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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 76 1.2167380 259.4970 133.970210 4.352526 2000-2012 –> 2010-2019 2.5119274 1.2951895 746.5790 228.149871 1 2
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 76 1.2483605 263.3970 41.952927 4.886502 2000-2012 –> 2010-2019 2.5671579 1.3187975 755.5728 71.289024 2 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 76 1.2588727 264.6716 21.858050 5.055406 2000-2012 –> 2010-2019 2.5876279 1.3287552 758.9687 37.132738 3 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 76 1.2619151 265.0385 15.960469 5.077094 2000-2012 –> 2010-2019 2.5943469 1.3324318 760.1148 26.315250 5 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 76 1.2918115 268.5976 145.179981 4.658759 2000-2012 –> 2010-2019 2.5951681 1.3033565 757.4521 268.037095 6 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 76 1.3096896 270.6868 42.183675 4.665311 2000-2012 –> 2010-2019 2.6355493 1.3258598 764.3687 73.270561 8 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 76 1.3026017 269.8619 21.721582 4.880331 2000-2012 –> 2010-2019 2.6451637 1.3425621 767.0741 36.620816 7 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 76 1.3157442 271.3878 38.668470 4.670116 2000-2012 –> 2010-2019 2.6500185 1.3342743 766.8538 53.498566 9 17
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 76 1.3233572 272.2648 40.169213 4.676018 2000-2012 –> 2010-2019 2.6625668 1.3392096 768.7719 55.605123 10 20
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 76 1.4135548 280.2870 117.587105 4.885799 2000-2012 –> 2010-2019 2.7290291 1.3154743 769.7513 171.409116 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 694 3.4702558 3710.4756 314.757206 11.369207 2000-2012 –> 2010-2019 7.0918016 3.6215458 9363.4451 667.786586 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 694 3.5801881 3753.7632 10.832225 12.594202 2000-2012 –> 2010-2019 7.2784879 3.6982998 9450.4388 23.288594 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 694 3.5875919 3756.6306 11.518714 12.845798 2000-2012 –> 2010-2019 7.2939566 3.7063647 9457.8459 24.280122 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 694 3.6076007 3764.3503 31.754287 12.195375 2000-2012 –> 2010-2019 7.3052792 3.6976785 9460.6758 67.104735 6 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 694 3.6072790 3764.2265 11.435110 13.298435 2000-2012 –> 2010-2019 7.3281851 3.7209062 9473.6021 24.126802 5 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 694 3.5722205 3750.6708 314.781076 11.702722 2000-2012 –> 2010-2019 7.3660463 3.7938258 9500.4921 667.817583 2 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 694 3.7075691 3802.2892 10.940742 15.093112 2000-2012 –> 2010-2019 7.5898470 3.8822779 9600.1407 23.610937 7 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 694 3.7278124 3809.8470 11.519807 15.832052 2000-2012 –> 2010-2019 7.6257673 3.8979549 9616.0970 24.346009 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 694 3.7292072 3810.3663 11.225347 15.840362 2000-2012 –> 2010-2019 7.6296823 3.9004751 9617.9632 24.116673 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 694 3.7383142 3813.7517 11.527002 15.581990 2000-2012 –> 2010-2019 7.6787940 3.9404798 9642.6140 24.569635 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 946 3.7605801 5204.7242 299.754243 11.482052 2000-2012 –> 2010-2019 6.9040933 3.1435132 12332.0357 605.617406 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 946 3.7999396 5224.4236 116.942411 12.054193 2000-2012 –> 2010-2019 6.9838985 3.1839590 12387.1989 242.502851 2 4
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 946 3.8191646 5233.9717 116.222981 12.265924 2000-2012 –> 2010-2019 7.0250722 3.2059076 12415.8040 241.061026 3 7
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 946 3.8388276 5243.6877 117.706528 12.591378 2000-2012 –> 2010-2019 7.0616816 3.2228540 12440.1446 243.976323 4 11
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 946 3.9686986 5306.6368 24.516461 14.993680 2000-2012 –> 2010-2019 7.1597788 3.1910803 12475.6096 49.349201 14 17
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 946 3.9392373 5290.5393 241.589031 13.780145 2000-2012 –> 2010-2019 7.1625519 3.2233146 12485.3928 491.271759 11 19
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 946 3.9352592 5290.6277 121.167791 13.108015 2000-2012 –> 2010-2019 7.1654178 3.2301586 12493.3649 253.079262 10 19
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 946 3.9908550 5317.1701 24.662025 15.448974 2000-2012 –> 2010-2019 7.1974895 3.2066345 12499.6313 49.634741 16 21
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 946 3.9963167 5319.7576 24.745117 15.546903 2000-2012 –> 2010-2019 7.2078896 3.2115729 12506.4877 49.803844 17 23
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 946 3.8932589 5268.3262 256.360795 20.608151 2000-2012 –> 2010-2019 7.2321039 3.3388449 12560.8652 518.895748 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 1758 2.5216867 8255.0348 278.379846 22.777432 2000-2012 –> 2010-2019 4.5506867 2.0289999 18688.7945 609.142404 1 2
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1758 2.5597612 8307.7254 25.739093 26.905348 2000-2012 –> 2010-2019 4.6487994 2.0890382 18884.3727 51.066043 2 5
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1758 2.5653862 8315.4432 87.583211 23.081094 2000-2012 –> 2010-2019 4.7008683 2.1354821 18999.8349 165.293133 3 9
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1758 2.6369345 8410.1616 250.891522 27.469929 2000-2012 –> 2010-2019 4.7098123 2.0728777 18946.7558 566.006171 8 10
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1758 2.6166922 8385.0669 22.836023 27.172318 2000-2012 –> 2010-2019 4.7382742 2.1215820 19037.4598 45.650490 7 11
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1758 2.5755206 8329.3056 91.428494 23.542784 2000-2012 –> 2010-2019 4.7626213 2.1871007 19130.7307 171.530972 4 13
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1758 2.6418401 8418.6964 22.835996 27.193990 2000-2012 –> 2010-2019 4.7768430 2.1350029 19101.9885 45.956143 9 14
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1758 2.6063767 8371.1788 86.899501 23.049169 2000-2012 –> 2010-2019 4.7799942 2.1736175 19142.3025 164.360980 5 12
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 1758 2.6098092 8373.8062 25.704158 26.121063 2000-2012 –> 2010-2019 4.7979284 2.1881192 19175.5126 50.671914 6 16
