Last updated: 2021-07-05

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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 375 3.7456137 2013.85252 265.066340 12.7175334 2000-2009 –> 2010-2019 7.744896 3.9992819 3323.7872 443.622926 7 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 375 3.5839004 1981.63488 264.949618 12.4550455 2000-2009 –> 2010-2019 7.968508 4.3846078 3334.0668 454.776471 3 7
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 375 3.7638321 2017.39459 11.024846 12.7075892 2000-2009 –> 2010-2019 8.044377 4.2805448 3358.7293 24.821973 8 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 375 3.7650480 2017.63037 9.787882 12.7215809 2000-2009 –> 2010-2019 8.115014 4.3499664 3366.3976 24.865450 9 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 375 3.7699106 2018.57257 9.203129 12.7214272 2000-2009 –> 2010-2019 8.192588 4.4226773 3374.9985 24.619645 10 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 375 3.6045968 1985.83836 11.237819 12.4631453 2000-2009 –> 2010-2019 8.335738 4.7311413 3373.4129 25.391370 4 18
Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 375 3.9737977 2057.02237 174.259847 17.9721913 2000-2009 –> 2010-2019 8.437374 4.4635764 3417.7010 212.288452 23 29
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 375 3.6079164 1986.51035 9.807152 12.4588395 2000-2009 –> 2010-2019 8.455557 4.8476405 3385.3233 25.809686 5 22
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 375 3.9617566 2054.80701 173.946369 17.6535086 2000-2009 –> 2010-2019 8.465387 4.5036301 3419.6129 187.743576 21 28
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 375 3.9396633 2050.72468 174.233933 17.5559625 2000-2009 –> 2010-2019 8.479448 4.5397849 3419.2247 184.186822 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 483 4.1542191 2669.42084 46.745476 11.6765676 2000-2009 –> 2010-2019 7.065468 2.9112489 4509.2610 94.343394 3 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 483 4.1237136 2662.53694 46.965614 11.4453966 2000-2009 –> 2010-2019 7.164560 3.0408459 4534.3455 92.078738 2 15
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 483 4.3299618 2708.12043 96.189594 10.9398228 2000-2009 –> 2010-2019 7.233907 2.9039452 4546.1169 161.510610 10 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 483 4.4529419 2734.27827 42.277204 11.4442194 2000-2009 –> 2010-2019 7.249323 2.7963810 4544.5705 87.657984 16 18
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 483 4.4572132 2735.17375 42.334994 11.4504476 2000-2009 –> 2010-2019 7.251085 2.7938717 4544.8070 87.892641 17 18
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 483 4.1128960 2660.08359 46.542943 11.3916824 2000-2009 –> 2010-2019 7.259164 3.1462685 4556.9079 91.773478 1 22
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 483 4.3133972 2704.54050 94.822345 10.7932731 2000-2009 –> 2010-2019 7.264301 2.9509040 4554.3113 147.761334 8 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 483 4.4260596 2728.62266 41.994693 11.3334966 2000-2009 –> 2010-2019 7.270127 2.8440672 4551.3261 86.612371 14 17
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 483 4.2984886 2701.30668 95.458993 10.7526333 2000-2009 –> 2010-2019 7.344822 3.0463330 4574.4385 154.812618 6 22
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 483 4.3558878 2711.69617 27.513436 11.7298899 2000-2009 –> 2010-2019 7.399040 3.0431527 4582.0613 47.147174 13 27
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 914 2.5320013 4118.21406 88.411329 8.1010841 2000-2009 –> 2010-2019 4.795497 2.2634953 6931.4967 208.632848 2 3
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 914 2.5426601 4125.55705 87.515593 8.1517321 2000-2009 –> 2010-2019 4.822342 2.2796822 6947.7612 200.691807 3 6
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 914 2.5174687 4108.15240 252.167463 12.4549683 2000-2009 –> 2010-2019 4.835712 2.3182429 6951.3570 430.158642 1 6
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 914 2.5700225 4144.26734 93.059840 8.3112704 2000-2009 –> 2010-2019 4.882164 2.3121420 6984.1727 221.873162 4 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 914 2.9535722 4387.41540 33.294258 13.4785577 2000-2009 –> 2010-2019 5.218703 2.2651305 7201.6022 87.745145 7 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 914 2.7369076 4254.24109 100.140409 10.4244913 2000-2009 –> 2010-2019 5.261115 2.5242076 7204.0130 237.848698 5 17
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 914 2.9815576 4403.89990 33.378486 13.5718828 2000-2009 –> 2010-2019 5.319325 2.3377676 7257.6049 87.739162 8 14
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 914 2.9919828 4410.00122 33.388002 13.5832394 2000-2009 –> 2010-2019 5.362943 2.3709600 7281.3575 87.793800 10 18
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 914 3.1224047 4482.58337 179.177019 13.9689997 2000-2009 –> 2010-2019 5.474924 2.3525189 7342.1637 240.944191 12 19
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 914 2.9870663 4405.12653 23.398453 13.3122624 2000-2009 –> 2010-2019 5.517510 2.5304438 7355.9877 43.582300 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 1262 2.0657903 5220.72802 246.881027 9.5480102 2000-2009 –> 2010-2019 4.376609 2.3108191 9201.7263 394.234356 1 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1262 2.1787086 5349.94487 112.010453 8.8321883 2000-2009 –> 2010-2019 4.426684 2.2479756 9282.4717 171.228237 2 6
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1262 2.2488787 5426.91097 214.621945 9.8577249 2000-2009 –> 2010-2019 4.495117 2.2462383 9358.0786 332.721963 4 7
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1262 2.3425429 5525.98631 184.489181 8.3563115 2000-2009 –> 2010-2019 4.587185 2.2446418 9455.9041 289.425273 8 9
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1262 2.3430142 5526.47472 200.074016 8.3220954 2000-2009 –> 2010-2019 4.588875 2.2458609 9457.3469 313.524688 9 11
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate 1262 2.3432592 5524.72867 111.412475 8.3259464 2000-2009 –> 2010-2019 4.628877 2.2856178 9484.4493 167.842689 10 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1262 2.1795798 5350.91557 252.161713 10.0464106 2000-2009 –> 2010-2019 4.648637 2.4690566 9448.3535 400.909470 3 16
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1262 2.3235096 5506.17807 642.581271 11.9719001 2000-2009 –> 2010-2019 4.654196 2.3306865 9502.2263 1486.754665 6 14
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1262 2.3195359 5502.02214 76.582270 11.7031438 2000-2009 –> 2010-2019 4.684689 2.3651526 9523.8773 123.988137 5 14
