522 1982-1999 –> 2000-2012 4.0761180 1.8571620 22852.1892 66.135218 1 5
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2275 2.3120176 10283.6189 318.401588 14.922262 1982-1999 –> 2000-2012 4.1190774 1.8070598 22868.1380 627.295633 4 5
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2275 2.3071529 10274.0351 300.980930 15.556080 1982-1999 –> 2000-2012 4.1194512 1.8122984 22876.6521 589.329937 3 5
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2275 2.2986639 10257.2628 638.250325 20.767380 1982-1999 –> 2000-2012 4.1416952 1.8430313 22965.0123 1328.251462 2 5
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2275 2.3296275 10316.1434 33.643708 14.211030 1982-1999 –> 2000-2012 4.1871755 1.8575480 23070.9441 66.130581 5 10
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2275 2.3725140 10401.1435 375.835147 10.787930 1982-1999 –> 2000-2012 4.2384821 1.8659681 23186.2199 747.349378 6 12
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2275 2.4631217 10571.6746 833.574228 21.006835 1982-1999 –> 2000-2012 4.4680421 2.0049204 23805.7969 1664.082407 8 15
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2275 2.4765829 10596.4732 33.341940 21.560629 1982-1999 –> 2000-2012 4.4952036 2.0186207 23873.1721 67.430415 9 17
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2275 2.5302786 10694.0691 22.084598 22.608904 1982-1999 –> 2000-2012 4.6082680 2.0779894 24151.9907 43.667973 11 20
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2275 2.5319471 10697.0686 22.083594 22.610142 1982-1999 –> 2000-2012 4.6172805 2.0853333 24177.0466 43.668759 12 22
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1938 2.6182222 9244.4384 35.424093 14.177425 2000-2012 –> 2008-2019 4.8371782 2.2189560 19341.1263 69.071156 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1938 2.7347980 9413.2849 669.871273 14.441662 2000-2012 –> 2008-2019 5.0334618 2.2986639 19670.5477 1308.121597 3 5
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1938 2.7646596 9455.3781 311.777618 11.545469 2000-2012 –> 2008-2019 5.0718125 2.3071529 19729.4132 612.758548 4 7
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1938 2.7798268 9476.5840 331.480965 10.637454 2000-2012 –> 2008-2019 5.0918444 2.3120176 19760.2029 649.882553 5 9
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1938 2.7308791 9407.7267 447.718856 20.953802 2000-2012 –> 2008-2019 5.1539750 2.4230959 19904.8565 871.696227 2 9
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1938 2.8568189 9580.4768 35.409324 11.036993 2000-2012 –> 2008-2019 5.1864464 2.3296275 19896.6202 69.053032 9 14
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1938 2.8473409 9569.5961 395.294033 11.021739 2000-2012 –> 2008-2019 5.2198549 2.3725140 19970.7396 771.129179 8 14
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1938 2.8723791 9603.5309 825.918538 24.964408 2000-2012 –> 2008-2019 5.3355008 2.4631217 20175.2055 1659.492765 10 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1938 2.8812116 9615.4312 35.263496 25.478918 2000-2012 –> 2008-2019 5.3577945 2.4765829 20211.9044 68.605437 11 20
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + silicate + phosphate 1938 2.8863385 9620.3221 35.250906 25.934744 2000-2012 –> 2008-2019 5.4062217 2.5198832 20293.6596 68.534957 12 22
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2952 2.2901310 13283.5208 19.183252 15.382461 1982-1999 –> 2000-2012 4.1521638 1.8620328 29826.4400 38.662290 3 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2952 2.3299877 13385.3881 19.847720 16.729572 1982-1999 –> 2000-2012 4.1866450 1.8566573 29904.8899 39.608128 4 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2952 2.3323588 13391.3932 19.189415 16.816627 1982-1999 –> 2000-2012 4.1884227 1.8560640 29908.3059 38.737988 5 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2952 2.3392391 13408.7839 19.578678 16.776286 1982-1999 –> 2000-2012 4.1928295 1.8535905 29914.8950 39.111071 6 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2952 2.2861533 13273.2573 511.112399 14.729736 1982-1999 –> 2000-2012 4.2172903 1.9311370 30111.3419 994.967907 2 8
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2952 2.3794408 13507.3871 19.000096 18.195607 1982-1999 –> 2000-2012 4.2486019 1.8691611 30079.2559 38.484397 7 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2952 2.2822585 13261.1904 938.558206 18.834583 1982-1999 –> 2000-2012 4.3346406 2.0523820 30590.5014 1848.826084 1 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2952 2.5235584 13856.5686 886.498169 20.084245 1982-1999 –> 2000-2012 4.5468202 2.0232618 31072.1297 1663.785176 9 16
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2952 2.3846698 13520.3472 18.267716 15.347269 1982-1999 –> 2000-2012 4.6828130 2.2981432 31765.7714 36.103253 8 25
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 2952 2.6882718 14227.8700 18.783144 13.192941 1982-1999 –> 2000-2012 4.8208991 2.1326273 31867.8452 37.919567 12 21
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2547 2.6471503 12198.9989 924.183146 24.811815 2000-2012 –> 2008-2019 4.9294088 2.2822585 25460.1893 1862.741352 1 2
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2547 2.6788612 12261.6585 516.143556 20.265232 2000-2012 –> 2008-2019 4.9650145 2.2861533 25534.9158 1027.255955 2 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2547 2.6817572 12267.1626 19.180168 20.491001 2000-2012 –> 2008-2019 4.9718882 2.2901310 25550.6834 38.363421 3 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2547 2.7238683 12346.5311 20.175579 22.125934 2000-2012 –> 2008-2019 5.0538560 2.3299877 25731.9192 40.023300 5 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2547 2.7292193 12356.5283 19.630950 22.322198 2000-2012 –> 2008-2019 5.0615780 2.3323588 25747.9214 38.820365 6 11
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2547 2.6852624 12271.8164 18.977680 20.462495 2000-2012 –> 2008-2019 5.0699322 2.3846698 25792.1636 37.245396 4 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2547 2.7474555 12390.4524 19.958215 22.107424 2000-2012 –> 2008-2019 5.0866946 2.3392391 25799.2364 39.536893 8 14
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2547 2.9037622 12670.3137 19.534730 25.613874 2000-2012 –> 2008-2019 5.2832031 2.3794408 26177.7007 38.534826 9 16
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2547 2.7411123 12376.6781 926.104048 27.773153 2000-2012 –> 2008-2019 5.3783752 2.6372628 26491.4454 1861.605598 7 17
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2547 2.9065600 12677.2193 835.418128 27.005269 2000-2012 –> 2008-2019 5.4301184 2.5235584 26533.7880 1721.916297 10 19
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1078 2.3487402 4914.1948 45.563616 14.318404 1982-1999 –> 2000-2012 4.2152583 1.8665181 11081.7508 86.115254 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1078 2.3930890 4954.5247 50.663183 14.449582 1982-1999 –> 2000-2012 4.3024458 1.9093569 11190.4282 95.776508 3 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1078 2.3944864 4955.7833 48.523478 14.459373 1982-1999 –> 2000-2012 4.3040518 1.9095654 11192.0158 92.306573 4 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1078 2.3981261 4959.0580 50.480075 14.495724 1982-1999 –> 2000-2012 4.3081015 1.9099754 11195.9370 95.420973 5 9
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1078 2.4080998 4966.0061 45.988302 14.577750 1982-1999 –> 2000-2012 4.3181637 1.9100639 11201.0248 88.706092 6 11
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1078 2.3766758 4937.6867 13.663364 13.940514 1982-1999 –> 2000-2012 4.3637035 1.9870277 11291.6890 29.282024 2 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1078 2.5525003 5093.5617 45.588133 15.336563 1982-1999 –> 2000-2012 4.6325795 2.0800791 11587.4113 86.275508 7 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1078 2.5767839 5111.9762 11.944314 14.957753 1982-1999 –> 2000-2012 4.7736166 2.1968328 11768.3132 25.716862 8 24
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 1078 2.7930164 5285.7068 45.411799 13.441047 1982-1999 –> 2000-2012 4.8490093 2.0559929 11742.4755 85.557877 14 21
Atlantic (27.75,27.85] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1078 2.7539923 5255.3707 330.757045 16.189533 1982-1999 –> 2000-2012 4.8522260 2.0982338 11773.3945 613.437220 13 22
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 909 2.5126444 4268.6186 45.815443 13.917298 2000-2012 –> 2008-2019 4.8613846 2.3487402 9182.8135 91.379059 1 2
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 909 2.5257205 4276.0552 13.633591 13.655939 2000-2012 –> 2008-2019 4.9023964 2.3766758 9213.7419 27.296954 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 909 2.5559945 4299.7167 50.979047 14.048903 2000-2012 –> 2008-2019 4.9490835 2.3930890 9254.2414 101.642231 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 909 2.5581960 4301.2818 48.914147 14.059558 2000-2012 –> 2008-2019 4.9526824 2.3944864 9257.0652 97.437625 4 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 909 2.5639205 4305.3455 50.752215 14.101911 2000-2012 –> 2008-2019 4.9620466 2.3981261 9264.4035 101.232289 5 10
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 909 2.5884182 4320.6336 46.703903 14.187367 2000-2012 –> 2008-2019 4.9965180 2.4080998 9286.6398 92.692205 6 12
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 909 2.7102876 4406.2758 45.895109 14.869591 2000-2012 –> 2008-2019 5.2627879 2.5525003 9499.8375 91.483242 7 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 909 2.7227266 4412.6005 11.980907 14.597025 2000-2012 –> 2008-2019 5.2995104 2.5767839 9524.5766 23.925221 9 17
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 909 2.7104535 4404.3871 20.494918 13.222590 2000-2012 –> 2008-2019 5.3145054 2.6040519 9539.0586 41.966706 8 17
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 909 2.7247016 4413.9188 19.777674 13.283290 2000-2012 –> 2008-2019 5.3406189 2.6159172 9558.3918 40.447283 10 20
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 950 2.9609395 4772.4458 42.442118 23.050092 1982-1999 –> 2000-2012 6.0351569 3.0742174 12285.3131 81.277964 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 950 2.9721825 4779.6466 71.633464 23.097192 1982-1999 –> 2000-2012 6.0638367 3.0916543 12309.1989 142.389554 2 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 950 2.9731333 4780.2544 42.429040 23.154546 1982-1999 –> 2000-2012 6.0665513 3.0934180 12311.4891 82.818282 3 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 950 2.9731650 4780.2746 77.236830 23.161165 1982-1999 –> 2000-2012 6.0670019 3.0938369 12311.9088 152.544135 4 9