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1758 2.6501656 8429.7593 88.713741 23.454976 2000-2012 –> 2010-2019 4.8487124 2.1985468 19256.7614 166.967217 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 1572 2.0203778 6686.2693 194.164641 9.055191 2000-2012 –> 2010-2019 3.8421763 1.8217985 15926.0149 320.044341 1 2
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1572 2.1535088 6886.9005 42.297279 13.318195 2000-2012 –> 2010-2019 4.0526464 1.8991376 16316.6471 83.333082 3 5
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1572 2.1842316 6929.4370 39.046004 14.254457 2000-2012 –> 2010-2019 4.0847398 1.9005082 16360.4807 77.706719 8 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1572 2.0859213 6786.6450 236.712328 9.408375 2000-2012 –> 2010-2019 4.0889153 2.0029940 16459.7130 382.613750 2 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1572 2.1710111 6912.3496 17.082316 13.325285 2000-2012 –> 2010-2019 4.0963865 1.9253754 16404.8014 34.726503 5 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1572 2.1743514 6917.1832 17.044457 13.310623 2000-2012 –> 2010-2019 4.1061561 1.9318046 16424.8699 34.666057 6 11
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1572 2.1793284 6922.3715 9.072433 12.901387 2000-2012 –> 2010-2019 4.2204644 2.0411360 16679.6453 17.852045 7 15
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1572 2.2685229 7050.4841 351.184549 14.253548 2000-2012 –> 2010-2019 4.2488785 1.9803556 16671.6065 668.580739 12 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1572 2.1594214 6895.5207 162.839792 10.722365 2000-2012 –> 2010-2019 4.2499977 2.0905764 16764.1696 272.830874 4 15
Atlantic (27,27.25] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1572 2.1924829 6941.2916 8.817818 12.650813 2000-2012 –> 2010-2019 4.2838545 2.0913717 16809.6788 17.017958 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 1597 2.6906157 7707.4152 35.579200 14.567551 2000-2012 –> 2010-2019 4.9095717 2.2189560 17804.1030 69.226263 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1597 2.8194458 7856.7995 703.310695 14.382549 2000-2012 –> 2010-2019 5.1181096 2.2986639 18114.0623 1341.561020 3 5
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1597 2.8401496 7880.1681 320.726700 11.758144 2000-2012 –> 2010-2019 5.1473025 2.3071529 18154.2032 621.707630 4 7
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1597 2.8550901 7896.9260 344.267613 10.729786 2000-2012 –> 2010-2019 5.1671078 2.3120176 18180.5449 662.669200 5 9
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1597 2.7989778 7833.5279 467.245288 20.510575 2000-2012 –> 2010-2019 5.2220737 2.4230959 18330.6576 891.222660 2 9
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1597 2.9509965 8000.4541 35.575631 10.917678 2000-2012 –> 2010-2019 5.2806240 2.3296275 18316.5975 69.219339 9 14
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1597 2.9169625 7965.4035 410.241628 10.839171 2000-2012 –> 2010-2019 5.2894765 2.3725140 18366.5470 786.076775 8 14
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1597 2.9762919 8029.7158 846.695236 25.329472 2000-2012 –> 2010-2019 5.4394135 2.4631217 18601.3904 1680.269463 10 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1597 2.9834553 8037.3940 35.732746 25.830616 2000-2012 –> 2010-2019 5.4600382 2.4765829 18633.8671 69.074686 11 20
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1597 2.8567758 7898.8112 556.967135 15.811089 2000-2012 –> 2010-2019 5.4939859 2.6372101 18781.2147 1120.031860 6 21
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 2087 2.7575675 10168.5420 936.679975 24.917644 2000-2012 –> 2010-2019 5.0398260 2.2822585 23429.7324 1875.238182 1 2
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2087 2.7595670 10173.5674 524.823768 20.607464 2000-2012 –> 2010-2019 5.0457203 2.2861533 23446.8247 1035.936166 2 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2087 2.7608768 10175.5481 19.559438 20.721699 2000-2012 –> 2010-2019 5.0510078 2.2901310 23459.0689 38.742691 3 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2087 2.8021419 10237.4727 20.575766 22.352833 2000-2012 –> 2010-2019 5.1321296 2.3299877 23622.8608 40.423486 5 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2087 2.8080714 10246.2957 20.007721 22.567468 2000-2012 –> 2010-2019 5.1404301 2.3323588 23637.6889 39.197136 6 11
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2087 2.7612351 10174.0898 19.375110 20.714046 2000-2012 –> 2010-2019 5.1459049 2.3846698 23694.4370 37.642825 4 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2087 2.8275027 10275.0796 20.347425 22.288912 2000-2012 –> 2010-2019 5.1667418 2.3392391 23683.8635 39.926104 8 14
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2087 3.0205294 10548.7231 19.896292 26.233797 2000-2012 –> 2010-2019 5.3999702 2.3794408 24056.1102 38.896388 10 17
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2087 2.8133979 10252.2057 936.346674 27.936857 2000-2012 –> 2010-2019 5.4506608 2.6372628 24366.9731 1871.848224 7 17
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2087 2.9914985 10510.4119 837.454194 27.107856 2000-2012 –> 2010-2019 5.5150569 2.5235584 24366.9805 1723.952363 9 18
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 752 2.5078899 3530.9239 44.586814 14.102895 2000-2012 –> 2010-2019 4.8566302 2.3487402 8445.1188 90.150431 1 2
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 752 2.5184159 3535.2232 14.681692 13.873352 2000-2012 –> 2010-2019 4.8950917 2.3766758 8472.9099 28.345056 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 752 2.5489699 3555.3603 49.808783 14.234334 2000-2012 –> 2010-2019 4.9420589 2.3930890 8509.8850 100.471967 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 752 2.5514395 3556.8168 47.986163 14.245153 2000-2012 –> 2010-2019 4.9459260 2.3944864 8512.6001 96.509641 4 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 752 2.5584037 3560.9163 49.603009 14.291232 2000-2012 –> 2010-2019 4.9565298 2.3981261 8519.9744 100.083083 5 10
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 752 2.5928288 3579.0188 46.216634 14.371263 2000-2012 –> 2010-2019 5.0009286 2.4080998 8545.0249 92.204936 6 12
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 752 2.7053328 3644.9019 44.679954 15.050387 2000-2012 –> 2010-2019 5.2578332 2.5525003 8738.4636 90.268086 9 16