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1262 2.3235152 5504.18390 68.472257 11.9798173 2000-2009 –> 2010-2019 4.775651 2.4521359 9587.5325 115.653981 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 4.961043 1.8506940 17452.6983 659.370385 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 5.318310 2.0847742 18064.8822 106.732283 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 5.366290 2.2478410 18227.8693 732.977822 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 5.405221 1.9621656 18057.6120 425.528292 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 5.460034 2.0119408 18161.6523 629.587208 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 5.497652 2.2493100 18380.8639 479.047025 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 5.541753 2.0849007 18307.2809 98.287315 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 5.681579 2.2939650 18609.0208 621.831907 8 16
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 5.699215 2.2941534 18632.2796 652.374945 9 18
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 5.910026 2.6322719 19033.2359 799.042673 5 26
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2050 3.4669644 10513.78757 574.314390 10.7909821 2000-2009 –> 2010-2019 6.744718 3.2777539 20133.8609 813.582770 4 9
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2050 3.4712102 10518.61456 371.571461 11.4403703 2000-2009 –> 2010-2019 6.773755 3.3025451 20166.4619 500.746804 5 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2050 3.6657465 10733.67578 542.572994 12.5967901 2000-2009 –> 2010-2019 6.784195 3.1184487 20170.1025 761.045617 16 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2050 3.5776799 10637.76761 53.849499 10.1804462 2000-2009 –> 2010-2019 6.811215 3.2335355 20207.7767 98.867194 11 14
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2050 3.7373332 10809.95392 388.021070 9.5644976 2000-2009 –> 2010-2019 6.847682 3.1103489 20236.7943 591.993712 24 25
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 2050 3.5972704 10657.30513 53.515075 10.4121785 2000-2009 –> 2010-2019 6.915402 3.3181312 20320.5073 90.154141 14 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2050 3.6693142 10737.51244 385.176906 12.5719824 2000-2009 –> 2010-2019 6.917656 3.2483418 20324.3611 546.718536 17 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2050 3.4392069 10482.08369 49.290847 13.0164476 2000-2009 –> 2010-2019 6.960606 3.5213994 20366.4434 96.731167 1 16
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2050 3.4580469 10503.62999 49.603182 13.4354820 2000-2009 –> 2010-2019 7.104999 3.6469525 20517.1230 97.705645 2 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2050 3.4589288 10504.63562 49.145104 13.3875400 2000-2009 –> 2010-2019 7.107978 3.6490492 20520.2471 96.167607 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 4150 2.0506033 17161.87036 664.312704 11.9451148 2000-2009 –> 2010-2019 4.545113 2.4945092 33073.1405 1399.893970 1 14
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4150 2.1124023 17400.11739 611.791146 11.0281210 2000-2009 –> 2010-2019 4.596021 2.4836188 33281.5741 1197.526515 2 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4150 2.1890284 17686.02821 22.656325 11.6748444 2000-2009 –> 2010-2019 4.625288 2.4362594 33436.2958 42.712651 5 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4150 2.1911351 17693.74677 22.834058 11.6137461 2000-2009 –> 2010-2019 4.629415 2.4382800 33449.6636 42.020076 6 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4150 2.1877794 17681.44837 694.181599 11.4367180 2000-2009 –> 2010-2019 4.636565 2.4487857 33466.6612 1385.737961 4 10
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4150 2.1431515 17514.07680 573.720886 11.2105193 2000-2009 –> 2010-2019 4.646625 2.5034733 33447.7893 1121.453771 3 18
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4150 2.2205069 17800.59260 22.712901 11.7734821 2000-2009 –> 2010-2019 4.660981 2.4404741 33562.6383 41.900194 8 11
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4150 2.2704646 17979.11823 434.016914 11.9074395 2000-2009 –> 2010-2019 4.717257 2.4467926 33758.7830 883.177563 12 16
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4150 2.2506712 17908.86005 33.901309 10.6938082 2000-2009 –> 2010-2019 4.729706 2.4790345 33777.7278 62.370774 10 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4150 2.2385263 17865.44455 693.019409 10.6818809 2000-2009 –> 2010-2019 4.730897 2.4923710 33770.8713 1094.657947 9 21
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 1523 1.1634439 4627.60909 27.844763 5.2357676 2000-2009 –> 2010-2019 2.354445 1.1910012 8814.0017 60.240222 1 2
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1523 1.2062883 4731.85785 19.561332 4.8626610 2000-2009 –> 2010-2019 2.402681 1.1963930 8928.0757 50.482388 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1523 1.2117112 4747.03607 32.285837 5.3722512 2000-2009 –> 2010-2019 2.439285 1.2275741 9012.6116 60.902316 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1523 1.2143773 4753.49332 30.764920 5.3748454 2000-2009 –> 2010-2019 2.446101 1.2317241 9027.9045 59.112135 4 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1523 1.2166982 4759.10296 32.489588 5.3946031 2000-2009 –> 2010-2019 2.446260 1.2295619 9028.9146 58.012404 5 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1523 1.2836362 4916.45061 27.397827 5.8940545 2000-2009 –> 2010-2019 2.521430 1.2377939 9203.7315 54.362248 7 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1523 1.2987865 4948.92387 17.357723 5.6499892 2000-2009 –> 2010-2019 2.539559 1.2407727 9240.4975 43.558382 8 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1523 1.2555704 4849.50086 29.317266 5.2326487 2000-2009 –> 2010-2019 2.570345 1.3147741 9292.7366 51.722951 6 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1523 1.4772831 5327.26260 15.532899 6.9545152 2000-2009 –> 2010-2019 2.855057 1.3777743 9893.0326 40.877218 10 21
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1523 1.4732154 5319.16183 16.754720 6.8374946 2000-2009 –> 2010-2019 2.857808 1.3845926 9897.8556 45.220533 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 1500 1.6535613 5552.82887 27.398644 11.7493965 2000-2009 –> 2010-2019 4.378835 2.7252734 11930.5500 65.655732 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1500 1.7054788 5641.92478 51.171551 11.7898650 2000-2009 –> 2010-2019 4.447014 2.7415357 12035.2812 108.684431 2 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1500 1.7118548 5652.67902 30.176246 11.8517187 2000-2009 –> 2010-2019 4.461902 2.7500474 12054.1820 67.994940 3 9