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 950 2.9731758 4778.2815 32.734219 23.167642 1982-1999 –> 2000-2012 6.0692851 3.0961092 12310.0816 70.925019 5 11
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 950 3.0565046 4830.7999 834.083716 23.219165 1982-1999 –> 2000-2012 6.1356328 3.0791282 12346.3758 1832.682473 6 8
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 950 3.0800973 4845.4095 34.184229 23.316784 1982-1999 –> 2000-2012 6.1788183 3.0987210 12379.6970 67.440178 7 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 950 3.1119077 4864.9315 76.673234 23.469299 1982-1999 –> 2000-2012 6.2402614 3.1283537 12427.2955 151.936155 8 16
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 950 3.1152378 4866.9636 33.989462 23.468939 1982-1999 –> 2000-2012 6.2442386 3.1290008 12429.9378 71.148566 9 18
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 950 3.1412254 4882.7479 71.571788 23.421553 1982-1999 –> 2000-2012 6.2728139 3.1315885 12448.1607 141.083954 11 21
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 868 2.7326227 4222.4118 980.215005 21.289676 2000-2012 –> 2008-2019 5.6891794 2.9565567 8992.0431 1858.665766 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 868 2.7462838 4231.0690 38.769642 21.330674 2000-2012 –> 2008-2019 5.7072233 2.9609395 9003.5147 81.211760 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 868 2.7673335 4244.3243 67.949003 21.376111 2000-2012 –> 2008-2019 5.7395160 2.9721825 9023.9709 139.582467 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 868 2.7681217 4244.8187 38.770820 21.395873 2000-2012 –> 2008-2019 5.7412550 2.9731333 9025.0730 81.199860 4 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 868 2.7682197 4244.8801 73.270023 21.399320 2000-2012 –> 2008-2019 5.7413847 2.9731650 9025.1547 150.506853 5 10
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 868 2.7682675 4242.9101 32.411752 21.403575 2000-2012 –> 2008-2019 5.7414433 2.9731758 9021.1916 65.145971 6 12
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 868 2.9342843 4344.0180 946.008965 20.972817 2000-2012 –> 2008-2019 5.9907888 3.0565046 9174.8180 1780.092681 9 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 868 2.8808961 4314.1413 38.866340 22.150495 2000-2012 –> 2008-2019 6.0043189 3.1234228 9188.0905 81.457728 7 18
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 868 2.9725777 4366.5269 31.933004 20.993229 2000-2012 –> 2008-2019 6.0526750 3.0800973 9211.9364 66.117232 11 19
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 868 2.9010758 4324.2590 20.673655 21.222339 2000-2012 –> 2008-2019 6.0536992 3.1526234 9213.8886 43.573330 8 21
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1209 3.5179236 6486.5253 107.130095 22.266113 1982-1999 –> 2000-2012 7.1555581 3.6376345 15607.0397 216.036987 1 2
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1209 3.6484394 6572.6096 106.465740 20.823333 1982-1999 –> 2000-2012 7.3588038 3.7103644 15757.6402 215.372556 4 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1209 3.6149738 6552.3280 126.943341 22.087646 1982-1999 –> 2000-2012 7.3646681 3.7496943 15774.7871 256.546140 2 5
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1209 3.6238899 6558.2845 35.710437 21.899846 1982-1999 –> 2000-2012 7.3826828 3.7587929 15788.8868 74.399021 3 7
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1209 3.6617513 6583.4160 31.018180 21.483059 1982-1999 –> 2000-2012 7.4584484 3.7966971 15847.7313 67.321419 5 10
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1209 3.7231018 6623.5925 845.052627 21.132800 1982-1999 –> 2000-2012 7.5738539 3.8507521 15935.4081 1767.638021 6 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1209 3.7481954 6637.8351 118.803078 19.944800 1982-1999 –> 2000-2012 7.5839750 3.8357796 15934.5608 244.377468 7 13
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1209 3.7487292 6638.1794 34.390475 20.003143 1982-1999 –> 2000-2012 7.5861840 3.8374548 15936.3723 69.777614 8 15
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1209 3.7580977 6644.2148 28.825671 20.441363 1982-1999 –> 2000-2012 7.6110259 3.8529282 15955.9286 58.408512 9 18
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1209 3.7833024 6660.3776 843.573792 21.061479 1982-1999 –> 2000-2012 7.6663189 3.8830165 15998.2284 1765.899105 10 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 945 3.1358669 4855.8855 950.287812 22.128468 2000-2012 –> 2008-2019 6.4054117 3.2695448 11165.3644 1900.210090 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 945 3.2491534 4922.9594 121.079422 26.668831 2000-2012 –> 2008-2019 6.7670771 3.5179236 11409.4847 228.209516 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 945 3.3226654 4965.2440 144.772393 26.713124 2000-2012 –> 2008-2019 6.9376392 3.6149738 11517.5720 271.715733 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 945 3.3334290 4971.3567 39.776212 26.467597 2000-2012 –> 2008-2019 6.9573189 3.6238899 11529.6411 75.486649 4 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 945 3.3777587 4996.3252 34.508042 25.943831 2000-2012 –> 2008-2019 7.0395100 3.6617513 11579.7412 65.526223 5 11
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 945 3.4096347 5012.0776 119.725450 24.485578 2000-2012 –> 2008-2019 7.0580742 3.6484394 11584.6872 226.191190 6 11
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 945 3.4468528 5034.5962 828.774786 25.294853 2000-2012 –> 2008-2019 7.1699546 3.7231018 11658.1888 1673.827413 7 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 945 3.4970511 5059.9228 133.064821 23.106998 2000-2012 –> 2008-2019 7.2452465 3.7481954 11697.7579 251.867899 8 16
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 945 3.4973060 5060.0605 35.246768 23.111047 2000-2012 –> 2008-2019 7.2460352 3.7487292 11698.2400 69.637243 9 18
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 945 3.5054582 5064.4610 30.801051 23.110090 2000-2012 –> 2008-2019 7.2635559 3.7580977 11708.6757 59.626722 10 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 696 0.5847151 1242.1728 86.320721 3.015207 1982-1999 –> 2000-2012 1.0955157 0.5108006 2760.9581 161.417907 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 696 0.6379298 1361.4209 80.505491 3.045729 1982-1999 –> 2000-2012 1.1487446 0.5108148 2878.2622 145.520451 7 9
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 696 0.6321568 1348.7665 82.068150 2.672133 1982-1999 –> 2000-2012 1.1528040 0.5206472 2904.0057 155.725760 6 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 696 0.6189678 1321.4171 296.301550 3.109475 1982-1999 –> 2000-2012 1.1627343 0.5437666 2966.1596 515.911519 2 7
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 696 0.6206239 1325.1367 80.906075 3.132817 1982-1999 –> 2000-2012 1.1658134 0.5451895 2975.1425 143.311626 3 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 696 0.6216177 1327.3639 256.816409 3.139616 1982-1999 –> 2000-2012 1.1679145 0.5462968 2981.4559 450.458152 4 11
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate 696 0.6597179 1406.1699 71.629770 2.852395 1982-1999 –> 2000-2012 1.1811926 0.5214746 2962.6075 131.283175 9 13
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 696 0.6301638 1344.3709 69.985935 3.342219 1982-1999 –> 2000-2012 1.1872991 0.5571353 3036.0295 127.663340 5 21
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 696 0.6596546 1408.0363 290.599712 2.692118 1982-1999 –> 2000-2012 1.2113183 0.5516636 3079.8175 509.276285 8 18
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 696 0.6611463 1411.1805 77.032015 2.685457 1982-1999 –> 2000-2012 1.2141530 0.5530067 3087.8591 138.272891 10 22
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 592 0.6286865 1144.5020 120.056990 2.887432 2000-2012 –> 2008-2019 1.2134016 0.5847151 2386.6748 206.377711 1 2
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 592 0.6574881 1197.5382 377.360618 2.893181 2000-2012 –> 2008-2019 1.2764559 0.6189678 2518.9553 673.662168 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 592 0.6602013 1202.4139 108.195021 2.903006 2000-2012 –> 2008-2019 1.2808252 0.6206239 2527.5507 189.101096 3 6
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 592 0.6617994 1205.2766 328.205931 2.906048 2000-2012 –> 2008-2019 1.2834171 0.6216177 2532.6405 585.022339 4 8
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 592 0.6873690 1248.1606 85.862994 3.408966 2000-2012 –> 2008-2019 1.3175328 0.6301638 2592.5315 155.848928 5 10
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 592 0.7018215 1272.7970 100.309704 2.700137 2000-2012 –> 2008-2019 1.3339783 0.6321568 2621.5635 182.377854 7 13
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 592 0.7016088 1272.4381 117.722663 3.129600 2000-2012 –> 2008-2019 1.3395386 0.6379298 2633.8589 198.228153 6 13
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 592 0.7228946 1307.8249 332.555752 2.711697 2000-2012 –> 2008-2019 1.3825492 0.6596546 2715.8612 623.155464 9 17
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 592 0.7257674 1312.5208 90.604551 2.704694 2000-2012 –> 2008-2019 1.3869137 0.6611463 2723.7013 167.636566 10 20
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate 592 0.7315916 1319.9843 87.852052 2.926660 2000-2012 –> 2008-2019 1.3913095 0.6597179 2726.1542 159.481821 12 21
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 997 0.4783433 1372.9349 237.985442 2.222494 1982-1999 –> 2000-2012 0.8673870 0.3890437 2751.7256 454.980341 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 997 0.4853333 1399.8620 133.194836 2.157438 1982-1999 –> 2000-2012 0.8750622 0.3897289 2781.7100 274.422540 3 5
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 997 0.4811217 1382.4832 194.053517 2.281216 1982-1999 –> 2000-2012 0.8761374 0.3950157 2803.0555 386.027878 2 5
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + phosphate 997 0.4894450 1414.6841 105.182899 2.223261 1982-1999 –> 2000-2012 0.8847646 0.3953195 2835.4665 230.022945 4 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 997 0.4956731 1443.8971 300.801958 2.164633 1982-1999 –> 2000-2012 0.9056379 0.4099648 2973.2268 593.990128 5 10
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 997 0.4965861 1447.5667 336.792604 2.208999 1982-1999 –> 2000-2012 0.9070699 0.4104838 2980.5323 672.464381 6 13