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 752 2.7151667 3648.3590 12.911855 14.811912 2000-2012 –> 2010-2019 5.2919506 2.5767839 8760.3352 24.856170 11 19
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 752 2.6885462 3633.5405 21.041602 13.475886 2000-2012 –> 2010-2019 5.2925982 2.6040519 8768.2120 42.513390 7 16
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 752 2.7037477 3642.0204 20.360144 13.538279 2000-2012 –> 2010-2019 5.3196649 2.6159172 8786.4934 41.029753 8 18
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 725 2.7400029 3533.0014 932.206720 20.834873 2000-2012 –> 2010-2019 5.6965596 2.9565567 8302.6327 1810.657481 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 725 2.7518735 3539.2697 37.442103 20.866322 2000-2012 –> 2010-2019 5.7128130 2.9609395 8311.7155 79.884221 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 725 2.7712052 3549.4202 66.529303 20.899216 2000-2012 –> 2010-2019 5.7433877 2.9721825 8329.0668 138.162767 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 725 2.7721779 3549.9291 37.440229 20.917878 2000-2012 –> 2010-2019 5.7453113 2.9731333 8330.1835 79.869269 4 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 725 2.7723489 3550.0185 71.758808 20.920658 2000-2012 –> 2010-2019 5.7455139 2.9731650 8330.2931 148.995638 5 10
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 725 2.7725767 3548.1377 31.575085 20.928183 2000-2012 –> 2010-2019 5.7457526 2.9731758 8326.4192 64.309304 6 12
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 725 2.9376032 3631.9722 893.836999 20.495307 2000-2012 –> 2010-2019 5.9941078 3.0565046 8462.7721 1727.920715 9 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 725 2.8787091 3604.6067 37.504612 21.681293 2000-2012 –> 2010-2019 6.0021319 3.1234228 8478.5559 80.096000 7 18
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 725 2.9733377 3649.5043 30.313031 20.505575 2000-2012 –> 2010-2019 6.0534350 3.0800973 8494.9138 64.497260 11 19
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 725 2.9143543 3620.4509 19.828239 20.796758 2000-2012 –> 2010-2019 6.0669777 3.1526234 8510.0805 42.727914 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 759 2.9989942 3835.1331 996.100812 20.329529 2000-2012 –> 2010-2019 6.2685390 3.2695448 10144.6121 1946.023090 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 759 3.1394621 3904.6188 125.533111 24.683876 2000-2012 –> 2010-2019 6.6573857 3.5179236 10391.1441 232.663205 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 759 3.2121713 3939.3744 150.163878 24.586864 2000-2012 –> 2010-2019 6.8271451 3.6149738 10491.7024 277.107218 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 759 3.2213977 3943.7284 41.039822 24.350001 2000-2012 –> 2010-2019 6.8452876 3.6238899 10502.0128 76.750259 4 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 759 3.2616151 3962.5624 35.559044 23.812355 2000-2012 –> 2010-2019 6.9233664 3.6617513 10545.9785 66.577225 5 11
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 759 3.2948870 3975.9692 124.247727 22.550329 2000-2012 –> 2010-2019 6.9433264 3.6484394 10548.5788 230.713468 6 11
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 759 3.3243480 3991.4819 849.009295 23.144852 2000-2012 –> 2010-2019 7.0474497 3.7231018 10615.0745 1694.061921 7 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 759 3.3749202 4012.4009 138.399136 21.128494 2000-2012 –> 2010-2019 7.1231156 3.7481954 10650.2360 257.202214 8 16
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 759 3.3750204 4012.4460 36.177777 21.128801 2000-2012 –> 2010-2019 7.1237496 3.7487292 10650.6254 70.568252 9 18
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 759 3.3815551 4015.3823 31.380724 21.085435 2000-2012 –> 2010-2019 7.1396528 3.7580977 10659.5970 60.206395 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 481 0.6128534 907.9952 116.227204 2.803952 2000-2012 –> 2010-2019 1.1975685 0.5847151 2150.1680 202.547925 1 2
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 481 0.6407706 950.8483 381.466364 2.875097 2000-2012 –> 2010-2019 1.2597384 0.6189678 2272.2654 677.767914 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 481 0.6432821 954.6115 105.825600 2.905723 2000-2012 –> 2010-2019 1.2639060 0.6206239 2279.7482 186.731675 3 6
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 481 0.6452173 957.5012 330.780310 2.906470 2000-2012 –> 2010-2019 1.2668350 0.6216177 2284.8651 587.596719 4 8
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 481 0.6682265 989.2097 84.007788 3.342980 2000-2012 –> 2010-2019 1.2983903 0.6301638 2333.5806 153.993723 5 10
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 481 0.6888601 1018.4650 114.430497 2.949046 2000-2012 –> 2010-2019 1.3267899 0.6379298 2379.8859 194.935987 6 13
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 481 0.7070247 1043.5034 97.157057 2.492409 2000-2012 –> 2010-2019 1.3391815 0.6321568 2392.2698 179.225207 7 13
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 481 0.7257764 1068.6850 335.911424 2.499026 2000-2012 –> 2010-2019 1.3854310 0.6596546 2476.7213 626.511136 9 17
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 481 0.7283943 1072.1488 88.675845 2.490840 2000-2012 –> 2010-2019 1.3895406 0.6611463 2483.3293 165.707860 10 20
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate 481 0.7328219 1075.9787 86.295967 2.711808 2000-2012 –> 2010-2019 1.3925399 0.6597179 2482.1487 157.925736 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 682 0.5435839 1117.9771 266.113275 2.417225 2000-2012 –> 2010-2019 1.0219273 0.4783433 2490.9120 504.098717 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 682 0.5575607 1150.6054 218.632723 2.434835 2000-2012 –> 2010-2019 1.0386825 0.4811217 2533.0887 412.686240 4 6
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 682 0.5552591 1146.9631 348.271827 2.368644 2000-2012 –> 2010-2019 1.0509322 0.4956731 2590.8602 649.073785 2 7
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 682 0.5573855 1152.1768 386.882318 2.388678 2000-2012 –> 2010-2019 1.0539717 0.4965861 2599.7434 723.674922 3 9
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 682 0.5686456 1177.4570 153.002275 2.342626 2000-2012 –> 2010-2019 1.0539788 0.4853333 2577.3190 286.197111 6 9
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 682 0.5591639 1156.5217 194.840465 2.390283 2000-2012 –> 2010-2019 1.0575948 0.4984309 2611.4823 370.848573 5 12
