Last updated: 2021-06-06

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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 + temp + aou + silicate + phosphate 114 3.8820390 646.76818 25.256572 9.7489385 1982-1999 –> 2000-2009 5.588248 1.7062087 926.4051 47.472702 2 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 114 4.0520217 656.53922 66.531049 12.2839748 1982-1999 –> 2000-2009 5.737887 1.6858651 934.5448 83.066860 9 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 114 4.0098791 654.15552 22.107104 11.6771107 1982-1999 –> 2000-2009 5.859450 1.8495710 944.7649 92.289821 8 24
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 114 4.2118954 665.36209 65.041291 9.7814624 1982-1999 –> 2000-2009 5.891316 1.6794207 942.8468 76.045365 13 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 114 4.0699122 657.54367 12.883487 13.3831558 1982-1999 –> 2000-2009 5.927989 1.8580764 948.7770 99.275580 10 27
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 114 4.3063973 670.42116 110.125406 8.5586959 1982-1999 –> 2000-2009 5.994314 1.6879164 948.5921 122.011182 16 20
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 114 4.3291998 671.62525 65.137202 8.6574217 1982-1999 –> 2000-2009 6.009902 1.6807025 949.2137 78.027406 17 19
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 114 4.3053110 670.36364 53.731330 11.5576123 1982-1999 –> 2000-2009 6.119220 1.8139088 958.3251 243.261518 15 27
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 114 4.4686809 678.85525 14.045228 13.3716197 1982-1999 –> 2000-2009 6.183325 1.7146436 959.1628 39.949146 29 36
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 114 4.3390340 670.14258 50.055725 8.8086427 1982-1999 –> 2000-2009 6.296380 1.9573457 966.4544 58.210336 18 39
Atlantic (-Inf,26] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 51 0.3752271 58.74890 37.985442 1.0814134 2000-2009 –> 2010-2019 4.270256 3.8950285 706.2787 93.871279 5 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 51 0.4585669 79.20752 37.579134 1.1603831 2000-2009 –> 2010-2019 4.340606 3.8820390 725.9757 62.835706 13 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 51 0.4665504 80.96802 112.344902 1.1999270 2000-2009 –> 2010-2019 4.476430 4.0098791 735.1235 134.452006 16 24
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 51 0.6149898 109.14446 71.959254 1.6142810 2000-2009 –> 2010-2019 4.667011 4.0520217 765.6837 138.490302 19 28
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 51 0.3632646 55.44411 71.191185 0.9827982 2000-2009 –> 2010-2019 4.668576 4.3053110 725.8078 124.922515 3 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 51 0.4577744 79.03110 12.969790 1.1530624 2000-2009 –> 2010-2019 4.669670 4.2118954 744.3932 78.011080 12 25
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 51 0.6186572 109.75092 226.132594 1.6301901 2000-2009 –> 2010-2019 4.688569 4.0699122 767.2946 239.016081 25 35
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 51 0.3613130 54.89465 18.281666 0.9859564 2000-2009 –> 2010-2019 4.690513 4.3291998 726.5199 83.418867 1 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 51 0.4609553 79.73739 15.221059 1.1668857 2000-2009 –> 2010-2019 4.767353 4.3063973 750.1586 125.346465 14 30
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 51 0.3793781 59.87110 73.279796 1.0731919 2000-2009 –> 2010-2019 4.788188 4.4088095 735.6510 142.292938 6 28
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 231 3.9992819 1309.93465 178.556585 8.4659458 1982-1999 –> 2000-2009 7.280902 3.2816205 3435.8281 474.460577 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 231 4.3846078 1352.43189 189.826852 10.2714478 1982-1999 –> 2000-2009 7.615083 3.2304753 3465.6018 480.519122 4 5
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 231 4.2805448 1341.33470 13.797127 9.0871153 1982-1999 –> 2000-2009 7.659857 3.3793122 3490.9894 30.772576 2 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 231 4.3499664 1348.76727 15.077567 9.2810206 1982-1999 –> 2000-2009 7.738103 3.3881366 3500.5344 25.918502 3 11
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 231 4.4226773 1356.42590 15.416516 9.4485301 1982-1999 –> 2000-2009 7.831880 3.4092025 3513.2136 29.328245 5 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 231 4.7311413 1387.57451 14.153551 11.4078489 1982-1999 –> 2000-2009 8.055589 3.3244481 3523.9707 28.494600 14 17
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 231 4.8476405 1398.81295 16.002534 11.6427993 1982-1999 –> 2000-2009 8.188773 3.3411323 3539.2641 26.889786 17 21
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 231 4.8848408 1402.34476 15.444621 11.6487238 1982-1999 –> 2000-2009 8.233771 3.3489297 3544.6840 26.430220 19 24
Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 231 4.4635764 1360.67865 38.028605 10.9053730 1982-1999 –> 2000-2009 8.367920 3.9043433 3627.3114 172.744753 6 27
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 231 4.5036301 1364.80590 13.797208 9.9423399 1982-1999 –> 2000-2009 8.390471 3.8868407 3627.7994 152.001763 7 25
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 378 3.6851483 2072.77648 261.040105 12.6699629 2000-2009 –> 2010-2019 7.684430 3.9992819 3382.7111 439.596691 7 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 378 3.5342987 2041.17880 261.350630 12.5217387 2000-2009 –> 2010-2019 7.918907 4.3846078 3393.6107 451.177483 3 7
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 378 3.6992186 2075.65746 10.861220 12.6615407 2000-2009 –> 2010-2019 7.979763 4.2805448 3416.9922 24.658346 8 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 378 3.7002300 2075.86414 9.564824 12.6727967 2000-2009 –> 2010-2019 8.050196 4.3499664 3424.6314 24.642391 9 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 378 3.7042212 2076.67915 8.970778 12.6737345 2000-2009 –> 2010-2019 8.126898 4.4226773 3433.1050 24.387294 10 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 378 3.5502472 2044.58256 10.949414 12.4948502 2000-2009 –> 2010-2019 8.281389 4.7311413 3432.1571 25.102965 4 18
Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 378 3.9184228 2119.17859 172.709412 17.8488989 2000-2009 –> 2010-2019 8.381999 4.4635764 3479.8572 210.738018 23 29
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 378 3.5529069 2045.14871 9.600023 12.4868651 2000-2009 –> 2010-2019 8.400547 4.8476405 3443.9617 25.602557 5 22
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 378 3.9055554 2116.69193 172.306362 17.5283553 2000-2009 –> 2010-2019 8.409185 4.5036301 3481.4978 186.103569 21 28
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 378 3.8841340 2112.53397 172.646087 17.4356844 2000-2009 –> 2010-2019 8.423919 4.5397849 3481.0340 182.598976 18 26
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 367 2.9039452 1837.99642 65.321016 7.7583510 1982-1999 –> 2000-2009 5.674752 2.7708069 4509.5005 147.360005 6 11
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 367 2.9509040 1849.77078 52.938989 7.8698898 1982-1999 –> 2000-2009 5.691080 2.7401763 4509.1581 132.330849 9 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 367 2.7963810 1810.29222 45.380780 8.1006025 1982-1999 –> 2000-2009 5.694170 2.8977892 4530.6387 117.847919 2 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 367 2.7938717 1809.63328 45.557647 8.4193569 1982-1999 –> 2000-2009 5.704615 2.9107434 4534.8416 118.376778 1 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 367 2.8440672 1822.70348 44.617678 6.8640655 1982-1999 –> 2000-2009 5.704704 2.8606372 4528.9849 116.861045 3 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 367 2.9112489 1839.84020 47.597918 9.6355451 1982-1999 –> 2000-2009 5.741178 2.8299295 4534.3577 129.981579 7 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 367 2.8600252 1826.81042 60.531787 7.7913581 1982-1999 –> 2000-2009 5.750490 2.8904654 4544.3985 146.801886 4 18
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 367 3.0463330 1873.13178 59.353625 9.0425853 1982-1999 –> 2000-2009 5.755059 2.7087265 4519.9365 140.130447 16 18
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 367 2.8706699 1827.53721 8.234487 7.8534630 1982-1999 –> 2000-2009 5.829726 2.9590566 4568.6890 24.061723 5 23
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 367 3.0408459 1871.80852 45.113124 8.9981584 1982-1999 –> 2000-2009 5.844959 2.8041131 4556.3367 128.325613 13 21
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 478 4.1622470 2733.81388 43.197221 11.7247351 2000-2009 –> 2010-2019 7.073496 2.9112489 4573.6541 90.795140 3 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 478 4.1304380 2726.47983 43.413347 11.4921653 2000-2009 –> 2010-2019 7.171284 3.0408459 4598.2883 88.526471 2 15
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 478 4.2889508 2762.48151 100.712108 10.9106522 2000-2009 –> 2010-2019 7.192896 2.9039452 4600.4779 166.033125 10 16
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 478 4.2705848 2758.37898 99.456903 10.7550955 2000-2009 –> 2010-2019 7.221489 2.9509040 4608.1498 152.395892 7 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 478 4.4362386 2794.76059 39.269928 11.4226193 2000-2009 –> 2010-2019 7.232620 2.7963810 4605.0528 84.650708 16 18
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 478 4.4406936 2795.72015 39.328403 11.4294664 2000-2009 –> 2010-2019 7.234565 2.7938717 4605.3534 84.886050 17 18
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 478 4.4083663 2788.73523 38.992890 11.3084234 2000-2009 –> 2010-2019 7.252434 2.8440672 4611.4387 83.610568 14 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 478 4.1173790 2723.45250 42.985072 11.4281468 2000-2009 –> 2010-2019 7.263648 3.1462685 4620.2768 88.215606 1 22
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 478 4.2543953 2754.74796 100.046710 10.7174203 2000-2009 –> 2010-2019 7.300728 3.0463330 4627.8797 159.400335 6 22
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 478 4.3091835 2764.98075 27.314503 11.7419295 2000-2009 –> 2010-2019 7.352336 3.0431527 4635.3459 46.948240 11 25
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 626 2.3182429 2843.20460 177.991180 9.6302922 1982-1999 –> 2000-2009 3.931977 1.6137343 6986.1417 355.605259 5 6
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 626 2.2634953 2813.28265 120.221519 7.5707180 1982-1999 –> 2000-2009 3.994258 1.7307627 7108.5642 194.032332 1 4
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 626 2.2651305 2814.18675 54.450886 10.3169596 1982-1999 –> 2000-2009 4.020896 1.7557659 7140.6787 102.421604 2 6
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 626 2.3525189 2859.58031 61.767172 12.1469451 1982-1999 –> 2000-2009 4.047139 1.6946197 7106.9400 202.123923 7 9
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 626 2.2796822 2822.20415 113.176214 6.8328230 1982-1999 –> 2000-2009 4.070749 1.7910665 7192.0117 186.892854 3 8
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 626 2.3121420 2839.90535 128.813323 6.4173841 1982-1999 –> 2000-2009 4.141590 1.8294476 7255.8502 202.688337 4 12
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 626 2.3377676 2853.70500 54.360676 10.3272182 1982-1999 –> 2000-2009 4.159199 1.8214314 7260.0942 102.333124 6 13
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 626 2.3771209 2872.60538 19.749208 12.0018565 1982-1999 –> 2000-2009 4.188481 1.8113603 7264.9296 50.369700 9 15
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 626 2.3709600 2871.35628 54.405798 10.2697158 1982-1999 –> 2000-2009 4.220119 1.8491588 7310.6208 102.378464 8 17
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 626 2.4390799 2904.82037 4.039170 11.9534898 1982-1999 –> 2000-2009 4.313552 1.8744718 7371.6700 9.849914 10 20
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 915 2.5212636 4302.96870 90.129096 8.2217006 2000-2009 –> 2010-2019 4.784759 2.2634953 7116.2514 210.350615 2 3
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 915 2.5328432 4311.35420 89.193238 8.2751584 2000-2009 –> 2010-2019 4.812525 2.2796822 7133.5584 202.369451 3 6
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 915 2.5036834 4290.16380 241.901334 12.5033096 2000-2009 –> 2010-2019 4.821926 2.3182429 7133.3684 419.892513 1 6
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 915 2.5608069 4331.44748 93.869848 8.4286102 2000-2009 –> 2010-2019 4.872949 2.3121420 7171.3528 222.683170 4 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 915 2.9111930 4566.12775 31.920425 13.8739243 2000-2009 –> 2010-2019 5.176323 2.2651305 7380.3145 86.371311 7 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 915 2.7167320 4439.61384 100.954762 10.4087220 2000-2009 –> 2010-2019 5.240940 2.5242076 7389.3857 238.663051 5 17