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 997 0.4984309 1454.9605 176.008109 2.209779 1982-1999 –> 2000-2012 0.9101175 0.4116866 2996.3352 319.319757 7 19
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 997 0.5015802 1465.5199 239.534582 2.105761 1982-1999 –> 2000-2012 0.9126906 0.4111104 3000.8691 503.422910 8 16
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 997 0.5023009 1468.3828 276.520308 2.149436 1982-1999 –> 2000-2012 0.9136988 0.4113979 3005.7417 581.355269 9 20
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 997 0.5039411 1474.8836 316.858434 2.303016 1982-1999 –> 2000-2012 0.9153011 0.4113599 3011.9770 621.473759 10 20
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 827 0.5363795 1330.6256 256.335580 2.242160 2000-2012 –> 2008-2019 1.0147228 0.4783433 2703.5605 494.321022 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 827 0.5477760 1363.4001 212.613947 2.252768 2000-2012 –> 2008-2019 1.0288977 0.4811217 2745.8834 406.667464 2 4
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 827 0.5551840 1385.6185 145.644928 2.173744 2000-2012 –> 2008-2019 1.0405172 0.4853333 2785.4804 278.839764 6 9
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 827 0.5493862 1370.2550 334.743602 2.231991 2000-2012 –> 2008-2019 1.0450593 0.4956731 2814.1521 635.545560 3 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 827 0.5512491 1375.8540 372.820994 2.215497 2000-2012 –> 2008-2019 1.0478352 0.4965861 2823.4207 709.613598 4 10
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 827 0.5532176 1381.7499 187.686954 2.251983 2000-2012 –> 2008-2019 1.0516485 0.4984309 2836.7104 363.695063 5 12
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + phosphate 827 0.5696047 1426.0323 115.294584 2.233669 2000-2012 –> 2008-2019 1.0590498 0.4894450 2840.7164 220.477483 10 14
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 827 0.5670476 1420.5902 263.718876 2.131661 2000-2012 –> 2008-2019 1.0686278 0.5015802 2886.1101 503.253458 7 15
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 827 0.5684790 1424.7602 301.788670 2.148747 2000-2012 –> 2008-2019 1.0707799 0.5023009 2893.1429 578.308978 9 18
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 827 0.5699255 1428.9634 358.096832 2.253552 2000-2012 –> 2008-2019 1.0738666 0.5039411 2903.8471 674.955266 11 21
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1775 0.5360939 2835.9990 368.757723 2.571548 1982-1999 –> 2000-2012 0.9924151 0.4563212 5970.4183 737.928375 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1775 0.5380509 2850.9341 364.126295 3.188312 1982-1999 –> 2000-2012 1.0042886 0.4662378 6093.1703 872.857244 2 5
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1775 0.5440802 2888.4938 382.398310 2.590895 1982-1999 –> 2000-2012 1.0066815 0.4626013 6090.1900 763.549567 4 6
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 1775 0.5424430 2877.7953 130.039922 2.937148 1982-1999 –> 2000-2012 1.0180415 0.4755985 6215.8721 294.466176 3 8
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1775 0.5554387 2961.8425 505.828418 2.637884 1982-1999 –> 2000-2012 1.0309529 0.4755142 6299.0468 1041.901237 5 9
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1775 0.5919052 3189.5803 202.645271 4.192405 1982-1999 –> 2000-2012 1.1151179 0.5232127 6999.2856 476.281159 6 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1775 0.6012869 3243.4070 150.688312 6.281886 1982-1999 –> 2000-2012 1.1335918 0.5323048 7135.9098 327.409073 7 14
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1775 0.6193751 3350.6250 420.864381 5.019412 1982-1999 –> 2000-2012 1.1656381 0.5462630 7372.5297 988.475122 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 1775 0.6283527 3399.7115 110.523714 6.823403 1982-1999 –> 2000-2012 1.1792374 0.5508847 7461.0838 255.971724 9 18
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1775 0.6289274 3404.9567 226.236818 5.207886 1982-1999 –> 2000-2012 1.1840121 0.5550848 7505.7133 511.801595 10 20
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1407 0.5615363 2382.9929 656.556572 2.411363 2000-2012 –> 2008-2019 1.0995871 0.5380509 5233.9270 1020.682867 1 3
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 1407 0.5704744 2425.4316 165.594929 2.394247 2000-2012 –> 2008-2019 1.1129174 0.5424430 5303.2269 295.634851 2 5
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1407 0.5792150 2468.2195 407.707541 2.748036 2000-2012 –> 2008-2019 1.1153089 0.5360939 5304.2185 776.465264 3 4
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1407 0.5869608 2505.6014 422.537331 2.752921 2000-2012 –> 2008-2019 1.1310410 0.5440802 5394.0952 804.935642 4 8
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1407 0.5965662 2551.2792 584.262235 2.735347 2000-2012 –> 2008-2019 1.1520050 0.5554387 5513.1217 1090.090653 5 10
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1407 0.6211626 2666.9719 336.114522 2.640582 2000-2012 –> 2008-2019 1.2130677 0.5919052 5856.5522 538.759792 6 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1407 0.6211675 2664.9943 171.900979 2.636305 2000-2012 –> 2008-2019 1.2224544 0.6012869 5908.4013 322.589292 7 14
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1407 0.6483827 2787.6597 751.368273 2.921798 2000-2012 –> 2008-2019 1.2677579 0.6193751 6138.2847 1172.232654 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 1407 0.6484720 2786.0471 141.251564 2.909230 2000-2012 –> 2008-2019 1.2768247 0.6283527 6185.7586 251.775278 9 18
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1407 0.6556558 2819.0494 335.004966 2.904719 2000-2012 –> 2008-2019 1.2845832 0.6289274 6224.0060 561.241784 10 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3341 0.6277597 6384.2228 267.285608 5.422211 1982-1999 –> 2000-2012 1.1518949 0.5241352 12926.4135 594.081750 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3341 0.6712449 6831.7603 59.750716 5.374705 1982-1999 –> 2000-2012 1.2246560 0.5534111 13833.0040 129.049376 2 4
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 3341 0.6797672 6914.0623 59.447580 5.605153 1982-1999 –> 2000-2012 1.2489810 0.5692138 14151.1036 128.672138 3 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3341 0.7001115 7113.1098 338.428708 5.706810 1982-1999 –> 2000-2012 1.2838059 0.5836944 14564.3261 714.525330 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3341 0.7004721 7116.5505 332.236485 5.716040 1982-1999 –> 2000-2012 1.2852676 0.5847954 14583.6840 700.915698 6 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 3341 0.7001512 7111.4883 300.983042 5.717753 1982-1999 –> 2000-2012 1.2877342 0.5875830 14616.7863 646.781539 5 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 3341 0.7006383 7116.1356 176.528304 5.732261 1982-1999 –> 2000-2012 1.2915959 0.5909576 14669.8017 393.508187 7 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 3341 0.7009857 7119.4482 28.374922 5.724747 1982-1999 –> 2000-2012 1.2923808 0.5913951 14679.3639 62.987561 8 16
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 3341 0.7010893 7118.4356 17.419377 5.707839 1982-1999 –> 2000-2012 1.2929592 0.5918698 14683.1293 34.928662 9 18
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3341 0.7088875 7196.3487 339.784300 5.825570 1982-1999 –> 2000-2012 1.3014587 0.5925712 14775.0449 717.662173 10 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2832 0.7687112 6561.0094 891.294719 9.696577 2000-2012 –> 2008-2019 1.3887889 0.6200778 12862.9595 1806.738242 2 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2832 0.7623650 6514.0559 292.595527 8.533842 2000-2012 –> 2008-2019 1.3901248 0.6277597 12898.2788 559.881136 1 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2832 0.8404986 7066.6914 62.733886 9.661732 2000-2012 –> 2008-2019 1.5117435 0.6712449 13898.4517 122.484602 3 6
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2832 0.8640736 7221.3724 62.668842 10.522344 2000-2012 –> 2008-2019 1.5438407 0.6797672 14135.4347 122.116422 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2832 0.8788002 7319.0919 344.826990 10.777259 2000-2012 –> 2008-2019 1.5789117 0.7001115 14432.2017 683.255698 5 10
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2832 0.8790565 7320.7440 338.830695 10.819878 2000-2012 –> 2008-2019 1.5795287 0.7004721 14437.2945 671.067180 6 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2832 0.8791065 7319.0658 33.446390 10.845056 2000-2012 –> 2008-2019 1.5800922 0.7009857 14438.5141 61.821312 7 16
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2832 0.8803795 7327.2619 196.758390 10.984415 2000-2012 –> 2008-2019 1.5810178 0.7006383 14443.3974 373.286694 8 16
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2832 0.8817371 7335.9891 314.997550 11.013492 2000-2012 –> 2008-2019 1.5818883 0.7001512 14447.4774 615.980593 9 15
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 2832 0.8818609 7334.7845 18.270279 10.991693 2000-2012 –> 2008-2019 1.5829502 0.7010893 14453.2201 35.689656 10 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5424 5.5406910 33979.7145 156.433395 34.257257 1982-1999 –> 2000-2012 11.2949488 5.7542578 78934.7509 344.066986 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5424 5.6234285 34140.5069 26.869041 33.856285 1982-1999 –> 2000-2012 11.4484667 5.8250382 79268.9251 56.920789 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5424 5.6675086 34225.2091 14.989703 34.263161 1982-1999 –> 2000-2012 11.5270264 5.8595178 79437.3259 30.193022 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5424 5.6839179 34256.5722 18.042939 33.669680 1982-1999 –> 2000-2012 11.5657442 5.8818263 79522.5808 36.325147 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5424 5.7603409 34401.4570 157.077756 29.085006 1982-1999 –> 2000-2012 11.7973563 6.0370154 80036.7994 344.849861 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5424 5.8289224 34529.8483 21.779042 29.890271 1982-1999 –> 2000-2012 11.9694147 6.1404924 80406.2162 46.605525 6 13
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 5424 5.8672232 34598.8954 156.407403 29.733479 1982-1999 –> 2000-2012 12.0052826 6.1380595 80467.6432 343.838005 8 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5424 5.8769187 34618.8067 6.622079 30.091118 1982-1999 –> 2000-2012 12.0670713 6.1901526 80609.4080 13.361816 10 18
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5424 5.8810837 34626.4920 8.814045 30.158900 1982-1999 –> 2000-2012 12.0816371 6.2005534 80640.9022 17.618521 11 20