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + phosphate 682 0.5869603 1218.6956 121.226627 2.355453 2000-2012 –> 2010-2019 1.0764053 0.4894450 2633.3797 226.409527 13 17
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 682 0.5793875 1202.9831 278.044019 2.297775 2000-2012 –> 2010-2019 1.0809677 0.5015802 2668.5030 517.578602 8 16
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 682 0.5808974 1206.5331 316.604472 2.316843 2000-2012 –> 2010-2019 1.0831983 0.5023009 2674.9159 593.124780 10 19
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 682 0.5795984 1203.4795 374.725913 2.404812 2000-2012 –> 2010-2019 1.0835396 0.5039411 2678.3632 691.584347 9 19
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 1148 0.5597489 1939.5900 675.336731 2.521926 2000-2012 –> 2010-2019 1.0977998 0.5380509 4790.5241 1039.463025 1 3
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 1148 0.5653494 1960.4480 167.253183 2.531099 2000-2012 –> 2010-2019 1.1077924 0.5424430 4838.2433 297.293105 2 5
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1148 0.5743599 1996.7530 406.151641 2.901926 2000-2012 –> 2010-2019 1.1104538 0.5360939 4832.7520 774.909363 3 4
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1148 0.5821901 2027.8426 421.029456 2.908798 2000-2012 –> 2010-2019 1.1262703 0.5440802 4916.3364 803.427767 4 8
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1148 0.5914070 2063.9071 588.108460 2.891676 2000-2012 –> 2010-2019 1.1468458 0.5554387 5025.7496 1093.936878 5 10
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1148 0.6199411 2174.0946 347.257609 2.726078 2000-2012 –> 2010-2019 1.2118463 0.5919052 5363.6749 549.902880 6 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1148 0.6200366 2172.4481 171.431097 2.704134 2000-2012 –> 2010-2019 1.2213235 0.6012869 5415.8550 322.119410 7 14
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1148 0.6487625 2278.4300 768.837357 2.994360 2000-2012 –> 2010-2019 1.2681377 0.6193751 5629.0550 1189.701737 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 1148 0.6491028 2277.6341 141.513613 2.964614 2000-2012 –> 2010-2019 1.2774556 0.6283527 5677.3456 252.037327 9 18
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1148 0.6519240 2287.5916 260.929255 2.703742 2000-2012 –> 2010-2019 1.2834905 0.6315665 5705.4135 454.234402 10 22
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 2315 0.7798588 5432.4713 898.839368 9.295281 2000-2012 –> 2010-2019 1.3999366 0.6200778 11734.4214 1814.282890 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2315 0.7803021 5435.1020 300.921755 8.303568 2000-2012 –> 2010-2019 1.4080618 0.6277597 11819.3248 568.207364 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2315 0.8651771 5913.1641 77.725318 9.476133 2000-2012 –> 2010-2019 1.5364220 0.6712449 12744.9244 137.476033 3 6
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2315 0.8905525 6045.0072 77.302475 10.305634 2000-2012 –> 2010-2019 1.5703197 0.6797672 12959.0695 136.750055 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2315 0.9026495 6109.4762 373.991794 10.638555 2000-2012 –> 2010-2019 1.6027610 0.7001115 13222.5860 712.420502 7 12
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2315 0.9026180 6109.3150 366.598324 10.677865 2000-2012 –> 2010-2019 1.6030902 0.7004721 13225.8655 698.834809 6 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2315 0.9026657 6107.5597 38.883188 10.653848 2000-2012 –> 2010-2019 1.6036515 0.7009857 13227.0080 67.258110 8 17
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2315 0.9039527 6114.1561 226.834647 10.834855 2000-2012 –> 2010-2019 1.6045910 0.7006383 13230.2917 403.362951 10 18
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2315 0.9066936 6128.1735 351.763475 10.893686 2000-2012 –> 2010-2019 1.6068448 0.7001512 13239.6618 652.746517 11 17
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 2315 0.9075473 6130.5311 19.554688 10.830374 2000-2012 –> 2010-2019 1.6086367 0.7010893 13248.9668 36.974065 13 23
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 3781 5.7695572 23997.1392 161.036036 31.255332 2000-2012 –> 2010-2019 11.3102482 5.5406910 57976.8537 317.469431 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3781 5.8654022 24121.7285 22.663214 31.664333 2000-2012 –> 2010-2019 11.4888307 5.6234285 58262.2354 49.532255 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3781 5.9130724 24182.9391 13.803317 32.100399 2000-2012 –> 2010-2019 11.5805810 5.6675086 58408.1483 28.793020 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3781 5.9242218 24197.1842 16.676703 31.924718 2000-2012 –> 2010-2019 11.6081397 5.6839179 58453.7564 34.719642 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3781 5.9888237 24279.1993 161.466379 27.622139 2000-2012 –> 2010-2019 11.7491646 5.7603409 58680.6563 318.544136 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3781 6.0068324 24301.9045 5.453387 30.955169 2000-2012 –> 2010-2019 11.8699252 5.8630928 58895.1605 11.325515 6 13
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3781 6.0110476 24305.2091 5.273095 31.157618 2000-2012 –> 2010-2019 11.8856355 5.8745880 58917.7128 11.105965 7 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3781 6.0815773 24395.4202 18.889919 28.478356 2000-2012 –> 2010-2019 11.9104996 5.8289224 58925.2685 40.668961 9 15
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3781 6.0432849 24345.6559 161.023922 28.102866 2000-2012 –> 2010-2019 11.9105081 5.8672232 58944.5513 317.431325 8 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3781 6.1352459 24461.8605 6.705346 28.694396 2000-2012 –> 2010-2019 12.0121646 5.8769187 59080.6673 13.327425 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 3976 3.9822762 22285.8988 764.167368 15.621811 2000-2012 –> 2010-2019 7.8112394 3.8289632 52571.8190 1529.050450 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3976 4.1244930 22564.9309 45.145557 16.183728 2000-2012 –> 2010-2019 8.0590177 3.9345246 53148.9738 94.982066 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3976 4.2217317 22750.2307 17.736696 17.695943 2000-2012 –> 2010-2019 8.2473355 4.0256037 53585.1372 36.093581 4 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3976 4.2305704 22766.8617 17.901044 18.134922 2000-2012 –> 2010-2019 8.2676609 4.0370905 53633.0029 36.529901 6 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3976 4.2204466 22747.8097 48.473124 25.730608 2000-2012 –> 2010-2019 8.2903140 4.0698674 53702.5913 101.697727 3 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3976 4.2305628 22766.8473 354.975087 24.788587 2000-2012 –> 2010-2019 8.3315731 4.1010103 53805.1917 741.412634 5 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3976 4.2594657 22820.9902 10.424888 26.297192 2000-2012 –> 2010-2019 8.3613992 4.1019335 53861.8019 22.110840 7 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3976 4.2697845 22840.2310 15.183423 26.365280 2000-2012 –> 2010-2019 8.3826998 4.1129153 53910.3512 32.177250 8 16