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 915 2.9402218 4584.28509 32.004626 13.9812945 2000-2009 –> 2010-2019 5.277989 2.3377676 7437.9901 86.365302 8 14
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 915 2.9511087 4591.04864 32.013357 13.9965975 2000-2009 –> 2010-2019 5.322069 2.3709600 7462.4049 86.419155 10 18
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 915 3.0666457 4659.32690 176.429289 14.3494582 2000-2009 –> 2010-2019 5.419165 2.3525189 7518.9072 238.196460 11 18
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 915 2.9492847 4587.91717 22.878697 13.6698249 2000-2009 –> 2010-2019 5.479729 2.5304438 7538.7784 43.062543 9 22
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 879 2.2458609 3930.87223 113.450672 6.7503785 1982-1999 –> 2000-2009 3.714643 1.4687825 8694.9550 257.110104 2 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 879 2.3651526 4021.85512 47.405867 11.5378740 1982-1999 –> 2000-2009 3.741218 1.3760657 8614.1871 128.108715 8 9
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 879 2.2446418 3929.91775 104.936092 6.6931024 1982-1999 –> 2000-2009 3.743626 1.4989843 8747.6127 246.766678 1 7
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 879 2.2976719 3970.96783 370.428353 7.4954133 1982-1999 –> 2000-2009 3.770670 1.4729980 8742.5996 710.160941 6 11
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 879 2.2462383 3931.16768 118.100018 6.3569910 1982-1999 –> 2000-2009 3.797328 1.5510900 8838.8668 263.163402 3 12
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 879 2.4090192 4054.16216 41.271936 11.6078440 1982-1999 –> 2000-2009 3.846171 1.4371515 8760.9008 61.160005 9 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 879 2.3108191 3980.99831 147.353330 8.2977256 1982-1999 –> 2000-2009 3.847363 1.5365439 8863.8795 308.118131 7 14
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 879 2.4233826 4064.61286 41.199942 11.6278050 1982-1999 –> 2000-2009 3.882032 1.4586491 8810.4601 61.082777 10 13
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 879 2.4521359 4083.34860 47.181724 10.7362854 1982-1999 –> 2000-2009 3.994725 1.5425888 8974.5717 121.550096 11 19
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 879 2.6366524 4212.89265 40.609780 14.8726523 1982-1999 –> 2000-2009 4.339143 1.7024906 9365.9077 60.360107 14 24
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1261 2.0420164 5393.11396 248.613630 9.5648916 2000-2009 –> 2010-2019 4.352835 2.3108191 9374.1123 395.966960 1 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1261 2.1537504 5527.46836 114.024642 8.8472756 2000-2009 –> 2010-2019 4.401726 2.2479756 9459.9952 173.242425 2 6
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1261 2.2186197 5602.30758 216.260044 9.8618931 2000-2009 –> 2010-2019 4.464858 2.2462383 9533.4753 334.360062 4 7
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1261 2.3063874 5700.15401 186.049949 8.3667388 2000-2009 –> 2010-2019 4.551029 2.2446418 9630.0718 290.986041 8 9
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1261 2.3072503 5701.09742 201.477802 8.3327782 2000-2009 –> 2010-2019 4.553111 2.2458609 9631.9697 314.928474 9 11
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate 1261 2.3073416 5699.19723 113.399262 8.3343232 2000-2009 –> 2010-2019 4.592959 2.2856178 9658.9179 169.829476 10 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1261 2.2818971 5673.23106 640.930604 12.0933186 2000-2009 –> 2010-2019 4.612584 2.3306865 9669.2793 1485.103999 6 14
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1261 2.1628591 5538.11192 255.837503 10.0648891 2000-2009 –> 2010-2019 4.631916 2.4690566 9635.5498 404.585259 3 16
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1261 2.2789916 5670.01776 77.225014 11.8365814 2000-2009 –> 2010-2019 4.644144 2.3651526 9691.8729 124.630881 5 14
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1261 2.2819255 5671.26242 68.648384 12.0753006 2000-2009 –> 2010-2019 4.734061 2.4521359 9754.6110 115.830108 7 19
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1843 3.1103489 9426.84035 203.972642 14.7978714 1982-1999 –> 2000-2009 4.960517 1.8501685 17447.5116 659.453068 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1843 3.2335355 9570.00906 45.017696 11.4159863 1982-1999 –> 2000-2009 5.317591 2.0840550 18059.2171 106.738151 3 7
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1843 3.1184487 9436.42675 218.472623 14.3292081 1982-1999 –> 2000-2009 5.366223 2.2477739 18223.2941 733.121133 2 8
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1843 3.4430557 9801.42805 148.050749 11.2629480 1982-1999 –> 2000-2009 5.404240 1.9611838 18051.4561 425.537911 10 12
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1843 3.4480934 9806.81731 189.004921 12.2806525 1982-1999 –> 2000-2009 5.458994 2.0109002 18155.3800 629.579454 11 14
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1843 3.2483418 9586.84865 161.541630 11.5442672 1982-1999 –> 2000-2009 5.497264 2.2489223 18375.7263 479.061074 4 11
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1843 3.4568525 9814.16883 36.631143 11.7029398 1982-1999 –> 2000-2009 5.541036 2.0841836 18301.6197 98.293057 13 18
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1843 3.3876140 9739.59122 186.357221 16.8706973 1982-1999 –> 2000-2009 5.681593 2.2939793 18604.5468 621.944748 8 17
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1843 3.4050613 9760.52661 202.303309 11.3267202 1982-1999 –> 2000-2009 5.698555 2.2934936 18626.6487 652.489876 9 17
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1843 3.2777539 9620.07328 239.268379 9.7906873 1982-1999 –> 2000-2009 5.909223 2.6314687 19027.2611 799.031309 5 26
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2034 3.4273522 10797.15552 597.703089 10.9847260 2000-2009 –> 2010-2019 6.705106 3.2777539 20417.2288 836.971469 4 9
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2034 3.5994510 10996.46045 569.020197 14.0851930 2000-2009 –> 2010-2019 6.717900 3.1184487 20432.8872 787.492820 16 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2034 3.4416073 10814.04019 381.804699 11.5469443 2000-2009 –> 2010-2019 6.744152 3.3025451 20461.8875 510.980042 5 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2034 3.5223197 10908.34116 71.306636 9.7206946 2000-2009 –> 2010-2019 6.755855 3.2335355 20478.3502 116.324332 10 13
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2034 3.6791412 11085.54152 388.929042 9.6651389 2000-2009 –> 2010-2019 6.789490 3.1103489 20512.3819 592.901684 24 25
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2034 3.6059366 11003.78364 397.946582 13.6398538 2000-2009 –> 2010-2019 6.854278 3.2483418 20590.6323 559.488212 17 21
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 2034 3.5480144 10935.90880 71.063878 9.9952939 2000-2009 –> 2010-2019 6.866146 3.3181312 20599.1110 107.702944 12 19
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2034 3.4069775 10772.90027 48.608351 13.0927365 2000-2009 –> 2010-2019 6.928377 3.5213994 20657.2600 96.048670 1 16
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2034 3.4241982 10793.41034 48.710864 13.4923666 2000-2009 –> 2010-2019 7.071151 3.6469525 20806.9033 96.813326 2 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2034 3.4248784 10794.21827 48.649786 13.4498797 2000-2009 –> 2010-2019 7.073928 3.6490492 20809.8297 95.672290 3 23
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3407 2.4362594 15750.26760 20.056326 17.1550698 1982-1999 –> 2000-2009 4.137161 1.7009015 30222.2864 36.417262 1 3
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3407 2.4382800 15755.91680 19.186018 16.8890372 1982-1999 –> 2000-2009 4.138998 1.7007180 30227.1358 35.221759 2 3
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3407 2.4404741 15762.04574 19.187294 16.4461034 1982-1999 –> 2000-2009 4.141994 1.7015198 30236.7591 34.713411 3 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3407 2.4790345 15868.86775 28.469465 14.9724223 1982-1999 –> 2000-2009 4.193693 1.7146584 30400.6097 62.976457 7 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3407 2.4923710 15905.42674 401.638538 14.7569120 1982-1999 –> 2000-2009 4.261416 1.7690451 30668.6783 1045.892400 9 15
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3407 2.4478253 15780.54005 17.686248 16.4800597 1982-1999 –> 2000-2009 4.279201 1.8313758 30798.5207 31.728371 4 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3407 2.4499884 15786.55876 17.857097 16.1682913 1982-1999 –> 2000-2009 4.280136 1.8301472 30799.5640 32.364204 5 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3407 2.4601321 15814.71263 18.543197 15.4597887 1982-1999 –> 2000-2009 4.298776 1.8386443 30862.0604 32.877538 6 16
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 3407 2.4919981 15902.40722 17.649340 14.1513487 1982-1999 –> 2000-2009 4.321714 1.8297160 30913.6653 31.532062 8 15
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3407 2.6777149 16392.19031 17.889575 21.1867737 1982-1999 –> 2000-2009 4.383175 1.7054602 30882.0532 33.147597 13 17
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4103 2.0770096 17655.81438 692.659056 11.8728892 2000-2009 –> 2010-2019 4.571519 2.4945092 33567.0845 1428.240322 1 14
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4103 2.1410519 17905.01476 638.685014 10.9284479 2000-2009 –> 2010-2019 4.624671 2.4836188 33786.4715 1224.420384 2 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4103 2.1915495 18096.30968 22.426226 11.6648625 2000-2009 –> 2010-2019 4.627809 2.4362594 33846.5773 42.482552 4 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4103 2.1933882 18103.19164 22.665873 11.6075033 2000-2009 –> 2010-2019 4.631668 2.4382800 33859.1084 41.851892 5 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4103 2.2185965 18196.96411 22.526747 11.7475591 2000-2009 –> 2010-2019 4.659071 2.4404741 33959.0098 41.714041 8 11
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4103 2.2146308 18182.28297 728.506862 11.6559445 2000-2009 –> 2010-2019 4.663417 2.4487857 33967.4958 1420.063223 6 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4103 2.1714171 18018.57792 596.632206 11.1118741 2000-2009 –> 2010-2019 4.674890 2.5034733 33952.2904 1144.365091 3 18
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4103 2.2511194 18316.38435 38.817751 10.6717764 2000-2009 –> 2010-2019 4.730154 2.4790345 34185.2521 67.287215 10 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4103 2.2384603 18270.10800 730.557079 10.6776966 2000-2009 –> 2010-2019 4.730831 2.4923710 34175.5347 1132.195617 9 21
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4103 2.2894076 18454.78267 455.019287 12.8414167 2000-2009 –> 2010-2019 4.736200 2.4467926 34234.4474 904.179936 12 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1309 1.1910012 4186.39258 32.395459 12.7376763 1982-1999 –> 2000-2009 2.024386 0.8333849 7363.8171 66.388042 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1309 1.2275741 4265.57557 28.616478 12.7876184 1982-1999 –> 2000-2009 2.110809 0.8832352 7591.6094 57.718412 3 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1309 1.2295619 4269.81162 25.522816 12.8912715 1982-1999 –> 2000-2009 2.113980 0.8844183 7599.2696 53.898058 4 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1309 1.2317241 4274.41120 28.347215 12.8229822 1982-1999 –> 2000-2009 2.116220 0.8844955 7604.0926 54.644459 5 9
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1309 1.1963930 4196.21782 30.921056 12.6758394 1982-1999 –> 2000-2009 2.150898 0.9545051 7718.7562 62.624631 2 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1309 1.2377939 4287.28085 26.964420 13.7078200 1982-1999 –> 2000-2009 2.172887 0.9350934 7759.2610 57.247701 6 12
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1309 1.2407727 4291.57363 26.200659 13.7680967 1982-1999 –> 2000-2009 2.222360 0.9815877 7885.6806 54.869270 7 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1309 1.3147741 4443.23575 22.405685 14.0663320 1982-1999 –> 2000-2009 2.222423 0.9076492 7837.0171 47.443406 8 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 1309 1.3692648 4549.55021 21.135893 11.0552314 1982-1999 –> 2000-2009 2.410977 1.0417122 8295.7294 45.190098 9 18
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1309 1.4186693 4642.34617 24.297628 11.0150571 1982-1999 –> 2000-2009 2.524219 1.1055493 8540.6667 50.898724 13 23
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1504 1.1467250 4693.99251 27.249048 5.3264178 2000-2009 –> 2010-2019 2.337726 1.1910012 8880.3851 59.644507 1 2