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 5424 5.9578345 34765.1476 20.445093 30.599588 1982-1999 –> 2000-2012 12.2070318 6.2491973 80888.3826 43.952193 13 23
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4646 5.6675782 29318.1845 156.585727 31.413186 2000-2012 –> 2008-2019 11.2082692 5.5406910 63297.8990 313.019123 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4646 5.7687225 29482.5483 23.300989 31.850855 2000-2012 –> 2008-2019 11.3921510 5.6234285 63623.0552 50.170029 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4646 5.8174856 29560.7636 14.118966 32.176001 2000-2012 –> 2008-2019 11.4849942 5.6675086 63785.9727 29.108669 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4646 5.8295892 29580.0761 16.939782 32.106534 2000-2012 –> 2008-2019 11.5135071 5.6839179 63836.6483 34.982721 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4646 5.8909416 29677.3569 156.935039 27.828434 2000-2012 –> 2008-2019 11.6512825 5.7603409 64078.8138 314.012796 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4646 5.9239534 29729.2823 5.513279 31.099191 2000-2012 –> 2008-2019 11.7870463 5.8630928 64322.5384 11.385407 6 13
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4646 5.9272094 29732.3881 5.143131 31.276964 2000-2012 –> 2008-2019 11.8017974 5.8745880 64344.8919 10.976001 7 16
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 4646 5.9435666 29757.9957 156.585354 28.289823 2000-2012 –> 2008-2019 11.8107898 5.8672232 64356.8911 312.992757 8 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4646 5.9854930 29825.3122 19.232583 28.662837 2000-2012 –> 2008-2019 11.8144154 5.8289224 64355.1604 41.011626 9 15
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4646 6.0398609 29909.3329 6.665425 28.873525 2000-2012 –> 2008-2019 11.9167795 5.8769187 64528.1396 13.287504 11 21
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5481 3.8289632 30285.9202 764.883083 16.121505 1982-1999 –> 2000-2012 7.7127046 3.8837415 76515.9498 1563.446570 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5481 3.9345246 30584.0429 49.836509 16.121896 1982-1999 –> 2000-2012 7.8868507 3.9523260 77105.5357 103.302227 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5481 4.0256037 30834.9064 18.356884 17.703974 1982-1999 –> 2000-2012 8.0520690 4.0264653 77665.8329 36.738141 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5481 4.0370905 30866.1412 18.628856 18.318285 1982-1999 –> 2000-2012 8.0791530 4.0420625 77761.4399 37.353113 4 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5481 4.0698674 30954.7816 53.224602 26.767744 1982-1999 –> 2000-2012 8.2077530 4.1378856 78240.1874 109.084077 5 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5481 4.1019335 31040.8118 11.685953 27.412065 1982-1999 –> 2000-2012 8.2533620 4.1514285 78380.6222 23.544220 7 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5481 4.1129153 31070.1202 16.993826 27.512706 1982-1999 –> 2000-2012 8.2736415 4.1607262 78447.1791 34.096810 8 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5481 4.1010103 31038.3444 386.437547 25.739085 1982-1999 –> 2000-2012 8.2973130 4.1963027 78557.1645 793.848261 6 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5481 4.2318063 31382.5025 48.831522 56.540306 1982-1999 –> 2000-2012 8.4655270 4.2337207 79049.1312 99.676198 10 19
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5481 4.2128201 31333.2103 822.610710 56.867454 1982-1999 –> 2000-2012 8.4826935 4.2698734 79141.4134 1682.433818 9 19
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4771 3.9912078 26760.5353 758.013301 15.837817 2000-2012 –> 2008-2019 7.8201709 3.8289632 57046.4555 1522.896384 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4771 4.1220744 27068.3855 45.488267 16.159343 2000-2012 –> 2008-2019 8.0565990 3.9345246 57652.4284 95.324776 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4771 4.2164544 27284.3979 18.060374 17.355685 2000-2012 –> 2008-2019 8.2420582 4.0256037 58119.3043 36.417258 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4771 4.2254748 27304.7895 18.254728 17.812264 2000-2012 –> 2008-2019 8.2625653 4.0370905 58170.9306 36.883585 4 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4771 4.2321079 27319.7567 48.780748 26.335577 2000-2012 –> 2008-2019 8.3019753 4.0698674 58274.5383 102.005350 5 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4771 4.2492219 27358.2653 354.219317 25.302546 2000-2012 –> 2008-2019 8.3502322 4.1010103 58396.6096 740.656864 6 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4771 4.2677304 27399.7375 10.621901 26.956549 2000-2012 –> 2008-2019 8.3696639 4.1019335 58440.5493 22.307854 7 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4771 4.2777130 27422.0311 15.448991 27.039984 2000-2012 –> 2008-2019 8.3906283 4.1129153 58492.1513 32.442817 8 16
Indo-Pacific (26,26.5] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 4771 4.4247163 27742.4328 280.199012 17.997574 2000-2012 –> 2008-2019 8.7074277 4.2827114 59254.0121 591.394147 11 23
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 4771 4.4341166 27762.6831 45.353306 18.247302 2000-2012 –> 2008-2019 8.7129949 4.2788783 59264.4470 95.095681 12 23
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4874 3.0980305 24868.5255 114.662441 19.690580 1982-1999 –> 2000-2012 6.0253218 2.9272913 58119.4154 232.785928 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4874 3.1020522 24881.1717 859.581822 17.945958 1982-1999 –> 2000-2012 6.1353817 3.0333295 58606.4589 1731.916263 2 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4874 3.1872161 25145.1860 47.603812 19.979244 1982-1999 –> 2000-2012 6.1878656 3.0006494 58726.0594 93.328409 4 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4874 3.1948693 25168.5650 51.370004 19.934325 1982-1999 –> 2000-2012 6.2073663 3.0124970 58801.9741 100.995794 5 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4874 3.1822167 25129.8836 114.757997 18.755450 1982-1999 –> 2000-2012 6.2715452 3.0893284 59099.0513 232.976894 3 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4874 3.2813986 25429.0661 20.301142 19.037358 1982-1999 –> 2000-2012 6.4521468 3.1707483 59745.0508 40.705713 7 13
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4874 3.2794236 25421.1974 843.055510 19.145182 1982-1999 –> 2000-2012 6.4589503 3.1795267 59772.0415 1685.285290 6 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4874 3.2926047 25462.2994 30.779953 19.012356 1982-1999 –> 2000-2012 6.4787694 3.1861647 59842.9481 61.520990 8 16
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4874 3.3252939 25556.6008 114.635490 19.872964 1982-1999 –> 2000-2012 6.5400747 3.2147808 60054.4548 232.746471 9 18
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4874 3.4054136 25788.6844 19.877826 21.564864 1982-1999 –> 2000-2012 6.6889059 3.2834923 60568.4890 39.729484 12 23
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4048 3.1565966 20808.0332 828.017300 17.374336 2000-2012 –> 2008-2019 6.2586488 3.1020522 45689.2048 1687.599122 1 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4048 3.3471369 21282.5471 109.140374 19.151627 2000-2012 –> 2008-2019 6.4451674 3.0980305 46151.0726 223.802815 3 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4048 3.2711263 21096.5741 109.112030 18.247037 2000-2012 –> 2008-2019 6.4533430 3.1822167 46226.4577 223.870027 2 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4048 3.4472897 21521.2415 44.337376 19.481135 2000-2012 –> 2008-2019 6.6345058 3.1872161 46666.4275 91.941188 8 12
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4048 3.4524017 21533.2382 47.910900 19.411027 2000-2012 –> 2008-2019 6.6472710 3.1948693 46701.8032 99.280904 9 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4048 3.4026356 21415.6857 19.731489 27.455688 2000-2012 –> 2008-2019 6.6840342 3.2813986 46844.7518 40.032630 4 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4048 3.4146709 21444.2711 29.451828 28.487725 2000-2012 –> 2008-2019 6.7072757 3.2926047 46906.5705 60.231781 5 13
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4048 3.4391360 21500.0697 802.769653 18.671744 2000-2012 –> 2008-2019 6.7185596 3.2794236 46921.2671 1645.825163 7 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4048 3.4380644 21499.5466 33.748049 15.843722 2000-2012 –> 2008-2019 6.8178369 3.3797726 47216.5559 69.039348 6 16
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4048 3.5039389 21651.2016 109.078533 19.475846 2000-2012 –> 2008-2019 6.8292328 3.3252939 47207.8024 223.714023 10 19
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6001 3.1611393 30857.5921 102.522490 15.200113 1982-1999 –> 2000-2012 5.9810652 2.8199259 71502.7630 213.129161 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 6001 3.2283963 31110.2705 840.762343 20.671735 1982-1999 –> 2000-2012 6.1812021 2.9528057 72517.3053 1600.700463 2 5
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 6001 3.2327160 31124.3186 681.828773 19.783913 1982-1999 –> 2000-2012 6.1943023 2.9615864 72578.4823 1331.676825 3 7
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6001 3.3115419 31415.4621 38.823662 15.436744 1982-1999 –> 2000-2012 6.2636279 2.9520860 72818.4634 81.121557 5 7
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6001 3.3125223 31419.0149 43.068877 15.339285 1982-1999 –> 2000-2012 6.2764866 2.9639643 72888.4586 90.661266 6 11
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6001 3.3344114 31498.0630 116.119211 17.716460 1982-1999 –> 2000-2012 6.3740428 3.0396313 73384.6078 237.638926 8 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6001 3.3084981 31404.4255 27.102443 15.122327 1982-1999 –> 2000-2012 6.4003595 3.0918614 73572.8656 56.234463 4 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 6001 3.3428141 31526.2700 102.519063 17.191091 1982-1999 –> 2000-2012 6.4012007 3.0583866 73512.5939 213.107972 9 16
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 6001 3.3131931 31419.4448 26.731810 15.163132 1982-1999 –> 2000-2012 6.4152610 3.1020679 73640.4149 55.565705 7 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6001 3.5101744 32114.6004 21.858521 18.532936 1982-1999 –> 2000-2012 6.7283732 3.2181988 74945.6832 46.030242 10 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4996 3.2911679 26094.9286 103.874866 16.569212 2000-2012 –> 2008-2019 6.4523071 3.1611393 56952.5207 206.397357 2 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4996 3.2895394 26089.9835 855.708566 23.900938 2000-2012 –> 2008-2019 6.5179358 3.2283963 57200.2540 1696.470909 1 3
