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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 183 1.0357615 546.1916 123.414521 4.095901 1982-1999 –> 2000-2012 2.3263682 1.2906067 1393.8690 272.31303 1 2
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 183 1.0517178 551.7870 30.865349 4.294541 1982-1999 –> 2000-2012 2.3541310 1.3024132 1403.9994 63.83501 2 4
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 183 1.0555067 553.1032 11.202636 4.341123 1982-1999 –> 2000-2012 2.3606673 1.3051606 1406.3650 24.32033 3 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 183 1.0598705 554.6132 11.212755 4.386492 1982-1999 –> 2000-2012 2.3687112 1.3088407 1409.2772 24.58613 4 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 183 1.0667312 556.9747 91.393276 4.751956 1982-1999 –> 2000-2012 2.3744708 1.3077396 1411.2196 205.89779 5 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 183 1.0834290 562.6594 22.309259 4.952650 1982-1999 –> 2000-2012 2.4039897 1.3205607 1421.7629 46.53775 8 14
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 183 1.0807716 559.7606 57.667563 5.007094 1982-1999 –> 2000-2012 2.4091535 1.3283820 1419.8049 142.51184 7 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 183 1.0869669 563.8527 9.571279 4.991901 1982-1999 –> 2000-2012 2.4103592 1.3233923 1424.0228 21.69331 9 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 183 1.0904218 565.0142 6.970702 5.017362 1982-1999 –> 2000-2012 2.4168756 1.3264538 1426.3350 16.05267 10 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 183 1.0705044 558.2671 61.591752 3.475440 1982-1999 –> 2000-2012 2.4270469 1.3565425 1430.7582 123.78736 6 19
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 122 1.1549162 395.3638 113.564037 3.536033 2000-2012 –> 2010-2019 2.1906777 1.0357615 941.5554 236.97856 1 2
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 122 1.1781480 400.2233 30.088431 3.814482 2000-2012 –> 2010-2019 2.2298659 1.0517178 952.0103 60.95378 2 4
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 122 1.1849570 401.6294 12.075287 3.887065 2000-2012 –> 2010-2019 2.2404637 1.0555067 954.7326 23.27792 3 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 122 1.1908560 402.8411 12.718552 3.950423 2000-2012 –> 2010-2019 2.2507264 1.0598705 957.4543 23.93131 4 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 122 1.2039177 405.5028 92.274720 4.265047 2000-2012 –> 2010-2019 2.2706489 1.0667312 962.4775 183.66800 5 10
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 122 1.2297493 408.6827 55.643706 4.550609 2000-2012 –> 2010-2019 2.3105209 1.0807716 968.4433 113.31127 7 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 122 1.2271296 410.1624 22.255027 4.516701 2000-2012 –> 2010-2019 2.3105586 1.0834290 972.8218 44.56429 6 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 122 1.2482460 414.3254 61.742323 3.185699 2000-2012 –> 2010-2019 2.3187504 1.0705044 972.5925 123.33407 10 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 122 1.2334247 411.4109 10.239732 4.569227 2000-2012 –> 2010-2019 2.3203916 1.0869669 975.2636 19.81101 8 17
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 122 1.2373184 412.1799 7.573849 4.602502 2000-2012 –> 2010-2019 2.3277402 1.0904218 977.1941 14.54455 9 19
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1131 3.1288738 5803.8416 362.954003 11.327123 1982-1999 –> 2000-2012 6.2825835 3.1537097 13972.2786 759.05498 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1131 3.1809434 5841.1752 50.081231 10.903941 1982-1999 –> 2000-2012 6.3960799 3.2151365 14070.8785 105.16308 2 4
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1131 3.2388278 5881.9673 15.055434 11.226261 1982-1999 –> 2000-2012 6.4850185 3.2461907 14142.1996 30.26892 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1131 3.2429532 5884.8466 15.262778 11.219933 1982-1999 –> 2000-2012 6.4936927 3.2507396 14149.5263 30.68096 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1131 3.2651765 5900.2948 15.338499 11.216507 1982-1999 –> 2000-2012 6.5380320 3.2728555 14186.5088 30.80434 5 10
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1131 3.3014890 5923.3120 13.946855 10.998479 1982-1999 –> 2000-2012 6.6417291 3.3402401 14272.2524 28.40447 6 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1131 3.3778396 5977.0276 365.601135 11.605479 1982-1999 –> 2000-2012 6.7148675 3.3370278 14324.9121 766.34326 7 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1131 3.4736449 6040.2914 15.019322 11.494369 1982-1999 –> 2000-2012 6.8960558 3.4224109 14468.4167 30.28185 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1131 3.4845371 6047.3732 15.231377 11.479963 1982-1999 –> 2000-2012 6.9181103 3.4335733 14485.8403 30.68510 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1131 3.4864865 6048.6383 15.275968 11.488931 1982-1999 –> 2000-2012 6.9243040 3.4378175 14491.0288 30.78811 10 20
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 745 3.3192142 3915.8132 381.216015 10.720859 2000-2012 –> 2010-2019 6.4480880 3.1288738 9719.6548 744.17002 2 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 745 3.2966261 3905.6387 50.436629 10.948284 2000-2012 –> 2010-2019 6.4775695 3.1809434 9746.8140 100.51786 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 745 3.4114847 3956.6683 16.364142 10.630899 2000-2012 –> 2010-2019 6.6503125 3.2388278 9838.6356 31.41958 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 745 3.4153999 3958.3774 16.604123 10.638582 2000-2012 –> 2010-2019 6.6583531 3.2429532 9843.2240 31.86690 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 745 3.4344278 3966.6554 16.735730 10.656211 2000-2012 –> 2010-2019 6.6996043 3.2651765 9866.9502 32.07423 5 10
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 745 3.4816800 3985.0157 14.487392 10.826273 2000-2012 –> 2010-2019 6.7831690 3.3014890 9908.3277 28.43425 6 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 745 3.6457377 4055.6209 382.361698 11.342372 2000-2012 –> 2010-2019 7.0235774 3.3778396 10032.6485 747.96283 7 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 745 3.7223034 4086.5890 16.301897 11.300906 2000-2012 –> 2010-2019 7.1959483 3.4736449 10126.8804 31.32122 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 745 3.7319417 4090.4421 16.559775 11.315067 2000-2012 –> 2010-2019 7.2164787 3.4845371 10137.8153 31.79115 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 745 3.7327041 4090.7465 16.639243 11.323995 2000-2012 –> 2010-2019 7.2191906 3.4864865 10139.3848 31.91521 10 20
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1436 3.2204820 7448.0846 422.653874 12.582891 1982-1999 –> 2000-2012 6.2477416 3.0272596 17699.8529 880.06321 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1436 3.2520465 7476.0965 31.478570 10.355356 1982-1999 –> 2000-2012 6.3349853 3.0829388 17801.7146 67.46579 3 6
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1436 3.2789123 7499.7252 73.984525 13.288678 1982-1999 –> 2000-2012 6.3497263 3.0708140 17809.3759 131.44016 7 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1436 3.2711090 7492.8822 26.380659 10.507233 1982-1999 –> 2000-2012 6.3680699 3.0969609 17836.8881 52.99942 5 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1436 3.2763274 7497.4602 26.464136 10.543136 1982-1999 –> 2000-2012 6.3775535 3.1012262 17847.0429 53.16927 6 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1436 3.2317106 7458.0808 78.739055 9.174480 1982-1999 –> 2000-2012 6.3812330 3.1495223 17870.2800 137.55241 2 11
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1436 3.3056217 7523.0252 73.576026 13.795499 1982-1999 –> 2000-2012 6.3986311 3.0930094 17861.8578 130.89968 8 12
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1436 3.3240786 7539.0164 74.270141 13.441580 1982-1999 –> 2000-2012 6.4291018 3.1050232 17893.5572 131.82722 9 16
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 1436 3.2693586 7489.3449 30.841327 10.021007 1982-1999 –> 2000-2012 6.4399332 3.1705746 17926.5387 66.10294 4 15
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1436 3.3538103 7562.5904 361.782411 10.815278 1982-1999 –> 2000-2012 6.4595763 3.1057659 17916.1003 792.96063 10 18
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1001 3.3566133 5279.0019 409.798598 10.049117 2000-2012 –> 2010-2019 6.5770953 3.2204820 12727.0865 832.45247 3 4
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1001 3.3508698 5275.5733 80.983172 9.748573 2000-2012 –> 2010-2019 6.5825804 3.2317106 12733.6541 159.72223 2 4
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1001 3.3468134 5273.1483 28.938960 10.385217 2000-2012 –> 2010-2019 6.5988598 3.2520465 12749.2448 60.41753 1 4
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1001 3.3638189 5283.2949 21.793833 10.443673 2000-2012 –> 2010-2019 6.6349280 3.2711090 12776.1771 48.17449 4 9
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 1001 3.3728638 5286.6708 28.817276 9.924602 2000-2012 –> 2010-2019 6.6422224 3.2693586 12776.0158 59.65860 6 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1001 3.3681896 5285.8945 21.864669 10.455480 2000-2012 –> 2010-2019 6.6445170 3.2763274 12783.3547 48.32881 5 11
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1001 3.4180213 5315.2967 75.883273 10.282978 2000-2012 –> 2010-2019 6.6969336 3.2789123 12815.0219 149.86780 7 14
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1001 3.4455816 5331.3746 75.496420 10.724882 2000-2012 –> 2010-2019 6.7512033 3.3056217 12854.3998 149.07245 8 16
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1001 3.4626359 5341.2592 76.129871 10.371155 2000-2012 –> 2010-2019 6.7867145 3.3240786 12880.2756 150.40001 10 19
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1001 3.4597964 5337.6168 343.565346 11.332168 2000-2012 –> 2010-2019 6.8136067 3.3538103 12900.2072 705.34776 9 19
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2491 2.0194824 10584.7069 491.908770 13.785141 1982-1999 –> 2000-2012 3.6465321 1.6270497 23938.6551 964.94223 1 2
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2491 2.0681924 10701.4465 461.792673 16.591373 1982-1999 –> 2000-2012 3.7385087 1.6703163 24237.1073 903.11388 4 6
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2491 2.0255737 10599.7113 36.316148 15.465752 1982-1999 –> 2000-2012 3.7452250 1.7196512 24341.1316 70.71794 2 5
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2491 2.0601677 10684.0786 22.267193 15.533697 1982-1999 –> 2000-2012 3.8167074 1.7565397 24574.0688 45.38810 3 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2491 2.0722448 10713.1988 22.757835 15.551897 1982-1999 –> 2000-2012 3.8422379 1.7699931 24656.5980 46.43218 5 11
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2491 2.1371073 10866.7475 63.814170 13.965391 1982-1999 –> 2000-2012 3.8666565 1.7295492 24648.3429 128.47243 8 12
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2491 2.1811084 10968.2806 63.608981 13.936936 1982-1999 –> 2000-2012 3.9540913 1.7729829 24923.4942 128.06463 9 16
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 2491 2.1924969 10992.2262 36.210568 17.049378 1982-1999 –> 2000-2012 3.9717798 1.7792829 24970.2689 70.29785 10 18
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2491 2.2056251 11023.9684 64.086760 14.172154 1982-1999 –> 2000-2012 4.0015679 1.7959428 25069.2489 129.00354 11 20
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2491 2.0948263 10767.1945 66.481048 13.887425 1982-1999 –> 2000-2012 4.0465116 1.9516853 25394.6169 133.55829 6 18
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1692 2.2644602 7581.5543 434.642097 17.602689 2000-2012 –> 2010-2019 4.2839426 2.0194824 18166.2612 926.55087 2 3
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1692 2.2596514 7574.3605 32.807318 18.484285 2000-2012 –> 2010-2019 4.2852251 2.0255737 18174.0718 69.12347 1 3
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1692 2.2937648 7625.0662 23.940767 18.678504 2000-2012 –> 2010-2019 4.3539326 2.0601677 18309.1448 46.20796 3 6
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1692 2.3015977 7634.6023 396.247755 18.850597 2000-2012 –> 2010-2019 4.3697901 2.0681924 18336.0488 858.04043 4 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1692 2.3055563 7642.4176 24.402713 18.726292 2000-2012 –> 2010-2019 4.3778011 2.0722448 18355.6164 47.16055 7 12