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1504 1.1965365 4819.89605 19.781942 4.9212076 2000-2009 –> 2010-2019 2.392930 1.1963930 9016.1139 50.702998 3 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1504 1.1954241 4819.09825 31.573487 5.4641130 2000-2009 –> 2010-2019 2.422998 1.2275741 9084.6738 60.189965 2 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1504 1.1981361 4825.91465 30.032669 5.4663168 2000-2009 –> 2010-2019 2.429860 1.2317241 9100.3259 58.379884 4 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1504 1.2010597 4833.24560 31.766037 5.4843792 2000-2009 –> 2010-2019 2.430622 1.2295619 9103.0572 57.288852 5 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1504 1.2786501 5021.54827 26.839235 5.9814331 2000-2009 –> 2010-2019 2.516444 1.2377939 9308.8291 53.803655 7 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1504 1.2982192 5065.23560 17.609803 5.7013544 2000-2009 –> 2010-2019 2.538992 1.2407727 9356.8092 43.810462 8 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1504 1.2413516 4930.49916 28.432313 5.3038400 2000-2009 –> 2010-2019 2.556126 1.3147741 9373.7349 50.837998 6 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1504 1.4759085 5451.10240 15.938845 6.9650209 2000-2009 –> 2010-2019 2.853683 1.3777743 10016.8724 41.283164 10 21
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1504 1.4707593 5440.58972 16.751146 6.8443890 2000-2009 –> 2010-2019 2.855352 1.3845926 10019.2835 45.216958 9 21
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1314 2.7252734 6377.72112 38.257088 23.0061226 1982-1999 –> 2000-2009 3.796155 1.0708815 10624.9204 71.720981 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1314 2.7415357 6393.35640 57.512880 23.0539241 1982-1999 –> 2000-2009 3.856233 1.1146974 10754.6826 105.451309 3 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1314 2.7500474 6401.50300 37.818694 23.1081442 1982-1999 –> 2000-2009 3.865985 1.1159375 10765.9937 62.152361 6 9
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1314 2.7941167 6443.28258 46.819194 23.3995674 1982-1999 –> 2000-2009 3.912750 1.1186329 10814.6390 93.378116 10 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 1314 2.7255152 6375.95429 36.848878 22.9566945 1982-1999 –> 2000-2009 3.966016 1.2405012 11039.6105 67.317892 2 9
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1314 2.7425424 6392.32119 14.794889 23.3405557 1982-1999 –> 2000-2009 3.970298 1.2277552 11026.5837 34.106542 4 10
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1314 2.7564867 6405.64931 46.297235 23.3672727 1982-1999 –> 2000-2009 4.046832 1.2903453 11181.4218 88.591773 7 16
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1314 2.7627793 6411.64175 16.121220 23.3921204 1982-1999 –> 2000-2009 4.057528 1.2947484 11197.1092 37.145240 8 18
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1314 2.7956844 6442.75670 44.779293 23.4860614 1982-1999 –> 2000-2009 4.112557 1.3168724 11276.4445 82.562641 11 22
Atlantic (27.85,27.95] 3 cstar_tref ~ sal + aou + phosphate 1314 2.7442594 6391.96603 5.408322 23.2265580 1982-1999 –> 2000-2009 4.127096 1.3828365 11362.7584 12.585067 5 19
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1475 1.5233340 5441.52771 25.802454 10.5030455 2000-2009 –> 2010-2019 4.248607 2.7252734 11819.2488 64.059542 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1475 1.5751383 5540.18069 50.553791 10.5183020 2000-2009 –> 2010-2019 4.316674 2.7415357 11933.5371 108.066671 2 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1475 1.5814319 5551.94421 28.345173 10.5751455 2000-2009 –> 2010-2019 4.331479 2.7500474 11953.4472 66.163867 3 9
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1475 1.5866893 5561.73521 47.856557 10.5971545 2000-2009 –> 2010-2019 4.380806 2.7941167 12005.0178 94.675752 4 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 1475 1.6921338 5749.54022 25.348719 10.8017033 2000-2009 –> 2010-2019 4.417649 2.7255152 12125.4945 62.197597 6 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1475 1.7386579 5831.55353 25.189635 11.0643434 2000-2009 –> 2010-2019 4.635311 2.8966526 12369.5486 58.297247 7 26
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1475 1.8343819 5989.65607 577.388878 11.8306422 2000-2009 –> 2010-2019 4.666428 2.8320463 12468.3733 1141.212147 8 21
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1475 1.6453197 5666.77615 24.169926 11.4939815 2000-2009 –> 2010-2019 4.667960 3.0226404 12314.6582 46.963844 5 28
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate 1475 1.8348049 5988.33624 21.331773 11.8350787 2000-2009 –> 2010-2019 4.744036 2.9092314 12535.7188 52.065240 9 30
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1475 1.9784225 6210.65306 27.403553 11.1792839 2000-2009 –> 2010-2019 4.763549 2.7851266 12643.4664 68.244351 10 19
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1430 3.8017279 7891.56742 90.461770 23.8277803 1982-1999 –> 2000-2009 7.076974 3.2752456 16805.3794 161.871807 1 2
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1430 3.8249530 7906.98629 87.394148 23.9272567 1982-1999 –> 2000-2009 7.159786 3.3348329 16880.3879 151.566947 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1430 3.8269418 7910.47293 30.917300 20.4009381 1982-1999 –> 2000-2009 7.224568 3.3976258 16949.5977 53.905223 3 9
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1430 3.8270058 7910.52081 106.109497 20.4134599 1982-1999 –> 2000-2009 7.224690 3.3976843 16949.7043 185.389305 4 11
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1430 3.8291714 7912.13871 31.239727 20.4440192 1982-1999 –> 2000-2009 7.227318 3.3981464 16951.7868 67.487726 7 15
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1430 3.8292504 7910.19776 18.857168 20.4647725 1982-1999 –> 2000-2009 7.276948 3.4476971 16997.2972 36.446739 8 17
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1430 3.8270547 7908.55735 21.886703 20.3746505 1982-1999 –> 2000-2009 7.283108 3.4560532 17003.9260 42.225807 5 15
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1430 3.8271070 7908.59644 91.609746 20.3864888 1982-1999 –> 2000-2009 7.284439 3.4573319 17005.2288 168.996722 6 17
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1430 3.9600722 8006.27426 69.753206 26.6832748 1982-1999 –> 2000-2009 7.301696 3.3416237 16986.6248 125.422924 11 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1430 3.8297505 7910.57125 19.712595 21.2708656 1982-1999 –> 2000-2009 7.316494 3.4867433 17036.1404 40.347569 9 23
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1758 3.3707800 9275.43476 105.720933 19.0474231 2000-2009 –> 2010-2019 7.172508 3.8017279 17167.0022 196.182702 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1758 3.3878742 9293.22035 38.510149 19.9051258 2000-2009 –> 2010-2019 7.217046 3.8291714 17205.3591 69.749876 2 9
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1758 3.3987863 9304.52701 42.821096 19.8746011 2000-2009 –> 2010-2019 7.225728 3.8269418 17214.9999 73.738396 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1758 3.3991324 9304.88497 121.529311 19.8916313 2000-2009 –> 2010-2019 7.226138 3.8270058 17215.4058 227.638808 4 8
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1758 3.4005231 9304.32317 24.994481 20.0470103 2000-2009 –> 2010-2019 7.230274 3.8297505 17214.8944 44.707076 5 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1758 3.5454293 9451.04579 34.346537 20.4413817 2000-2009 –> 2010-2019 7.374680 3.8292504 17361.2436 53.203705 6 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1758 3.5710875 9476.39937 112.301703 20.5010625 2000-2009 –> 2010-2019 7.398194 3.8271070 17384.9958 203.911449 7 13
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1758 3.5761754 9481.40530 39.964474 20.4625965 2000-2009 –> 2010-2019 7.403230 3.8270547 17389.9627 61.851177 8 13
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1758 3.6447574 9548.19485 104.535090 19.9574433 2000-2009 –> 2010-2019 7.469710 3.8249530 17455.1811 191.929238 11 13
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + temp + phosphate_star 1758 3.6611570 9561.97958 17.854780 19.1888513 2000-2009 –> 2010-2019 7.495148 3.8339909 17473.7157 28.122709 13 23
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 770 0.9719460 2155.34454 52.984922 10.6991665 1982-1999 –> 2000-2009 1.688863 0.7169173 4248.2236 114.137091 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 770 0.9908928 2183.07602 43.766184 11.2980840 1982-1999 –> 2000-2009 1.709367 0.7184745 4278.1080 103.014056 3 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 770 0.9884755 2181.31459 170.010722 10.6405517 1982-1999 –> 2000-2009 1.718843 0.7303677 4309.7705 384.591552 2 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 770 0.9949039 2191.29734 41.014894 10.7080769 1982-1999 –> 2000-2009 1.728628 0.7337236 4328.5275 80.734945 4 8
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 770 1.0048890 2204.67612 155.377067 11.2144610 1982-1999 –> 2000-2009 1.739147 0.7342578 4341.2993 348.321523 5 10
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 770 1.0093490 2211.49589 39.243349 11.2405046 1982-1999 –> 2000-2009 1.748216 0.7388670 4360.0963 75.818391 6 12
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 770 1.0191694 2228.40688 154.626495 11.1856266 1982-1999 –> 2000-2009 1.759208 0.7400386 4382.0400 345.736221 7 14
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 770 1.0201719 2227.92089 151.992590 11.2804769 1982-1999 –> 2000-2009 1.786354 0.7661820 4446.0030 341.142648 8 16
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 770 1.1057567 2353.98140 47.445467 11.4998409 1982-1999 –> 2000-2009 1.894259 0.7885028 4629.0264 101.197726 15 24
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 770 1.0539043 2278.01791 52.846770 10.4399676 1982-1999 –> 2000-2009 1.894944 0.8410393 4674.5205 113.334943 9 19
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1022 1.2846468 3426.29925 100.918347 8.2494639 2000-2009 –> 2010-2019 2.256593 0.9719460 5581.6438 153.903269 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1022 1.2867009 3427.56499 100.787170 8.1329189 2000-2009 –> 2010-2019 2.277594 0.9908928 5610.6410 144.553354 2 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1022 1.3014475 3452.85753 407.567433 8.2421953 2000-2009 –> 2010-2019 2.289923 0.9884755 5634.1721 577.578155 3 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1022 1.3079418 3463.03185 76.177419 8.3357090 2000-2009 –> 2010-2019 2.302846 0.9949039 5654.3292 117.192313 5 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1022 1.3042163 3455.20153 327.802134 8.0364695 2000-2009 –> 2010-2019 2.309105 1.0048890 5659.8777 483.179201 4 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1022 1.3122426 3467.74199 75.518462 8.1037940 2000-2009 –> 2010-2019 2.321592 1.0093490 5679.2379 114.761811 6 12
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1022 1.3194229 3480.89585 346.479310 8.4803365 2000-2009 –> 2010-2019 2.338592 1.0191694 5709.3027 501.105805 9 16
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1022 1.3444380 3517.28549 326.424934 8.2885732 2000-2009 –> 2010-2019 2.364610 1.0201719 5745.2064 478.417523 14 22
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 1022 1.3150994 3472.18693 99.956149 8.0749136 2000-2009 –> 2010-2019 2.369004 1.0539043 5750.2048 152.802919 7 16
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate 1022 1.3151008 3470.18921 99.539852 8.0778394 2000-2009 –> 2010-2019 2.391251 1.0761498 5778.3746 143.269970 8 18
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1283 1.2489019 4225.32746 72.891480 7.7591751 1982-1999 –> 2000-2009 1.890841 0.6419394 6534.1203 137.442952 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1283 1.2520342 4231.75510 100.602371 7.7468893 1982-1999 –> 2000-2009 1.906177 0.6541428 6584.8401 264.312778 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1283 1.2604564 4248.95819 50.182159 7.5801878 1982-1999 –> 2000-2009 1.918940 0.6584835 6617.5990 86.162905 3 6
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1283 1.3135154 4354.76267 79.246534 7.3949283 1982-1999 –> 2000-2009 1.979231 0.6657151 6749.0928 217.961239 6 10
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1283 1.3392984 4402.64262 74.472103 7.4119960 1982-1999 –> 2000-2009 2.017320 0.6780211 6838.0532 213.186792 7 12
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 1283 1.3490506 4421.25938 60.803390 10.7866358 1982-1999 –> 2000-2009 2.043909 0.6948585 6914.3642 124.185518 11 17
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 1283 1.3548038 4432.17917 36.325815 7.2277894 1982-1999 –> 2000-2009 2.049726 0.6949227 6925.5013 89.276528 13 20