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4996 3.3045943 26133.6083 695.443197 22.261104 2000-2012 –> 2008-2019 6.5373102 3.2327160 57257.9270 1377.271970 3 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4996 3.4431092 26545.8920 28.142891 14.460912 2000-2012 –> 2008-2019 6.7516074 3.3084981 57950.3174 55.245334 5 9
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4996 3.4298684 26507.3927 118.674020 16.977175 2000-2012 –> 2008-2019 6.7642798 3.3344114 58005.4556 234.793231 4 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4996 3.4725813 26631.0568 45.193049 14.595802 2000-2012 –> 2008-2019 6.7851037 3.3125223 58050.0717 88.261927 7 13
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4996 3.4768718 26643.3947 40.585762 14.644866 2000-2012 –> 2008-2019 6.7884137 3.3115419 58058.8567 79.409423 8 13
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4996 3.4528583 26572.1440 103.870400 17.046688 2000-2012 –> 2008-2019 6.7956724 3.3428141 58098.4140 206.389463 6 15
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4996 3.4897271 26678.2706 27.810941 14.880116 2000-2012 –> 2008-2019 6.8029202 3.3131931 58097.7155 54.542750 9 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4996 3.6523242 27135.3083 24.556579 18.531622 2000-2012 –> 2008-2019 7.1624987 3.5101744 59249.9088 46.415100 11 21
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7174 3.1493488 36832.8938 128.162645 13.149565 1982-1999 –> 2000-2012 5.6622602 2.5129114 82868.1369 279.605039 1 3
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 7174 3.2129542 37119.7842 91.795823 18.841070 1982-1999 –> 2000-2012 5.6677204 2.4547662 82694.6832 197.030733 3 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7174 3.1982627 37054.0263 27.005549 10.664055 1982-1999 –> 2000-2012 5.7740457 2.5757829 83575.1968 54.363765 2 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 7174 3.2703008 37373.6165 33.194389 12.517785 1982-1999 –> 2000-2012 5.7882477 2.5179470 83448.2240 68.146802 7 10
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 7174 3.2728326 37384.7204 36.110144 12.266522 1982-1999 –> 2000-2012 5.7988975 2.5260649 83522.6230 74.474089 8 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7174 3.2253248 37174.9209 26.603535 8.447753 1982-1999 –> 2000-2012 5.8039025 2.5785777 83717.4155 55.770586 5 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7174 3.2219959 37160.1047 39.746391 8.480666 1982-1999 –> 2000-2012 5.8051265 2.5831306 83737.2889 83.844740 4 13
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 7174 3.2733815 37385.1265 91.155447 17.264426 1982-1999 –> 2000-2012 5.8330748 2.5596933 83781.0806 194.847324 9 14
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 7174 3.2440809 37256.1166 10.247167 9.621531 1982-1999 –> 2000-2012 5.8708305 2.6267497 84160.5770 21.134472 6 18
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 7174 3.3088975 37539.9630 638.387766 25.940968 1982-1999 –> 2000-2012 5.8915005 2.5826030 84111.1304 1349.990187 10 18
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6020 3.3162221 31531.8875 141.546511 9.923996 2000-2012 –> 2008-2019 6.4655709 3.1493488 68364.7814 269.709157 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6020 3.3598576 31689.2792 101.266890 15.876967 2000-2012 –> 2008-2019 6.5728119 3.2129542 68809.0634 193.062713 2 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6020 3.4012235 31836.6080 29.155950 10.011197 2000-2012 –> 2008-2019 6.5994862 3.1982627 68890.6343 56.161499 3 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6020 3.4086843 31862.9895 42.517812 9.772296 2000-2012 –> 2008-2019 6.6306802 3.2219959 69023.0942 82.264202 5 9
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6020 3.4135586 31880.1940 27.984799 9.774664 2000-2012 –> 2008-2019 6.6388833 3.2253248 69055.1148 54.588334 7 12
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 6020 3.4117760 31871.9049 99.518939 13.192427 2000-2012 –> 2008-2019 6.6851575 3.2733815 69257.0314 190.674386 6 15
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 6020 3.4414534 31976.1822 10.916608 10.484680 2000-2012 –> 2008-2019 6.6855342 3.2440809 69232.2987 21.163775 8 14
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 6020 3.4028061 31840.2089 739.896101 23.186250 2000-2012 –> 2008-2019 6.7117036 3.3088975 69380.1719 1378.283867 4 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6020 3.4480695 32001.3067 36.978481 10.306832 2000-2012 –> 2008-2019 6.7183703 3.2703008 69374.9232 70.172870 9 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6020 3.4498755 32007.6110 40.353920 10.326513 2000-2012 –> 2008-2019 6.7227081 3.2728326 69392.3314 76.464065 10 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6350 3.3198410 33273.4638 18.366840 21.354392 1982-1999 –> 2000-2012 5.7355626 2.4157216 73779.3459 36.666853 2 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6350 3.2449411 32983.6538 107.127406 28.227891 1982-1999 –> 2000-2012 5.7699767 2.5250355 74268.3721 211.961806 1 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6350 3.3472199 33377.7719 502.216217 24.844598 1982-1999 –> 2000-2012 5.7784592 2.4312393 73996.3351 1027.938942 4 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6350 3.4251776 33670.1664 309.490404 17.678966 1982-1999 –> 2000-2012 5.8679598 2.4427822 74372.0829 640.349395 8 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6350 3.4047956 33594.3678 94.100623 25.317993 1982-1999 –> 2000-2012 5.8935718 2.4887762 74624.5477 192.272409 6 13
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6350 3.4098003 33613.0217 80.750782 25.070674 1982-1999 –> 2000-2012 5.8952726 2.4854723 74619.8248 164.987003 7 12
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 6350 3.4387427 33718.3645 15.501665 22.148883 1982-1999 –> 2000-2012 5.9498305 2.5110878 74903.6058 32.307153 9 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6350 3.4774121 33862.3817 31.145746 17.645288 1982-1999 –> 2000-2012 5.9631835 2.4857714 74871.3025 64.105834 10 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6350 3.4806816 33874.3167 34.372665 17.664896 1982-1999 –> 2000-2012 5.9716889 2.4910073 74920.2655 70.950254 11 19
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 6350 3.5237578 34028.5247 270.064490 17.650130 1982-1999 –> 2000-2012 6.0062217 2.4824639 75012.0139 545.791022 12 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5304 3.5596815 28534.7709 103.770466 27.393271 2000-2012 –> 2008-2019 6.8046227 3.2449411 61518.4247 210.897872 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5304 3.6286774 28738.4141 32.791466 29.613650 2000-2012 –> 2008-2019 6.9650372 3.3363599 62074.9139 66.242399 2 5
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5304 3.7344154 29043.1084 18.018169 18.949498 2000-2012 –> 2008-2019 7.0542564 3.3198410 62316.5722 36.385009 4 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5304 3.6740363 28870.1934 35.459754 30.421701 2000-2012 –> 2008-2019 7.0597717 3.3857354 62393.2661 71.656953 3 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5304 3.7445682 29071.9094 491.228954 24.163883 2000-2012 –> 2008-2019 7.0917881 3.3472199 62449.6813 993.445171 5 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5304 3.8046300 29240.7085 93.403335 24.760698 2000-2012 –> 2008-2019 7.2094256 3.4047956 62835.0763 187.503959 6 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5304 3.8132565 29264.7335 79.479348 24.461273 2000-2012 –> 2008-2019 7.2230568 3.4098003 62877.7552 160.230130 7 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5304 3.8214165 29287.4094 303.898977 16.090779 2000-2012 –> 2008-2019 7.2465941 3.4251776 62957.5758 613.389380 8 16
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 5304 3.8822747 29453.0165 15.690330 19.632107 2000-2012 –> 2008-2019 7.3210174 3.4387427 63171.3810 31.191996 11 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5304 3.8786130 29445.0066 30.683141 16.073577 2000-2012 –> 2008-2019 7.3560251 3.4774121 63307.3882 61.828887 9 19
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6004 2.9696133 30122.5021 156.274611 8.863747 1982-1999 –> 2000-2012 5.1619405 2.1923273 67065.0872 313.940380 3 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6004 2.9609129 30087.2694 40.614557 8.315509 1982-1999 –> 2000-2012 5.2019890 2.2410761 67398.3609 81.866597 1 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6004 2.9965790 30231.0492 30.586069 10.800457 1982-1999 –> 2000-2012 5.2063718 2.2097928 67306.5951 61.338884 4 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6004 2.9631228 30096.2284 47.417645 8.312253 1982-1999 –> 2000-2012 5.2126941 2.2495713 67470.7162 94.326860 2 6
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 6004 3.0285840 30356.6209 30.537911 12.713912 1982-1999 –> 2000-2012 5.3149591 2.2863751 68001.0245 61.150795 6 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6004 3.0356359 30386.5485 544.087567 9.325841 1982-1999 –> 2000-2012 5.3205867 2.2849508 68022.5106 1098.459448 7 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6004 3.0408289 30407.0728 59.548684 9.097809 1982-1999 –> 2000-2012 5.3394293 2.2986004 68142.8327 119.108188 8 15
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6004 3.0488498 30438.7051 59.881930 9.173197 1982-1999 –> 2000-2012 5.3503809 2.3015311 68195.8150 119.951277 9 18
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 6004 3.0798149 30558.0470 36.627448 10.576495 1982-1999 –> 2000-2012 5.3842555 2.3044406 68334.3257 73.754585 11 22
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 6004 3.0903744 30599.1474 31.216246 10.892649 1982-1999 –> 2000-2012 5.3893677 2.2989933 68335.7710 62.801600 12 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5022 3.4259857 26633.8920 48.203259 9.229613 2000-2012 –> 2008-2019 6.3891085 2.9631228 56730.1204 95.620904 2 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5022 3.4313800 26649.6941 40.505137 9.490397 2000-2012 –> 2008-2019 6.3922929 2.9609129 56736.9635 81.119694 3 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5022 3.3911654 26531.2868 41.820371 9.168587 2000-2012 –> 2008-2019 6.4028746 3.0117092 56822.8138 83.420734 1 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5022 3.4741250 26774.0401 159.415832 10.024705 2000-2012 –> 2008-2019 6.4437382 2.9696133 56896.5422 315.690443 9 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5022 3.4561070 26721.8131 529.823238 9.826701 2000-2012 –> 2008-2019 6.4917430 3.0356359 57108.3616 1073.910806 6 13