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1500 1.7182739 5663.46575 48.138993 11.8919030 2000-2009 –> 2010-2019 4.512391 2.7941167 12106.7483 94.958187 4 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 1500 1.8168584 5822.24860 25.033831 11.6169497 2000-2009 –> 2010-2019 4.542374 2.7255152 12198.2029 61.882709 6 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1500 1.8829734 5927.26074 26.970317 11.9842529 2000-2009 –> 2010-2019 4.779626 2.8966526 12465.2558 60.077929 7 26
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1500 1.7748887 5754.89296 25.901589 12.7975898 2000-2009 –> 2010-2019 4.797529 3.0226404 12402.7750 48.695507 5 28
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1500 1.9746605 6064.28350 589.232101 12.7862944 2000-2009 –> 2010-2019 4.806707 2.8320463 12543.0007 1153.055370 8 21
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1500 2.0966945 6235.10437 27.366934 13.2577103 2000-2009 –> 2010-2019 4.839237 2.7425424 12627.4256 42.161823 10 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate 1500 1.9746618 6062.28546 21.211547 12.7864264 2000-2009 –> 2010-2019 4.883893 2.9092314 12609.6680 51.945014 9 30
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 1784 3.4670598 9161.47540 109.067442 19.0650150 2000-2009 –> 2010-2019 7.268788 3.8017279 17053.0428 199.529212 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1784 3.4781245 9172.42344 40.202193 19.8910900 2000-2009 –> 2010-2019 7.307296 3.8291714 17084.5621 71.441920 2 9
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1784 3.4892332 9183.38012 44.676952 19.8603588 2000-2009 –> 2010-2019 7.316175 3.8269418 17093.8531 75.594251 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1784 3.4893364 9183.48173 125.600148 19.8778515 2000-2009 –> 2010-2019 7.316342 3.8270058 17094.0025 231.709644 4 8
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1784 3.4894249 9181.56894 25.471901 19.9158260 2000-2009 –> 2010-2019 7.319176 3.8297505 17092.1402 45.184495 5 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1784 3.5958043 9284.75459 35.821514 20.3315203 2000-2009 –> 2010-2019 7.425055 3.8292504 17194.9523 54.678682 6 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1784 3.6191185 9306.96077 114.579735 20.3812633 2000-2009 –> 2010-2019 7.446225 3.8271070 17215.5572 206.189481 7 13
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1784 3.6237241 9311.33056 41.636619 20.3469375 2000-2009 –> 2010-2019 7.450779 3.8270547 17219.8879 63.523322 8 13
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1784 3.6917460 9375.23073 107.201150 19.8868775 2000-2009 –> 2010-2019 7.516699 3.8249530 17282.2170 194.595298 9 11
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + temp + phosphate_star 1784 3.7098677 9390.05578 18.958170 19.0966528 2000-2009 –> 2010-2019 7.543859 3.8339909 17301.7919 29.226099 11 21
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 1.688544 0.7165982 4245.2001 114.185263 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 1.709071 0.7181783 4275.1428 103.055845 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 1.718474 0.7299985 4306.5941 384.714794 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 1.728254 0.7333501 4325.3352 80.720416 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 1.738816 0.7339265 4338.2164 348.486472 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 1.747887 0.7385383 4357.0130 75.849298 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 1.758802 0.7396326 4378.7550 345.887897 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 1.786111 0.7659391 4443.0915 341.312490 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 1.893620 0.7878631 4625.1120 101.231032 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 1.894500 0.8405956 4671.0199 113.390356 9 19
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1039 1.3396408 3457.21624 103.953506 8.5372123 2000-2009 –> 2010-2019 2.311587 0.9719460 5612.5608 156.938428 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1039 1.3396410 3455.21642 103.868430 8.5381862 2000-2009 –> 2010-2019 2.330534 0.9908928 5638.2924 147.634614 2 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1039 1.3568393 3482.88207 422.764248 8.4738660 2000-2009 –> 2010-2019 2.345315 0.9884755 5664.1967 592.774970 5 7
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1039 1.3634333 3492.63635 78.990366 8.5715612 2000-2009 –> 2010-2019 2.358337 0.9949039 5683.9337 120.005260 7 11
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1039 1.3568800 3480.94252 333.909945 8.4541348 2000-2009 –> 2010-2019 2.361769 1.0048890 5685.6186 489.287013 6 11
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1039 1.3637859 3491.15668 78.964827 8.5158685 2000-2009 –> 2010-2019 2.373135 1.0093490 5702.6526 118.208176 8 14
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1039 1.3785981 3514.89136 356.456062 8.8351967 2000-2009 –> 2010-2019 2.397768 1.0191694 5743.2982 511.082557 13 20
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 1039 1.3510636 3472.29937 101.550782 8.3491507 2000-2009 –> 2010-2019 2.404968 1.0539043 5750.3173 154.397553 3 12
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1039 1.3902176 3529.77838 331.438096 8.6687018 2000-2009 –> 2010-2019 2.410389 1.0201719 5757.6993 483.430685 14 22
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate 1039 1.3520140 3471.71412 100.993714 8.4259027 2000-2009 –> 2010-2019 2.428164 1.0761498 5779.8996 144.723832 4 14
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 1.890550 0.6416477 6533.0512 137.469917 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 1.905852 0.6538181 6583.6723 264.362457 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 1.918608 0.6581513 6616.4118 86.178153 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 1.978869 0.6653537 6747.8153 218.048314 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 2.017006 0.6777079 6836.9666 213.273843 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 2.043379 0.6943290 6912.5710 124.195867 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 2.049571 0.6947676 6924.9762 89.314503 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 2.058458 0.7012411 6951.3560 226.200213 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 2.064624 0.7029501 6965.4940 69.575884 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 2.069276 0.7139957 6990.0879 224.419764 14 24
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1531 1.0841199 4423.13858 137.299607 6.8092994 2000-2009 –> 2010-2019 2.333022 1.2489019 8648.4660 210.191087 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1531 1.0963337 4456.07588 339.105326 6.7567418 2000-2009 –> 2010-2019 2.348368 1.2520342 8687.8310 439.707697 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1531 1.1040765 4476.76649 86.670162 6.8682671 2000-2009 –> 2010-2019 2.364533 1.2604564 8725.7247 136.852321 4 7