Indo-Pacific (26,26.5] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 3976 4.4052300 23086.5650 279.494949 17.980990 2000-2012 –> 2010-2019 8.6879414 4.2827114 54598.1443 590.690084 9 21
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 3976 4.4195916 23112.4473 45.040362 18.223833 2000-2012 –> 2010-2019 8.6984699 4.2788783 54614.2112 94.782737 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 3288 3.1497478 16889.7318 817.225364 18.489510 2000-2012 –> 2010-2019 6.2518000 3.1020522 41770.9035 1676.807186 1 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3288 3.2694371 17134.9866 108.655866 18.653225 2000-2012 –> 2010-2019 6.4516538 3.1822167 42264.8701 223.413863 2 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3288 3.3773670 17348.5659 108.733875 19.533373 2000-2012 –> 2010-2019 6.4753975 3.0980305 42217.0913 223.396315 3 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3288 3.4838509 17552.6970 44.114620 19.916979 2000-2012 –> 2010-2019 6.6710670 3.1872161 42697.8830 91.718433 8 12
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3288 3.4890691 17562.5393 47.707001 19.842267 2000-2012 –> 2010-2019 6.6839384 3.1948693 42731.1043 99.077005 9 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3288 3.4102518 17412.2853 20.008586 26.584201 2000-2012 –> 2010-2019 6.6916504 3.2813986 42841.3515 40.309727 4 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3288 3.4233192 17437.4351 29.578430 27.629054 2000-2012 –> 2010-2019 6.7159239 3.2926047 42899.7345 60.358383 5 13
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3288 3.4498601 17486.2220 791.557659 19.009902 2000-2012 –> 2010-2019 6.7292837 3.2794236 42907.4194 1634.613169 6 12
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3288 3.4610532 17509.5234 33.809537 15.470049 2000-2012 –> 2010-2019 6.8408257 3.3797726 43226.5326 69.100836 7 17
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3288 3.5204081 17619.3417 108.582955 19.932471 2000-2012 –> 2010-2019 6.8457020 3.3252939 43175.9425 223.218445 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 4025 3.3088605 21069.1163 104.072312 17.056941 2000-2012 –> 2010-2019 6.4699998 3.1611393 51926.7084 206.594803 2 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4025 3.2900344 21023.1844 872.358394 25.113594 2000-2012 –> 2010-2019 6.5184308 3.2283963 52133.4549 1713.120736 1 3
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4025 3.3161099 21084.7339 702.197421 22.872694 2000-2012 –> 2010-2019 6.5488259 3.2327160 52209.0526 1384.026193 3 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4025 3.4545318 21415.9351 27.719447 14.549113 2000-2012 –> 2010-2019 6.7630300 3.3084981 52820.3606 54.821890 5 9
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4025 3.4453588 21394.5309 118.611596 17.101428 2000-2012 –> 2010-2019 6.7797702 3.3344114 52892.5939 234.730807 4 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4025 3.4920479 21502.8863 44.246491 14.691015 2000-2012 –> 2010-2019 6.8045702 3.3125223 52921.9013 87.315368 7 13
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4025 3.4969869 21514.2639 39.765478 14.741887 2000-2012 –> 2010-2019 6.8085288 3.3115419 52929.7259 78.589139 8 13
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4025 3.4765171 21465.0045 104.055986 17.162075 2000-2012 –> 2010-2019 6.8193313 3.3428141 52991.2745 206.575049 6 15
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4025 3.5144342 21552.3275 27.474827 15.021616 2000-2012 –> 2010-2019 6.8276273 3.3131931 52971.7724 54.206637 9 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4025 3.6724566 21908.3848 24.285137 18.751307 2000-2012 –> 2010-2019 7.1826311 3.5101744 54022.9853 46.143658 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 4966 3.3204094 26026.1723 143.675077 9.974496 2000-2012 –> 2010-2019 6.4697581 3.1493488 62859.0661 271.837722 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4966 3.3769636 26193.9126 103.254613 14.530245 2000-2012 –> 2010-2019 6.5899178 3.2129542 63313.6969 195.050436 2 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4966 3.4178862 26313.5469 30.010330 10.461868 2000-2012 –> 2010-2019 6.6161489 3.1982627 63367.5732 57.015880 5 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4966 3.4170640 26311.1575 43.285810 9.805202 2000-2012 –> 2010-2019 6.6390600 3.2219959 63471.2622 83.032201 4 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4966 3.4222818 26326.3117 28.478455 9.808746 2000-2012 –> 2010-2019 6.6476065 3.2253248 63501.2326 55.081990 6 11
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4966 3.4524560 26411.4983 11.155627 11.044418 2000-2012 –> 2010-2019 6.6965369 3.2440809 63667.6149 21.402794 8 14
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4966 3.4247309 26331.4169 101.286323 12.476286 2000-2012 –> 2010-2019 6.6981124 3.2733815 63716.5434 192.441770 7 16
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4966 3.4043973 26272.2722 758.321343 23.876184 2000-2012 –> 2010-2019 6.7132949 3.3088975 63812.2352 1396.709109 3 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4966 3.4705371 26465.3781 38.006279 10.462223 2000-2012 –> 2010-2019 6.7408379 3.2703008 63838.9946 71.200668 9 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4966 3.4724414 26470.8263 41.496999 10.482765 2000-2012 –> 2010-2019 6.7452740 3.2728326 63855.5466 77.607144 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 4386 3.5777400 23642.8720 103.392449 26.248991 2000-2012 –> 2010-2019 6.8226811 3.2449411 56626.5258 210.519855 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4386 3.6371186 23787.2630 33.075946 28.355665 2000-2012 –> 2010-2019 6.9734785 3.3363599 57123.7629 66.526879 2 5