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1692 2.3021209 7637.3715 77.208789 17.592963 2000-2012 –> 2010-2019 4.3969472 2.0948263 18404.5661 143.68984 5 11
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 1692 2.3049632 7639.5470 31.754947 17.938178 2000-2012 –> 2010-2019 4.4018171 2.0968539 18409.5613 66.30015 6 13
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1692 2.3828873 7754.0589 74.199608 18.183151 2000-2012 –> 2010-2019 4.5199946 2.1371073 18620.8064 138.01378 8 16
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1692 2.4252909 7813.7477 73.971298 18.319784 2000-2012 –> 2010-2019 4.6063992 2.1811084 18782.0284 137.58028 9 18
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 1692 2.4255590 7812.1219 32.660037 19.570534 2000-2012 –> 2010-2019 4.6180559 2.1924969 18804.3481 68.87060 10 20
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2269 1.9617440 9511.0012 39.560678 12.719099 1982-1999 –> 2000-2012 3.4786515 1.5169075 20333.0861 85.59409 2 3
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2269 1.9836925 9561.4915 18.583241 12.780200 1982-1999 –> 2000-2012 3.5249578 1.5412653 20477.3722 37.56740 4 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2269 1.9900762 9576.0717 18.547756 12.781831 1982-1999 –> 2000-2012 3.5399196 1.5498434 20524.6321 37.50298 5 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2269 1.9142856 9399.8683 174.761502 11.058126 1982-1999 –> 2000-2012 3.5909273 1.6766417 20811.4546 333.49816 1 9
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2269 2.1063217 9833.6951 405.067273 24.782111 1982-1999 –> 2000-2012 3.6651414 1.5588197 20816.2587 863.97972 6 10
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 2269 1.9807907 9552.8483 36.357950 12.853887 1982-1999 –> 2000-2012 3.6743183 1.6935276 21021.4375 79.53651 3 12
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2269 2.1326931 9890.1587 149.826054 18.827842 1982-1999 –> 2000-2012 3.7027882 1.5700951 20915.1585 283.90120 8 13
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2269 2.1456245 9917.5914 146.994155 19.310261 1982-1999 –> 2000-2012 3.7357255 1.5901009 21017.1412 279.10473 9 15
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2269 2.1867825 10003.8162 151.406952 18.946352 1982-1999 –> 2000-2012 3.8135405 1.6267580 21237.5627 286.53246 11 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2269 2.1307189 9885.9559 17.939873 14.192538 1982-1999 –> 2000-2012 3.9081964 1.7774775 21641.4155 36.29943 7 17
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1494 2.1350693 6520.1837 249.299335 11.558235 2000-2012 –> 2010-2019 4.0493549 1.9142856 15920.0520 424.06084 1 2
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1494 2.2648340 6696.4827 42.484406 14.484508 2000-2012 –> 2010-2019 4.2265780 1.9617440 16207.4839 82.04508 2 4
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1494 2.2671968 6697.5984 38.298571 14.734535 2000-2012 –> 2010-2019 4.2479875 1.9807907 16250.4467 74.65652 3 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1494 2.2776454 6713.3373 18.196415 14.442131 2000-2012 –> 2010-2019 4.2613379 1.9836925 16274.8288 36.77966 4 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1494 2.2818737 6718.8791 18.145377 14.433260 2000-2012 –> 2010-2019 4.2719499 1.9900762 16294.9509 36.69313 7 12
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1494 2.3250451 6774.8818 433.147289 24.915176 2000-2012 –> 2010-2019 4.4313668 2.1063217 16608.5769 838.21456 10 16
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1494 2.2781706 6714.0261 295.651712 12.341937 2000-2012 –> 2010-2019 4.4404455 2.1622750 16666.6973 497.81471 5 15
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1494 2.3121371 6758.2470 203.483599 15.308811 2000-2012 –> 2010-2019 4.4448302 2.1326931 16648.4057 353.30965 8 16
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1494 2.3140734 6760.7483 197.596865 15.484945 2000-2012 –> 2010-2019 4.4596979 2.1456245 16678.3397 344.59102 9 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1494 2.3879144 6854.6044 17.267288 15.740844 2000-2012 –> 2010-2019 4.5186333 2.1307189 16740.5603 35.20716 13 20
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2310 2.1268442 10055.9296 738.524442 32.970908 1982-1999 –> 2000-2012 3.6981549 1.5713107 22140.6451 1494.02824 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2310 2.1589962 10125.2485 25.597336 22.086632 1982-1999 –> 2000-2012 3.8075614 1.6485652 22519.6290 54.35588 2 4
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2310 2.1753716 10160.1578 332.504696 25.572309 1982-1999 –> 2000-2012 3.8571055 1.6817339 22683.0622 650.73430 3 6
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2310 2.2069733 10226.7899 343.799368 21.855492 1982-1999 –> 2000-2012 3.9010860 1.6941127 22797.0120 670.48000 4 8
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2310 2.3959355 10604.3309 25.190124 18.366853 1982-1999 –> 2000-2012 4.1063669 1.7104314 23234.4050 53.56666 6 11
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2310 2.3016429 10420.8351 405.031110 13.787090 1982-1999 –> 2000-2012 4.1261895 1.8245466 23469.6173 790.97588 5 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2310 2.4049527 10623.6858 519.497319 25.982488 1982-1999 –> 2000-2012 4.8074831 2.4025304 25448.0003 997.23886 7 25
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2310 2.5251612 10849.0247 490.913819 20.007209 1982-1999 –> 2000-2012 4.8369602 2.3117990 25424.9600 961.00230 8 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2310 2.7298034 11209.0367 722.053783 20.596822 1982-1999 –> 2000-2012 4.8986913 2.1688879 25373.2604 1499.82417 11 19
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2310 2.8798504 11456.2472 765.290309 32.098228 1982-1999 –> 2000-2012 4.9673667 2.0875163 25373.7491 1570.44102 18 25
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1623 2.6324100 7761.6771 29.436977 19.824317 2000-2012 –> 2010-2019 4.7914062 2.1589962 17886.9256 55.03431 1 3
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1623 2.6773025 7816.5670 711.843146 27.363736 2000-2012 –> 2010-2019 4.8041467 2.1268442 17872.4966 1450.36759 4 5
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1623 2.6577390 7792.7608 302.270508 22.813396 2000-2012 –> 2010-2019 4.8331106 2.1753716 17952.9186 634.77520 2 5
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1623 2.6590433 7794.3535 332.731686 19.428004 2000-2012 –> 2010-2019 4.8660167 2.2069733 18021.1433 676.53105 3 7
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1623 2.6938217 7836.5336 390.497125 13.749098 2000-2012 –> 2010-2019 4.9954646 2.3016429 18257.3686 795.52823 6 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1623 2.6803090 7820.2100 429.171713 23.153171 2000-2012 –> 2010-2019 5.0852617 2.4049527 18443.8957 948.66903 5 12
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1623 2.8025937 7965.0245 437.074407 19.207985 2000-2012 –> 2010-2019 5.3277549 2.5251612 18814.0492 927.98823 7 15
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1623 2.9439448 8122.7445 28.878025 15.176538 2000-2012 –> 2010-2019 5.3398803 2.3959355 18727.0753 54.06815 10 16
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1623 2.8036870 7964.2906 29.397593 19.131222 2000-2012 –> 2010-2019 5.3579098 2.5542228 18864.1822 54.81946 8 17
Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1623 2.9056153 8080.2047 104.103681 24.280547 2000-2012 –> 2010-2019 5.4919694 2.5863541 19037.8520 214.05326 9 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2970 2.4235138 13700.6927 16.412405 13.720354 1982-1999 –> 2000-2012 4.3678143 1.9443005 30677.1569 32.91460 2 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2970 2.4229844 13699.3948 16.961275 13.725133 1982-1999 –> 2000-2012 4.3678705 1.9448862 30678.3106 34.05351 1 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2970 2.4271639 13709.6321 16.706401 13.705602 1982-1999 –> 2000-2012 4.3712284 1.9440645 30685.1082 33.54030 3 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2970 2.4282577 13712.3086 16.472784 14.115557 1982-1999 –> 2000-2012 4.3879672 1.9597094 30753.0293 33.02499 4 8
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2970 2.4462973 13754.2738 16.411362 14.233189 1982-1999 –> 2000-2012 4.4352196 1.9889223 30913.4398 32.91338 6 11
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2970 2.4401694 13741.3757 400.728430 14.153350 1982-1999 –> 2000-2012 4.4449578 2.0047884 30967.2189 827.03551 5 11
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2970 2.4896022 13858.5050 12.491605 13.457023 1982-1999 –> 2000-2012 4.7743244 2.2847222 32146.2946 26.25984 7 21
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2970 2.7316800 14411.7007 16.333131 17.699414 1982-1999 –> 2000-2012 4.9136740 2.1819940 32327.0071 32.75095 8 17
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 2970 2.8204523 14599.6645 15.974652 13.663830 1982-1999 –> 2000-2012 4.9941422 2.1736899 32481.9330 32.10390 9 16
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2970 2.8347374 14629.6737 16.780154 13.232321 1982-1999 –> 2000-2012 5.0163196 2.1815823 32541.4437 33.75614 11 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2044 2.7459744 9944.0567 15.961358 15.500294 2000-2012 –> 2010-2019 5.1689588 2.4229844 23643.4515 32.92263 3 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2044 2.7472145 9945.9024 15.546920 15.593175 2000-2012 –> 2010-2019 5.1707284 2.4235138 23646.5951 31.95932 4 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2044 2.7441004 9941.2659 15.503646 17.564656 2000-2012 –> 2010-2019 5.1723582 2.4282577 23653.5744 31.97643 1 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2044 2.7456553 9943.5816 393.989169 17.851996 2000-2012 –> 2010-2019 5.1858248 2.4401694 23684.9573 794.71760 2 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2044 2.7587413 9963.0190 15.761013 15.477475 2000-2012 –> 2010-2019 5.1859052 2.4271639 23672.6511 32.46741 6 9
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2044 2.7485514 9945.8912 12.034974 17.757762 2000-2012 –> 2010-2019 5.2381535 2.4896022 23804.3963 24.52658 5 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2044 2.8359102 10073.8004 15.526394 17.498902 2000-2012 –> 2010-2019 5.2822074 2.4462973 23828.0742 31.93776 7 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2044 2.8725987 10126.3482 920.934242 19.249477 2000-2012 –> 2010-2019 5.3965474 2.5239486 24066.2412 1855.78609 8 16
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2044 2.9758935 10272.7660 902.589646 20.646987 2000-2012 –> 2010-2019 5.6176254 2.6417319 24485.5832 1813.91833 10 19
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2044 2.9265566 10202.4235 905.752119 20.921158 2000-2012 –> 2010-2019 5.7737484 2.8471918 24858.1375 1825.44882 9 25
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1043 1.7376612 4126.5043 45.270804 12.713527 1982-1999 –> 2000-2012 3.5199537 1.7822925 10166.9644 92.50382 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1043 1.7813029 4178.2476 52.355348 12.865848 1982-1999 –> 2000-2012 3.5944065 1.8131035 10270.4349 107.53351 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1043 1.7866497 4184.4996 49.165133 12.914134 1982-1999 –> 2000-2012 3.6073602 1.8207105 10289.3226 101.49707 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1043 1.7906176 4189.1272 52.793754 12.934818 1982-1999 –> 2000-2012 3.6145234 1.8239058 10299.2421 108.48215 4 8
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1043 1.8250135 4226.8170 12.187811 12.224490 1982-1999 –> 2000-2012 3.7814399 1.9564264 10546.6123 26.94301 5 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1043 1.8864962 4295.9342 45.486595 13.138757 1982-1999 –> 2000-2012 3.8213560 1.9348598 10582.2760 94.27590 6 12
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1043 1.8953792 4307.7336 45.482306 13.783685 1982-1999 –> 2000-2012 3.8578206 1.9624414 10638.7934 93.13295 7 16
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 1043 2.2244721 4639.7038 44.845753 12.270279 1982-1999 –> 2000-2012 4.1139570 1.8894848 10854.4264 90.58570 9 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1043 1.9896096 4406.9454 10.537610 13.233564 1982-1999 –> 2000-2012 4.1399275 2.1503179 11011.9301 23.11179 8 26
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1043 2.3502551 4754.4426 51.100844 12.435897 1982-1999 –> 2000-2012 4.3038389 1.9535838 11069.8496 102.91443 17 24