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1531 1.1208671 4521.14096 277.672362 7.2186981 2000-2009 –> 2010-2019 2.434383 1.3135154 8875.9036 356.918896 7 13
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 1531 1.1004753 4465.16117 129.018205 7.2008255 2000-2009 –> 2010-2019 2.455279 1.3548038 8897.3403 165.344021 3 16
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1531 1.1208795 4519.17341 273.889855 7.2228967 2000-2009 –> 2010-2019 2.460178 1.3392984 8921.8160 348.361959 8 15
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1531 1.1116232 4494.79397 296.968675 7.1582181 2000-2009 –> 2010-2019 2.468840 1.3572170 8931.5397 374.311138 5 20
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1531 1.1169841 4508.93827 81.746804 7.2240950 2000-2009 –> 2010-2019 2.478658 1.3616740 8954.0968 117.779613 6 23
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 1531 1.1329504 4550.66529 124.788828 6.6555165 2000-2009 –> 2010-2019 2.482001 1.3490506 8971.9247 185.592218 9 20
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1531 1.1497790 4594.01447 338.943501 6.5455967 2000-2009 –> 2010-2019 2.505060 1.3552806 9027.0966 415.156504 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 1.718857 0.6956653 10659.5204 1644.498376 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 1.720818 0.6819459 10647.1209 245.718135 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 1.734126 0.6825994 10703.6849 1060.358089 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 1.742851 0.6964071 10765.5436 1619.071023 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 1.748274 0.6972816 10785.5794 135.891744 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 1.749062 0.7063193 10804.6633 136.555117 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 1.754219 0.7124807 10836.4354 545.098121 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 1.765590 0.7183033 10893.2040 566.255013 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 1.778474 0.7272222 10960.7071 716.083252 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 1.793305 0.7286013 11023.7856 869.146093 14 24
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2893 0.8486323 7186.48941 201.162313 6.8382905 2000-2009 –> 2010-2019 1.887504 1.0388715 13530.0172 334.273911 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2893 0.8614362 7270.08699 133.816649 6.6001821 2000-2009 –> 2010-2019 1.904179 1.0427430 13627.7728 195.962817 4 7
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 2893 0.8535918 7217.79757 114.138077 6.8132461 2000-2009 –> 2010-2019 1.904584 1.0509923 13609.7145 188.305017 3 8
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2893 0.8532236 7217.33117 754.290350 6.1897682 2000-2009 –> 2010-2019 1.904751 1.0515270 13613.4573 1427.482591 2 9
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2893 0.8634651 7283.53357 294.664036 6.8459338 2000-2009 –> 2010-2019 1.905204 1.0417386 13637.0335 630.603141 5 7
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2893 0.8683681 7315.89915 303.297781 6.8244776 2000-2009 –> 2010-2019 1.915655 1.0472865 13692.4718 651.447805 6 10
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2893 0.8759424 7365.54022 482.308442 6.7296544 2000-2009 –> 2010-2019 1.927194 1.0512514 13758.5279 894.092422 7 13
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2893 0.9032153 7542.79643 169.766351 6.0821611 2000-2009 –> 2010-2019 1.957584 1.0543689 13950.6470 258.180598 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2893 0.9055949 7555.83609 167.361045 5.9350652 2000-2009 –> 2010-2019 1.960102 1.0545067 13962.2546 243.034207 9 18
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2893 0.9057192 7556.62019 617.300306 5.7103775 2000-2009 –> 2010-2019 1.970423 1.0647036 14004.8427 1176.422565 10 22
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 4810 0.6334700 8937.33504 657.314743 4.2851522 2000-2009 –> 2010-2019 1.359304 0.7258341 14630.6047 839.079080 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4810 0.6662070 9404.53007 285.732372 4.2195148 2000-2009 –> 2010-2019 1.399400 0.7331926 15149.9493 335.657443 2 4
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 4810 0.6689924 9441.21560 258.438319 3.9901446 2000-2009 –> 2010-2019 1.403692 0.7346999 15195.2521 290.639135 3 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4810 0.6801673 9596.81653 923.173884 4.2595316 2000-2009 –> 2010-2019 1.429463 0.7492959 15454.5564 1513.842067 5 10
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4810 0.6801803 9594.99423 629.446872 4.2443116 2000-2009 –> 2010-2019 1.429479 0.7492989 15450.7548 733.312276 6 12
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4810 0.6806541 9603.45019 950.601414 4.2624814 2000-2009 –> 2010-2019 1.429694 0.7490400 15459.4241 1530.049956 7 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4810 0.6836009 9643.50477 976.101635 4.2422576 2000-2009 –> 2010-2019 1.435798 0.7521974 15521.2257 1605.302738 8 17
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4810 0.6860942 9675.26225 920.727425 3.9540398 2000-2009 –> 2010-2019 1.435858 0.7497639 15534.2303 1256.737445 10 17
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 4810 0.6856369 9669.07995 24.147359 4.3699809 2000-2009 –> 2010-2019 1.435865 0.7502278 15531.2460 35.526935 9 17
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 4810 0.6903635 9730.77921 12.981032 4.0734175 2000-2009 –> 2010-2019 1.444902 0.7545380 15620.5627 21.620856 12 22
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 3624 5.4146089 22528.63589 157.026380 54.3716825 2000-2009 –> 2010-2019 10.952524 5.5379149 38076.4577 259.510693 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3624 5.5060087 22649.89560 157.146557 43.4369243 2000-2009 –> 2010-2019 11.169285 5.6632764 38308.7894 259.384871 3 5
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3624 5.4889706 22627.44457 26.425310 43.5153281 2000-2009 –> 2010-2019 11.296746 5.8077758 38411.3564 48.654165 2 5
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3624 5.5665695 22729.13766 15.755614 47.9622298 2000-2009 –> 2010-2019 11.475754 5.9091841 38598.9422 32.938828 4 9
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3624 5.6768338 22869.22632 157.026030 38.9129461 2000-2009 –> 2010-2019 11.572214 5.8953801 38725.4260 259.166310 6 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3624 5.6442420 22829.51726 19.663702 47.9062225 2000-2009 –> 2010-2019 11.644693 6.0004512 38775.3739 39.734680 5 11