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1283 1.3572170 4436.74572 77.342463 7.1969476 1982-1999 –> 2000-2009 2.058655 0.7014378 6952.0157 226.145889 15 23
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1283 1.3616740 4445.15857 36.032808 7.0765333 1982-1999 –> 2000-2009 2.064830 0.7031563 6966.1837 69.590268 17 26
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1283 1.3552806 4433.08216 76.213003 10.8628353 1982-1999 –> 2000-2009 2.069866 0.7145858 6992.0308 224.279827 14 24
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1490 1.0575651 4409.22503 130.933473 6.7864458 2000-2009 –> 2010-2019 2.306467 1.2489019 8634.5525 203.824953 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1490 1.0700121 4444.09343 326.537679 6.7382570 2000-2009 –> 2010-2019 2.322046 1.2520342 8675.8485 427.140049 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1490 1.0776439 4465.27264 82.929146 6.8485720 2000-2009 –> 2010-2019 2.338100 1.2604564 8714.2308 133.111305 4 7
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1490 1.0921511 4505.12158 267.589705 7.1697842 2000-2009 –> 2010-2019 2.405667 1.3135154 8859.8842 346.836239 7 13
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 1490 1.0720100 4447.65239 123.335221 7.1440747 2000-2009 –> 2010-2019 2.426814 1.3548038 8879.8316 159.661037 3 16
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1490 1.0921742 4503.18463 264.224106 7.1643938 2000-2009 –> 2010-2019 2.431473 1.3392984 8905.8272 338.696209 8 15
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1490 1.0832709 4478.79233 286.643536 7.1031963 2000-2009 –> 2010-2019 2.440488 1.3572170 8915.5380 363.985998 5 20
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1490 1.0886531 4493.56160 78.422927 7.1686047 2000-2009 –> 2010-2019 2.450327 1.3616740 8938.7202 114.455735 6 23
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 1490 1.1119866 4556.75835 118.683900 6.6356115 2000-2009 –> 2010-2019 2.461037 1.3490506 8978.0177 179.487290 9 20
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1490 1.1293482 4602.92598 326.410233 6.5282103 2000-2009 –> 2010-2019 2.484629 1.3552806 9036.0081 402.623235 11 25
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2172 1.0231923 6275.46560 847.679778 11.6769397 1982-1999 –> 2000-2009 1.718860 0.6956680 10659.5364 1643.886949 1 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2172 1.0388715 6343.52775 133.111598 10.7325412 1982-1999 –> 2000-2009 1.720802 0.6819300 10647.0240 245.647079 2 3
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2172 1.0515270 6396.12617 673.192242 10.2891870 1982-1999 –> 2000-2009 1.734107 0.6825799 10703.5665 1060.205620 9 11
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2172 1.0464438 6375.07616 939.603229 12.1699988 1982-1999 –> 2000-2009 1.742854 0.6964105 10765.5637 1618.772737 5 9
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 2172 1.0509923 6391.91696 74.166940 12.3658421 1982-1999 –> 2000-2009 1.748282 0.6972892 10785.6249 135.876165 7 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2172 1.0427430 6357.68581 62.146168 10.1180683 1982-1999 –> 2000-2009 1.749060 0.7063167 10804.6484 136.484911 4 10
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2172 1.0417386 6353.49989 335.939105 12.0976333 1982-1999 –> 2000-2009 1.754224 0.7124852 10836.4617 545.077018 3 10
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2172 1.0472865 6376.57263 348.150024 12.1056550 1982-1999 –> 2000-2009 1.765597 0.7183106 10893.2461 566.232074 6 14
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2172 1.0512514 6392.98765 411.783980 12.2825160 1982-1999 –> 2000-2009 1.778479 0.7272278 10960.7388 716.182992 8 17
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2172 1.0647036 6448.22254 559.122259 9.9990374 1982-1999 –> 2000-2009 1.793298 0.7285943 11023.7459 869.034563 14 24
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2882 0.8383265 7176.29399 199.458842 6.8548518 2000-2009 –> 2010-2019 1.877198 1.0388715 13519.8217 332.570440 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2882 0.8504015 7256.72456 131.838769 6.6355223 2000-2009 –> 2010-2019 1.893145 1.0427430 13614.4104 193.984937 4 7
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2882 0.8421440 7202.48199 717.815148 6.1932420 2000-2009 –> 2010-2019 1.893671 1.0515270 13598.6082 1391.007390 2 9
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 2882 0.8445183 7216.70974 110.484212 6.8153790 2000-2009 –> 2010-2019 1.895511 1.0509923 13608.6267 184.651152 3 8
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2882 0.8546145 7285.20956 279.860756 6.8665300 2000-2009 –> 2010-2019 1.896353 1.0417386 13638.7095 615.799860 5 7
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2882 0.8596490 7319.06536 288.072437 6.8445559 2000-2009 –> 2010-2019 1.906935 1.0472865 13695.6380 636.222462 6 10
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2882 0.8673576 7370.52181 463.765596 6.7495903 2000-2009 –> 2010-2019 1.918609 1.0512514 13763.5095 875.549576 7 13
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2882 0.8963417 7561.98679 167.800078 6.0701045 2000-2009 –> 2010-2019 1.950711 1.0543689 13969.8374 256.214325 9 17
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2882 0.8983675 7572.99904 165.891171 5.9383515 2000-2009 –> 2010-2019 1.952874 1.0545067 13979.4175 241.564333 10 19
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2882 0.8938731 7544.09001 595.431775 5.7542207 2000-2009 –> 2010-2019 1.958577 1.0647036 13992.3126 1154.554033 8 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2585 0.7258341 5693.26967 181.764337 3.7836526 1982-1999 –> 2000-2009 1.280967 0.5551333 11403.7555 411.471120 1 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2585 0.7490400 5855.97388 579.448542 3.7543886 1982-1999 –> 2000-2009 1.295585 0.5465448 11459.4982 880.839706 4 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2585 0.7521974 5877.72090 629.201103 3.7168060 1982-1999 –> 2000-2009 1.295897 0.5436992 11445.4354 930.657027 9 10
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2585 0.7331926 5745.41925 49.925071 3.7430251 1982-1999 –> 2000-2009 1.295929 0.5627369 11549.2275 87.558663 2 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2585 0.7492959 5857.73985 590.668184 3.7450611 1982-1999 –> 2000-2009 1.296407 0.5471115 11468.3737 890.500900 5 8
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2585 0.7346999 5754.03645 32.200816 3.7414060 1982-1999 –> 2000-2009 1.297891 0.5631915 11561.3847 63.466814 3 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2585 0.7497639 5858.96805 336.010020 3.8743570 1982-1999 –> 2000-2009 1.300800 0.5510362 11516.6364 549.377866 7 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2585 0.7492989 5855.76060 103.865404 3.7392654 1982-1999 –> 2000-2009 1.307615 0.5583162 11603.4660 212.592122 6 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2585 0.7502278 5862.16603 11.379576 3.6911261 1982-1999 –> 2000-2009 1.316238 0.5660106 11703.7668 28.702302 8 17
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 2585 0.7545380 5889.78351 8.639824 3.9750539 1982-1999 –> 2000-2009 1.320736 0.5661980 11731.6549 25.959961 10 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4680 0.5606363 7878.79200 486.824328 4.1830881 2000-2009 –> 2010-2019 1.286470 0.7258341 13572.0617 668.588665 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4680 0.6129276 8713.46518 162.196668 4.2726165 2000-2009 –> 2010-2019 1.346120 0.7331926 14458.8844 212.121738 2 4
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 4680 0.6187312 8799.67503 148.609856 3.9824190 2000-2009 –> 2010-2019 1.353431 0.7346999 14553.7115 180.810672 7 10
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4680 0.6129996 8714.56424 613.450515 3.8991148 2000-2009 –> 2010-2019 1.362295 0.7492959 14572.3041 1204.118699 3 8
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4680 0.6130630 8713.53270 479.175926 3.8608013 2000-2009 –> 2010-2019 1.362362 0.7492989 14569.2933 583.041330 4 10
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4680 0.6133788 8720.35346 630.190325 3.9022774 2000-2009 –> 2010-2019 1.362419 0.7490400 14576.3273 1209.638867 5 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4680 0.6157269 8756.11655 636.076619 3.8802907 2000-2009 –> 2010-2019 1.367924 0.7521974 14633.8375 1265.277721 6 15
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4680 0.6194548 8810.61464 618.679512 3.6029096 2000-2009 –> 2010-2019 1.369219 0.7497639 14669.5827 954.689532 8 15
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 4680 0.6216194 8843.26604 25.284066 4.1711480 2000-2009 –> 2010-2019 1.371847 0.7502278 14705.4321 36.663642 9 17
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 4680 0.6276427 8931.52485 13.446248 3.8715499 2000-2009 –> 2010-2019 1.382181 0.7545380 14821.3084 22.086072 10 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2481 5.8077758 15783.91187 22.228854 42.1405835 1982-1999 –> 2000-2009 10.837890 5.0301141 23790.4719 50.215189 3 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2481 5.5379149 15547.82181 102.484313 30.8470413 1982-1999 –> 2000-2009 10.857072 5.3191576 23701.5495 196.825025 1 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2481 5.6632764 15658.89384 102.238314 22.7591607 1982-1999 –> 2000-2009 10.998239 5.3349623 23820.4363 204.768477 2 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2481 5.9091841 15869.80454 17.183214 46.3021786 1982-1999 –> 2000-2009 11.061199 5.1520151 23939.4364 30.741571 5 7
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2481 6.0004512 15945.85661 20.070978 44.2581752 1982-1999 –> 2000-2009 11.210401 5.2099495 24044.9425 36.527446 6 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2481 6.0976554 16025.59428 16.678654 21.1117598 1982-1999 –> 2000-2009 11.285145 5.1874899 24113.3007 39.800378 7 10
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2481 5.8953801 15856.19963 102.140280 24.6730491 1982-1999 –> 2000-2009 11.319930 5.4245504 24059.6066 196.479350 4 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2481 6.2724419 16165.82740 6.556115 20.9629218 1982-1999 –> 2000-2009 11.629740 5.3572984 24338.3746 12.712026 9 17
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2481 6.3081613 16194.00412 8.799013 21.2009402 1982-1999 –> 2000-2009 11.696448 5.3882869 24381.7435 17.759909 10 19
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 2481 6.3669803 16238.05676 15.206419 23.4574499 1982-1999 –> 2000-2009 11.715914 5.3489334 24404.4880 36.935351 11 18
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3371 4.1696543 19206.93454 208.419490 15.6013816 2000-2009 –> 2010-2019 9.707569 5.5379149 34754.7564 310.903803 2 3
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3371 4.2410472 19321.39403 38.238968 16.9337754 2000-2009 –> 2010-2019 10.048823 5.8077758 35105.3059 60.467823 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3371 3.9471677 18837.23804 30.093894 15.1216733 2000-2009 –> 2010-2019 10.132252 6.1850841 34933.4727 42.850866 1 9
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3371 4.2491316 19334.23366 35.886690 16.8010700 2000-2009 –> 2010-2019 10.158316 5.9091841 35204.0382 53.069904 4 9
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3371 4.3545973 19499.53068 43.780726 18.4229122 2000-2009 –> 2010-2019 10.355049 6.0004512 35445.3873 63.851703 6 12
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3371 5.1009427 20566.06942 208.854314 23.1367737 2000-2009 –> 2010-2019 10.764219 5.6632764 36224.9633 311.092628 8 10
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 3371 4.2735050 19370.79582 25.842590 15.6020042 2000-2009 –> 2010-2019 10.896835 6.6233297 35804.7172 38.051602 5 23
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3371 5.5421363 21123.34987 208.223848 23.0786099 2000-2009 –> 2010-2019 11.437516 5.8953801 36979.5495 310.364128 12 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3371 5.6336470 21235.76331 29.775810 23.2652131 2000-2009 –> 2010-2019 11.731302 6.0976554 37261.3576 46.454464 13 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3371 5.7364355 21357.66559 11.200461 23.6283033 2000-2009 –> 2010-2019 12.008878 6.2724419 37523.4930 17.756576 16 25