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 693 1.5956593 2628.3086 41.897275 13.285483 2000-2012 –> 2010-2019 3.3333204 1.7376612 6754.8129 87.16808 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 693 1.6400970 2666.3798 48.274066 13.490394 2000-2012 –> 2010-2019 3.4213999 1.7813029 6844.6274 100.62941 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 693 1.6462574 2671.5760 45.443639 13.534706 2000-2012 –> 2010-2019 3.4329071 1.7866497 6856.0756 94.60877 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 693 1.6496067 2674.3929 48.759847 13.555314 2000-2012 –> 2010-2019 3.4402243 1.7906176 6863.5201 101.55360 4 8
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 693 1.6884518 2704.6523 11.285286 12.581520 2000-2012 –> 2010-2019 3.5134653 1.8250135 6931.4693 23.47310 5 10
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 693 1.7112096 2723.2087 42.858522 13.772645 2000-2012 –> 2010-2019 3.5977057 1.8864962 7019.1429 88.34512 6 12
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 693 1.7748428 2775.8134 42.133206 14.110953 2000-2012 –> 2010-2019 3.6702219 1.8953792 7083.5470 87.61551 7 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 693 1.8784017 2852.4127 10.555687 13.316499 2000-2012 –> 2010-2019 3.8680113 1.9896096 7259.3580 21.09330 8 16
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 693 2.1911712 3065.8774 15.038014 11.916177 2000-2012 –> 2010-2019 4.4815874 2.2904161 7766.5213 29.97384 9 19
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 693 2.1947747 3068.1549 28.745821 12.017020 2000-2012 –> 2010-2019 4.4936827 2.2989080 7776.5184 55.20006 11 22
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1050 2.7278064 5101.1162 99.361598 21.804759 1982-1999 –> 2000-2012 5.7902803 3.0624739 12546.8533 199.04303 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1050 2.7310398 5103.6040 32.811671 21.902583 1982-1999 –> 2000-2012 5.8005817 3.0695419 12556.0910 69.15160 2 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1050 2.7467782 5115.6711 38.000017 21.984821 1982-1999 –> 2000-2012 5.8272051 3.0804269 12578.5228 79.93644 3 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1050 2.7500238 5118.1510 104.128069 22.008277 1982-1999 –> 2000-2012 5.8324972 3.0824734 12582.9473 207.23728 4 10
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1050 2.7950383 5150.2471 93.195141 21.816442 1982-1999 –> 2000-2012 5.8583673 3.0633290 12594.8017 180.04988 6 8
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1050 2.7913471 5147.4720 32.381575 21.953240 1982-1999 –> 2000-2012 5.8613844 3.0700373 12598.4315 68.30085 5 9
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1050 2.8303468 5176.6093 36.334525 22.061063 1982-1999 –> 2000-2012 5.9144687 3.0841219 12640.9711 76.38753 7 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1050 2.8354780 5180.4130 102.812979 22.093955 1982-1999 –> 2000-2012 5.9221823 3.0867043 12647.2255 199.92964 8 16
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1050 2.9019446 5229.0711 33.961796 22.981685 1982-1999 –> 2000-2012 6.1054941 3.2035495 12804.6747 70.64847 10 20
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1050 2.8876719 5220.7172 33.010132 22.772262 1982-1999 –> 2000-2012 6.1176212 3.2299493 12822.3509 69.51134 9 23
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 727 3.1732116 3756.1347 90.973496 19.942561 2000-2012 –> 2010-2019 5.9010180 2.7278064 8857.2509 190.33509 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 727 3.1807569 3759.5879 31.773020 20.089091 2000-2012 –> 2010-2019 5.9117967 2.7310398 8863.1919 64.58469 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 727 3.1957464 3766.4239 36.366663 20.148641 2000-2012 –> 2010-2019 5.9425246 2.7467782 8882.0950 74.36668 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 727 3.1997139 3768.2279 96.960930 20.171013 2000-2012 –> 2010-2019 5.9497377 2.7500238 8886.3789 201.08900 4 8
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 727 3.2729009 3799.1106 87.468894 19.913863 2000-2012 –> 2010-2019 6.0679392 2.7950383 8949.3577 180.66403 5 11
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 727 3.2774739 3801.1407 31.063072 20.113396 2000-2012 –> 2010-2019 6.0688210 2.7913471 8948.6127 63.44465 6 11
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 727 3.3196043 3819.7121 34.701060 20.194655 2000-2012 –> 2010-2019 6.1499511 2.8303468 8996.3215 71.03559 7 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 727 3.3262827 3822.6344 96.681807 20.229137 2000-2012 –> 2010-2019 6.1617608 2.8354780 9003.0474 199.49479 8 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 727 3.3294178 3826.0041 31.799117 20.914358 2000-2012 –> 2010-2019 6.2170897 2.8876719 9046.7213 64.80925 9 18
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 727 3.4277109 3866.3086 33.337683 21.388854 2000-2012 –> 2010-2019 6.3296555 2.9019446 9095.3797 67.29948 11 21
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1073 3.3194103 5633.7853 161.899121 19.116347 1982-1999 –> 2000-2012 7.0855728 3.7661625 14162.7601 320.84849 1 2
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1073 3.3948044 5679.9823 159.806790 21.492300 1982-1999 –> 2000-2012 7.2293766 3.8345722 14262.7972 316.33709 2 5
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1073 3.4608323 5721.3206 152.534884 18.380622 1982-1999 –> 2000-2012 7.2422753 3.7814430 14260.8558 281.30192 3 5
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 1073 3.4831519 5733.1162 152.374165 18.467300 1982-1999 –> 2000-2012 7.3180997 3.8349478 14314.2349 280.62471 4 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1073 3.5442410 5774.4275 204.555157 19.031802 1982-1999 –> 2000-2012 7.5029638 3.9587228 14458.0831 394.62792 5 10
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1073 3.5609699 5784.5328 42.578980 19.211871 1982-1999 –> 2000-2012 7.5336808 3.9727109 14479.1300 90.22270 6 12
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1073 3.5963501 5805.7493 57.289454 19.589176 1982-1999 –> 2000-2012 7.6027236 4.0063735 14526.5204 115.42096 7 16
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1073 3.7097041 5870.3453 195.723965 18.201761 1982-1999 –> 2000-2012 7.6969183 3.9872142 14574.2465 352.47282 11 18
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1073 3.7167517 5874.4184 39.462821 18.415382 1982-1999 –> 2000-2012 7.7153753 3.9986236 14587.1832 72.56033 12 20
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 1073 3.7339881 5884.3475 52.819651 18.839212 1982-1999 –> 2000-2012 7.7603659 4.0263778 14618.5687 98.48450 13 23
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 730 3.2651059 3813.2569 155.730778 19.580523 2000-2012 –> 2010-2019 6.5845162 3.3194103 9447.0422 317.62990 1 2
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 730 3.3437139 3845.9902 155.265081 22.243326 2000-2012 –> 2010-2019 6.7385183 3.3948044 9525.9725 315.07187 2 4
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 730 3.4475798 3890.6521 152.399183 17.298399 2000-2012 –> 2010-2019 6.9084121 3.4608323 9611.9727 304.93407 4 7
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 730 3.4702572 3898.2242 152.384664 18.642587 2000-2012 –> 2010-2019 6.9534091 3.4831519 9631.3404 304.75883 6 10
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 730 3.4327906 3886.3756 192.326777 19.363171 2000-2012 –> 2010-2019 6.9770316 3.5442410 9660.8030 396.88193 3 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 730 3.4533110 3895.0771 38.447632 18.695753 2000-2012 –> 2010-2019 7.0142809 3.5609699 9679.6100 81.02661 5 11
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 730 3.4955251 3912.8163 49.360122 18.549583 2000-2012 –> 2010-2019 7.0918753 3.5963501 9718.5656 106.64958 7 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 730 3.6046704 3955.7066 184.912414 21.416124 2000-2012 –> 2010-2019 7.2955110 3.6908406 9815.1118 385.95329 8 16
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 730 3.6055660 3956.0693 34.810195 20.937303 2000-2012 –> 2010-2019 7.2969366 3.6913706 9815.7827 73.06803 9 18
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 730 3.6140827 3959.5138 39.827443 19.616174 2000-2012 –> 2010-2019 7.3122409 3.6981582 9823.1696 84.44599 10 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 659 0.6379484 1291.7228 145.522201 2.788826 1982-1999 –> 2000-2012 1.1590909 0.5211425 2915.3227 301.41409 1 2
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 659 0.6430576 1302.2362 299.314995 2.614388 1982-1999 –> 2000-2012 1.1735503 0.5304927 2963.1442 635.02638 2 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 659 0.6444465 1305.0800 178.475925 2.649827 1982-1999 –> 2000-2012 1.1752397 0.5307931 2967.1757 367.10906 3 7
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 659 0.6447231 1305.6456 338.584962 2.648835 1982-1999 –> 2000-2012 1.1756040 0.5308808 2968.0878 715.78692 4 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 659 0.6486011 1311.5495 82.636346 2.740725 1982-1999 –> 2000-2012 1.1796843 0.5310832 2972.7913 166.24420 5 11
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 659 0.6678780 1350.1507 53.504106 2.775539 1982-1999 –> 2000-2012 1.1936259 0.5257479 2990.2092 116.01634 6 8
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 659 0.6735122 1361.2225 197.633082 2.719550 1982-1999 –> 2000-2012 1.2091416 0.5356294 3040.3474 468.03358 7 14
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 659 0.6763826 1366.8277 49.821502 2.725950 1982-1999 –> 2000-2012 1.2128101 0.5364276 3049.0766 118.01833 8 16
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 659 0.6771694 1368.3600 225.251503 2.717950 1982-1999 –> 2000-2012 1.2138739 0.5367045 3051.6916 532.51559 9 18
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + silicate + phosphate_star 659 0.7041539 1417.8616 47.285500 2.871806 1982-1999 –> 2000-2012 1.2431609 0.5390070 3108.1746 98.38553 10 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 436 0.7228166 968.2634 138.389734 3.178536 2000-2012 –> 2010-2019 1.3607650 0.6379484 2259.9862 283.91194 2 3
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 436 0.7226899 968.1106 318.375546 3.001284 2000-2012 –> 2010-2019 1.3657475 0.6430576 2270.3469 617.69054 1 3
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 436 0.7250914 971.0034 174.495072 3.060671 2000-2012 –> 2010-2019 1.3695379 0.6444465 2276.0834 352.97100 3 6
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 436 0.7252838 971.2348 361.202945 3.057593 2000-2012 –> 2010-2019 1.3700070 0.6447231 2276.8804 699.78791 4 8
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 436 0.7326349 978.0284 94.905066 3.232857 2000-2012 –> 2010-2019 1.3812360 0.6486011 2289.5779 177.54141 5 10
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 436 0.7531178 1002.0731 56.919638 3.316667 2000-2012 –> 2010-2019 1.4209958 0.6678780 2352.2238 110.42374 7 13
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 436 0.7529345 1001.8608 194.354306 3.254353 2000-2012 –> 2010-2019 1.4264467 0.6735122 2363.0833 391.98739 6 13
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 436 0.7570440 1006.6072 51.535981 3.253414 2000-2012 –> 2010-2019 1.4334265 0.6763826 2373.4349 101.35748 8 16
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 436 0.7575578 1007.1988 223.764995 3.244696 2000-2012 –> 2010-2019 1.4347271 0.6771694 2375.5588 449.01650 9 18
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + silicate + phosphate_star 436 0.7903475 1042.1480 51.135432 3.339695 2000-2012 –> 2010-2019 1.4945014 0.7041539 2460.0096 98.42093 10 20
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1036 0.5818728 1832.0455 131.315753 2.304869 1982-1999 –> 2000-2012 1.0075881 0.4257153 3504.7510 259.53727 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 1036 0.5831075 1834.4376 114.604509 2.293976 1982-1999 –> 2000-2012 1.0088312 0.4257237 3505.2004 235.92197 2 4
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 1036 0.5870906 1848.5430 126.973858 2.387617 1982-1999 –> 2000-2012 1.0136174 0.4265267 3524.8389 247.62156 3 6
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + phosphate 1036 0.5889752 1853.1836 94.547693 2.372081 1982-1999 –> 2000-2012 1.0155026 0.4265274 3527.4838 196.23133 4 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1036 0.5934974 1873.0317 313.901289 2.226265 1982-1999 –> 2000-2012 1.0323548 0.4388575 3635.0025 618.67356 5 12