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5022 3.4519545 26709.7379 58.149785 9.683980 2000-2012 –> 2008-2019 6.4927834 3.0408289 57116.8107 117.698469 4 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5022 3.5018349 26853.8343 29.539374 13.577059 2000-2012 –> 2008-2019 6.4984139 2.9965790 57084.8835 60.125443 11 15
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 5022 3.4604449 26732.4117 33.228020 10.180854 2000-2012 –> 2008-2019 6.5099669 3.0495220 57171.7639 65.518984 7 17
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5022 3.4632921 26742.6723 58.528714 9.702055 2000-2012 –> 2008-2019 6.5121419 3.0488498 57181.3774 118.410645 8 17
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 5022 3.5094943 26873.7788 29.439851 14.562328 2000-2012 –> 2008-2019 6.5380783 3.0285840 57230.3997 59.977762 12 18
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2239 2.3293445 10154.5449 665.127040 6.965020 1982-1999 –> 2000-2012 4.0130671 1.6837226 22522.1193 1344.903613 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2239 2.3342457 10163.9573 171.487863 6.899522 1982-1999 –> 2000-2012 4.0235695 1.6893237 22552.6803 337.132476 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2239 2.3387861 10172.6590 164.267111 6.877483 1982-1999 –> 2000-2012 4.0315209 1.6927348 22574.2273 322.937537 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2239 2.3445818 10183.7422 521.803505 7.356119 1982-1999 –> 2000-2012 4.0510324 1.7064505 22636.7007 1081.869696 4 8
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2239 2.3642159 10219.0858 486.282777 6.838014 1982-1999 –> 2000-2012 4.0965405 1.7323246 22765.8743 1000.126119 6 11
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2239 2.3598959 10212.8959 171.790357 7.374429 1982-1999 –> 2000-2012 4.1121024 1.7522066 22834.3541 342.923330 5 17
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2239 2.4077763 10302.8416 676.576842 7.826888 1982-1999 –> 2000-2012 4.1406355 1.7328592 22853.5951 1369.652389 13 19
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 2239 2.4077893 10300.8658 490.345267 7.845312 1982-1999 –> 2000-2012 4.1419959 1.7342066 22854.5687 993.779181 14 21
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2239 2.4129867 10312.5214 85.205880 7.852603 1982-1999 –> 2000-2012 4.1526658 1.7396791 22888.2880 167.419854 16 24
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2239 2.4129953 10310.5374 24.369993 7.867435 1982-1999 –> 2000-2012 4.1538465 1.7408512 22888.5929 49.189244 17 26
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1871 2.5658665 8849.7406 737.128345 7.387385 2000-2012 –> 2008-2019 4.8952110 2.3293445 19004.2854 1402.255385 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1871 2.5687469 8853.9389 149.234510 7.400567 2000-2012 –> 2008-2019 4.9029927 2.3342457 19017.8962 320.722373 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1871 2.5724534 8859.3343 140.887276 7.433077 2000-2012 –> 2008-2019 4.9112395 2.3387861 19031.9934 305.154387 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1871 2.5895841 8884.1709 560.670055 7.993720 2000-2012 –> 2008-2019 4.9341660 2.3445818 19067.9131 1082.473560 6 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1871 2.5928403 8888.8732 152.913479 7.904846 2000-2012 –> 2008-2019 4.9527362 2.3598959 19101.7691 324.703836 7 12
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1871 2.5820146 8873.2168 171.794188 7.495235 2000-2012 –> 2008-2019 4.9544158 2.3724012 19109.7793 363.835009 4 11
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1871 2.5954570 8890.6477 514.711496 7.723888 2000-2012 –> 2008-2019 4.9596729 2.3642159 19109.7335 1000.994273 9 15
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1871 2.5929602 8887.0461 152.707461 7.873689 2000-2012 –> 2008-2019 4.9681866 2.3752264 19126.9383 322.211704 8 16
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 1871 2.5861102 8877.1477 143.457705 7.218057 2000-2012 –> 2008-2019 4.9802087 2.3940985 19152.4786 313.562667 5 16
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1871 2.5996865 8896.7406 131.674758 7.603822 2000-2012 –> 2008-2019 4.9833871 2.3837006 19152.5806 289.063654 10 20
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2963 1.8864221 12183.7552 266.283655 6.847661 1982-1999 –> 2000-2012 3.3291376 1.4427155 26627.8885 556.975205 3 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2963 1.8861714 12182.9674 259.848602 6.885650 1982-1999 –> 2000-2012 3.3341531 1.4479817 26656.5478 541.855446 1 3
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2963 1.8862021 12183.0638 649.176659 6.894338 1982-1999 –> 2000-2012 3.3404706 1.4542685 26691.6588 1283.967662 2 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2963 1.8884303 12190.0602 249.692153 5.744311 1982-1999 –> 2000-2012 3.3686119 1.4801816 26841.3973 510.587799 4 8
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2963 1.8963393 12212.8273 243.710853 5.968717 1982-1999 –> 2000-2012 3.4440831 1.5477438 27222.8921 500.569520 5 19
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2963 2.0027922 12538.4873 664.716602 7.931890 1982-1999 –> 2000-2012 3.4942309 1.4914387 27251.0573 1326.873121 7 14
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2963 2.0055926 12546.7677 73.223616 7.970054 1982-1999 –> 2000-2012 3.4965955 1.4910029 27256.9754 143.961976 8 13
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2963 2.0069901 12550.8955 73.947357 8.004643 1982-1999 –> 2000-2012 3.4980555 1.4910654 27261.4419 145.211166 9 15
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 2963 2.0084142 12553.0988 602.017940 8.225385 1982-1999 –> 2000-2012 3.5084068 1.4999927 27309.8894 1196.987828 10 20
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2963 2.0120597 12563.8454 22.153850 8.276861 1982-1999 –> 2000-2012 3.5096141 1.4975544 27307.4882 44.747284 13 22
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2596 2.1344414 11317.7290 265.898337 7.367038 2000-2012 –> 2008-2019 4.0206128 1.8861714 23500.6965 525.746939 2 3
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2596 2.1346870 11318.3264 714.149623 7.385417 2000-2012 –> 2008-2019 4.0208890 1.8862021 23501.3902 1363.326282 3 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2596 2.1330938 11314.4501 256.496573 7.572922 2000-2012 –> 2008-2019 4.0215241 1.8884303 23504.5103 506.188726 1 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2596 2.1364508 11322.6147 271.687893 7.323093 2000-2012 –> 2008-2019 4.0228730 1.8864221 23506.3699 537.971548 4 7
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2596 2.1367588 11321.3630 252.613131 7.792245 2000-2012 –> 2008-2019 4.0330981 1.8963393 23534.1904 496.323985 5 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2596 2.1731101 11410.9483 286.000157 6.717296 2000-2012 –> 2008-2019 4.1469511 1.9738409 23863.1476 560.858466 6 12
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2596 2.1919573 11455.7839 287.150568 6.036744 2000-2012 –> 2008-2019 4.2070826 2.0151254 24030.6516 562.398608 7 22
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2596 2.1978291 11467.6737 259.468836 6.515408 2000-2012 –> 2008-2019 4.2093771 2.0115480 24030.0119 514.279795 8 20
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2596 2.2286728 11542.0301 497.367436 6.471844 2000-2012 –> 2008-2019 4.2388652 2.0101925 24102.3736 961.021859 10 21
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate 2596 2.2067041 11488.5971 228.391888 6.139741 2000-2012 –> 2008-2019 4.2451131 2.0384090 24129.5439 452.989932 9 28
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2736 1.8308430 11087.7689 105.758087 9.658019 1982-1999 –> 2000-2012 3.2233265 1.3924835 25154.4885 201.926755 4 5
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2736 1.8313841 11089.3857 103.933203 9.629621 1982-1999 –> 2000-2012 3.2249660 1.3935819 25162.4371 197.043925 5 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2736 1.8349033 11099.8906 495.857240 9.419508 1982-1999 –> 2000-2012 3.2377102 1.4028069 25225.9225 1019.839820 6 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2736 1.8598644 11173.8272 86.206970 11.638566 1982-1999 –> 2000-2012 3.2604581 1.4005937 25287.1804 164.682053 10 13
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2736 1.8094996 11023.6033 689.550955 7.038589 1982-1999 –> 2000-2012 3.2617002 1.4522005 25427.5121 1442.688094 1 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2736 1.8166176 11045.0861 640.793921 7.085556 1982-1999 –> 2000-2012 3.2723882 1.4557706 25468.7115 1326.619337 2 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2736 1.8233456 11065.3146 751.973907 7.044067 1982-1999 –> 2000-2012 3.2923309 1.4689853 25561.5034 1584.654732 3 13
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2736 1.8464287 11132.1539 26.777994 8.740567 1982-1999 –> 2000-2012 3.2986431 1.4522144 25534.1395 52.317190 7 14
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2736 1.8477388 11136.0352 25.118606 8.667020 1982-1999 –> 2000-2012 3.3036947 1.4559559 25558.6828 49.063551 8 17
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2736 1.8729295 11210.1323 24.015495 10.809577 1982-1999 –> 2000-2012 3.3138776 1.4409481 25549.5783 46.318881 11 16
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2238 1.9238420 9293.9241 911.801323 7.206164 2000-2012 –> 2008-2019 3.7333416 1.8094996 20317.5274 1601.352279 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2238 1.9318750 9312.5748 846.986146 7.252627 2000-2012 –> 2008-2019 3.7484926 1.8166176 20357.6609 1487.780067 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2238 1.9357947 9321.6472 934.651264 7.188824 2000-2012 –> 2008-2019 3.7591403 1.8233456 20386.9618 1686.625171 3 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2238 1.9737393 9408.5349 116.460846 7.793815 2000-2012 –> 2008-2019 3.8045823 1.8308430 20496.3038 222.218933 6 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2238 1.9740389 9409.2144 115.323414 7.783391 2000-2012 –> 2008-2019 3.8054230 1.8313841 20498.6001 219.256618 7 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2238 1.9758982 9413.4282 581.141977 7.720311 2000-2012 –> 2008-2019 3.8108015 1.8349033 20513.3188 1076.999217 8 14