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2442 4.0717473 13801.58452 530.284599 15.5121988 1982-1999 –> 2000-2009 7.760798 3.6890511 25126.9106 1376.772441 1 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2442 4.2725366 14036.67816 55.535465 16.3060384 1982-1999 –> 2000-2009 7.833769 3.5612321 25215.5935 107.062108 5 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2442 4.0774265 13808.39188 55.901180 18.1158388 1982-1999 –> 2000-2009 7.859730 3.7823035 25237.3682 103.197344 2 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2442 4.2690934 14032.74067 525.502837 14.4984953 1982-1999 –> 2000-2009 7.873592 3.6044987 25261.7961 1417.736982 4 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2442 4.4305742 14214.07239 30.200960 17.1752944 1982-1999 –> 2000-2009 8.059659 3.6290848 25471.3522 47.884977 10 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2442 4.2745779 14039.01110 55.985186 13.6796704 1982-1999 –> 2000-2009 8.101736 3.8271586 25516.9371 109.635697 6 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2442 4.2435697 14003.45300 30.080533 18.3138267 1982-1999 –> 2000-2009 8.109595 3.8660250 25523.3317 46.670977 3 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2442 4.4713766 14258.84467 32.885179 17.3372050 1982-1999 –> 2000-2009 8.115047 3.6436699 25532.7777 51.772304 12 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2442 4.2820605 14047.55302 19.251691 13.3255627 1982-1999 –> 2000-2009 8.127791 3.8457305 25545.5786 29.276825 8 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2442 4.2755197 14040.08700 32.084261 18.2909550 1982-1999 –> 2000-2009 8.155079 3.8795591 25574.4755 48.950564 7 18
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2242 2.5399476 10556.25156 511.730568 12.6314053 2000-2009 –> 2010-2019 6.611695 4.0717473 24357.8361 1042.015167 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2242 2.8151509 11017.53159 52.560141 16.3968365 2000-2009 –> 2010-2019 6.892577 4.0774265 24825.9235 108.461320 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2242 2.9343113 11203.42425 15.803574 17.3355838 2000-2009 –> 2010-2019 7.177881 4.2435697 25206.8773 45.884107 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2242 2.9748355 11264.92665 15.954976 17.6426580 2000-2009 –> 2010-2019 7.250355 4.2755197 25305.0137 48.039237 4 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2242 3.3169709 11753.06946 49.635992 18.7505675 2000-2009 –> 2010-2019 7.591549 4.2745779 25792.0806 105.621178 6 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2242 3.3658400 11818.65056 19.114471 18.9431012 2000-2009 –> 2010-2019 7.647901 4.2820605 25866.2036 38.366162 7 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2242 3.3963638 11859.13141 19.176306 19.0235060 2000-2009 –> 2010-2019 7.695290 4.2989265 25925.8835 46.029065 8 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2242 3.2601032 11675.52706 269.535390 18.4728440 2000-2009 –> 2010-2019 7.709341 4.4492382 25910.1303 547.187957 5 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2242 3.6171547 12141.54409 475.030678 20.7461741 2000-2009 –> 2010-2019 7.886248 4.2690934 26174.2848 1000.533515 13 17
Indo-Pacific (26,26.5] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2242 3.4000488 11861.99378 249.115444 20.1048149 2000-2009 –> 2010-2019 8.079110 4.6790614 26340.5780 525.529208 9 23
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2222 4.3222047 12824.73721 689.420549 23.0956536 1982-1999 –> 2000-2009 7.222161 2.8999560 22062.9543 1461.200496 1 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2222 4.4434206 12947.65326 119.338886 22.6789278 1982-1999 –> 2000-2009 7.280336 2.8369159 22104.2438 229.437746 4 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2222 4.4151448 12919.28343 120.453940 24.9002443 1982-1999 –> 2000-2009 7.410730 2.9955851 22277.9975 229.940905 3 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2222 4.5459559 13049.03667 55.827195 23.6049086 1982-1999 –> 2000-2009 7.493499 2.9475426 22347.7037 100.754305 9 12
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2222 4.3532255 12856.51826 113.767843 18.1373933 1982-1999 –> 2000-2009 7.517728 3.1645027 22418.9688 194.135785 2 12
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2222 4.5569715 13059.79216 60.460761 23.6137704 1982-1999 –> 2000-2009 7.520258 2.9632863 22378.2439 109.440769 10 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2222 4.5108095 13014.54498 27.058576 25.8597211 1982-1999 –> 2000-2009 7.622078 3.1112681 22513.9855 47.478721 7 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2222 4.5275554 13031.01226 40.487511 25.9473557 1982-1999 –> 2000-2009 7.659225 3.1316695 22554.7271 71.159165 8 17
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2222 4.4658910 12970.06995 54.028893 18.6425508 1982-1999 –> 2000-2009 7.762242 3.2963506 22684.1262 94.532197 5 18
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2222 4.4745051 12978.63362 57.060015 18.6674148 1982-1999 –> 2000-2009 7.778710 3.3042049 22701.5288 99.684756 6 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2022 2.9821719 10170.87149 97.095087 16.8555903 2000-2009 –> 2010-2019 7.335397 4.3532255 23027.3897 210.862930 1 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2022 3.0873864 10311.08930 525.235692 18.2464374 2000-2009 –> 2010-2019 7.409591 4.3222047 23135.8265 1214.656240 4 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2022 3.0691655 10287.15212 30.858827 17.7348468 2000-2009 –> 2010-2019 7.535056 4.4658910 23257.2221 84.887720 2 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2022 3.0838957 10306.51448 31.755492 17.8208853 2000-2009 –> 2010-2019 7.558401 4.4745051 23285.1481 88.815507 3 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2022 3.2120643 10471.18684 110.796204 19.3382557 2000-2009 –> 2010-2019 7.627209 4.4151448 23390.4703 231.250144 6 9
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2022 3.0886548 10310.75046 454.974388 18.1429869 2000-2009 –> 2010-2019 7.689333 4.6006782 23410.9627 1066.219812 5 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2022 3.2814986 10557.67341 14.390493 20.1309156 2000-2009 –> 2010-2019 7.792308 4.5108095 23572.2184 41.449069 8 15
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2022 3.2947638 10573.98805 20.079140 20.2575359 2000-2009 –> 2010-2019 7.822319 4.5275554 23605.0003 60.566651 10 18
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 2022 3.2137821 10471.34909 92.467758 19.1367309 2000-2009 –> 2010-2019 7.948099 4.7343167 23698.8094 206.153485 7 21
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2022 3.4026468 10704.28215 29.877627 18.8239958 2000-2009 –> 2010-2019 8.006894 4.6042474 23809.9406 78.450287 12 24
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3292 3.6976865 17966.23649 144.739973 14.0728458 1982-1999 –> 2000-2009 6.534727 2.8370402 29988.4083 254.354671 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3292 3.7764507 18105.00917 73.701481 15.3303454 1982-1999 –> 2000-2009 6.792914 3.0164635 30426.3186 127.929030 2 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3292 3.7801899 18111.52498 83.558826 15.3125517 1982-1999 –> 2000-2009 6.812168 3.0319781 30457.8592 145.355615 3 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3292 3.9160997 18344.08457 797.998261 14.6404492 1982-1999 –> 2000-2009 6.857321 2.9412210 30542.1741 1456.742414 6 8
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3292 3.9233285 18354.22692 757.188996 14.7884467 1982-1999 –> 2000-2009 6.878263 2.9549343 30573.0071 1372.789700 7 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3292 3.7992876 18144.70387 51.442152 14.3387647 1982-1999 –> 2000-2009 6.957746 3.1584581 30690.3956 89.582049 4 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3292 3.8033293 18149.70431 49.208123 14.5527108 1982-1999 –> 2000-2009 6.972313 3.1689840 30709.6255 85.811300 5 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3292 3.9245803 18358.32733 143.589515 17.1931273 1982-1999 –> 2000-2009 7.017636 3.0930560 30801.9500 257.296857 8 14
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3292 3.9529710 18403.78495 142.165210 17.3327781 1982-1999 –> 2000-2009 7.063923 3.1109521 30873.5498 251.702578 9 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3292 4.0228747 18521.19784 34.954840 18.5905199 1982-1999 –> 2000-2009 7.323247 3.3003728 31281.2849 62.388728 10 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2513 3.2347480 13045.86295 227.284240 20.3777505 2000-2009 –> 2010-2019 6.932435 3.6976865 31012.0994 372.024213 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2513 3.3567056 13226.61030 44.062850 17.5109817 2000-2009 –> 2010-2019 7.155993 3.7992876 31371.3142 95.505002 2 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2513 3.3950523 13283.67873 96.514153 21.8061393 2000-2009 –> 2010-2019 7.171503 3.7764507 31388.6879 170.215633 5 7
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2513 3.4142536 13312.01270 109.429704 21.8707277 2000-2009 –> 2010-2019 7.194444 3.7801899 31423.5377 192.988530 6 9
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2513 3.3663439 13241.01528 741.913912 18.1866175 2000-2009 –> 2010-2019 7.282444 3.9160997 31585.0998 1539.912173 3 9
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2513 3.3887023 13279.55195 152.313397 20.1948095 2000-2009 –> 2010-2019 7.313283 3.9245803 31637.8793 295.902912 4 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2513 3.4596929 13378.43462 26.651757 21.0255236 2000-2009 –> 2010-2019 7.482568 4.0228747 31899.6325 61.606597 7 17
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2513 3.4665356 13388.36151 40.261806 21.0427276 2000-2009 –> 2010-2019 7.494576 4.0280409 31918.0092 95.950340 8 19
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2513 3.7012263 13715.47613 37.577828 19.2980106 2000-2009 –> 2010-2019 7.504556 3.8033293 31865.1804 86.785951 16 21
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2513 3.5776492 13544.86985 13.382219 19.1842481 2000-2009 –> 2010-2019 7.628862 4.0512125 32110.2840 34.901397 11 23
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4257 3.0085914 21472.77516 738.491276 9.5594251 1982-1999 –> 2000-2009 5.444083 2.4354916 34588.5357 1475.974244 1 3
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4257 3.1610647 21893.68103 130.975820 10.6248491 1982-1999 –> 2000-2009 5.560161 2.3990959 34924.0101 235.407126 3 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4257 3.1159380 21771.26096 126.815431 10.3217646 1982-1999 –> 2000-2009 5.597907 2.4819693 34994.2811 247.421248 2 5
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4257 3.1791769 21940.32526 698.153473 9.9879961 1982-1999 –> 2000-2009 5.668074 2.4888970 35177.1607 1286.432870 4 8
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4257 3.2243071 22060.33647 122.513004 10.3529092 1982-1999 –> 2000-2009 5.729153 2.5048455 35333.4141 224.607075 5 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4257 3.2568608 22147.86561 62.634689 11.5774382 1982-1999 –> 2000-2009 5.760025 2.5031642 35419.1333 115.840931 9 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4257 3.2646831 22168.28978 69.683568 11.6149373 1982-1999 –> 2000-2009 5.783223 2.5185403 35474.3044 128.914999 11 18
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4257 3.2339074 22087.64905 22.843681 10.9279026 1982-1999 –> 2000-2009 5.824539 2.5906314 35553.7961 47.824478 6 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4257 3.2376650 22097.53603 33.608342 10.9594255 1982-1999 –> 2000-2009 5.841033 2.6033679 35591.5102 67.956070 8 18
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4257 3.3069324 22275.76528 21.021148 10.9432448 1982-1999 –> 2000-2009 5.907609 2.6006762 35761.8699 39.962143 12 21
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3606 2.2949209 16238.38148 262.120397 11.6421092 2000-2009 –> 2010-2019 5.455986 3.1610647 38132.0625 393.096216 1 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3606 2.4581239 16733.84615 786.678992 9.7463415 2000-2009 –> 2010-2019 5.466715 3.0085914 38206.6213 1525.170268 4 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3606 2.5170780 16904.77262 171.929081 9.4349800 2000-2009 –> 2010-2019 5.633016 3.1159380 38676.0336 298.744512 7 9
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3606 2.3792981 16498.78606 73.822006 12.1284407 2000-2009 –> 2010-2019 5.636159 3.2568608 38646.6517 136.456695 2 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3606 2.3857990 16518.46463 84.406602 12.1167972 2000-2009 –> 2010-2019 5.650482 3.2646831 38686.7544 154.090170 3 14
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3606 2.5038331 16864.72263 765.729147 11.0139256 2000-2009 –> 2010-2019 5.683010 3.1791769 38805.0479 1463.882620 5 9
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3606 2.5059292 16872.75773 30.414505 9.8043697 2000-2009 –> 2010-2019 5.743081 3.2371514 38968.9430 75.939793 6 13