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1036 0.5944268 1876.2738 277.196303 2.258664 1982-1999 –> 2000-2012 1.0327970 0.4383702 3634.9831 545.86810 6 11
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1036 0.5951638 1878.8412 151.846854 2.208998 1982-1999 –> 2000-2012 1.0350802 0.4399164 3647.8880 293.48107 7 20
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1036 0.5960187 1879.8153 294.303164 2.175223 1982-1999 –> 2000-2012 1.0355078 0.4394891 3644.0090 584.67333 8 18
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1036 0.5968961 1882.8634 262.446848 2.220725 1982-1999 –> 2000-2012 1.0360374 0.4391413 3644.7323 519.92982 9 18
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1036 0.5976528 1885.4885 109.254250 2.158540 1982-1999 –> 2000-2012 1.0381921 0.4405393 3656.6895 216.33834 10 25
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 748 0.6616141 1518.7750 124.054051 2.580233 2000-2012 –> 2010-2019 1.2434868 0.5818728 3350.8205 255.36980 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 748 0.6706483 1537.0644 82.856719 2.414596 2000-2012 –> 2010-2019 1.2537558 0.5831075 3371.5020 197.46123 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 748 0.6712988 1540.5148 236.864289 2.500635 2000-2012 –> 2010-2019 1.2647962 0.5934974 3413.5465 550.76558 3 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 748 0.6720897 1542.2764 203.522739 2.522592 2000-2012 –> 2010-2019 1.2665165 0.5944268 3418.5502 480.71904 4 10
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 748 0.6726502 1543.5235 140.258227 2.480741 2000-2012 –> 2010-2019 1.2678140 0.5951638 3422.3647 292.10508 5 12
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 748 0.6810621 1560.1157 121.249844 2.796877 2000-2012 –> 2010-2019 1.2681527 0.5870906 3408.6587 248.22370 6 9
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 748 0.6841582 1566.9012 185.277640 2.300283 2000-2012 –> 2010-2019 1.2801769 0.5960187 3446.7165 479.58080 7 15
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 748 0.6846956 1568.0757 161.981018 2.315611 2000-2012 –> 2010-2019 1.2815917 0.5968961 3450.9391 424.42787 8 17
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + phosphate 748 0.6939681 1586.1993 53.324550 2.618633 2000-2012 –> 2010-2019 1.2829433 0.5889752 3439.3830 147.87224 11 15
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 748 0.6853862 1569.5840 82.231303 2.282377 2000-2012 –> 2010-2019 1.2830390 0.5976528 3455.0724 191.48555 9 19
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1760 0.5051434 2604.8101 448.947518 2.558507 1982-1999 –> 2000-2012 0.9608965 0.4557531 5795.8789 670.08206 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 1760 0.5062863 2610.7651 188.351729 2.481046 1982-1999 –> 2000-2012 0.9710058 0.4647195 5897.5983 316.85191 2 5
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1760 0.5292054 2766.6109 377.545042 2.218067 1982-1999 –> 2000-2012 0.9915345 0.4623291 6027.5659 729.07502 3 5
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1760 0.5334055 2794.4374 390.189626 2.193680 1982-1999 –> 2000-2012 1.0003298 0.4669243 6105.0214 753.34659 4 8
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1760 0.5409940 2844.1618 545.406155 2.239715 1982-1999 –> 2000-2012 1.0212889 0.4802949 6296.4201 1006.69412 6 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1760 0.5518549 2914.1290 226.723605 2.711190 1982-1999 –> 2000-2012 1.0243849 0.4725299 6284.5978 364.17817 7 12
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1760 0.5344964 2801.6291 845.246190 3.014112 1982-1999 –> 2000-2012 1.1347310 0.6002346 7372.5012 1515.56640 5 14
Atlantic (28.15,28.2] 3 cstar_tref ~ temp + aou + nitrate 1760 0.6196435 3319.9531 182.231145 2.814877 1982-1999 –> 2000-2012 1.1816730 0.5620295 7558.8103 304.09316 11 18
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1760 0.5901280 3152.1602 354.042718 2.313962 1982-1999 –> 2000-2012 1.1865917 0.5964637 7693.4080 572.09895 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1760 0.6113463 3274.5008 344.498612 2.343915 1982-1999 –> 2000-2012 1.2206937 0.6093475 7920.9845 554.53430 10 20
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1258 0.5940457 2273.7192 364.654512 2.520116 2000-2012 –> 2010-2019 1.0991891 0.5051434 4878.5293 813.60203 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 1258 0.5940551 2271.7587 173.188833 2.526608 2000-2012 –> 2010-2019 1.1003414 0.5062863 4882.5238 361.54056 2 4
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1258 0.6230050 2391.4761 360.866082 2.568810 2000-2012 –> 2010-2019 1.1522104 0.5292054 5158.0870 738.41112 4 7
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1258 0.6196034 2377.7013 840.112511 3.081451 2000-2012 –> 2010-2019 1.1540998 0.5344964 5179.3303 1685.35870 3 8
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1258 0.6277349 2410.5057 373.084200 2.533841 2000-2012 –> 2010-2019 1.1611404 0.5334055 5204.9431 763.27383 5 9
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1258 0.6334756 2433.4104 515.558000 2.478098 2000-2012 –> 2010-2019 1.1744696 0.5409940 5277.5721 1060.96415 6 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1258 0.6337724 2434.5888 200.055466 2.852745 2000-2012 –> 2010-2019 1.1856273 0.5518549 5348.7178 426.77907 7 14
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1258 0.6692829 2573.7534 325.561252 2.437789 2000-2012 –> 2010-2019 1.2594109 0.5901280 5725.9136 679.60397 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1258 0.6697224 2573.4052 235.672223 2.461737 2000-2012 –> 2010-2019 1.2615285 0.5918061 5733.5603 468.75105 9 18
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1258 0.6774734 2602.3568 323.677855 2.560085 2000-2012 –> 2010-2019 1.2888197 0.6113463 5876.8576 668.17647 10 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3056 0.3681624 2579.2519 884.368610 2.392596 1982-1999 –> 2000-2012 0.6995469 0.3313845 5185.0514 1846.89482 1 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3056 0.3707008 2621.2481 534.910341 2.198255 1982-1999 –> 2000-2012 0.7006946 0.3299938 5192.3869 881.34505 2 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3056 0.3838526 2834.3333 324.576264 2.305210 1982-1999 –> 2000-2012 0.7182698 0.3344172 5515.2175 635.81143 3 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3056 0.3845893 2846.0520 288.481034 2.310873 1982-1999 –> 2000-2012 0.7215381 0.3369488 5589.0961 572.17252 5 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3056 0.3889803 2915.4399 60.667677 2.212547 1982-1999 –> 2000-2012 0.7215893 0.3326090 5551.6382 105.69528 8 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3056 0.3845196 2844.9438 294.392211 2.311101 1982-1999 –> 2000-2012 0.7216001 0.3370805 5591.2078 583.77945 4 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 3056 0.3850519 2851.4000 273.047937 2.268804 1982-1999 –> 2000-2012 0.7221324 0.3370805 5595.6640 493.38210 6 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 3056 0.3893152 2918.6994 59.104492 2.244484 1982-1999 –> 2000-2012 0.7230633 0.3337481 5581.0783 101.27916 10 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 3056 0.3862552 2870.4695 209.114155 2.234708 1982-1999 –> 2000-2012 0.7236216 0.3373665 5621.7229 339.47707 7 16
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 3056 0.3890319 2914.2494 46.788440 2.220842 1982-1999 –> 2000-2012 0.7281770 0.3391451 5708.8421 69.98966 9 19
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2184 0.4139355 2359.1499 899.978252 2.496870 2000-2012 –> 2010-2019 0.7820979 0.3681624 4938.4018 1784.34686 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2184 0.4407465 2633.2852 400.563785 3.920723 2000-2012 –> 2010-2019 0.8114473 0.3707008 5254.5333 935.47413 5 7
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2184 0.4362612 2588.6060 351.527891 2.540229 2000-2012 –> 2010-2019 0.8201139 0.3838526 5422.9393 676.10415 4 7
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2184 0.4361358 2587.3501 325.575016 2.461392 2000-2012 –> 2010-2019 0.8206554 0.3845196 5432.2939 619.96723 2 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2184 0.4361455 2587.4468 318.546943 2.445531 2000-2012 –> 2010-2019 0.8207348 0.3845893 5433.4988 607.02798 3 8
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2184 0.4444085 2667.4271 284.788720 2.647164 2000-2012 –> 2010-2019 0.8294605 0.3850519 5518.8271 557.83666 6 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2184 0.4509372 2731.1296 192.820296 2.783265 2000-2012 –> 2010-2019 0.8371924 0.3862552 5601.5991 401.93445 7 14
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2184 0.4537385 2760.1800 62.533375 2.536515 2000-2012 –> 2010-2019 0.8427188 0.3889803 5675.6199 123.20105 8 16
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2184 0.4554666 2774.7846 62.321522 2.535318 2000-2012 –> 2010-2019 0.8447818 0.3893152 5693.4841 121.42601 9 19
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2184 0.4561385 2781.2237 36.383153 2.577965 2000-2012 –> 2010-2019 0.8451704 0.3890319 5695.4731 83.17159 10 19
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5623 5.8933532 35919.8202 186.416016 29.287310 1982-1999 –> 2000-2012 12.0005791 6.1072259 86045.2186 368.84973 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5623 5.9837047 36090.9254 27.166823 30.009825 1982-1999 –> 2000-2012 12.1603386 6.1766339 86391.7347 54.32385 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5623 6.0345619 36186.1044 11.682963 30.234677 1982-1999 –> 2000-2012 12.2490677 6.2145058 86581.7961 23.87208 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5623 6.0503803 36215.5450 14.857220 30.248454 1982-1999 –> 2000-2012 12.2836595 6.2332792 86658.0562 30.31376 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5623 6.1161923 36337.2109 189.467315 26.168658 1982-1999 –> 2000-2012 12.5016270 6.3854347 87154.0666 373.93408 5 10
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 5623 6.1839992 36459.2031 185.598644 26.634621 1982-1999 –> 2000-2012 12.6239952 6.4399961 87406.1255 367.43156 6 12
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5623 6.2136912 36515.0709 26.283333 26.725032 1982-1999 –> 2000-2012 12.6793239 6.4656326 87525.6611 51.98219 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5623 6.2700030 36616.5291 6.291951 26.883024 1982-1999 –> 2000-2012 12.7800050 6.5100020 87733.2727 12.76053 8 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5623 6.2749689 36625.4325 7.935758 26.948566 1982-1999 –> 2000-2012 12.7928052 6.5178363 87760.8445 15.58007 9 18
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 5623 6.2889784 36648.5123 23.245017 27.217323 1982-1999 –> 2000-2012 12.8152883 6.5263099 87802.0909 46.36752 10 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3821 5.8190265 24316.1065 185.538723 34.507689 2000-2012 –> 2010-2019 11.7123797 5.8933532 60235.9267 371.95474 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3821 5.9150867 24441.2303 27.348521 34.451422 2000-2012 –> 2010-2019 11.8987914 5.9837047 60532.1557 54.51534 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3821 5.9661132 24506.8713 11.798029 34.969264 2000-2012 –> 2010-2019 12.0006751 6.0345619 60692.9757 23.48099 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3821 5.9767540 24520.4889 15.120644 34.398418 2000-2012 –> 2010-2019 12.0271343 6.0503803 60736.0339 29.97786 5 9
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3821 5.9744686 24517.5662 187.476237 24.692656 2000-2012 –> 2010-2019 12.0906608 6.1161923 60854.7771 376.94355 4 9
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3821 6.0439019 24603.8670 185.012093 25.975033 2000-2012 –> 2010-2019 12.2279011 6.1839992 61063.0701 370.61074 6 12
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3821 6.0784877 24649.4731 25.951288 24.230508 2000-2012 –> 2010-2019 12.2921790 6.2136912 61164.5440 52.23462 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3821 6.0887269 24662.3352 6.132561 26.585849 2000-2012 –> 2010-2019 12.3812628 6.2925359 61319.2072 12.42389 8 19
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3821 6.0942728 24667.2928 5.860554 26.939078 2000-2012 –> 2010-2019 12.3869129 6.2926400 61322.3509 11.80780 9 21