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2238 1.9815561 9424.2267 28.254032 7.548455 2000-2012 –> 2008-2019 3.8279848 1.8464287 20556.3806 55.032026 9 16
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2238 1.9822282 9425.7446 26.442096 7.526685 2000-2012 –> 2008-2019 3.8299670 1.8477388 20561.7798 51.560702 10 18
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2238 1.9533873 9362.1416 543.985786 6.572558 2000-2012 –> 2008-2019 3.8326348 1.8792474 20592.7015 973.514609 4 16
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 2238 1.9847726 9431.4863 559.004475 7.451788 2000-2012 –> 2008-2019 3.8373072 1.8525346 20581.7057 1031.687458 11 20
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1799 1.4005118 6331.2831 658.713073 8.114399 1982-1999 –> 2000-2012 2.4879972 1.0874853 13910.4112 1287.931552 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1799 1.4054561 6343.9630 139.354997 8.362981 1982-1999 –> 2000-2012 2.4973895 1.0919333 13943.6390 277.667921 2 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1799 1.4063267 6346.1908 153.668717 8.397664 1982-1999 –> 2000-2012 2.4990237 1.0926971 13949.3865 305.415070 3 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1799 1.4119126 6360.4538 93.170462 7.981600 1982-1999 –> 2000-2012 2.5016018 1.0896892 13949.7732 180.272773 4 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1799 1.4426462 6437.9326 769.120055 7.911838 1982-1999 –> 2000-2012 2.5499928 1.1073466 14108.1695 1505.681585 9 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1799 1.4495278 6455.0546 782.412340 7.703440 1982-1999 –> 2000-2012 2.5641142 1.1145864 14158.0967 1503.453974 10 16
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1799 1.4506791 6457.9113 692.098494 7.706118 1982-1999 –> 2000-2012 2.5665159 1.1158368 14166.5974 1332.890286 11 18
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1799 1.4297748 6405.6868 902.025132 8.620640 1982-1999 –> 2000-2012 2.5767349 1.1469601 14252.8605 1709.829495 5 14
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1799 1.4314965 6408.0169 601.488964 8.457460 1982-1999 –> 2000-2012 2.5786042 1.1471077 14253.8383 1169.554575 6 16
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1799 1.4363359 6420.1600 32.297587 8.697018 1982-1999 –> 2000-2012 2.5888176 1.1524816 14289.5096 66.551641 7 18
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1546 1.5318777 5720.0782 825.978203 8.043898 2000-2012 –> 2008-2019 2.9323895 1.4005118 12051.3613 1484.691276 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1546 1.5402353 5736.9017 148.123694 8.275556 2000-2012 –> 2008-2019 2.9456915 1.4054561 12080.8647 287.478691 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1546 1.5414564 5739.3520 162.693220 8.300072 2000-2012 –> 2008-2019 2.9477831 1.4063267 12085.5428 316.361937 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1546 1.5474946 5751.4403 97.244956 7.974557 2000-2012 –> 2008-2019 2.9594072 1.4119126 12111.8941 190.415419 4 8
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1546 1.5664439 5787.0724 736.018560 8.864406 2000-2012 –> 2008-2019 2.9979404 1.4314965 12195.0893 1337.507523 5 10
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1546 1.5750337 5803.9814 38.519362 8.783888 2000-2012 –> 2008-2019 3.0113696 1.4363359 12224.1414 70.816949 6 12
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1546 1.5774775 5808.7752 41.296872 8.771046 2000-2012 –> 2008-2019 3.0153035 1.4378260 12232.6659 75.822495 7 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1546 1.5853117 5826.0929 964.078140 9.135728 2000-2012 –> 2008-2019 3.0279579 1.4426462 12264.0255 1733.198195 9 17
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1546 1.5952305 5845.3784 839.070981 9.012436 2000-2012 –> 2008-2019 3.0447583 1.4495278 12300.4330 1621.483321 10 19
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1546 1.5806346 5814.9573 35.494423 7.721453 2000-2012 –> 2008-2019 3.0470108 1.4663762 12309.5915 66.219609 8 20
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4049 1.1920838 12927.4063 63.403914 10.054183 1982-1999 –> 2000-2012 2.1516651 0.9595813 28186.8159 127.977515 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4049 1.1970253 12960.9053 469.687555 9.642323 1982-1999 –> 2000-2012 2.1612046 0.9641792 28273.2127 885.350139 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4049 1.2028014 12999.8867 79.024620 9.939598 1982-1999 –> 2000-2012 2.1756294 0.9728280 28411.0146 156.457951 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4049 1.2033115 13003.3206 91.885938 9.961422 1982-1999 –> 2000-2012 2.1769148 0.9736033 28423.2644 182.836396 4 8
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 4049 1.2239385 13138.9588 16.630952 9.789217 1982-1999 –> 2000-2012 2.2277886 1.0038501 28895.4565 31.670247 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4049 1.3132667 13711.4128 667.952479 9.532172 1982-1999 –> 2000-2012 2.3666247 1.0533579 30002.6314 1265.046652 6 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4049 1.3279151 13801.2391 617.850760 9.732694 1982-1999 –> 2000-2012 2.4008684 1.0729533 30296.4244 1220.877456 7 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4049 1.3334435 13834.8827 523.763977 9.800054 1982-1999 –> 2000-2012 2.4117164 1.0782729 30384.7968 1031.452697 8 16
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4049 1.3721190 14064.4171 40.351514 9.522002 1982-1999 –> 2000-2012 2.4813564 1.1092374 30925.6336 80.117010 9 18
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4049 1.3884898 14162.4632 662.118294 9.772503 1982-1999 –> 2000-2012 2.5853162 1.1968264 31866.7026 1264.376478 10 23
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3414 1.3056336 11523.4610 66.921441 10.640723 2000-2012 –> 2008-2019 2.4977174 1.1920838 24450.8673 130.325355 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3414 1.3083723 11537.7685 533.941457 10.294519 2000-2012 –> 2008-2019 2.5053977 1.1970253 24498.6738 1003.629012 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3414 1.3113378 11553.2270 85.382977 10.555502 2000-2012 –> 2008-2019 2.5141392 1.2028014 24553.1137 164.407597 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3414 1.3115981 11554.5819 98.026778 10.572961 2000-2012 –> 2008-2019 2.5149096 1.2033115 24557.9025 189.912716 4 8
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3414 1.3242257 11618.0053 18.539366 10.402379 2000-2012 –> 2008-2019 2.5481642 1.2239385 24756.9641 35.170318 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3414 1.4498318 12238.7564 709.945366 10.542036 2000-2012 –> 2008-2019 2.7630986 1.3132667 25950.1691 1377.897846 6 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3414 1.4621049 12296.3132 612.189031 10.650716 2000-2012 –> 2008-2019 2.7900200 1.3279151 26097.5523 1230.039790 7 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3414 1.4666958 12317.7191 522.384086 10.757799 2000-2012 –> 2008-2019 2.8001393 1.3334435 26152.6018 1046.148062 8 16
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3414 1.4788300 12373.9759 687.821266 11.082756 2000-2012 –> 2008-2019 2.8673199 1.3884898 26536.4391 1349.939560 9 19
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 3414 1.4967154 12454.0601 43.886471 11.162372 2000-2012 –> 2008-2019 2.8688344 1.3721190 26518.4771 84.237985 16 25
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 8348 0.7522758 18952.0435 197.443140 11.665433 1982-1999 –> 2000-2012 1.3641444 0.6118686 40642.7005 396.462485 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8348 0.7630708 19189.9243 276.182893 9.291284 1982-1999 –> 2000-2012 1.4012580 0.6381872 41864.6194 542.141518 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8348 0.7720194 19384.5806 253.962093 9.355106 1982-1999 –> 2000-2012 1.4189246 0.6469053 42376.3106 526.442859 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8348 0.7783755 19521.4771 198.135919 9.450863 1982-1999 –> 2000-2012 1.4316873 0.6533119 42743.4738 407.207859 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 8348 0.7894373 19757.0805 164.131743 12.072615 1982-1999 –> 2000-2012 1.4588600 0.6694227 43548.2978 340.312542 10 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 8348 0.7812853 19583.7765 19.863761 8.738468 1982-1999 –> 2000-2012 1.4976480 0.7163627 44958.5298 39.361716 5 11
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 8348 0.7867511 19700.1733 196.576452 8.319054 1982-1999 –> 2000-2012 1.5161984 0.7294473 45497.8625 384.409687 6 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 8348 0.7891950 19751.9550 18.775327 8.453067 1982-1999 –> 2000-2012 1.5181888 0.7289938 45535.1137 37.089449 7 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 8348 0.7892018 19752.1008 21.460860 8.451470 1982-1999 –> 2000-2012 1.5181950 0.7289932 45535.2389 42.489869 8 15
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 8348 0.7892340 19750.7811 9.553540 8.431907 1982-1999 –> 2000-2012 1.5183897 0.7291557 45537.1277 18.656423 9 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7133 0.8115887 17278.3838 206.821365 13.116258 2000-2012 –> 2008-2019 1.5638645 0.7522758 36230.4274 404.264505 7 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7133 0.8067939 17193.8520 298.740271 9.853296 2000-2012 –> 2008-2019 1.5698647 0.7630708 36383.7763 574.923165 6 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7133 0.7963178 17007.3976 19.852057 9.323407 2000-2012 –> 2008-2019 1.5776032 0.7812853 36591.1741 39.715817 1 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 7133 0.8006847 17085.4162 213.533521 8.943370 2000-2012 –> 2008-2019 1.5874358 0.7867511 36785.5894 410.109974 2 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7133 0.8162451 17359.9994 254.316983 9.898091 2000-2012 –> 2008-2019 1.5882644 0.7720194 36744.5800 508.279076 8 11
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7133 0.8043457 17150.4968 19.226118 9.065096 2000-2012 –> 2008-2019 1.5935407 0.7891950 36902.4518 38.001445 3 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7133 0.8043807 17151.1178 21.948727 9.063163 2000-2012 –> 2008-2019 1.5935826 0.7892018 36903.2186 43.409588 4 12
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 7133 0.8047602 17155.8465 9.724124 8.990744 2000-2012 –> 2008-2019 1.5939942 0.7892340 36906.6276 19.277664 5 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7133 0.8223316 17465.9825 199.207108 9.991185 2000-2012 –> 2008-2019 1.6007070 0.7783755 36987.4596 397.343027 9 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 7133 0.8394364 17759.6766 162.079647 13.032813 2000-2012 –> 2008-2019 1.6288737 0.7894373 37516.7572 326.211390 10 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3867 1.0154085 11106.3310 359.715880 9.226797 1982-1999 –> 2000-2012 1.8372315 0.8218230 23838.9429 713.284362 1 2