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3606 2.5283512 16935.00065 166.814515 9.7598950 2000-2009 –> 2010-2019 5.752658 3.2243071 38995.3371 289.327519 8 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3606 2.5888414 17107.51433 20.816703 10.1080089 2000-2009 –> 2010-2019 5.822749 3.2339074 39195.1634 43.660384 10 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3606 2.5905496 17112.27167 33.092903 10.0845024 2000-2009 –> 2010-2019 5.828215 3.2376650 39209.8077 66.701245 12 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5450 3.0462944 27622.22236 24.296359 10.0933875 1982-1999 –> 2000-2009 5.456180 2.4098858 46070.3358 44.959694 1 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5450 3.1272805 27908.21507 300.044332 11.3897929 1982-1999 –> 2000-2009 5.500788 2.3735081 46234.3419 748.837247 3 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5450 3.0627564 27680.96667 81.068588 9.8265450 1982-1999 –> 2000-2009 5.517070 2.4543137 46275.5882 159.064065 2 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5450 3.1809256 28093.60722 254.504613 12.5727767 1982-1999 –> 2000-2009 5.609194 2.4282686 46602.6657 474.561099 4 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5450 3.2152251 28210.51133 54.877453 11.7542011 1982-1999 –> 2000-2009 5.667414 2.4521893 46798.1878 130.899117 6 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5450 3.2163704 28214.39334 68.939053 11.6826804 1982-1999 –> 2000-2009 5.671848 2.4554773 46812.8159 161.133441 7 14
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5450 3.2450646 28309.20439 198.704640 13.5545837 1982-1999 –> 2000-2009 5.677718 2.4326536 46830.7324 385.926805 9 13
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 5450 3.2173945 28215.86339 18.938506 11.5118710 1982-1999 –> 2000-2009 5.680338 2.4629438 46836.6360 32.654857 8 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5450 3.2498671 28327.32390 37.174086 12.8190861 1982-1999 –> 2000-2009 5.752834 2.5029667 47079.3742 75.910264 10 19
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5450 3.2559335 28347.65142 40.870057 12.8335527 1982-1999 –> 2000-2009 5.768089 2.5121556 47129.0907 84.160633 11 21
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4732 2.7042862 22857.98117 17.256547 14.4156727 2000-2009 –> 2010-2019 5.750581 3.0462944 50480.2035 41.552906 2 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4732 2.6665753 22725.07814 269.083954 13.9158244 2000-2009 –> 2010-2019 5.793856 3.1272805 50633.2932 569.128286 1 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4732 2.8481707 23348.58474 82.536160 9.9344671 2000-2009 –> 2010-2019 5.910927 3.0627564 51029.5514 163.604748 12 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4732 2.7549472 23033.63571 427.562542 16.0523950 2000-2009 –> 2010-2019 5.935873 3.1809256 51127.2429 682.067155 6 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4732 2.7251007 22930.54531 39.356494 14.4071291 2000-2009 –> 2010-2019 5.940326 3.2152251 51141.0566 94.233947 4 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4732 2.7250779 22930.46607 41.776404 14.3529795 2000-2009 –> 2010-2019 5.941448 3.2163704 51144.8594 110.715457 3 10
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4732 2.7251067 22928.56591 13.089011 14.3904441 2000-2009 –> 2010-2019 5.942501 3.2173945 51144.4293 32.027517 5 13
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4732 2.7565765 23037.23090 204.357400 16.1334870 2000-2009 –> 2010-2019 6.001641 3.2450646 51346.4353 403.062040 7 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4732 2.8062931 23208.39910 42.473254 16.4673291 2000-2009 –> 2010-2019 6.056160 3.2498671 51535.7230 79.647340 8 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4732 2.8091499 23218.02882 47.135001 16.4789508 2000-2009 –> 2010-2019 6.065084 3.2559335 51565.6802 88.005058 9 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6461 2.9056189 32132.72886 136.393845 9.5463375 1982-1999 –> 2000-2009 5.190983 2.2853641 52023.5752 261.069069 2 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6461 2.9026642 32119.58174 44.984657 9.7905057 1982-1999 –> 2000-2009 5.261408 2.3587441 52290.1863 75.412098 1 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6461 2.9550656 32350.78011 31.064342 10.4768581 1982-1999 –> 2000-2009 5.267291 2.3122250 52345.0613 52.971960 4 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6461 2.9072101 32139.80314 47.629736 9.8131750 1982-1999 –> 2000-2009 5.274827 2.3676168 52343.6430 84.101511 3 8
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 6461 3.0265662 32657.71734 31.000816 13.7664221 1982-1999 –> 2000-2009 5.421591 2.3950248 52961.4411 52.705263 9 15
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6461 2.9980536 32537.40505 436.962610 9.8967443 1982-1999 –> 2000-2009 5.432469 2.4344150 52987.5307 957.827527 5 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6461 3.0045165 32565.23133 62.304821 9.9868167 1982-1999 –> 2000-2009 5.460534 2.4560171 53093.5598 122.629024 7 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6461 3.0119375 32597.10847 62.230236 10.0590555 1982-1999 –> 2000-2009 5.471978 2.4600408 53139.9275 120.890541 8 21
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 6461 3.0330867 32685.52695 39.126534 10.1502415 1982-1999 –> 2000-2009 5.498532 2.4654458 53245.7734 66.108104 11 25
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 6461 3.0441263 32732.47423 33.955078 10.0493709 1982-1999 –> 2000-2009 5.501627 2.4575007 53264.1486 57.363024 12 24
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5193 2.6007856 24678.17508 42.826368 11.3314726 2000-2009 –> 2010-2019 5.507996 2.9072101 56817.9782 90.456103 7 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5193 2.6101691 24715.57969 40.175161 11.5457512 2000-2009 –> 2010-2019 5.512833 2.9026642 56835.1614 85.159819 8 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5193 2.6360662 24818.11812 135.120936 12.1240643 2000-2009 –> 2010-2019 5.541685 2.9056189 56950.8470 271.514781 10 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5193 2.5618096 24521.35011 480.882102 13.5540389 2000-2009 –> 2010-2019 5.559863 2.9980536 57058.7552 917.844712 3 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5193 2.5563965 24499.38130 75.378602 13.4845682 2000-2009 –> 2010-2019 5.560913 3.0045165 57064.6126 137.683423 1 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5193 2.5599509 24513.81164 48.428965 11.9779835 2000-2009 –> 2010-2019 5.561672 3.0017210 57067.0141 97.490470 2 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5193 2.5627459 24525.14503 75.322358 13.6124842 2000-2009 –> 2010-2019 5.574683 3.0119375 57122.2535 137.552594 4 12
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 5193 2.6163884 24738.29757 34.523261 13.0871151 2000-2009 –> 2010-2019 5.648351 3.0319625 57419.0341 73.236871 9 19
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5193 2.7807670 25373.13606 19.959243 14.0579599 2000-2009 –> 2010-2019 5.735833 2.9550656 57723.9162 51.023585 13 17
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 5193 2.7226650 25151.82946 29.822394 13.7581209 2000-2009 –> 2010-2019 5.755752 3.0330867 57837.3564 68.948928 11 22
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2500 2.2319284 11123.02246 550.094452 8.7433013 1982-1999 –> 2000-2009 4.219210 1.9872818 18587.0113 1147.748746 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2500 2.2399116 11140.87478 134.796409 8.8267598 1982-1999 –> 2000-2009 4.238130 1.9982187 18624.2815 267.373877 2 5
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2500 2.2455772 11153.50564 133.207157 8.9021805 1982-1999 –> 2000-2009 4.254328 2.0087508 18655.5113 260.131372 3 9
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2500 2.3011671 11275.77481 321.938935 9.4006204 1982-1999 –> 2000-2009 4.303024 2.0018567 18765.6170 757.349461 10 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2500 2.3133494 11302.17478 167.448826 8.8454324 1982-1999 –> 2000-2009 4.337132 2.0237824 18830.5569 332.771599 11 20
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2500 2.3187499 11313.83359 133.464940 9.3428357 1982-1999 –> 2000-2009 4.341131 2.0223808 18839.7646 277.013506 12 20
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 2500 2.3281034 11331.96243 123.220485 9.1314890 1982-1999 –> 2000-2009 4.359950 2.0318466 18872.4144 265.254127 16 26
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2500 2.3329078 11344.27005 124.355285 9.5013317 1982-1999 –> 2000-2009 4.383902 2.0509947 18919.9080 238.599248 19 31
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2500 2.3941450 11473.82354 653.546596 8.6692335 1982-1999 –> 2000-2009 4.388353 1.9942084 18950.1226 1379.625091 43 45
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2500 2.4028727 11492.01761 172.270372 8.5564092 1982-1999 –> 2000-2009 4.406027 2.0031546 18984.1530 337.621037 45 50
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1968 1.9050869 8135.80285 855.387090 9.3591842 2000-2009 –> 2010-2019 4.137015 2.2319284 19258.8253 1405.481542 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1968 1.9075541 8140.89687 125.249016 9.3095795 2000-2009 –> 2010-2019 4.147466 2.2399116 19281.7716 260.045425 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1968 1.9090089 8143.89748 123.968540 9.2878960 2000-2009 –> 2010-2019 4.154586 2.2455772 19297.4031 257.175696 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1968 1.9520682 8231.69086 412.579862 9.3662697 2000-2009 –> 2010-2019 4.253235 2.3011671 19507.4657 734.518797 4 13
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 1968 1.9738525 8273.37171 533.664350 9.1508088 2000-2009 –> 2010-2019 4.253960 2.2801074 19501.1772 939.050418 7 11
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1968 1.9755219 8278.69917 122.745055 9.2603656 2000-2009 –> 2010-2019 4.262685 2.2871637 19523.9542 207.429060 8 13
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1968 1.9755431 8276.74158 10.066461 9.2494924 2000-2009 –> 2010-2019 4.263084 2.2875412 19520.8219 24.183177 9 15
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1968 1.9759293 8279.51076 122.204411 9.2825066 2000-2009 –> 2010-2019 4.265359 2.2894294 19529.7164 206.593102 10 17
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1968 1.9759652 8277.58246 10.176428 9.2693173 2000-2009 –> 2010-2019 4.265587 2.2896219 19526.2087 24.521136 11 19
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1968 1.9643789 8256.43533 109.402446 9.6511122 2000-2009 –> 2010-2019 4.283129 2.3187499 19570.2689 242.867386 5 16
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2989 1.9247604 12410.81780 303.236341 8.1530022 1982-1999 –> 2000-2009 3.564169 1.6394091 19764.1383 583.933068 1 3
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2989 1.9521769 12495.36828 427.435308 7.4912127 1982-1999 –> 2000-2009 3.588829 1.6366522 19842.2327 1010.916731 2 3
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2989 1.9534511 12499.26900 339.292081 7.4730488 1982-1999 –> 2000-2009 3.594547 1.6410955 19856.5337 617.165152 3 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2989 1.9625643 12527.09274 334.974669 7.6117026 1982-1999 –> 2000-2009 3.611755 1.6491906 19903.2328 621.541443 5 9
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2989 1.9563809 12506.22825 271.394990 7.2781570 1982-1999 –> 2000-2009 3.654297 1.6979160 19992.0611 525.179884 4 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2989 2.0194816 12697.99701 344.898843 8.0839948 1982-1999 –> 2000-2009 3.739781 1.7202992 20236.0685 633.038199 6 14
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2989 2.0503807 12788.77098 372.454077 8.4513951 1982-1999 –> 2000-2009 3.791422 1.7410411 20372.8170 786.290411 7 19
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate 2989 2.0606588 12816.66231 200.617443 8.7645736 1982-1999 –> 2000-2009 3.803207 1.7425478 20402.0266 427.569485 12 25
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2989 2.0511266 12790.94522 452.760760 8.2748792 1982-1999 –> 2000-2009 3.833972 1.7828451 20466.0088 1163.578861 8 24
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 2989 2.0575256 12807.56596 366.592367 7.8924738 1982-1999 –> 2000-2009 3.842505 1.7849792 20485.2185 895.662905 10 27
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2507 1.5251133 9244.81038 797.425870 8.0227949 2000-2009 –> 2010-2019 3.477290 1.9521769 21740.1787 1224.861178 1 3
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2507 1.5254307 9245.85355 364.925715 7.9607179 2000-2009 –> 2010-2019 3.478882 1.9534511 21745.1225 704.217795 2 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2507 1.5260477 9247.88133 351.190627 7.8852417 2000-2009 –> 2010-2019 3.488612 1.9625643 21774.9741 686.165295 3 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2507 1.5693826 9388.27880 417.125176 6.1782650 2000-2009 –> 2010-2019 3.494143 1.9247604 21799.0966 720.361517 4 5