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3624 5.8591334 23100.19512 26.182922 21.7756051 2000-2009 –> 2010-2019 11.956789 6.0976554 39125.7894 42.861576 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3624 5.9459194 23206.70698 14.979642 62.6542141 2000-2009 –> 2010-2019 12.131004 6.1850841 39302.9416 27.736614 8 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3624 6.0221212 23298.95492 9.544097 21.7518787 2000-2009 –> 2010-2019 12.294563 6.2724419 39464.7823 16.100211 9 18
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3624 6.0789127 23366.94914 9.917217 21.5412562 2000-2009 –> 2010-2019 12.387074 6.3081613 39560.9533 18.716230 11 21
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 + temp + aou + silicate + phosphate 2875 3.5223243 15353.92547 56.277769 17.1647998 2000-2009 –> 2010-2019 7.599751 4.0774265 29162.3173 112.178949 1 3
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2875 3.7684258 15740.77332 468.991142 34.2218760 2000-2009 –> 2010-2019 7.840173 4.0717473 29542.3578 999.275741 4 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2875 3.6132548 15499.92010 19.001113 18.2950495 2000-2009 –> 2010-2019 7.856825 4.2435697 29503.3731 49.081646 2 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2875 3.6406006 15543.10753 19.100907 18.4800172 2000-2009 –> 2010-2019 7.916120 4.2755197 29583.1945 51.185168 3 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2875 3.8881310 15919.89482 55.972865 17.0107677 2000-2009 –> 2010-2019 8.162709 4.2745779 29958.9059 111.958051 5 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2875 3.9304067 15981.83927 13.890728 17.5686051 2000-2009 –> 2010-2019 8.212467 4.2820605 30029.3923 33.142419 6 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2875 3.9627034 16028.71479 17.690779 17.6950971 2000-2009 –> 2010-2019 8.261630 4.2989265 30095.4669 44.543537 7 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2875 4.0679145 16178.81126 47.643549 21.3450093 2000-2009 –> 2010-2019 8.340451 4.2725366 30215.4894 103.179014 9 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2875 4.0666461 16177.02484 295.407602 26.9421569 2000-2009 –> 2010-2019 8.515884 4.4492382 30411.6281 573.060169 8 19
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2875 4.2964930 16491.95318 430.785402 39.5717505 2000-2009 –> 2010-2019 8.565586 4.2690934 30524.6939 956.288239 16 20
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 2642 3.4332177 13923.37676 85.596781 14.6268980 2000-2009 –> 2010-2019 7.786443 4.3532255 26779.8950 199.364624 1 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2642 3.5542137 14105.00765 556.934985 15.9142715 2000-2009 –> 2010-2019 7.876418 4.3222047 26929.7449 1246.355534 3 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2642 3.5426496 14087.91772 46.408035 15.7357873 2000-2009 –> 2010-2019 8.008541 4.4658910 27057.9877 100.436928 2 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2642 3.5593480 14112.57743 47.297082 15.8302521 2000-2009 –> 2010-2019 8.033853 4.4745051 27091.2110 104.357097 4 10
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2642 3.6671887 14269.10017 93.502430 16.4608739 2000-2009 –> 2010-2019 8.082334 4.4151448 27188.3836 213.956370 6 9
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2642 3.5851439 14148.44563 480.136280 16.0634377 2000-2009 –> 2010-2019 8.185822 4.6006782 27248.6579 1091.381704 5 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2642 3.8176392 14479.94501 21.288120 16.3818792 2000-2009 –> 2010-2019 8.328449 4.5108095 27494.4900 48.346697 8 15
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2642 3.8481763 14521.72469 29.732134 16.5095600 2000-2009 –> 2010-2019 8.375732 4.5275554 27552.7370 70.219645 10 18
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 2642 3.7016453 14316.14229 83.837227 16.2611292 2000-2009 –> 2010-2019 8.435962 4.7343167 27543.6026 197.522955 7 21
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2642 3.9074228 14601.84601 46.890781 14.9377540 2000-2009 –> 2010-2019 8.511670 4.6042474 27707.5045 95.463441 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 3353 3.4565937 17660.59823 123.814944 20.9586304 2000-2009 –> 2010-2019 7.154280 3.6976865 35626.8347 268.554917 5 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3353 3.3046866 17357.13475 655.026144 18.9638616 2000-2009 –> 2010-2019 7.220786 3.9160997 35701.2193 1453.024405 2 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3353 3.2995382 17352.01700 118.632569 21.3367931 2000-2009 –> 2010-2019 7.224119 3.9245803 35710.3443 262.222084 1 9
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3353 3.5171067 17770.41336 45.702056 17.2476939 2000-2009 –> 2010-2019 7.316394 3.7992876 35915.1172 97.144208 6 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3353 3.5489456 17830.19793 65.287221 22.1425279 2000-2009 –> 2010-2019 7.325396 3.7764507 35935.2071 138.988701 7 9
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3353 3.5605588 17851.87082 73.803882 22.1841624 2000-2009 –> 2010-2019 7.340749 3.7801899 35963.3958 157.362707 9 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3353 3.3914922 17529.14342 28.348544 22.4159386 2000-2009 –> 2010-2019 7.414367 4.0228747 36050.3413 63.303385 3 13
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3353 3.4055719 17556.62730 40.704469 22.4770878 2000-2009 –> 2010-2019 7.433613 4.0280409 36086.2750 96.393003 4 15
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3353 3.8246381 18324.50936 41.510921 19.0407159 2000-2009 –> 2010-2019 7.627967 3.8033293 36474.2137 90.719044 17 22
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3353 3.8242703 18323.87144 654.652078 21.5674441 2000-2009 –> 2010-2019 7.747599 3.9233285 36678.0984 1411.841074 16 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 ~ aou + nitrate + silicate + phosphate + phosphate_star 4430 2.6370450 21071.87572 815.081960 10.1015592 2000-2009 –> 2010-2019 5.645636 3.0085914 42544.6509 1553.573235 2 3
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4430 2.6249689 21031.41085 154.454575 12.5495003 2000-2009 –> 2010-2019 5.786034 3.1610647 42925.0919 285.430394 1 4
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4430 2.6537167 21125.43588 789.491888 10.4923247 2000-2009 –> 2010-2019 5.832894 3.1791769 43065.7611 1487.645362 3 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4430 2.7528459 21450.75447 139.868669 11.4645351 2000-2009 –> 2010-2019 5.868784 3.1159380 43222.0154 266.684100 5 7
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4430 2.7535697 21451.07209 136.512941 11.5552337 2000-2009 –> 2010-2019 5.977877 3.2243071 43511.4086 259.025946 6 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4430 2.7459947 21428.78615 54.858920 13.1906173 2000-2009 –> 2010-2019 6.002855 3.2568608 43576.6518 117.493609 4 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4430 2.7547177 21456.74678 61.824872 13.1919281 2000-2009 –> 2010-2019 6.019401 3.2646831 43625.0366 131.508440 7 18