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3821 6.1350702 24720.2808 6.257401 24.121136 2000-2012 –> 2010-2019 12.4050733 6.2700030 61336.8098 12.54935 10 18
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 6066 4.1749202 34566.3458 780.752878 14.083150 1982-1999 –> 2000-2012 8.3214924 4.1465722 82091.2357 1558.89664 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6066 4.2319782 34731.0291 48.645675 25.844636 1982-1999 –> 2000-2012 8.4422678 4.2102896 82510.9199 97.08691 2 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6066 4.2769913 34859.3888 53.097604 14.740434 1982-1999 –> 2000-2012 8.4801880 4.2031966 82611.0848 105.43336 6 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 6066 4.2500863 34782.8298 838.539492 25.851935 1982-1999 –> 2000-2012 8.5270324 4.2769461 82825.3861 1668.92860 4 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6066 4.2488680 34779.3517 58.288021 14.009144 1982-1999 –> 2000-2012 8.5359437 4.2870757 82861.4660 115.09049 3 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6066 4.2974356 34917.2424 19.034875 25.976690 1982-1999 –> 2000-2012 8.5498152 4.2523796 82863.4719 37.78852 9 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6066 4.2734210 34849.2571 12.529755 19.626940 1982-1999 –> 2000-2012 8.5671997 4.2937787 82957.4965 24.47641 5 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6066 4.3070670 34944.4021 20.698052 25.879134 1982-1999 –> 2000-2012 8.5702654 4.2631985 82933.1215 41.07753 10 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6066 4.2823178 34874.4883 17.349151 20.713290 1982-1999 –> 2000-2012 8.5830678 4.3007501 83009.8555 33.95173 7 18
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6066 4.3632191 35101.5472 17.516956 15.406562 1982-1999 –> 2000-2012 8.6330595 4.2698405 83116.2991 34.92939 11 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4169 4.2876920 23983.1413 790.668325 14.064782 2000-2012 –> 2010-2019 8.4626122 4.1749202 58549.4870 1571.42120 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4169 4.2982443 24003.6364 59.890660 14.860252 2000-2012 –> 2010-2019 8.5471123 4.2488680 58782.9881 118.17868 2 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4169 4.3176156 24041.1297 49.137608 27.393984 2000-2012 –> 2010-2019 8.5495938 4.2319782 58772.1588 97.78328 3 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4169 4.3191902 24044.1699 842.564345 27.392280 2000-2012 –> 2010-2019 8.5692765 4.2500863 58826.9997 1681.10384 4 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4169 4.3288323 24062.7629 12.996093 15.469546 2000-2012 –> 2010-2019 8.6022533 4.2734210 58912.0200 25.52585 5 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4169 4.3371856 24078.8371 17.869141 15.884469 2000-2012 –> 2010-2019 8.6195034 4.2823178 58953.3254 35.21829 7 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4169 4.3319141 24068.6967 392.839285 14.379036 2000-2012 –> 2010-2019 8.6246285 4.2927144 58972.6035 779.91501 6 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4169 4.4020342 24202.5820 54.025730 14.179507 2000-2012 –> 2010-2019 8.6790255 4.2769913 59061.9709 107.12333 10 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4169 4.3877032 24175.3931 19.248179 27.538913 2000-2012 –> 2010-2019 8.6851388 4.2974356 59092.6355 38.28305 8 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4169 4.3954717 24190.1426 20.870877 27.435914 2000-2012 –> 2010-2019 8.7025387 4.3070670 59134.5447 41.56893 9 19
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4836 3.3302878 25373.9576 131.957570 20.410803 1982-1999 –> 2000-2012 6.3733328 3.0430450 59227.9589 257.17953 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4836 3.3891595 25543.4421 46.410035 20.817074 1982-1999 –> 2000-2012 6.5059599 3.1168005 59717.5367 92.73299 3 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4836 3.3968395 25565.3347 51.115182 20.792604 1982-1999 –> 2000-2012 6.5274035 3.1305640 59798.3225 102.19795 5 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4836 3.3622527 25466.3489 864.579138 19.365542 1982-1999 –> 2000-2012 6.5479798 3.1857272 59932.8059 1677.52413 2 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4836 3.3903652 25546.8823 138.954535 20.408667 1982-1999 –> 2000-2012 6.6358641 3.2454989 60261.7934 266.09484 4 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4836 3.4652530 25758.1963 24.049016 20.757576 1982-1999 –> 2000-2012 6.8184326 3.3531796 60909.3727 46.03908 6 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4836 3.5161670 25897.2704 864.194686 20.093132 1982-1999 –> 2000-2012 6.8189664 3.3027994 60844.1042 1672.99557 8 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4836 3.4758965 25787.8583 36.163505 20.734499 1982-1999 –> 2000-2012 6.8487872 3.3728907 61017.3745 69.65709 7 16
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4836 3.5205282 25909.2593 131.772035 21.123565 1982-1999 –> 2000-2012 6.8627249 3.3421967 61014.5854 256.56548 9 16
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4836 3.5815269 26075.4069 22.076457 21.518607 1982-1999 –> 2000-2012 7.0212979 3.4397710 61565.3612 42.78885 10 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3342 3.4954371 17862.9333 140.376344 20.874796 2000-2012 –> 2010-2019 6.8257249 3.3302878 43236.8909 272.33391 2 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3342 3.4745768 17822.9246 912.103157 20.037906 2000-2012 –> 2010-2019 6.8368295 3.3622527 43289.2735 1776.68230 1 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3342 3.5513644 17969.0314 146.871988 20.626761 2000-2012 –> 2010-2019 6.9417296 3.3903652 43515.9137 285.82652 3 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3342 3.5815556 18025.6138 50.225148 20.980881 2000-2012 –> 2010-2019 6.9707150 3.3891595 43569.0559 96.63518 4 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3342 3.5883873 18038.3512 55.376589 20.910001 2000-2012 –> 2010-2019 6.9852268 3.3968395 43603.6859 106.49177 5 10
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3342 3.6572083 18165.3286 25.453933 20.675345 2000-2012 –> 2010-2019 7.1224613 3.4652530 43923.5249 49.50295 7 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3342 3.6670229 18183.2419 38.164924 20.600220 2000-2012 –> 2010-2019 7.1429194 3.4758965 43971.1002 74.32843 8 15
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3342 3.6306067 18114.5332 910.739402 20.687790 2000-2012 –> 2010-2019 7.1467737 3.5161670 44011.8036 1774.93409 6 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3342 3.6696523 18186.0329 139.510237 21.289403 2000-2012 –> 2010-2019 7.1901805 3.5205282 44095.2923 271.28227 9 18
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3342 3.7568726 18343.0398 23.270378 21.375989 2000-2012 –> 2010-2019 7.3383996 3.5815269 44418.4467 45.34683 12 22
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5694 3.3774814 30033.5517 126.162800 14.553775 1982-1999 –> 2000-2012 6.3431334 2.9656520 69878.4788 235.07532 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5694 3.4880040 30400.2380 44.550479 13.011683 1982-1999 –> 2000-2012 6.5718321 3.0838281 70866.2204 82.88947 2 5
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5694 3.5012048 30443.2562 716.514198 19.176776 1982-1999 –> 2000-2012 6.5827996 3.0815948 70897.7238 1400.41462 6 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5694 3.4899494 30406.5879 51.483417 13.046479 1982-1999 –> 2000-2012 6.5838156 3.0938661 70924.2221 95.16920 3 8
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5694 3.5013001 30441.5662 653.515889 19.278518 1982-1999 –> 2000-2012 6.5878555 3.0865554 70919.5985 1243.10224 7 11
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5694 3.4932272 30417.2786 28.144319 13.061676 1982-1999 –> 2000-2012 6.6880591 3.1948319 71445.3165 54.61643 4 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 5694 3.4935848 30416.4444 26.696571 13.191567 1982-1999 –> 2000-2012 6.7020273 3.2084425 71510.0499 52.71020 5 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5694 3.5538394 30613.1810 133.532884 13.397751 1982-1999 –> 2000-2012 6.7176246 3.1637853 71486.0093 252.98074 8 14
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5694 3.5556806 30617.0794 126.147002 13.000101 1982-1999 –> 2000-2012 6.7302071 3.1745265 71541.7776 234.76616 9 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5694 3.7187936 31129.8634 25.049552 13.804031 1982-1999 –> 2000-2012 7.0527527 3.3339591 72835.3995 47.07245 10 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3854 3.5905554 20804.3677 132.979058 16.194627 2000-2012 –> 2010-2019 6.9680367 3.3774814 50837.9193 259.14186 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3854 3.6538121 20938.9813 732.709634 22.039165 2000-2012 –> 2010-2019 7.1550169 3.5012048 51382.2375 1449.22383 2 8
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3854 3.6559319 20941.4520 677.935102 21.544674 2000-2012 –> 2010-2019 7.1572320 3.5013001 51383.0181 1331.45099 3 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3854 3.6954295 21026.2803 29.403960 12.707579 2000-2012 –> 2010-2019 7.1886568 3.4932272 51443.5590 57.54828 4 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3854 3.7119028 21060.5642 55.392235 12.304687 2000-2012 –> 2010-2019 7.2018522 3.4899494 51467.1521 106.87565 7 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3854 3.7140695 21065.0623 47.576583 12.294550 2000-2012 –> 2010-2019 7.2020735 3.4880040 51465.3003 92.12706 8 10
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3854 3.7179224 21071.0542 27.850149 12.648977 2000-2012 –> 2010-2019 7.2115072 3.4935848 51487.4986 54.54672 9 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3854 3.7003097 21036.4527 137.560971 16.068552 2000-2012 –> 2010-2019 7.2541491 3.5538394 51649.6337 271.09385 5 13
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3854 3.7108681 21056.4153 132.908191 15.075218 2000-2012 –> 2010-2019 7.2665487 3.5556806 51673.4947 259.05519 6 15
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3854 3.8730774 21388.1909 27.415383 15.583141 2000-2012 –> 2010-2019 7.5918710 3.7187936 52518.0543 52.46493 11 21
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6874 3.1264142 35192.7296 142.856435 9.737126 1982-1999 –> 2000-2012 5.6643556 2.5379414 79852.8732 288.09625 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6874 3.1486434 35290.1336 27.358169 10.477956 1982-1999 –> 2000-2012 5.6971063 2.5484630 80028.8660 53.90713 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6874 3.1775681 35415.8517 45.989812 9.539944 1982-1999 –> 2000-2012 5.7717239 2.5941559 80492.1573 92.16624 3 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6874 3.1807425 35429.5793 28.982190 9.637507 1982-1999 –> 2000-2012 5.7732696 2.5925271 80493.9545 58.98121 4 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6874 3.2270681 35628.3665 102.162925 15.248283 1982-1999 –> 2000-2012 5.7779794 2.5509113 80385.3401 203.34936 6 9
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 6874 3.2083278 35546.2960 10.680733 10.459539 1982-1999 –> 2000-2012 5.8101202 2.6017924 80676.4390 20.91539 5 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6874 3.2694595 35807.7872 35.331941 9.867798 1982-1999 –> 2000-2012 5.8745496 2.6050901 80963.9915 69.95452 7 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6874 3.2724302 35820.2730 38.814688 9.878036 1982-1999 –> 2000-2012 5.8847604 2.6123302 81029.1981 76.76488 8 16
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 6874 3.3105678 35977.5687 100.301212 13.184569 1982-1999 –> 2000-2012 5.9819462 2.6713785 81609.0925 198.77046 9 18
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 6874 3.3577795 36172.2428 662.554494 22.153845 1982-1999 –> 2000-2012 6.0447792 2.6869998 81914.5251 1359.71630 12 22
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4670 3.4111663 24727.5727 148.052969 12.070706 2000-2012 –> 2010-2019 6.5375805 3.1264142 59920.3023 290.90940 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4670 3.5009039 24970.1037 27.208867 11.220371 2000-2012 –> 2010-2019 6.6495472 3.1486434 60260.2373 54.56704 4 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4670 3.4797846 24913.5893 46.037734 11.081614 2000-2012 –> 2010-2019 6.6573526 3.1775681 60329.4410 92.02755 2 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4670 3.4862052 24930.8069 28.934133 11.289946 2000-2012 –> 2010-2019 6.6669477 3.1807425 60360.3861 57.91632 3 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4670 3.5351686 25061.0736 109.643351 18.875127 2000-2012 –> 2010-2019 6.7622367 3.2270681 60689.4401 211.80628 5 11