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2507 1.6024399 9490.79621 346.860859 6.9795015 2000-2009 –> 2010-2019 3.558821 1.9563809 21997.0245 618.255848 5 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2507 1.6516251 9644.38112 355.382657 6.9609725 2000-2009 –> 2010-2019 3.671107 2.0194816 22342.3781 700.281500 12 18
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2507 1.6213405 9551.58964 973.831207 7.5955216 2000-2009 –> 2010-2019 3.672467 2.0511266 22342.5349 1426.591967 6 14
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2507 1.6226654 9555.68546 126.852621 7.5291206 2000-2009 –> 2010-2019 3.679218 2.0565524 22362.4234 209.520609 7 16
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 2507 1.6227139 9553.83515 658.925701 7.8158409 2000-2009 –> 2010-2019 3.680239 2.0575256 22361.4011 1025.518068 8 18
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2507 1.6230492 9556.87100 122.633055 7.5080943 2000-2009 –> 2010-2019 3.681811 2.0587622 22370.0288 203.984756 9 20
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3252 1.6808011 12620.11169 347.598934 8.3413234 1982-1999 –> 2000-2009 3.331694 1.6508925 21601.7007 653.647586 1 3
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3252 1.7275276 12798.45622 934.659218 8.0986753 1982-1999 –> 2000-2009 3.376114 1.6485869 21773.5186 1358.003864 3 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3252 1.7274006 12797.97797 901.599463 8.0866665 1982-1999 –> 2000-2009 3.378468 1.6510671 21780.0608 1243.687179 2 5
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3252 1.7294548 12805.70790 978.215992 8.1153939 1982-1999 –> 2000-2009 3.385589 1.6561339 21802.1001 1344.528247 5 9
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 3252 1.7283658 12799.61113 330.572163 8.2370492 1982-1999 –> 2000-2009 3.429554 1.7011885 21919.3518 595.444241 4 9
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3252 1.7989637 13061.99525 351.467231 8.6010861 1982-1999 –> 2000-2009 3.522540 1.7235766 22244.7935 778.539026 6 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3252 1.8047485 13082.87613 71.254144 8.5753261 1982-1999 –> 2000-2009 3.538177 1.7334284 22292.2916 147.794462 7 14
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3252 1.8062683 13088.35087 74.657511 8.5782333 1982-1999 –> 2000-2009 3.542267 1.7359991 22304.6868 154.758260 8 16
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 3252 1.8294304 13169.22243 330.747837 8.4693017 1982-1999 –> 2000-2009 3.569403 1.7399727 22394.2355 668.634472 9 18
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3252 1.8335326 13183.79031 10.284858 8.4550253 1982-1999 –> 2000-2009 3.582100 1.7485678 22431.8156 30.190118 10 20
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3526 1.4670644 12723.12810 535.929081 10.5430431 2000-2009 –> 2010-2019 3.147865 1.6808011 25343.2398 883.528015 1 2
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 3526 1.5427119 13075.69141 509.525604 11.6398602 2000-2009 –> 2010-2019 3.271078 1.7283658 25875.3025 840.097768 7 9
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3526 1.5150237 12949.97438 539.044030 10.1349343 2000-2009 –> 2010-2019 3.313987 1.7989637 26011.9696 890.511261 2 5
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3526 1.5153574 12951.52760 132.195409 10.1148506 2000-2009 –> 2010-2019 3.320106 1.8047485 26034.4037 203.449553 3 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3526 1.5154039 12951.74402 128.073770 10.1110290 2000-2009 –> 2010-2019 3.321672 1.8062683 26040.0949 202.731280 4 9
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3526 1.5196211 12971.34180 123.575883 9.7771937 2000-2009 –> 2010-2019 3.362737 1.8431159 26191.0379 192.327631 5 14
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3526 1.5196967 12969.69230 17.816147 9.7262915 2000-2009 –> 2010-2019 3.379385 1.8596881 26245.6072 26.968053 6 16
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 3526 1.5779033 13234.75028 513.581045 11.0349651 2000-2009 –> 2010-2019 3.407334 1.8294304 26403.9727 844.328882 10 16
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3526 1.5775290 13233.07732 21.341936 11.0336980 2000-2009 –> 2010-2019 3.411062 1.8335326 26416.8676 31.626793 9 16
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3526 1.5772299 13231.74016 22.741116 11.0229286 2000-2009 –> 2010-2019 3.412773 1.8355434 26422.6594 33.551036 8 16
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1923 1.5765421 7222.06715 310.649839 7.3153540 1982-1999 –> 2000-2009 3.169227 1.5926848 12810.0031 526.566346 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1923 1.5809782 7232.87402 105.419217 7.2925633 1982-1999 –> 2000-2009 3.175578 1.5945998 12824.3644 204.734971 4 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1923 1.5809758 7232.86806 95.948561 7.2993574 1982-1999 –> 2000-2009 3.176208 1.5952318 12825.5307 188.595924 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1923 1.5809538 7232.81457 74.399376 7.3093947 1982-1999 –> 2000-2009 3.181824 1.6008704 12835.9143 154.940487 2 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1923 1.5941107 7264.68893 889.128401 7.4232472 1982-1999 –> 2000-2009 3.191152 1.5970413 12860.7049 1182.496919 6 10
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 1923 1.6014935 7280.45977 310.634096 7.3304044 1982-1999 –> 2000-2009 3.203035 1.6015416 12882.7993 515.674226 7 13
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1923 1.6074132 7294.64977 105.357470 7.2966082 1982-1999 –> 2000-2009 3.211294 1.6038812 12901.3073 203.912712 9 16
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1923 1.6074332 7294.69775 95.915133 7.3059115 1982-1999 –> 2000-2009 3.212079 1.6046456 12902.7647 187.897265 10 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1923 1.5809788 7230.87538 13.920065 7.2946185 1982-1999 –> 2000-2009 3.213389 1.6324098 12889.6851 38.671934 5 15
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1923 1.6069542 7293.55150 73.580672 7.3742606 1982-1999 –> 2000-2009 3.231948 1.6249942 12938.8932 147.989442 8 17
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1998 1.3396383 6852.50726 370.424866 6.8716974 2000-2009 –> 2010-2019 2.916180 1.5765421 14074.5744 681.074705 2 3
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1998 1.3387259 6849.78479 127.539602 6.8624538 2000-2009 –> 2010-2019 2.919680 1.5809538 14082.5994 201.938978 1 3
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1998 1.3397814 6852.93419 177.940332 6.8656557 2000-2009 –> 2010-2019 2.920760 1.5809782 14085.8082 283.359549 3 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1998 1.3398303 6853.07994 172.720778 6.8655000 2000-2009 –> 2010-2019 2.920806 1.5809758 14085.9480 268.669339 4 7
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1998 1.3551238 6896.43414 19.813646 7.4773678 2000-2009 –> 2010-2019 2.936103 1.5809788 14127.3095 33.733711 6 11
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1998 1.3460942 6871.71849 383.129780 6.6952487 2000-2009 –> 2010-2019 3.015327 1.6692329 14313.5087 740.308703 5 16
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 1998 1.5294867 7380.10736 331.948505 8.3336303 2000-2009 –> 2010-2019 3.130980 1.6014935 14660.5671 642.582601 24 30
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1998 1.5292877 7379.58734 127.359193 8.2755482 2000-2009 –> 2010-2019 3.136242 1.6069542 14673.1388 200.939865 23 30
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1998 1.5308803 7383.74674 177.545108 8.2932733 2000-2009 –> 2010-2019 3.138294 1.6074132 14678.3965 282.902578 25 33
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1998 1.5316018 7385.62952 172.184930 8.3132735 2000-2009 –> 2010-2019 3.139035 1.6074332 14680.3273 268.100063 26 35
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4892 1.4378133 17449.69392 494.828544 6.7649126 1982-1999 –> 2000-2009 3.033026 1.5952124 31253.7269 736.192666 6 7
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4892 1.3747044 17010.54259 125.512185 7.1066289 1982-1999 –> 2000-2009 3.049228 1.6745239 31169.3683 244.325505 1 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4892 1.3763250 17022.06950 51.510906 7.1230704 1982-1999 –> 2000-2009 3.051387 1.6750623 31183.2457 103.535480 2 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4892 1.3765945 17023.98495 50.277582 7.1285823 1982-1999 –> 2000-2009 3.051969 1.6753749 31186.5258 96.887736 3 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4892 1.4406168 17468.75265 461.933389 6.1599798 1982-1999 –> 2000-2009 3.054908 1.6142910 31359.7177 753.139968 7 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4892 1.4555908 17569.92419 434.386608 6.2825467 1982-1999 –> 2000-2009 3.068868 1.6132775 31456.2971 711.185896 8 10
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 4892 1.4616275 17608.41702 431.870593 6.4481654 1982-1999 –> 2000-2009 3.076054 1.6144263 31497.9950 671.147415 9 13
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4892 1.3870278 17097.85905 45.203094 7.3476026 1982-1999 –> 2000-2009 3.118042 1.7310139 31499.2854 95.426996 4 18
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4892 1.5009035 17869.85683 493.960868 6.7231906 1982-1999 –> 2000-2009 3.121071 1.6201673 31787.3907 695.417685 10 15
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4892 1.5043926 17892.57454 628.013046 6.7315362 1982-1999 –> 2000-2009 3.125519 1.6211269 31814.4379 926.158613 11 17
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4346 1.0725427 12956.13380 325.978543 6.2721396 2000-2009 –> 2010-2019 2.447247 1.3747044 29966.6764 451.490728 2 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4346 1.0737217 12965.68294 104.001393 6.2561008 2000-2009 –> 2010-2019 2.450047 1.3763250 29987.7524 155.512299 3 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4346 1.0739796 12967.77057 103.694812 6.2602986 2000-2009 –> 2010-2019 2.450574 1.3765945 29991.7555 153.972394 4 7
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4346 1.0705062 12939.61407 95.092942 6.2054787 2000-2009 –> 2010-2019 2.457534 1.3870278 30037.4731 140.296036 1 5
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 4346 1.0894218 13089.85821 18.902529 6.7956268 2000-2009 –> 2010-2019 2.479662 1.3902402 30208.3511 25.718848 6 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4346 1.0825641 13036.97109 311.797774 5.8740429 2000-2009 –> 2010-2019 2.604305 1.5217411 31041.7281 460.466490 5 11
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate 4346 1.1533030 13585.15403 103.744619 4.2648300 2000-2009 –> 2010-2019 2.708473 1.5551702 31800.5161 153.541858 7 14
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + nitrate + silicate 4346 1.1559435 13605.03102 93.565702 4.2251373 2000-2009 –> 2010-2019 2.763463 1.6075190 32144.3123 138.710514 8 23
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + silicate + phosphate 4346 1.2135522 14027.76543 313.934339 5.1239314 2000-2009 –> 2010-2019 2.771164 1.5576120 32258.4773 433.571162 11 19
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 4346 1.2209359 14080.49084 88.757448 5.0596989 2000-2009 –> 2010-2019 2.809400 1.5884639 32503.1022 128.718184 12 22
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 11160 0.6540514 22208.32180 255.004958 3.5000845 1982-1999 –> 2000-2009 1.811075 1.1570237 47496.8016 357.640176 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 11160 0.6595699 22395.85394 226.476491 3.2261903 1982-1999 –> 2000-2009 1.822619 1.1630490 47768.2278 315.250878 2 7
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 11160 0.7383075 24912.93529 284.583788 4.2264813 1982-1999 –> 2000-2009 1.927930 1.1896230 50650.2063 376.821804 3 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 11160 0.7686481 25811.82391 282.244094 3.0826150 1982-1999 –> 2000-2009 1.936027 1.1673788 51244.2173 375.720715 5 13
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 11160 0.7462168 25148.76986 225.162343 4.7785347 1982-1999 –> 2000-2009 1.937284 1.1910674 50903.6398 311.422629 4 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 11160 0.8370488 27714.58474 288.973993 5.0418195 1982-1999 –> 2000-2009 1.999733 1.1626843 53081.8936 384.728663 9 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 11160 0.8382891 27747.63299 317.555333 5.0565562 1982-1999 –> 2000-2009 2.000263 1.1619737 53105.0674 429.906977 10 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 11160 0.8487219 28023.69906 283.335372 5.1672816 1982-1999 –> 2000-2009 2.015015 1.1662927 53441.0574 377.641916 11 18
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 11160 0.8497187 28047.89903 282.532033 5.1999929 1982-1999 –> 2000-2009 2.045456 1.1957376 53865.9777 370.271142 13 24