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4386 3.6796406 23889.2227 35.819174 29.195420 2000-2012 –> 2010-2019 7.0653760 3.3857354 57412.2954 72.016373 3 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4386 3.7919592 24152.9770 18.188601 17.805155 2000-2012 –> 2010-2019 7.1118002 3.3198410 57426.4409 36.555440 5 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4386 3.7799947 24125.2555 498.316541 23.515521 2000-2012 –> 2010-2019 7.1272146 3.3472199 57503.0274 1000.532758 4 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4386 3.8378082 24258.4040 95.908783 24.124319 2000-2012 –> 2010-2019 7.2426038 3.4047956 57852.7718 190.009407 6 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4386 3.8478526 24281.3323 81.451442 23.834363 2000-2012 –> 2010-2019 7.2576529 3.4098003 57894.3540 162.202224 7 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4386 3.8885186 24373.5527 305.176698 15.070798 2000-2012 –> 2010-2019 7.3136961 3.4251776 58043.7191 614.667101 8 16
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4386 3.9398947 24486.6916 15.863915 18.430816 2000-2012 –> 2010-2019 7.3786374 3.4387427 58205.0562 31.365580 11 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4386 3.9463893 24503.1397 30.722270 15.067554 2000-2012 –> 2010-2019 7.4238014 3.4774121 58365.5213 61.868015 13 23
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 + temp + nitrate + silicate + phosphate 4086 3.4170316 21651.0923 41.705101 9.222229 2000-2012 –> 2010-2019 6.4287408 3.0117092 51942.6193 83.305465 1 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4086 3.4716463 21780.6732 47.090455 9.356656 2000-2012 –> 2010-2019 6.4347691 2.9631228 51876.9017 94.508100 5 7
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4086 3.4796326 21799.4509 40.748080 9.332066 2000-2012 –> 2010-2019 6.4405455 2.9609129 51886.7203 81.362637 7 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4086 3.5308614 21918.8858 160.630675 9.525358 2000-2012 –> 2010-2019 6.5004746 2.9696133 52041.3879 316.905285 10 13
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4086 3.4655430 21766.2939 58.439106 9.581336 2000-2012 –> 2010-2019 6.5063720 3.0408289 52173.3667 117.987790 2 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4086 3.4714968 21780.3212 530.414532 9.725856 2000-2012 –> 2010-2019 6.5071327 3.0356359 52166.8697 1074.502099 4 11
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4086 3.4774223 21794.2583 58.805131 9.598246 2000-2012 –> 2010-2019 6.5262722 3.0488498 52232.9634 118.687061 6 15
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 4086 3.4816896 21802.2803 33.223402 10.282283 2000-2012 –> 2010-2019 6.5312117 3.0495220 52241.6326 65.514366 8 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4086 3.5661183 22000.0813 28.870274 13.292117 2000-2012 –> 2010-2019 6.5626972 2.9965790 52231.1305 59.456343 11 15
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4086 3.4671719 21770.1340 71.574997 9.179275 2000-2012 –> 2010-2019 6.5925550 3.1253831 52506.5468 143.586223 3 16
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 1523 2.5704576 7211.7665 744.613613 7.476791 2000-2012 –> 2010-2019 4.8998021 2.3293445 17366.3113 1409.740652 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1523 2.5737658 7215.6841 145.635593 7.487306 2000-2012 –> 2010-2019 4.9080115 2.3342457 17379.6414 317.123456 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1523 2.5779469 7220.6284 137.031766 7.518350 2000-2012 –> 2010-2019 4.9167331 2.3387861 17393.2875 301.298878 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1523 2.6024771 7249.4753 560.390452 7.961392 2000-2012 –> 2010-2019 4.9470590 2.3445818 17433.2175 1082.193957 6 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1523 2.5911052 7236.1362 171.713881 7.412725 2000-2012 –> 2010-2019 4.9635064 2.3724012 17472.6988 363.754703 4 11
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1523 2.6057268 7253.2764 153.830743 7.851798 2000-2012 –> 2010-2019 4.9656227 2.3598959 17466.1723 325.621100 8 13
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1523 2.6040843 7249.3558 508.324440 7.813732 2000-2012 –> 2010-2019 4.9683002 2.3642159 17468.4416 994.607217 7 13
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1523 2.6057478 7251.3009 153.695368 7.838616 2000-2012 –> 2010-2019 4.9809742 2.3752264 17491.1931 323.199611 9 17
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 1523 2.5918606 7235.0241 139.382491 7.291347 2000-2012 –> 2010-2019 4.9859591 2.3940985 17510.3550 309.487454 5 16
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1523 2.6078558 7253.7641 128.088461 7.676725 2000-2012 –> 2010-2019 4.9915563 2.3837006 17509.6041 285.477356 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 2115 2.1889367 9329.9593 262.065690 7.599342 2000-2012 –> 2010-2019 4.0751081 1.8861714 21512.9268 521.914292 2 3
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2115 2.1891769 9330.4234 718.869613 7.614934 2000-2012 –> 2010-2019 4.0753790 1.8862021 21513.4872 1368.046271 3 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2115 2.1885919 9329.2929 253.789075 7.875417 2000-2012 –> 2010-2019 4.0770222 1.8884303 21519.3532 503.481228 1 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2115 2.1908020 9333.5623 268.542678 7.554862 2000-2012 –> 2010-2019 4.0772241 1.8864221 21517.3175 534.826333 4 7
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2115 2.1917489 9333.3902 249.956332 8.077208 2000-2012 –> 2010-2019 4.0880882 1.8963393 21546.2175 493.667185 5 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2115 2.2256454 9400.3085 284.038523 7.070309 2000-2012 –> 2010-2019 4.1994863 1.9738409 21852.5078 558.896832 6 12
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2115 2.2498428 9444.0492 255.772974 6.856289 2000-2012 –> 2010-2019 4.2613908 2.0115480 22006.3875 510.583933 8 20
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2115 2.2467712 9440.2703 287.175057 6.164225 2000-2012 –> 2010-2019 4.2618966 2.0151254 22015.1381 562.423096 7 22
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2115 2.2829949 9507.9248 490.849223 6.598355 2000-2012 –> 2010-2019 4.2931874 2.0101925 22068.2683 954.503646 11 22