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4670 3.5613306 25127.9396 10.996212 12.104166 2000-2012 –> 2010-2019 6.7696584 3.2083278 60674.2357 21.67695 6 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4670 3.6070196 25249.0023 36.653512 11.857528 2000-2012 –> 2010-2019 6.8764791 3.2694595 61056.7895 71.98545 7 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4670 3.6091375 25254.4848 40.402464 11.916948 2000-2012 –> 2010-2019 6.8815677 3.2724302 61074.7578 79.21715 8 16
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4670 3.6112872 25258.0462 107.170889 16.665995 2000-2012 –> 2010-2019 6.9218550 3.3105678 61235.6149 207.47210 9 18
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4670 3.6165192 25271.5682 725.975839 27.673406 2000-2012 –> 2010-2019 6.9742987 3.3577795 61443.8109 1388.53033 10 22
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6221 3.4094830 32929.3010 104.711997 29.801454 1982-1999 –> 2000-2012 5.9798772 2.5703942 73974.3947 215.24526 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6221 3.5318076 33367.8708 501.634997 26.755511 1982-1999 –> 2000-2012 6.1163843 2.5845767 74508.5097 1071.79259 4 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6221 3.4677848 33140.2593 33.431847 31.976792 1982-1999 –> 2000-2012 6.1285828 2.6607980 74785.5714 67.54850 2 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6221 3.5601559 33467.3387 18.354911 21.850630 1982-1999 –> 2000-2012 6.1539266 2.5937707 74669.6362 36.32617 5 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6221 3.5048791 33272.6424 36.030286 32.725660 1982-1999 –> 2000-2012 6.2060948 2.7012157 75179.7316 73.06949 3 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6221 3.5832460 33547.7732 97.322574 27.350767 1982-1999 –> 2000-2012 6.2152363 2.6319904 75004.0654 203.36160 6 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6221 3.5901899 33571.8612 81.514162 27.069819 1982-1999 –> 2000-2012 6.2245673 2.6343774 75043.8940 172.95408 7 12
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 6221 3.6452069 33759.0794 14.746173 22.514109 1982-1999 –> 2000-2012 6.2882839 2.6430770 75286.3599 28.70098 8 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6221 3.7201449 34014.2676 327.884552 17.293219 1982-1999 –> 2000-2012 6.4592099 2.7390650 76162.9716 648.73954 10 19
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6221 3.7760665 34199.9053 34.309853 17.313336 1982-1999 –> 2000-2012 6.5650145 2.7889480 76661.9918 67.41407 14 25
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4320 3.6025548 23347.0266 104.722471 28.343578 2000-2012 –> 2010-2019 7.0120378 3.4094830 56276.3277 209.43447 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4320 3.6408303 23438.3384 33.357035 30.351050 2000-2012 –> 2010-2019 7.1086150 3.4677848 56578.5977 66.78888 2 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4320 3.6729880 23514.3165 35.859138 31.273968 2000-2012 –> 2010-2019 7.1778671 3.5048791 56786.9589 71.88942 3 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4320 3.7832102 23769.7788 515.544870 25.772741 2000-2012 –> 2010-2019 7.3150178 3.5318076 57137.6496 1017.17987 4 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4320 3.8322742 23881.1096 101.659038 26.377855 2000-2012 –> 2010-2019 7.4155202 3.5832460 57428.8828 198.98161 6 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4320 3.8612168 23946.1165 19.312254 19.261929 2000-2012 –> 2010-2019 7.4213727 3.5601559 57413.4553 37.66717 8 13
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4320 3.8421573 23903.3627 83.658619 26.095291 2000-2012 –> 2010-2019 7.4323472 3.5901899 57475.2239 165.17278 7 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4320 3.8106845 23832.2972 31.980717 36.370491 2000-2012 –> 2010-2019 7.5100029 3.6993185 57776.7153 63.81133 5 14
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4320 3.9499542 24140.4314 16.014279 19.841170 2000-2012 –> 2010-2019 7.5951611 3.6452069 57899.5107 30.76045 9 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4320 3.9723034 24191.1794 360.473619 34.183943 2000-2012 –> 2010-2019 7.7322482 3.7599448 58337.8506 696.69524 10 21
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6317 3.0727796 32123.5774 41.301159 10.265223 1982-1999 –> 2000-2012 5.2728296 2.2000500 70162.5706 80.08692 3 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6317 3.0685672 32106.2460 48.949077 10.034500 1982-1999 –> 2000-2012 5.2747854 2.2062182 70193.4673 92.67862 2 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6317 3.1176997 32306.9333 167.626773 10.880565 1982-1999 –> 2000-2012 5.3099746 2.1922749 70284.9413 328.26907 8 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6317 3.0984536 32228.6997 506.418334 8.752863 1982-1999 –> 2000-2012 5.3353722 2.2369187 70553.9759 979.07033 5 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6317 3.0970222 32222.8620 58.057093 8.758176 1982-1999 –> 2000-2012 5.3469146 2.2498923 70647.7567 113.86356 4 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6317 3.1297780 32355.7842 30.157536 13.848270 1982-1999 –> 2000-2012 5.3477159 2.2179379 70534.2703 56.12821 10 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6317 3.1078424 32266.9249 59.530325 8.769114 1982-1999 –> 2000-2012 5.3629074 2.2550650 70731.3779 117.56325 7 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6317 3.0451468 32009.4488 41.546026 9.051458 1982-1999 –> 2000-2012 5.3708679 2.3257211 71005.3474 80.65674 1 13
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 6317 3.1345247 32372.9309 29.923135 14.550568 1982-1999 –> 2000-2012 5.4057696 2.2712449 70958.5380 55.35807 11 21
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 6317 3.0986035 32227.3110 32.823329 8.748832 1982-1999 –> 2000-2012 5.4270168 2.3284133 71241.1383 63.62549 6 19
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4462 3.5427485 23964.6003 43.519252 9.804987 2000-2012 –> 2010-2019 6.5878952 3.0451468 55974.0491 85.06528 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4462 3.5862663 24073.5516 62.398184 10.322642 2000-2012 –> 2010-2019 6.6832885 3.0970222 56296.4136 120.45528 3 7
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4462 3.6224863 24163.2288 49.072809 9.985152 2000-2012 –> 2010-2019 6.6910535 3.0685672 56269.4747 98.02189 8 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4462 3.5952881 24095.9731 508.178753 10.476785 2000-2012 –> 2010-2019 6.6937416 3.0984536 56324.6728 1014.59709 4 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4462 3.5778443 24052.5699 70.688761 9.900857 2000-2012 –> 2010-2019 6.6960141 3.1181698 56361.4081 142.06388 2 11
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4462 3.6338883 24191.2736 43.535348 10.388473 2000-2012 –> 2010-2019 6.7066679 3.0727796 56314.8510 84.83651 9 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4462 3.5995297 24106.4952 62.982104 10.463329 2000-2012 –> 2010-2019 6.7073721 3.1078424 56373.4201 122.51243 5 12
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 4462 3.6176964 24149.4210 34.807381 10.659187 2000-2012 –> 2010-2019 6.7162999 3.0986035 56376.7320 67.63071 7 13
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + silicate 4462 3.6063104 24121.2901 53.552810 10.201306 2000-2012 –> 2010-2019 6.7519029 3.1455926 56538.7525 104.10181 6 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4462 3.7010224 24354.6352 168.971158 10.935916 2000-2012 –> 2010-2019 6.8187221 3.1176997 56661.5685 336.59793 10 18
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2441 2.1157948 10599.9779 551.771615 5.464539 1982-1999 –> 2000-2012 3.5735204 1.4577255 22419.6715 1061.46252 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2441 2.1266986 10625.0727 140.318086 5.680220 1982-1999 –> 2000-2012 3.5943981 1.4676995 22489.5936 296.62279 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2441 2.1370074 10648.6803 132.593689 5.590237 1982-1999 –> 2000-2012 3.6105813 1.4735738 22539.4603 280.37467 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2441 2.2017089 10794.2974 551.200562 6.442210 1982-1999 –> 2000-2012 3.7357170 1.5340081 22949.3086 1051.14673 4 12
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2441 2.2394728 10877.3239 599.329340 7.163481 1982-1999 –> 2000-2012 3.7549450 1.5154723 22952.4159 1149.86588 8 12
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2441 2.2069591 10803.9252 502.653344 6.222210 1982-1999 –> 2000-2012 3.7672272 1.5602681 23068.5216 962.41889 5 19
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 2441 2.2519579 10902.4657 485.415414 7.676741 1982-1999 –> 2000-2012 3.7674564 1.5154985 22975.6712 930.58278 14 19
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2441 2.2549956 10911.0466 77.897942 7.179276 1982-1999 –> 2000-2012 3.7856260 1.5306304 23051.5668 150.93708 16 22
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2441 2.2406795 10879.9538 541.556293 6.600584 1982-1999 –> 2000-2012 3.7899889 1.5493094 23100.2141 1047.98040 9 20
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2441 2.2601196 10922.1272 73.389251 7.222450 1982-1999 –> 2000-2012 3.7947692 1.5346496 23079.8872 142.08429 20 29
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1663 2.5376959 7830.7488 532.524162 7.427331 2000-2012 –> 2010-2019 4.6534907 2.1157948 18430.7267 1084.29578 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1663 2.5444892 7839.6405 138.568039 7.446789 2000-2012 –> 2010-2019 4.6711878 2.1266986 18464.7132 278.88612 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1663 2.5538105 7851.8025 131.755420 7.511651 2000-2012 –> 2010-2019 4.6908180 2.1370074 18500.4827 264.34911 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1663 2.5741392 7878.1730 158.485054 7.756335 2000-2012 –> 2010-2019 4.7886242 2.2144851 18700.7181 320.32593 4 10
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 1663 2.5797154 7883.3702 138.476519 7.623657 2000-2012 –> 2010-2019 4.8000562 2.2203407 18716.8075 278.58622 5 12
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1663 2.6108447 7925.2646 505.764101 8.633586 2000-2012 –> 2010-2019 4.8125536 2.2017089 18719.5621 1056.96466 6 10
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1663 2.6205392 7935.5918 469.962683 8.259740 2000-2012 –> 2010-2019 4.8274983 2.2069591 18739.5170 972.61603 7 12
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1663 2.6244394 7942.5382 150.989722 8.449617 2000-2012 –> 2010-2019 4.8719486 2.2475092 18837.3500 307.51738 8 20
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1663 2.6244636 7940.5689 148.695932 8.434924 2000-2012 –> 2010-2019 4.8841370 2.2596734 18859.7323 303.78065 9 28
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1663 2.6366915 7956.0294 135.335632 8.020362 2000-2012 –> 2010-2019 4.8933927 2.2567012 18868.7672 273.74183 10 27
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3150 1.5777083 11825.9450 209.975169 5.424789 1982-1999 –> 2000-2012 2.7388339 1.1611256 25362.0724 433.07649 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3150 1.5817653 11842.1242 226.167087 5.463919 1982-1999 –> 2000-2012 2.7396784 1.1579131 25354.3643 470.81687 3 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3150 1.5749979 11815.1125 602.061557 5.398534 1982-1999 –> 2000-2012 2.7437861 1.1687883 25407.9527 1285.91746 1 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3150 1.6759013 12206.3246 472.071816 7.886764 1982-1999 –> 2000-2012 2.8638761 1.1879749 25939.5526 975.74013 6 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3150 1.6853774 12241.8465 52.235302 7.988603 1982-1999 –> 2000-2012 2.8751213 1.1897439 25987.9043 103.48107 7 12
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3150 1.6890487 12255.5551 55.325916 8.044462 1982-1999 –> 2000-2012 2.8796088 1.1905602 26007.5261 110.37754 8 14
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 3150 1.6896342 12255.7387 463.370750 8.416359 1982-1999 –> 2000-2012 2.8841807 1.1945465 26034.5303 954.13427 9 18
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3150 1.7032311 12306.2333 19.231100 8.594007 1982-1999 –> 2000-2012 2.8962514 1.1930203 26074.0023 37.86940 10 17