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4430 2.8674346 21810.29325 23.329745 12.2997671 2000-2009 –> 2010-2019 6.101342 3.2339074 43897.9423 46.173426 8 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4430 2.8740929 21830.74048 32.678001 12.2912013 2000-2009 –> 2010-2019 6.111758 3.2376650 43928.2765 66.286343 10 18
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4430 2.9067747 21930.42311 33.620506 11.0448802 2000-2009 –> 2010-2019 6.143926 3.2371514 44026.6084 79.145795 12 19
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 5677 3.0727323 28733.01454 21.715354 15.2234542 2000-2009 –> 2010-2019 6.119027 3.0462944 56355.2369 46.011713 2 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5677 3.0147501 28517.74699 309.315932 15.1847224 2000-2009 –> 2010-2019 6.142031 3.1272805 56425.9621 609.360264 1 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5677 3.1044650 28849.11334 308.142800 17.6144155 2000-2009 –> 2010-2019 6.285391 3.1809256 56942.7206 562.647413 6 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5677 3.2255070 29281.32397 77.769280 10.1405218 2000-2009 –> 2010-2019 6.288263 3.0627564 56962.2906 158.837868 12 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5677 3.0890349 28792.80895 47.428952 15.6078068 2000-2009 –> 2010-2019 6.304260 3.2152251 57003.3203 102.306405 3 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5677 3.0893392 28793.92200 52.841623 15.5152576 2000-2009 –> 2010-2019 6.305710 3.2163704 57008.3153 121.780676 4 11
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 5677 3.0893919 28792.11486 14.779083 15.4556543 2000-2009 –> 2010-2019 6.306786 3.2173945 57007.9782 33.717589 5 13
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5677 3.1049250 28848.78758 215.492538 17.6894566 2000-2009 –> 2010-2019 6.349990 3.2450646 57157.9920 414.197178 7 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5677 3.1754751 29104.67258 42.607143 17.9869839 2000-2009 –> 2010-2019 6.425342 3.2498671 57431.9965 79.781229 8 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5677 3.1808390 29123.74394 47.065151 17.9971755 2000-2009 –> 2010-2019 6.436773 3.2559335 57471.3954 87.935208 10 21
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6460 2.9055365 32127.39111 136.390092 9.5462672 1982-1999 –> 2000-2009 5.190901 2.2853641 52018.2375 261.065315 2 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6460 2.9025174 32113.95903 44.976238 9.7905327 1982-1999 –> 2000-2009 5.261261 2.3587441 52284.5636 75.403678 1 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6460 2.9549994 32345.48562 31.058534 10.4792474 1982-1999 –> 2000-2009 5.267224 2.3122250 52339.7668 52.966152 4 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6460 2.9070517 32134.12679 47.620956 9.8132663 1982-1999 –> 2000-2009 5.274668 2.3676168 52337.9667 84.092731 3 8
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 6460 3.0264480 32652.16005 30.995074 13.7674889 1982-1999 –> 2000-2009 5.421473 2.3950248 52955.8838 52.699522 9 15
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6460 2.9979034 32531.72424 436.905172 9.8960774 1982-1999 –> 2000-2009 5.432318 2.4344150 52981.8499 957.770088 5 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6460 3.0043641 32559.53771 62.297076 9.9860968 1982-1999 –> 2000-2009 5.460381 2.4560171 53087.8662 122.621279 7 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6460 3.0117894 32591.43002 62.222491 10.0583718 1982-1999 –> 2000-2009 5.471830 2.4600408 53134.2490 120.882796 8 21
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 6460 3.0330057 32680.12501 39.119037 10.1494854 1982-1999 –> 2000-2009 5.498451 2.4654458 53240.3715 66.100606 11 25
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 6460 3.0440684 32727.16402 33.948491 10.0485481 1982-1999 –> 2000-2009 5.501569 2.4575007 53258.8383 57.356438 12 24
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6360 3.2052954 32460.64187 119.740108 13.0345146 2000-2009 –> 2010-2019 6.110832 2.9055365 64588.0330 256.130199 1 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6360 3.2367661 32583.33943 39.396063 12.2470252 2000-2009 –> 2010-2019 6.139284 2.9025174 64697.2985 84.372301 3 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6360 3.2485600 32629.01413 42.202599 12.0812237 2000-2009 –> 2010-2019 6.155612 2.9070517 64763.1409 89.823555 4 7
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6360 3.2336510 32571.24755 19.980230 14.6336572 2000-2009 –> 2010-2019 6.188650 2.9549994 64916.7332 51.038764 2 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6360 3.3027716 32836.85134 425.079505 12.6779185 2000-2009 –> 2010-2019 6.300675 2.9979034 65368.5756 861.984677 6 11
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6360 3.3098545 32863.75332 72.689479 12.4613485 2000-2009 –> 2010-2019 6.314219 3.0043641 65423.2910 134.986555 7 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6360 3.3136228 32878.04285 47.197870 10.8874929 2000-2009 –> 2010-2019 6.315146 3.0015236 65425.3595 96.251849 9 15
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6360 3.3174417 32892.50719 72.534343 12.5789516 2000-2009 –> 2010-2019 6.329231 3.0117894 65483.9372 134.756834 11 19
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 6360 3.3230871 32911.85937 30.676523 13.3280450 2000-2009 –> 2010-2019 6.356093 3.0330057 65591.9844 69.795560 12 23
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 6360 3.3252300 32919.95482 34.550875 11.3619177 2000-2009 –> 2010-2019 6.357011 3.0317811 65594.8619 73.258609 14 24
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 2485 2.4117846 11230.01226 738.726775 12.8337820 2000-2009 –> 2010-2019 4.643713 2.2319284 22353.0347 1288.821227 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2485 2.4311746 11269.07295 116.399432 12.7256652 2000-2009 –> 2010-2019 4.671086 2.2399116 22409.9477 251.195840 3 5
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2485 2.4419229 11290.59128 117.433256 12.7094743 2000-2009 –> 2010-2019 4.687500 2.2455772 22444.0969 250.640412 4 7
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2485 2.4773951 11360.94107 816.334294 13.9418860 2000-2009 –> 2010-2019 4.757092 2.2796972 22589.8468 1394.057322 7 11
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2485 2.4959878 11397.41341 85.334160 13.8470624 2000-2009 –> 2010-2019 4.783151 2.2871637 22642.6685 170.018165 8 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2485 2.5030277 11411.15241 86.570040 13.8179953 2000-2009 –> 2010-2019 4.792457 2.2894294 22661.3581 170.958730 9 17
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2485 2.4243129 11255.28596 947.936118 14.8157044 2000-2009 –> 2010-2019 4.818458 2.3941450 22729.1095 1601.482714 2 45