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate 2115 2.2622467 9467.3062 225.267760 6.212113 2000-2012 –> 2010-2019 4.3006557 2.0384090 22108.2529 449.865804 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 1864 1.9221021 7739.7504 878.892517 7.544933 2000-2012 –> 2010-2019 3.7316017 1.8094996 18763.3537 1568.443472 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1864 1.9296301 7754.3228 817.662397 7.593070 2000-2012 –> 2010-2019 3.7462477 1.8166176 18799.4089 1458.456318 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1864 1.9331591 7761.1347 912.025979 7.537809 2000-2012 –> 2010-2019 3.7565048 1.8233456 18826.4493 1663.999887 3 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1864 1.9830015 7856.0349 119.234470 7.819880 2000-2012 –> 2010-2019 3.8138446 1.8308430 18943.8038 224.992557 6 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1864 1.9830428 7856.1125 118.110430 7.808655 2000-2012 –> 2010-2019 3.8144268 1.8313841 18945.4981 222.043633 7 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1864 1.9837395 7857.4221 591.413300 7.752898 2000-2012 –> 2010-2019 3.8186427 1.8349033 18957.3126 1087.270540 8 14
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1864 1.9524209 7798.0962 546.457803 6.706533 2000-2012 –> 2010-2019 3.8316684 1.8792474 19028.6561 975.986626 4 16
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1864 1.9889297 7865.1633 28.174792 7.615069 2000-2012 –> 2010-2019 3.8353584 1.8464287 18997.3172 54.952785 9 16
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1864 1.9891989 7865.6677 26.369373 7.595230 2000-2012 –> 2010-2019 3.8369377 1.8477388 19001.7028 51.487979 10 18
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1864 1.9905656 7868.2282 567.721391 7.614441 2000-2012 –> 2010-2019 3.8431002 1.8525346 19018.4476 1040.404373 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 1290 1.5413214 4791.0729 883.222407 8.300625 2000-2012 –> 2010-2019 2.9418333 1.4005118 11122.3561 1541.935479 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1290 1.5507422 4806.7942 145.215690 8.518398 2000-2012 –> 2010-2019 2.9561983 1.4054561 11150.7572 284.570687 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1290 1.5521326 4809.1065 159.345998 8.540487 2000-2012 –> 2010-2019 2.9584593 1.4063267 11155.2973 313.014715 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1290 1.5587370 4820.0611 95.626787 8.212999 2000-2012 –> 2010-2019 2.9706496 1.4119126 11180.5149 188.797250 4 8
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1290 1.5743358 4843.7517 797.406635 8.921066 2000-2012 –> 2010-2019 3.0058323 1.4314965 11251.7686 1398.895599 5 10
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1290 1.5840142 4859.5640 41.526827 8.896122 2000-2012 –> 2010-2019 3.0203501 1.4363359 11279.7240 73.824414 6 12
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1290 1.5867390 4863.9983 44.584806 8.953760 2000-2012 –> 2010-2019 3.0245650 1.4378260 11287.8891 79.110430 7 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1290 1.6061148 4897.3120 833.735502 9.200075 2000-2012 –> 2010-2019 3.0556426 1.4495278 11352.3667 1616.147843 9 17
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1290 1.6079571 4900.2697 740.495880 9.259411 2000-2012 –> 2010-2019 3.0586362 1.4506791 11358.1811 1432.594373 10 19
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1290 1.5929036 4874.0024 38.073463 7.915741 2000-2012 –> 2010-2019 3.0592798 1.4663762 11368.6366 68.798650 8 19
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 2813 1.3200163 9558.9737 69.352193 9.254676 2000-2012 –> 2010-2019 2.5121001 1.1920838 22486.3799 132.756107 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2813 1.3244799 9577.9657 556.641216 8.843463 2000-2012 –> 2010-2019 2.5215052 1.1970253 22538.8710 1026.328771 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2813 1.3264102 9586.1593 89.463985 9.049552 2000-2012 –> 2010-2019 2.5292116 1.2028014 22586.0460 168.488605 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2813 1.3265838 9586.8957 102.616427 9.057953 2000-2012 –> 2010-2019 2.5298954 1.2033115 22590.2163 194.502366 4 8
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2813 1.3368430 9628.2370 19.122231 8.347645 2000-2012 –> 2010-2019 2.5607815 1.2239385 22767.1958 35.753183 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2813 1.4619737 10133.6320 730.740004 10.661065 2000-2012 –> 2010-2019 2.7752404 1.3132667 23845.0448 1398.692483 6 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2813 1.4738924 10179.3116 617.295067 10.764808 2000-2012 –> 2010-2019 2.8018075 1.3279151 23980.5507 1235.145826 7 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2813 1.4783636 10196.3531 526.315556 10.876164 2000-2012 –> 2010-2019 2.8118071 1.3334435 24031.2358 1050.079532 8 16
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2813 1.4867724 10228.2626 692.720105 11.233838 2000-2012 –> 2010-2019 2.8752623 1.3884898 24390.7258 1354.838399 9 19
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2813 1.5074025 10303.7910 45.250227 11.325857 2000-2012 –> 2010-2019 2.8795215 1.3721190 24368.2081 85.601741 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 5868 0.8117082 14218.3651 213.604560 13.490315 2000-2012 –> 2010-2019 1.5639840 0.7522758 33170.4086 411.047700 7 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5868 0.8085152 14172.1074 307.339343 9.080066 2000-2012 –> 2010-2019 1.5715859 0.7630708 33362.0317 583.522237 6 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5868 0.7940598 13960.3822 20.208302 8.586263 2000-2012 –> 2010-2019 1.5753451 0.7812853 33544.1587 40.072063 1 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5868 0.7984459 14025.0296 220.567764 8.279679 2000-2012 –> 2010-2019 1.5851970 0.7867511 33725.2029 417.144217 2 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5868 0.8178778 14307.2302 259.641309 9.129192 2000-2012 –> 2010-2019 1.5898972 0.7720194 33691.8108 513.603402 8 11
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5868 0.8020724 14078.2128 19.273920 8.405611 2000-2012 –> 2010-2019 1.5912674 0.7891950 33830.1678 38.049247 3 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5868 0.8021105 14078.7704 21.965900 8.404989 2000-2012 –> 2010-2019 1.5913124 0.7892018 33830.8712 43.426761 4 12
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 5868 0.8025695 14083.4843 9.788561 8.451209 2000-2012 –> 2010-2019 1.5918035 0.7892340 33834.2654 19.342101 5 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5868 0.8238858 14393.1252 203.342423 9.207871 2000-2012 –> 2010-2019 1.6022612 0.7783755 33914.6023 401.478342 9 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5868 0.8384828 14599.2341 165.696726 13.377733 2000-2012 –> 2010-2019 1.6279200 0.7894373 34356.3146 329.828469 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 2762 1.1599214 8671.7145 368.527258 10.092035 2000-2012 –> 2010-2019 2.1753299 1.0154085 19778.0454 728.243138 1 2