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3867 1.0319119 11231.0208 62.418420 9.738552 1982-1999 –> 2000-2012 1.8626833 0.8307715 24076.2832 121.149870 2 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3867 1.0351366 11255.1522 37.432294 10.207406 1982-1999 –> 2000-2012 1.8676049 0.8324682 24121.6381 77.759585 4 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3867 1.0348220 11252.8007 37.242691 9.826427 1982-1999 –> 2000-2012 1.8682813 0.8334594 24131.6638 77.449136 3 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3867 1.0412615 11300.7788 38.796095 9.982463 1982-1999 –> 2000-2012 1.8792777 0.8380163 24236.3590 80.508468 6 11
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3867 1.0411642 11300.0565 76.915857 9.771197 1982-1999 –> 2000-2012 1.8849998 0.8438356 24307.6204 147.851617 5 11
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + silicate 3867 1.0449899 11326.4227 15.900269 9.950745 1982-1999 –> 2000-2012 1.8950362 0.8500463 24408.2661 31.468717 7 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3867 1.0543572 11397.4413 498.104948 9.551628 1982-1999 –> 2000-2012 1.9057666 0.8514094 24497.9509 955.066895 8 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3867 1.0730551 11533.3936 128.679564 10.100839 1982-1999 –> 2000-2012 1.9355427 0.8624876 24768.3771 232.547569 9 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3867 1.0851367 11619.9843 232.004675 10.389769 1982-1999 –> 2000-2012 1.9576819 0.8725453 24975.5664 426.601793 10 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3358 1.1337868 10386.8733 372.489217 9.942090 2000-2012 –> 2008-2019 2.1491952 1.0154085 21493.2042 732.205098 1 2
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3358 1.1536352 10503.4282 68.040682 10.533094 2000-2012 –> 2008-2019 2.1855470 1.0319119 21734.4490 130.459103 2 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3358 1.1571821 10524.0457 38.246225 10.633066 2000-2012 –> 2008-2019 2.1920041 1.0348220 21776.8464 75.488917 3 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3358 1.1623415 10553.9230 38.290856 11.031662 2000-2012 –> 2008-2019 2.1974782 1.0351366 21809.0752 75.723150 5 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3358 1.1623259 10553.8328 78.380832 10.509947 2000-2012 –> 2008-2019 2.2034901 1.0411642 21853.8893 155.296689 4 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3358 1.1639735 10563.3456 39.434450 10.793045 2000-2012 –> 2008-2019 2.2052349 1.0412615 21864.1244 78.230546 6 12
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + silicate 3358 1.1692489 10591.7155 16.114750 10.752547 2000-2012 –> 2008-2019 2.2142388 1.0449899 21918.1381 32.015019 7 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3358 1.1730748 10615.6551 506.663320 10.251009 2000-2012 –> 2008-2019 2.2274320 1.0543572 22013.0964 1004.768268 8 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3358 1.1954958 10742.8068 132.736631 10.889846 2000-2012 –> 2008-2019 2.2685509 1.0730551 22276.2005 261.416194 9 18
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3358 1.1967527 10747.8638 292.502977 10.547695 2000-2012 –> 2008-2019 2.2835176 1.0867649 22377.4445 575.055580 10 21

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2012 2.5464217 1180.7027
Atlantic (-Inf,26] 2000-2012 –> 2008-2019 2.5644344 836.9118
Atlantic (26,26.5] 1982-1999 –> 2000-2012 7.1689782 13286.1446
Atlantic (26,26.5] 2000-2012 –> 2008-2019 7.3486124 10324.8023
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 6.7424470 17441.5879
Atlantic (26.5,26.75] 2000-2012 –> 2008-2019 7.0251372 13647.2564
Atlantic (26.75,27] 1982-1999 –> 2000-2012 3.9808325 23831.4908
Atlantic (26.75,27] 2000-2012 –> 2008-2019 4.6911534 20759.4931
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.6027080 21383.7979
Atlantic (27,27.25] 2000-2012 –> 2008-2019 4.0740783 17947.4196
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 4.3070794 23382.7162
Atlantic (27.25,27.5] 2000-2012 –> 2008-2019 5.1694090 19895.4276
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 4.3571126 30504.1376
Atlantic (27.5,27.75] 2000-2012 –> 2008-2019 5.1230069 25881.9963
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 4.4919156 11402.4440
Atlantic (27.75,27.85] 2000-2012 –> 2008-2019 5.0841534 9358.0770
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 6.1373597 12355.9458
Atlantic (27.85,27.95] 2000-2012 –> 2008-2019 5.8461484 9087.9682
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 7.4741519 15853.6583
Atlantic (27.95,28.05] 2000-2012 –> 2008-2019 7.0089823 11554.9353
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 1.1687489 2963.2298
Atlantic (28.05,28.1] 2000-2012 –> 2008-2019 1.3205922 2597.9492
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 0.8967867 2914.0640
Atlantic (28.1,28.15] 2000-2012 –> 2008-2019 1.0501005 2823.3024
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 1.0829977 6714.3220
Atlantic (28.15,28.2] 2000-2012 –> 2008-2019 1.1875547 5706.1592
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 1.2660734 14348.2657
Atlantic (28.2, Inf] 2000-2012 –> 2008-2019 1.5318887 14044.7230
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 11.7963980 80021.2934
Indo-Pacific (-Inf,26] 2000-2012 –> 2008-2019 11.6381032 64053.0010
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 8.1711067 78086.4456
Indo-Pacific (26,26.5] 2000-2012 –> 2008-2019 8.3214316 58311.1426
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 6.3446328 59333.5943
Indo-Pacific (26.5,26.75] 2000-2012 –> 2008-2019 6.6195875 46653.1913
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 6.3215921 73136.1638
Indo-Pacific (26.75,27] 2000-2012 –> 2008-2019 6.7358049 57892.1441
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 5.7895606 83561.6356
Indo-Pacific (27,27.25] 2000-2012 –> 2008-2019 6.6430906 69077.9445
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 5.8831727 74536.7696
Indo-Pacific (27.25,27.5] 2000-2012 –> 2008-2019 7.1331595 62590.2035
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 5.2881975 67827.3039
Indo-Pacific (27.5,27.75] 2000-2012 –> 2008-2019 6.4671142 57008.0037
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 4.0916976 22737.1001
Indo-Pacific (27.75,27.85] 2000-2012 –> 2008-2019 4.9442216 19087.5368
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 3.4323359 27042.7237
Indo-Pacific (27.85,27.95] 2000-2012 –> 2008-2019 4.1166386 23770.2886
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 3.2689095 25393.0156
Indo-Pacific (27.95,28.05] 2000-2012 –> 2008-2019 3.7989675 20486.2940
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 2.5410792 14098.2282
Indo-Pacific (28.05,28.1] 2000-2012 –> 2008-2019 2.9929612 12185.5609
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2012 2.3139085 29566.5953
Indo-Pacific (28.1,28.2] 2000-2012 –> 2008-2019 2.6669740 25407.2761
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2012 1.4643494 43823.9275
Indo-Pacific (28.2,28.3] 2000-2012 –> 2008-2019 1.5897731 36795.2062
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2012 1.8894106 24336.2668
Indo-Pacific (28.3, Inf] 2000-2012 –> 2008-2019 2.2126689 21911.6468

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
f2bde6b Donghe-Zhu 2021-07-06
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
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7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.2.2 Best models

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

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

Version Author Date
f2bde6b Donghe-Zhu 2021-07-06
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2012
(-Inf,26] 7 5 7 8 10 5 7
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 8 5 8 7 3 9 7
(26.75,27] 8 4 7 7 3 10 8
(27,27.25] 7 6 7 6 6 10 7
(27.25,27.5] 8 6 6 6 5 10 8
(27.5,27.75] 7 3 6 6 10 7 7
(27.75,27.85] 7 3 5 5 9 9 7
(27.85,27.95] 5 2 5 8 10 5 9
(27.95,28.05] 6 2 6 8 10 5 8
(28.05,28.1] 6 1 6 6 6 8 10
(28.1,28.15] 5 2 7 6 6 7 10
(28.15,28.2] 6 7 5 5 6 5 10
(28.2, Inf] 9 10 3 4 10 3 5
total 96.00 62.00 84.00 89.00 104.00 99.00 111.00
Atlantic - 2000-2012 --> 2008-2019
(-Inf,26] 7 5 7 8 10 5 7
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 8 6 8 7 4 9 6
(26.75,27] 8 5 8 6 5 10 6
(27,27.25] 7 4 7 7 9 10 3
(27.25,27.5] 9 7 7 4 5 10 6
(27.5,27.75] 6 4 6 7 10 7 6
(27.75,27.85] 5 4 4 6 10 10 6
(27.85,27.95] 7 2 6 6 10 8 7
(27.95,28.05] 6 3 6 7 10 5 9
(28.05,28.1] 6 1 6 6 6 8 10
(28.1,28.15] 5 2 7 6 6 7 10
(28.15,28.2] 6 7 5 5 6 5 10
(28.2, Inf] 10 10 3 3 10 4 4
total 97.00 66.00 86.00 85.00 111.00 104.00 98.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 8 4 8 7 10 4 7
(26,26.5] 8 6 8 7 6 8 7
(26.5,26.75] 8 10 7 7 3 4 8
(26.75,27] 7 10 6 7 5 4 8
(27,27.25] 6 10 6 7 4 5 9
(27.25,27.5] 6 10 6 6 5 6 9
(27.5,27.75] 5 5 5 8 10 10 4
(27.75,27.85] 9 6 6 5 10 4 7
(27.85,27.95] 8 5 5 5 10 4 10
(27.95,28.05] 5 4 5 8 10 5 10
(28.05,28.1] 7 5 6 6 7 7 10
(28.1,28.2] 5 6 5 7 6 9 10
(28.2,28.3] 5 6 6 7 7 10 8
(28.3, Inf] 7 5 6 6 10 7 8
total 94.00 92.00 85.00 93.00 103.00 87.00 115.00
Indo-Pacific - 2000-2012 --> 2008-2019
(-Inf,26] 7 6 6 8 10 4 7
(26,26.5] 8 4 8 7 4 10 7
(26.5,26.75] 7 10 7 7 4 5 8
(26.75,27] 7 10 6 7 5 4 8
(27,27.25] 6 10 6 7 4 5 9
(27.25,27.5] 6 10 5 7 6 8 7
(27.5,27.75] 4 6 6 6 10 10 6
(27.75,27.85] 9 10 4 4 10 4 5
(27.85,27.95] 7 10 5 4 10 4 7
(27.95,28.05] 7 4 6 6 10 4 10
(28.05,28.1] 5 3 6 7 8 7 10
(28.1,28.2] 5 6 5 7 6 9 10
(28.2,28.3] 5 6 6 7 7 10 8
(28.3, Inf] 8 4 6 6 10 7 7
total 91.00 99.00 82.00 90.00 104.00 91.00 109.00

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
f2bde6b Donghe-Zhu 2021-07-06
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
lm_best %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
f2bde6b Donghe-Zhu 2021-07-06
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 

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

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

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

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

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

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