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 11160 0.8891120 29059.39166 200.993916 5.2934283 1982-1999 –> 2000-2009 2.054574 1.1654622 54463.2444 257.012310 16 22
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12721 0.6433663 24893.66837 708.812307 4.9598949 2000-2009 –> 2010-2019 1.297418 0.6540514 47101.9902 963.817265 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 12721 0.6492537 25125.42562 683.902724 4.6646195 2000-2009 –> 2010-2019 1.308824 0.6595699 47521.2796 910.379215 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 12721 0.6605105 25562.76007 899.956541 4.2569006 2000-2009 –> 2010-2019 1.398818 0.7383075 50475.6954 1184.540328 3 6
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 12721 0.6607639 25570.52123 679.660427 4.2196797 2000-2009 –> 2010-2019 1.406981 0.7462168 50719.2911 904.822770 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 12721 0.7236386 27885.08521 906.513114 3.7818575 2000-2009 –> 2010-2019 1.492287 0.7686481 53696.9091 1188.757207 12 17
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 12721 0.6769180 26187.03616 187.894208 5.5528743 2000-2009 –> 2010-2019 1.507853 0.8309346 53737.9880 280.076398 5 11
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 12721 0.6776350 26213.96802 34.221807 5.5419166 2000-2009 –> 2010-2019 1.508831 0.8311965 53771.9514 52.572308 6 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 12721 0.6776963 26216.27226 34.229823 5.5431675 2000-2009 –> 2010-2019 1.508931 0.8312343 53775.2705 52.573610 7 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 12721 0.6800901 26305.97984 32.070090 5.6180465 2000-2009 –> 2010-2019 1.529089 0.8489992 54336.9689 49.229926 8 19
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 12721 0.6818354 26369.18853 9.290001 5.7268874 2000-2009 –> 2010-2019 1.536078 0.8542426 54535.6023 14.741280 9 22
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4799 0.9261788 12896.92076 156.274488 3.3889251 1982-1999 –> 2000-2009 1.750830 0.8246511 24483.2641 209.553114 3 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4799 0.9272463 12907.97710 238.203252 3.3808251 1982-1999 –> 2000-2009 1.751769 0.8245230 24492.8543 301.058943 6 11
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4799 0.9288875 12924.95008 250.535582 3.3952187 1982-1999 –> 2000-2009 1.754239 0.8253519 24519.3104 422.602293 8 15
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4799 0.9311333 12948.12789 403.754731 3.4074325 1982-1999 –> 2000-2009 1.760634 0.8295004 24589.8082 526.520949 10 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4799 0.9579238 13220.38197 310.598955 3.8128970 1982-1999 –> 2000-2009 1.766558 0.8086343 24621.6121 685.171760 15 17
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4799 0.9663960 13304.89688 352.140620 3.4010714 1982-1999 –> 2000-2009 1.775291 0.8088953 24709.1733 847.055319 19 22
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4799 0.9876219 13513.42535 295.580223 3.4171569 1982-1999 –> 2000-2009 1.795469 0.8078475 24905.4682 673.528559 27 28
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4799 0.9474457 13114.81738 163.070496 3.5397219 1982-1999 –> 2000-2009 1.802097 0.8546509 25038.4062 384.414217 12 28
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 4799 0.9945950 13578.95402 267.936492 3.1527891 1982-1999 –> 2000-2009 1.804309 0.8097137 24990.7741 639.515397 32 36
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate 4799 0.9704962 13343.53358 39.247566 3.7141108 1982-1999 –> 2000-2009 1.805397 0.8349003 25044.4543 76.661593 20 29
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4264 1.0590508 12603.98513 260.711338 3.3741310 2000-2009 –> 2010-2019 1.985230 0.9261788 25500.9059 416.985826 2 3
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4264 1.0584298 12598.98305 361.866752 3.3730432 2000-2009 –> 2010-2019 1.985676 0.9272463 25506.9602 600.070003 1 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4264 1.0603778 12614.66392 446.742566 3.3964627 2000-2009 –> 2010-2019 1.989265 0.9288875 25539.6140 697.278147 3 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4264 1.0685859 12680.42260 632.125448 3.4338457 2000-2009 –> 2010-2019 1.999719 0.9311333 25628.5505 1035.880179 4 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4264 1.1140729 13035.92414 968.306367 3.7115942 2000-2009 –> 2010-2019 2.041121 0.9270486 25941.8542 1220.479389 8 11
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4264 1.1203510 13081.84685 89.789726 3.7174760 2000-2009 –> 2010-2019 2.047075 0.9267238 25982.4139 128.273982 9 11
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 4264 1.1204517 13082.61332 89.369593 3.7148152 2000-2009 –> 2010-2019 2.048300 0.9278486 25994.8224 134.291898 10 15
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate 4264 1.0797882 12767.35892 89.074645 3.3375631 2000-2009 –> 2010-2019 2.050284 0.9704962 26110.8925 128.322211 5 22
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4264 1.1212298 13088.53350 136.914530 3.7024183 2000-2009 –> 2010-2019 2.050663 0.9294333 26017.1222 265.629849 11 18
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4264 1.1227723 13100.25818 159.951409 3.6824934 2000-2009 –> 2010-2019 2.054099 0.9313265 26048.3774 238.159317 12 21

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2009 5.960803 947.9087
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 4.602717 738.2887
Atlantic (26,26.5] 1982-1999 –> 2000-2009 7.936235 3526.9197
Atlantic (26,26.5] 2000-2009 –> 2010-2019 8.165724 3436.9558
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 5.739074 4533.6842
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 7.229550 4608.5917
Atlantic (26.75,27] 1982-1999 –> 2000-2009 4.108796 7199.7501
Atlantic (26.75,27] 2000-2009 –> 2010-2019 5.120837 7328.2312
Atlantic (27,27.25] 1982-1999 –> 2000-2009 3.867692 8841.3941
Atlantic (27,27.25] 2000-2009 –> 2010-2019 4.553922 9603.9855
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 5.483524 18287.2661
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 6.850638 20576.6472
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 4.243626 30601.1333
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 4.665023 33953.3272
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 2.206916 7819.5900
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 2.533473 9326.0085
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 3.971145 11004.4164
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 4.517250 12216.8511
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 7.237602 16956.6073
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 7.321266 17308.2760
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 1.766783 4399.7615
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 2.322111 5680.2990
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 1.999950 6807.3801
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 2.406705 8853.8459
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 1.750556 10808.0156
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 1.914358 13738.0891
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 1.300807 11544.3199
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 1.356427 14513.2743
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2009 11.261198 24059.4350
Indo-Pacific (-Inf,26] 2000-2009 –> 2010-2019 10.724076 35923.7041
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2009 7.999680 25400.6121
Indo-Pacific (26,26.5] 2000-2009 –> 2010-2019 7.454195 25570.4811
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2009 7.526697 22404.4479
Indo-Pacific (26.5,26.75] 2000-2009 –> 2010-2019 7.672461 23419.2988
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2009 6.921026 30634.4573
Indo-Pacific (26.75,27] 2000-2009 –> 2010-2019 7.316066 31621.1724
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2009 5.711581 35281.8016
Indo-Pacific (27,27.25] 2000-2009 –> 2010-2019 5.667207 38752.2423
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2009 5.630147 46666.9769
Indo-Pacific (27.25,27.5] 2000-2009 –> 2010-2019 5.933840 51114.8475
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2009 5.378124 52769.4847
Indo-Pacific (27.5,27.75] 2000-2009 –> 2010-2019 5.595958 57189.6929
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2009 4.323119 18802.9341
Indo-Pacific (27.75,27.85] 2000-2009 –> 2010-2019 4.228611 19451.7613
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2009 3.702448 20132.0338
Indo-Pacific (27.85,27.95] 2000-2009 –> 2010-2019 3.588259 22083.5163
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2009 3.465591 22054.4555
Indo-Pacific (27.95,28.05] 2000-2009 –> 2010-2019 3.334800 26098.5155
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2009 3.196573 12867.1967
Indo-Pacific (28.05,28.1] 2000-2009 –> 2010-2019 3.017341 14346.2178
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2009 3.075007 31420.7990
Indo-Pacific (28.1,28.2] 2000-2009 –> 2010-2019 2.594187 30994.0145
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2009 1.954998 51602.0333
Indo-Pacific (28.2,28.3] 2000-2009 –> 2010-2019 1.449511 51967.2946
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2009 1.776659 24739.5125
Indo-Pacific (28.3, Inf] 2000-2009 –> 2010-2019 2.025143 25827.1513

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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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
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 --> 2000-2009
(-Inf,26] 6 5 6 7 10 7 8
(26,26.5] 8 6 8 7 8 6 7
(26.5,26.75] 7 6 7 6 7 8 8
(26.75,27] 8 4 7 7 3 10 8
(27,27.25] 7 6 7 6 6 10 7
(27.25,27.5] 7 10 6 5 5 6 9
(27.5,27.75] 5 2 5 8 10 6 9
(27.75,27.85] 6 3 5 5 10 8 8
(27.85,27.95] 6 2 6 6 10 5 8
(27.95,28.05] 4 3 4 8 9 6 10
(28.05,28.1] 6 3 5 6 9 6 10
(28.1,28.15] 5 2 6 7 8 6 10
(28.15,28.2] 9 10 3 6 4 4 7
(28.2, Inf] 9 10 3 4 10 3 5
total 93.00 72.00 78.00 88.00 109.00 91.00 114.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 6 6 6 8 10 8 6
(26,26.5] 9 7 7 7 7 6 7
(26.5,26.75] 6 7 7 7 6 6 10
(26.75,27] 8 5 8 6 5 10 6
(27,27.25] 9 7 6 4 6 10 6
(27.25,27.5] 6 8 4 7 9 8 7
(27.5,27.75] 7 6 7 6 10 6 7
(27.75,27.85] 5 4 4 6 10 10 6
(27.85,27.95] 6 4 4 6 10 10 6
(27.95,28.05] 4 2 4 8 10 5 10
(28.05,28.1] 6 2 6 6 8 5 10
(28.1,28.15] 5 2 6 7 8 6 10
(28.15,28.2] 7 10 2 6 5 5 8
(28.2, Inf] 9 10 3 4 10 3 5
total 93.00 80.00 74.00 88.00 114.00 98.00 104.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 8 4 8 7 10 4 7
(26,26.5] 8 6 7 7 8 6 8
(26.5,26.75] 7 7 7 7 6 7 9
(26.75,27] 7 10 6 7 5 4 8
(27,27.25] 8 10 7 7 3 4 8
(27.25,27.5] 6 10 6 6 5 6 9
(27.5,27.75] 5 5 5 8 10 10 4
(27.75,27.85] 8 10 5 5 8 7 6
(27.85,27.95] 9 8 5 3 10 5 7
(27.95,28.05] 8 5 5 5 10 4 10
(28.05,28.1] 5 3 5 7 5 10 10
(28.1,28.2] 4 7 8 5 8 10 7
(28.2,28.3] 4 10 8 5 5 10 5
(28.3, Inf] 5 10 8 5 10 5 5
total 92.00 105.00 90.00 84.00 103.00 92.00 103.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 9 6 6 6 10 4 7
(26,26.5] 8 5 8 8 5 9 6
(26.5,26.75] 7 5 7 7 4 10 8
(26.75,27] 5 10 5 8 5 6 9
(27,27.25] 7 10 7 7 4 5 8
(27.25,27.5] 6 10 6 6 5 6 9
(27.5,27.75] 5 5 6 6 10 10 6
(27.75,27.85] 7 5 6 7 10 4 8
(27.85,27.95] 8 6 5 5 10 5 9
(27.95,28.05] 6 3 4 6 10 6 10
(28.05,28.1] 5 3 4 7 6 10 10
(28.1,28.2] 4 3 5 5 10 10 8
(28.2,28.3] 4 6 6 6 10 10 6
(28.3, Inf] 7 10 8 7 5 1 7
total 88.00 87.00 83.00 91.00 104.00 96.00 111.00

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
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
dbe2a95 Donghe-Zhu 2021-05-28
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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
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b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
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1c24ff7 Donghe-Zhu 2021-03-10
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2b6c392 Donghe-Zhu 2021-03-10
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8c1e978 Donghe-Zhu 2021-03-05
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a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
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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
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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
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372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
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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
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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