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2762 1.1804509 8768.6285 67.913603 10.693079 2000-2012 –> 2010-2019 2.2123627 1.0319119 19999.6494 130.332023 2 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2762 1.1840324 8785.3630 38.129713 10.795383 2000-2012 –> 2010-2019 2.2188543 1.0348220 20038.1637 75.372404 3 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2762 1.1896137 8811.3412 38.048901 11.209440 2000-2012 –> 2010-2019 2.2247504 1.0351366 20066.4934 75.481195 5 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2762 1.1889546 8808.2796 78.274483 10.666010 2000-2012 –> 2010-2019 2.2301188 1.0411642 20108.3361 155.190340 4 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2762 1.1908486 8817.0721 38.984258 10.953662 2000-2012 –> 2010-2019 2.2321100 1.0412615 20117.8509 77.780353 6 12
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + silicate 2762 1.1958181 8838.0764 15.142076 10.924921 2000-2012 –> 2010-2019 2.2408080 1.0449899 20164.4991 31.042345 7 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2762 1.2009434 8863.7017 501.096327 10.387036 2000-2012 –> 2010-2019 2.2553006 1.0543572 20261.1430 999.201275 8 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2762 1.2243739 8970.4376 129.364024 11.043058 2000-2012 –> 2010-2019 2.2974290 1.0730551 20503.8313 258.043588 10 19
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2762 1.2241799 8967.5621 280.605129 10.212031 2000-2012 –> 2010-2019 2.3109448 1.0867649 20597.1427 563.157732 9 20

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2012 2.5464217 1180.7027
Atlantic (-Inf,26] 2000-2012 –> 2010-2019 2.6178556 761.5507
Atlantic (26,26.5] 1982-1999 –> 2000-2012 7.1689782 13286.1446
Atlantic (26,26.5] 2000-2012 –> 2010-2019 7.4187847 9518.3315
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 6.7424470 17441.5879
Atlantic (26.5,26.75] 2000-2012 –> 2010-2019 7.1099977 12459.6535
Atlantic (26.75,27] 1982-1999 –> 2000-2012 3.9808325 23831.4908
Atlantic (26.75,27] 2000-2012 –> 2010-2019 4.7314540 19036.4513
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.6027080 21383.7979
Atlantic (27,27.25] 2000-2012 –> 2010-2019 4.1274216 16481.7627
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 4.3070794 23382.7162
Atlantic (27.25,27.5] 2000-2012 –> 2010-2019 5.2527703 18328.3188
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 4.3571126 30504.1376
Atlantic (27.5,27.75] 2000-2012 –> 2010-2019 5.2087448 23776.4540
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 4.4919156 11402.4440
Atlantic (27.75,27.85] 2000-2012 –> 2010-2019 5.0759212 8605.9017
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 6.1373597 12355.9458
Atlantic (27.85,27.95] 2000-2012 –> 2010-2019 5.8505990 8387.6633
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 7.4741519 15853.6583
Atlantic (27.95,28.05] 2000-2012 –> 2010-2019 6.8899018 10519.9562
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 1.1687489 2963.2298
Atlantic (28.05,28.1] 2000-2012 –> 2010-2019 1.3119921 2353.4982
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 0.8967867 2914.0640
Atlantic (28.1,28.15] 2000-2012 –> 2010-2019 1.0601198 2605.8567
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 1.0829977 6714.3220
Atlantic (28.15,28.2] 2000-2012 –> 2010-2019 1.1851416 5219.4949
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 1.2660734 14348.2657
Atlantic (28.2, Inf] 2000-2012 –> 2010-2019 1.5544315 12865.2120
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 11.7963980 80021.2934
Indo-Pacific (-Inf,26] 2000-2012 –> 2010-2019 11.7325697 58654.5010
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 8.1711067 78086.4456
Indo-Pacific (26,26.5] 2000-2012 –> 2010-2019 8.3137651 53743.1224
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 6.3446328 59333.5943
Indo-Pacific (26.5,26.75] 2000-2012 –> 2010-2019 6.6357242 42673.2833
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 6.3215921 73136.1638
Indo-Pacific (26.75,27] 2000-2012 –> 2010-2019 6.7522745 52781.9830
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 5.7895606 83561.6356
Indo-Pacific (27,27.25] 2000-2012 –> 2010-2019 6.6556547 63540.3766
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 5.8831727 74536.7696
Indo-Pacific (27.25,27.5] 2000-2012 –> 2010-2019 7.1716942 57645.3475
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 5.2881975 67827.3039
Indo-Pacific (27.5,27.75] 2000-2012 –> 2010-2019 6.5030771 52130.0139
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 4.0916976 22737.1001
Indo-Pacific (27.75,27.85] 2000-2012 –> 2010-2019 4.9527525 17449.0923
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 3.4323359 27042.7237
Indo-Pacific (27.85,27.95] 2000-2012 –> 2010-2019 4.1709438 21765.9857
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 3.2689095 25393.0156
Indo-Pacific (27.95,28.05] 2000-2012 –> 2010-2019 3.8028333 18928.1950
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 2.5410792 14098.2282
Indo-Pacific (28.05,28.1] 2000-2012 –> 2010-2019 3.0051446 11250.7492
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2012 2.3139085 29566.5953
Indo-Pacific (28.1,28.2] 2000-2012 –> 2010-2019 2.6797132 23358.4474
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2012 1.4643494 43823.9275
Indo-Pacific (28.2,28.3] 2000-2012 –> 2010-2019 1.5890574 33725.9834
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2012 1.8894106 24336.2668
Indo-Pacific (28.3, Inf] 2000-2012 –> 2010-2019 2.2398009 20163.5155

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)

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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
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 --> 2010-2019
(-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 8 6 5 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 8 4 5 5 5 10
(28.2, Inf] 10 10 3 3 10 4 4
total 97.00 68.00 84.00 86.00 110.00 104.00 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 --> 2010-2019
(-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] 5 6 6 5 10 10 7
(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 5 8 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 92.00 99.00 81.00 90.00 104.00 91.00 110.00

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
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
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