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2485 2.4482735 11303.26075 167.311870 14.7266913 2000-2009 –> 2010-2019 4.851146 2.4028727 22795.2784 339.582241 5 50
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2485 2.4632820 11333.07291 170.133081 14.7127547 2000-2009 –> 2010-2019 4.872145 2.4088628 22837.5395 341.130251 6 54
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 2485 2.6012073 11596.83161 520.624811 12.5172236 2000-2009 –> 2010-2019 4.881315 2.2801074 22824.6371 926.010879 16 21
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 + silicate 3173 1.8645477 12682.30144 349.614781 8.5249302 2000-2009 –> 2010-2019 3.789308 1.9247604 25093.1192 652.851122 3 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3173 1.8585709 12662.38250 786.555679 8.7070265 2000-2009 –> 2010-2019 3.810748 1.9521769 25157.7508 1213.990988 1 3
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3173 1.8621495 12674.31667 358.482581 8.6253654 2000-2009 –> 2010-2019 3.815601 1.9534511 25173.5857 697.774662 2 5
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 3173 1.8729783 12708.28982 333.560570 8.2533358 2000-2009 –> 2010-2019 3.829359 1.9563809 25214.5181 604.955560 4 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3173 1.8764174 12721.67075 342.817057 8.5352455 2000-2009 –> 2010-2019 3.838982 1.9625643 25248.7635 677.791726 5 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3173 2.0066593 13138.00247 831.309668 9.9714998 2000-2009 –> 2010-2019 4.057786 2.0511266 25928.9477 1284.070428 12 20
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3173 2.0160198 13166.87517 90.292835 9.8761630 2000-2009 –> 2010-2019 4.072572 2.0565524 25973.6131 172.960824 15 24
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3173 2.0218088 13184.66441 85.912966 9.8299230 2000-2009 –> 2010-2019 4.080571 2.0587622 25997.8222 167.264667 16 27
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3173 1.9521280 12967.07461 867.224030 10.8488876 2000-2009 –> 2010-2019 4.091831 2.1397028 26010.7561 1346.336419 6 31
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3173 1.9582565 12986.52116 360.222556 10.7722105 2000-2009 –> 2010-2019 4.097680 2.1394237 26029.4229 718.866106 7 30
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 4492 1.6886620 17243.41599 492.603266 11.8358635 2000-2009 –> 2010-2019 3.369463 1.6808011 29863.5277 840.202200 1 2
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 4492 1.7092332 17348.79285 492.533699 12.0028996 2000-2009 –> 2010-2019 3.437599 1.7283658 30148.4040 823.105862 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4492 1.7770832 17696.01062 479.650005 9.7780502 2000-2009 –> 2010-2019 3.576047 1.7989637 30758.0059 831.117236 3 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4492 1.7779292 17700.23151 120.896051 9.7102891 2000-2009 –> 2010-2019 3.582678 1.8047485 30783.1076 192.150194 5 9
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4492 1.7793437 17707.28402 114.334611 9.6897601 2000-2009 –> 2010-2019 3.585612 1.8062683 30795.6349 188.992121 7 12
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 4492 1.7777164 17697.16985 467.925305 9.8331395 2000-2009 –> 2010-2019 3.607147 1.8294304 30866.3923 798.673142 4 10
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 4492 1.7784306 17700.73179 24.567171 9.7635731 2000-2009 –> 2010-2019 3.611963 1.8335326 30884.5221 34.852029 6 13
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 4492 1.7798822 17707.96714 25.778743 9.7445330 2000-2009 –> 2010-2019 3.615426 1.8355434 30898.8863 36.588663 8 16
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4492 1.8267641 17940.52633 119.430774 9.0822913 2000-2009 –> 2010-2019 3.669880 1.8431159 31160.2224 188.182523 13 22
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 4492 1.8403008 18003.99752 22.214307 8.6480043 2000-2009 –> 2010-2019 3.699989 1.8596881 31279.9125 31.366213 14 24
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 + nitrate + silicate + phosphate_star 2585 1.4968417 9227.52790 137.746130 7.3210374 2000-2009 –> 2010-2019 3.077796 1.5809538 16460.3425 212.145506 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2585 1.5082440 9265.89637 315.107663 7.7209349 2000-2009 –> 2010-2019 3.084786 1.5765421 16487.9635 625.757502 3 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2585 1.5096501 9270.60795 183.042185 7.6901114 2000-2009 –> 2010-2019 3.090628 1.5809782 16503.4820 288.461402 4 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2585 1.5097788 9271.03888 177.533476 7.6987911 2000-2009 –> 2010-2019 3.090755 1.5809758 16503.9069 273.482037 5 8
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2585 1.5108669 9272.68159 17.556904 7.8581813 2000-2009 –> 2010-2019 3.091846 1.5809788 16503.5570 31.476969 6 11
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2585 1.4532856 9078.22222 345.777184 7.7824544 2000-2009 –> 2010-2019 3.122518 1.6692329 16520.0124 702.956107 1 13
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2585 1.6339645 9670.69605 983.262613 9.4480108 2000-2009 –> 2010-2019 3.228075 1.5941107 16935.3850 1872.391013 16 22
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 2585 1.6364811 9676.47739 312.428798 9.3936573 2000-2009 –> 2010-2019 3.237975 1.6014935 16956.9372 623.062894 17 24
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2585 1.6365937 9676.82500 136.695258 9.3790278 2000-2009 –> 2010-2019 3.243548 1.6069542 16970.3765 210.275930 18 26
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 2585 1.6387291 9683.41778 181.360503 9.3633007 2000-2009 –> 2010-2019 3.246142 1.6074132 16978.0675 286.717974 19 28
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 5563 1.1686972 17085.13727 257.986158 6.7337472 2000-2009 –> 2010-2019 2.543402 1.3747044 34095.6799 383.498343 2 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5563 1.1703616 17100.56440 83.155676 6.7105911 2000-2009 –> 2010-2019 2.546687 1.3763250 34122.6339 134.666582 3 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5563 1.1706756 17103.47203 78.933465 6.7171459 2000-2009 –> 2010-2019 2.547270 1.3765945 34127.4570 129.211047 4 7
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5563 1.1661619 17061.59585 88.980743 6.6533405 2000-2009 –> 2010-2019 2.553190 1.3870278 34159.4549 134.183838 1 5
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 5563 1.1826589 17211.86886 9.868982 7.2413928 2000-2009 –> 2010-2019 2.572899 1.3902402 34330.3618 16.685301 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5563 1.2625898 17922.80232 574.163911 4.4061384 2000-2009 –> 2010-2019 2.700403 1.4378133 35372.4962 1068.992455 7 13