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3150 1.7070339 12320.2836 20.504162 8.640224 1982-1999 –> 2000-2012 2.9002598 1.1932259 26089.5384 40.43896 11 19
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3150 1.7288527 12402.2982 601.945965 6.338551 1982-1999 –> 2000-2012 2.9853517 1.2564991 26619.0416 1303.73935 12 23
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2152 1.8777883 8833.0388 609.546670 6.452495 2000-2012 –> 2010-2019 3.4527862 1.5749979 20648.1513 1211.60823 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2152 1.8794702 8836.8922 232.569765 6.450474 2000-2012 –> 2010-2019 3.4571786 1.5777083 20662.8372 442.54493 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2152 1.8881020 8856.6137 248.824592 6.501990 2000-2012 –> 2010-2019 3.4698673 1.5817653 20698.7379 474.99168 5 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2152 1.8859567 8851.7206 177.667443 6.759552 2000-2012 –> 2010-2019 3.5249047 1.6389480 20917.5772 360.41770 3 7
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2152 1.8860187 8849.8621 174.429690 6.761749 2000-2012 –> 2010-2019 3.5315670 1.6455483 20939.0387 342.73711 4 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2152 2.0595827 9230.7661 448.345814 8.920996 2000-2012 –> 2010-2019 3.7354840 1.6759013 21437.0908 920.41763 13 19
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2152 2.0713685 9255.3251 51.871961 8.992739 2000-2012 –> 2010-2019 3.7567459 1.6853774 21497.1717 104.10726 15 22
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2152 2.0768382 9266.6754 54.341634 9.059697 2000-2012 –> 2010-2019 3.7658869 1.6890487 21522.2306 109.66755 16 24
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2152 2.0410102 9191.7782 611.319694 6.981814 2000-2012 –> 2010-2019 3.7698629 1.7288527 21594.0763 1213.26566 6 18
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2152 2.0418834 9193.6192 272.996205 6.967957 2000-2012 –> 2010-2019 3.7740184 1.7321350 21607.8670 535.86576 7 21
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2507 1.5654327 9375.6435 394.029073 6.058987 1982-1999 –> 2000-2012 2.8108355 1.2454028 20930.5159 781.30287 2 3
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2507 1.5696633 9389.1756 92.649258 6.291943 1982-1999 –> 2000-2012 2.8181501 1.2484868 20961.4695 171.59935 5 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2507 1.5709434 9393.2628 99.311703 6.343477 1982-1999 –> 2000-2012 2.8202347 1.2492914 20970.0946 187.81742 6 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2507 1.6008691 9487.8789 81.568306 6.224076 1982-1999 –> 2000-2012 2.8479474 1.2470783 21052.2214 151.51748 9 11
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2507 1.5646033 9372.9862 709.619306 6.246468 1982-1999 –> 2000-2012 2.8510349 1.2864316 21156.1769 1301.99868 1 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2507 1.5656099 9376.2110 831.015833 6.348945 1982-1999 –> 2000-2012 2.8530400 1.2874301 21164.8669 1522.20670 3 9
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 2507 1.5694560 9386.5134 387.316363 6.295054 1982-1999 –> 2000-2012 2.8580705 1.2886145 21179.6468 754.43357 4 12
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2507 1.5733706 9399.0040 21.586906 6.511948 1982-1999 –> 2000-2012 2.8632314 1.2898608 21198.9466 41.90740 7 16
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2507 1.5748208 9403.6233 23.337627 6.579448 1982-1999 –> 2000-2012 2.8654724 1.2906516 21207.8832 45.23640 8 18
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2507 1.6189117 9542.0731 23.693254 6.782278 1982-1999 –> 2000-2012 2.9233682 1.3044564 21421.2757 45.84686 10 23
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1753 1.6971087 6843.2133 613.321684 6.127945 2000-2012 –> 2010-2019 3.2617120 1.5646033 16216.1995 1322.94099 2 3
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1753 1.6964220 6841.7943 712.082700 6.290988 2000-2012 –> 2010-2019 3.2620319 1.5656099 16218.0054 1543.09853 1 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1753 1.7368868 6924.4412 446.623206 7.598039 2000-2012 –> 2010-2019 3.3023196 1.5654327 16300.0847 840.65228 3 5
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1753 1.7373365 6923.3489 434.584524 7.738059 2000-2012 –> 2010-2019 3.3067925 1.5694560 16309.8622 821.90089 4 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1753 1.7405570 6931.8418 88.371804 7.743072 2000-2012 –> 2010-2019 3.3102203 1.5696633 16321.0174 181.02106 5 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1753 1.7418902 6934.5263 98.479307 7.799289 2000-2012 –> 2010-2019 3.3128335 1.5709434 16327.7890 197.79101 7 13
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1753 1.7412028 6931.1424 19.270601 7.912592 2000-2012 –> 2010-2019 3.3145734 1.5733706 16330.1464 40.85751 6 13
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1753 1.7425057 6933.7649 20.874981 7.962007 2000-2012 –> 2010-2019 3.3173265 1.5748208 16337.3882 44.21261 8 16
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1753 1.8112186 7071.3622 78.273855 11.352921 2000-2012 –> 2010-2019 3.4120878 1.6008691 16559.2410 159.84216 11 20
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1753 1.7586396 6968.0777 329.126612 5.726824 2000-2012 –> 2010-2019 3.4267437 1.6681041 16662.2378 641.84033 9 20
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1833 1.3392285 6286.6442 655.405127 5.132668 1982-1999 –> 2000-2012 2.4924334 1.1532049 14514.0471 1272.58021 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1833 1.3462290 6305.7574 714.456809 5.133446 1982-1999 –> 2000-2012 2.5059710 1.1597420 14562.8932 1401.79452 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1833 1.3481567 6311.0031 620.924377 5.054071 1982-1999 –> 2000-2012 2.5116697 1.1635130 14585.2144 1216.18164 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1833 1.3583822 6338.7041 85.367961 5.253359 1982-1999 –> 2000-2012 2.5841870 1.2258048 14887.2441 165.07747 4 8
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1833 1.3688209 6364.7684 68.952334 6.054849 1982-1999 –> 2000-2012 2.6199112 1.2510902 15018.7058 131.86542 6 11
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1833 1.3670118 6361.9199 394.914229 5.632915 1982-1999 –> 2000-2012 2.6212125 1.2542007 15030.9187 729.85451 5 11
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1833 1.3715274 6374.0098 108.758325 5.474263 1982-1999 –> 2000-2012 2.6273633 1.2558359 15049.8620 210.98216 7 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1833 1.3721064 6375.5571 112.724467 5.454229 1982-1999 –> 2000-2012 2.6281638 1.2560573 15052.3366 220.68516 8 16
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1833 1.3961100 6437.1354 43.952699 5.144442 1982-1999 –> 2000-2012 2.6714504 1.2753404 15192.0531 83.25651 9 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1833 1.4049006 6460.1462 109.719189 6.637681 1982-1999 –> 2000-2012 2.7269749 1.3220743 15404.3651 214.64057 12 22
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1274 1.5257577 4705.9627 601.752621 5.034458 2000-2012 –> 2010-2019 2.8649862 1.3392285 10992.6069 1257.15775 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1274 1.5315054 4715.5434 639.181125 4.860933 2000-2012 –> 2010-2019 2.8777344 1.3462290 11021.3008 1353.63793 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1274 1.5326699 4717.4801 557.407763 4.877986 2000-2012 –> 2010-2019 2.8808266 1.3481567 11028.4832 1178.33214 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1274 1.5346717 4720.8057 80.865021 5.163037 2000-2012 –> 2010-2019 2.8930539 1.3583822 11059.5098 166.23298 4 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1274 1.5367431 4724.2426 384.541299 5.523601 2000-2012 –> 2010-2019 2.9037549 1.3670118 11086.1625 779.45553 5 10
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1274 1.5424181 4731.6348 65.153541 5.575830 2000-2012 –> 2010-2019 2.9112391 1.3688209 11096.4032 134.10588 8 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1274 1.5411837 4731.5947 101.501945 5.352088 2000-2012 –> 2010-2019 2.9127111 1.3715274 11105.6045 210.26027 6 13
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1274 1.5417799 4732.5802 107.928450 5.328369 2000-2012 –> 2010-2019 2.9138863 1.3721064 11108.1373 220.65292 7 15
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1274 1.5633245 4765.9391 42.600116 5.041659 2000-2012 –> 2010-2019 2.9594345 1.3961100 11203.0745 86.55281 9 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 1274 1.5667390 4771.4982 361.457106 6.394837 2000-2012 –> 2010-2019 2.9710139 1.4042748 11230.0110 742.85327 10 20
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4627 1.2470016 15187.6032 334.693863 5.093189 1982-1999 –> 2000-2012 2.2811715 1.0341699 33163.6834 677.89183 6 7
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4627 1.2188071 14975.9698 81.248413 6.250983 1982-1999 –> 2000-2012 2.2851908 1.0663837 33331.3665 152.65269 1 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4627 1.2597109 15281.4412 391.620428 5.201603 1982-1999 –> 2000-2012 2.3058999 1.0461890 33400.4103 785.50790 7 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4627 1.2639049 15312.2000 318.372915 5.251390 1982-1999 –> 2000-2012 2.3151558 1.0512509 33490.8565 633.50190 8 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4627 1.2266311 15035.1854 276.326260 6.166272 1982-1999 –> 2000-2012 2.3206568 1.0940257 33707.0396 549.52561 2 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4627 1.2312033 15069.6153 73.346805 6.340232 1982-1999 –> 2000-2012 2.3236849 1.0924815 33724.0033 142.42278 3 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4627 1.2313655 15070.8337 77.772301 6.346361 1982-1999 –> 2000-2012 2.3238277 1.0924622 33725.0031 153.20734 4 9
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 4627 1.2332578 15083.0441 14.994278 6.344488 1982-1999 –> 2000-2012 2.3274921 1.0942343 33755.2559 29.07527 5 13
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4627 1.2944073 15530.8789 28.916805 5.623730 1982-1999 –> 2000-2012 2.4145883 1.1201810 34492.8935 57.99081 9 18
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 4627 1.3604618 15991.4621 263.471944 5.549455 1982-1999 –> 2000-2012 2.5684699 1.2080082 35886.8945 524.43635 13 24
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3153 1.2962188 10597.9270 77.521240 6.166423 2000-2012 –> 2010-2019 2.5150259 1.2188071 25573.8968 158.76965 2 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3153 1.2956583 10595.1994 288.265965 6.088976 2000-2012 –> 2010-2019 2.5222894 1.2266311 25630.3848 564.59223 1 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3153 1.3013812 10622.9918 71.856955 6.198877 2000-2012 –> 2010-2019 2.5325845 1.2312033 25692.6071 145.20376 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3153 1.3015881 10623.9940 76.470489 6.201397 2000-2012 –> 2010-2019 2.5329535 1.2313655 25694.8278 154.24279 4 8
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3153 1.3031445 10629.5301 15.457391 6.189356 2000-2012 –> 2010-2019 2.5364022 1.2332578 25712.5742 30.45167 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3153 1.3718378 10955.4764 356.930814 5.890236 2000-2012 –> 2010-2019 2.6188394 1.2470016 26143.0796 691.62468 6 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3153 1.3846280 11013.9976 389.536502 6.027819 2000-2012 –> 2010-2019 2.6443389 1.2597109 26295.4388 781.15693 7 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3153 1.3875430 11027.2595 318.204934 6.066440 2000-2012 –> 2010-2019 2.6514479 1.2639049 26339.4594 636.57785 8 16
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 3153 1.3991860 11077.9529 29.200167 6.184481 2000-2012 –> 2010-2019 2.6935933 1.2944073 26608.8318 58.11697 9 18
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3153 1.4466551 11290.3427 369.189794 6.087159 2000-2012 –> 2010-2019 2.7976056 1.3509505 27218.8810 713.61410 11 21
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 9056 0.6723605 18524.0641 196.135007 7.778309 1982-1999 –> 2000-2012 1.2564988 0.5841382 40650.4061 377.27713 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 9056 0.7120992 19564.1017 152.841910 9.365296 1982-1999 –> 2000-2012 1.3402967 0.6281975 43514.9121 303.51026 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 9056 0.7371541 20190.4084 196.190866 4.613914 1982-1999 –> 2000-2012 1.3865535 0.6493995 44974.0427 376.96317 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 9056 0.7456233 20397.3128 231.336816 4.612806 1982-1999 –> 2000-2012 1.4033544 0.6577311 45500.7988 455.80208 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 9056 0.7530406 20576.5961 166.568175 4.706885 1982-1999 –> 2000-2012 1.4185915 0.6655509 45976.6169 326.97276 5 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 9056 0.8178454 22071.8187 167.204494 11.388073 1982-1999 –> 2000-2012 1.5624775 0.7446321 50288.8237 330.06761 13 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 9056 0.7854276 21339.2785 21.691347 5.187684 1982-1999 –> 2000-2012 1.5735383 0.7881106 50980.0954 43.55458 7 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 9056 0.7854784 21340.4492 21.645777 5.192882 1982-1999 –> 2000-2012 1.5735452 0.7880668 50979.8723 42.47002 8 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 9056 0.7842460 21312.0085 160.670251 5.070596 1982-1999 –> 2000-2012 1.5738246 0.7895786 50999.5166 301.92229 6 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 9056 0.7896973 21437.4701 22.926784 5.301404 1982-1999 –> 2000-2012 1.5790043 0.7893070 51116.3469 44.69293 9 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6407 0.7383126 14308.6658 195.643599 9.015530 2000-2012 –> 2010-2019 1.4106732 0.6723605 32832.7299 391.77861 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6407 0.7698063 14843.9268 156.362446 10.237975 2000-2012 –> 2010-2019 1.4819055 0.7120992 34408.0286 309.20436 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6407 0.8234788 15707.5761 196.442165 5.550842 2000-2012 –> 2010-2019 1.5606329 0.7371541 35897.9846 392.63303 10 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6407 0.8319268 15838.3640 231.167563 5.545964 2000-2012 –> 2010-2019 1.5775501 0.7456233 36235.6769 462.50438 11 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6407 0.8080427 15465.0977 156.932121 4.668068 2000-2012 –> 2010-2019 1.5922887 0.7842460 36777.1062 317.60237 3 9
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6407 0.8398628 15960.0207 167.710635 5.649407 2000-2012 –> 2010-2019 1.5929033 0.7530406 36536.6167 334.27881 12 17
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6407 0.8104567 15503.3222 22.387593 4.633289 2000-2012 –> 2010-2019 1.5958844 0.7854276 36842.6008 44.07894 4 11
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6407 0.8106073 15505.7023 22.341711 4.627872 2000-2012 –> 2010-2019 1.5960857 0.7854784 36846.1515 43.98749 5 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6407 0.8206641 15663.7012 23.338095 4.730015 2000-2012 –> 2010-2019 1.6103613 0.7896973 37101.1712 46.26488 8 17
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 6407 0.8206724 15661.8306 9.052310 4.741679 2000-2012 –> 2010-2019 1.6116825 0.7910101 37127.3867 17.84738 9 19
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2342 0.5020243 3432.5324 25.835027 7.542430 1982-1999 –> 2000-2012 0.9764455 0.4744212 7626.2467 50.26057 3 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2342 0.5034696 3445.9973 28.757528 7.617989 1982-1999 –> 2000-2012 0.9807909 0.4773213 7677.5462 59.70207 5 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2342 0.5037631 3448.7273 28.602745 7.635476 1982-1999 –> 2000-2012 0.9812970 0.4775339 7683.0397 57.17158 7 10
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2342 0.5008800 3421.8433 21.985275 7.091327 1982-1999 –> 2000-2012 0.9855806 0.4847006 7748.6317 48.77654 1 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2342 0.5053378 3463.3464 184.842266 7.763624 1982-1999 –> 2000-2012 0.9859287 0.4805909 7737.2736 370.42618 8 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2342 0.5017137 3429.6330 39.025551 7.140121 1982-1999 –> 2000-2012 0.9877586 0.4860449 7773.6151 88.35151 2 10
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2342 0.5025217 3437.1708 48.068329 7.190765 1982-1999 –> 2000-2012 0.9899186 0.4873969 7798.3972 103.38187 4 13
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2342 0.5108705 3514.3500 26.347529 7.666997 1982-1999 –> 2000-2012 0.9899432 0.4790728 7768.6360 52.83100 13 17
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2342 0.5037328 3448.4454 191.745485 7.300822 1982-1999 –> 2000-2012 0.9931036 0.4893708 7834.7630 383.11832 6 16
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2342 0.5156738 3556.1846 25.871082 7.586904 1982-1999 –> 2000-2012 0.9950087 0.4793349 7811.8665 52.13469 16 21
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1600 0.5454378 2614.8707 28.624455 5.390448 2000-2012 –> 2010-2019 1.0463178 0.5008800 6036.7140 50.60973 2 3
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1600 0.5454225 2614.7807 26.969509 5.612713 2000-2012 –> 2010-2019 1.0474468 0.5020243 6047.3130 52.80454 1 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1600 0.5465240 2621.2368 50.921615 5.421195 2000-2012 –> 2010-2019 1.0482377 0.5017137 6050.8698 89.94717 3 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1600 0.5472568 2625.5248 62.561920 5.445728 2000-2012 –> 2010-2019 1.0497786 0.5025217 6062.6955 110.63025 5 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1600 0.5469787 2623.8978 26.343588 5.649841 2000-2012 –> 2010-2019 1.0504482 0.5034696 6069.8952 55.10112 4 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1600 0.5473099 2625.8350 25.963856 5.660306 2000-2012 –> 2010-2019 1.0510730 0.5037631 6074.5623 54.56660 6 13
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1600 0.5489503 2635.4118 197.195356 5.531265 2000-2012 –> 2010-2019 1.0526831 0.5037328 6083.8572 388.94084 8 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1600 0.5492811 2637.3393 186.162169 5.752666 2000-2012 –> 2010-2019 1.0546189 0.5053378 6100.6857 371.00444 10 18
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + phosphate 1600 0.5477292 2626.2856 14.486494 5.429210 2000-2012 –> 2010-2019 1.0557259 0.5079968 6112.2132 28.97135 7 16
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1600 0.5490451 2633.9644 19.256708 5.469185 2000-2012 –> 2010-2019 1.0581617 0.5091166 6130.2059 38.41655 9 19

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 2.3851773 1414.7414
Atlantic (-Inf,26] 2000-2012 –> 2010-2019 2.2770344 963.4545
Atlantic (26,26.5] 1982-1999 –> 2000-2012 6.6290473 14256.3842
Atlantic (26,26.5] 2000-2012 –> 2010-2019 6.8372291 9936.0335
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 6.3786552 17846.3208
Atlantic (26.5,26.75] 2000-2012 –> 2010-2019 6.6728661 12799.5437
Atlantic (26.75,27] 1982-1999 –> 2000-2012 3.8629818 24675.3533
Atlantic (26.75,27] 2000-2012 –> 2010-2019 4.4213906 18436.2453
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.6634166 20879.5519
Atlantic (27,27.25] 2000-2012 –> 2010-2019 4.3352182 16429.0342
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 4.3006966 23846.4341
Atlantic (27.25,27.5] 2000-2012 –> 2010-2019 5.0892921 18387.7907
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 4.6073518 31417.0942
Atlantic (27.5,27.75] 2000-2012 –> 2010-2019 5.3192057 23934.3662
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 3.8354584 10572.9852
Atlantic (27.75,27.85] 2000-2012 –> 2010-2019 3.7252526 7115.5593
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 5.9030082 12637.2870
Atlantic (27.85,27.95] 2000-2012 –> 2010-2019 6.0700294 8952.8357
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 7.4687352 14424.4380
Atlantic (27.95,28.05] 2000-2012 –> 2010-2019 7.0172732 9672.9371
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 1.1935782 3002.6021
Atlantic (28.05,28.1] 2000-2012 –> 2010-2019 1.4057391 2329.7185
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 1.0255509 3592.5579
Atlantic (28.1,28.15] 2000-2012 –> 2010-2019 1.2692273 3417.7554
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 1.0693130 6695.2786
Atlantic (28.15,28.2] 2000-2012 –> 2010-2019 1.1836837 5326.6035
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 0.7180233 5513.1905
Atlantic (28.2, Inf] 2000-2012 –> 2010-2019 0.8254373 5466.6670
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 12.4886690 87105.8867
Indo-Pacific (-Inf,26] 2000-2012 –> 2010-2019 12.1422970 60925.7851
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 8.5210332 82778.0337
Indo-Pacific (26,26.5] 2000-2012 –> 2010-2019 8.6041683 58905.8734
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 6.6960749 60428.9215
Indo-Pacific (26.5,26.75] 2000-2012 –> 2010-2019 7.0500960 43763.4988
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 6.6560107 71230.4796
Indo-Pacific (26.75,27] 2000-2012 –> 2010-2019 7.2196944 51530.7868
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 5.8280591 80744.6437
Indo-Pacific (27,27.25] 2000-2012 –> 2010-2019 6.7697524 60704.5016
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 6.2337178 75127.7126
Indo-Pacific (27.25,27.5] 2000-2012 –> 2010-2019 7.3720190 57311.1173
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 5.3454154 70631.3384
Indo-Pacific (27.5,27.75] 2000-2012 –> 2010-2019 6.7052958 56349.1342
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 3.7174230 22862.6311
Indo-Pacific (27.75,27.85] 2000-2012 –> 2010-2019 4.7893707 18683.8377
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 2.8506948 25887.6485
Indo-Pacific (27.85,27.95] 2000-2012 –> 2010-2019 3.6238302 21152.4778
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 2.8511385 21124.3097
Indo-Pacific (27.95,28.05] 2000-2012 –> 2010-2019 3.3226641 16358.1972
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 2.5989337 14929.7640
Indo-Pacific (28.05,28.1] 2000-2012 –> 2010-2019 2.9088641 11093.1294
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2012 2.3466138 33867.7407
Indo-Pacific (28.1,28.2] 2000-2012 –> 2010-2019 2.6045081 26090.9981
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2012 1.4667685 47498.1432
Indo-Pacific (28.2,28.3] 2000-2012 –> 2010-2019 1.5629968 36060.5453
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2012 0.9865775 7746.0016
Indo-Pacific (28.3, Inf] 2000-2012 –> 2010-2019 1.0514492 6076.9012

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

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2012
(-Inf,26] 8 5 7 7 10 5 7
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 8 5 8 6 5 10 6
(26.75,27] 8 5 8 6 4 10 7
(27,27.25] 7 6 7 6 6 10 7
(27.25,27.5] 9 9 6 6 5 9 5
(27.5,27.75] 6 2 6 6 10 8 8
(27.75,27.85] 6 4 4 5 10 8 8
(27.85,27.95] 5 3 4 7 10 6 10
(27.95,28.05] 4 4 4 8 5 8 10
(28.05,28.1] 4 2 4 8 5 10 10
(28.1,28.15] 6 2 6 6 5 8 10
(28.15,28.2] 7 10 2 5 3 5 9
(28.2, Inf] 9 10 4 4 10 4 5
total 95.00 73.00 76.00 86.00 98.00 106.00 110.00
Atlantic - 2000-2012 --> 2010-2019
(-Inf,26] 8 5 7 7 10 5 7
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 8 5 8 6 5 10 6
(26.75,27] 9 4 8 5 5 10 6
(27,27.25] 8 6 6 6 7 10 6
(27.25,27.5] 9 10 4 5 4 10 5
(27.5,27.75] 6 4 6 7 10 7 6
(27.75,27.85] 6 4 3 6 10 10 6
(27.85,27.95] 5 3 4 7 10 6 10
(27.95,28.05] 4 4 4 8 8 5 10
(28.05,28.1] 4 2 4 8 5 10 10
(28.1,28.15] 6 2 6 6 5 8 10
(28.15,28.2] 6 10 2 6 4 5 9
(28.2, Inf] 9 10 4 4 10 4 5
total 96.00 75.00 72.00 87.00 103.00 105.00 104.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 8 4 8 7 10 4 7
(26,26.5] 8 7 7 7 7 6 8
(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 5 7 6 8 7
(27.5,27.75] 4 6 6 6 10 10 6
(27.75,27.85] 8 6 8 4 9 5 8
(27.85,27.95] 7 4 7 6 9 4 10
(27.95,28.05] 5 4 5 8 10 4 10
(28.05,28.1] 4 5 5 8 5 10 10
(28.1,28.2] 5 5 5 7 5 10 10
(28.2,28.3] 6 7 6 7 7 10 7
(28.3, Inf] 6 5 6 8 10 6 8
total 88.00 93.00 87.00 96.00 100.00 90.00 116.00
Indo-Pacific - 2000-2012 --> 2010-2019
(-Inf,26] 7 6 6 8 10 4 7
(26,26.5] 8 8 8 7 6 6 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] 5 9 6 6 6 10 7
(27.5,27.75] 6 5 6 4 10 10 7
(27.75,27.85] 9 10 4 4 10 4 5
(27.85,27.95] 8 7 5 5 8 6 10
(27.95,28.05] 6 4 5 7 10 5 10
(28.05,28.1] 5 5 5 7 5 10 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 7 7 10 4 8
total 93.00 100.00 82.00 90.00 100.00 91.00 114.00

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

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

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

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

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

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

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

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