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 5563 1.2066335 17431.41705 305.058574 5.8843245 2000-2009 –> 2010-2019 2.728375 1.5217411 35436.1741 453.727290 6 19
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5563 1.3113608 18333.64200 651.558024 5.2458709 2000-2009 –> 2010-2019 2.751978 1.4406168 35802.3946 1113.491413 10 17
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5563 1.3212044 18414.70759 621.499372 4.8596787 2000-2009 –> 2010-2019 2.776795 1.4555908 35984.6318 1055.885980 12 20
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 5563 1.3212060 18412.72132 574.137395 4.8612066 2000-2009 –> 2010-2019 2.782834 1.4616275 36021.1383 1006.007988 13 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 15034 0.6929276 31324.75678 229.376506 4.7800543 2000-2009 –> 2010-2019 1.346979 0.6540514 53533.0786 484.381464 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 15034 0.6985990 31567.34349 192.415892 4.4709492 2000-2009 –> 2010-2019 1.358169 0.6595699 53963.1974 418.892382 3 5
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 15034 0.6955952 31439.10561 199.076727 4.4128745 2000-2009 –> 2010-2019 1.433903 0.7383075 56352.0409 483.660515 2 5
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 15034 0.7013239 31681.19513 180.124713 4.2457474 2000-2009 –> 2010-2019 1.447541 0.7462168 56829.9650 405.287056 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 15034 0.7675097 34366.99028 220.020231 3.5788813 2000-2009 –> 2010-2019 1.536158 0.7686481 60178.8142 502.264324 8 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 15034 0.7666291 34332.82476 148.952658 5.7507334 2000-2009 –> 2010-2019 1.597564 0.8309346 61883.7766 241.134849 5 11
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 15034 0.7668614 34341.84165 20.487500 5.7426882 2000-2009 –> 2010-2019 1.598058 0.8311965 61899.8250 38.838001 6 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 15034 0.7669182 34344.04841 20.463174 5.7417484 2000-2009 –> 2010-2019 1.598153 0.8312343 61903.0466 38.806961 7 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 15034 0.7934332 35355.56701 234.738332 6.2129996 2000-2009 –> 2010-2019 1.630482 0.8370488 63070.1518 523.712325 11 20
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 15034 0.7933343 35351.85526 209.705997 6.1609405 2000-2009 –> 2010-2019 1.631623 0.8382891 63099.4882 527.261330 10 20
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 6269 1.2163549 19104.13182 198.515146 5.3426803 2000-2009 –> 2010-2019 2.142534 0.9261788 32001.0526 354.789634 3 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6269 1.2161968 19102.59532 286.598532 5.3611106 2000-2009 –> 2010-2019 2.143443 0.9272463 32010.5724 524.801784 2 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 6269 1.2192564 19132.29842 376.529691 5.3522687 2000-2009 –> 2010-2019 2.148144 0.9288875 32057.2485 627.065273 5 13
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6269 1.2259609 19197.12725 521.797434 5.2595927 2000-2009 –> 2010-2019 2.157094 0.9311333 32145.2551 925.552165 7 17
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6269 1.2513647 19439.59394 674.642716 4.1021503 2000-2009 –> 2010-2019 2.175375 0.9240100 32314.0136 1026.833720 9 10
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6269 1.2517193 19442.94403 665.800048 4.1018242 2000-2009 –> 2010-2019 2.176914 0.9251945 32329.6590 1032.794302 11 13
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ temp + aou + nitrate + phosphate 6269 1.2513976 19437.90479 71.665149 4.1013344 2000-2009 –> 2010-2019 2.178121 0.9267238 32338.4718 110.149406 10 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6269 1.2117585 19059.37388 671.461880 3.9846208 2000-2009 –> 2010-2019 2.178155 0.9663960 32364.2708 1023.602500 1 20
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 6269 1.2517567 19441.29719 77.511587 4.1009490 2000-2009 –> 2010-2019 2.179605 0.9278486 32353.5062 122.433891 12 19
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 6269 1.2537756 19462.34857 438.675700 4.1079570 2000-2009 –> 2010-2019 2.180824 0.9270486 32368.2786 690.848722 13 18

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 8.223889 3377.3254
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 5.739074 4533.6842
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 7.250180 4549.8146
Atlantic (26.75,27] 1982-1999 –> 2000-2009 4.108796 7199.7501
Atlantic (26.75,27] 2000-2009 –> 2010-2019 5.149024 7145.7517
Atlantic (27,27.25] 1982-1999 –> 2000-2009 3.867692 8841.3941
Atlantic (27,27.25] 2000-2009 –> 2010-2019 4.586652 9430.1967
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 5.484112 18292.7395
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 6.896821 20296.3678
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 4.243626 30601.1333
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 4.651787 33502.5145
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 2.206916 7819.5900
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 2.543297 9233.9362
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 3.971145 11004.4164
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 4.644951 12297.3090
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 7.237602 16956.6073
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 7.391039 17163.2007
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 1.766408 4396.5480
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 2.372196 5701.8469
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 1.999619 6806.2402
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 2.433032 8864.1740
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 1.750558 10808.0245
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 1.923718 13738.6739
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 1.300807 11544.3199
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 1.420346 15354.7806
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2009 11.261198 24059.4350
Indo-Pacific (-Inf,26] 2000-2009 –> 2010-2019 11.688064 38835.0812
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2009 7.999680 25400.6121
Indo-Pacific (26,26.5] 2000-2009 –> 2010-2019 8.127160 29902.6819
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2009 7.526697 22404.4479
Indo-Pacific (26.5,26.75] 2000-2009 –> 2010-2019 8.162522 27259.4214
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2009 6.921026 30634.4573
Indo-Pacific (26.75,27] 2000-2009 –> 2010-2019 7.380527 36014.1047
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2009 5.711581 35281.8016
Indo-Pacific (27,27.25] 2000-2009 –> 2010-2019 5.949051 43432.3443
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2009 5.630147 46666.9769
Indo-Pacific (27.25,27.5] 2000-2009 –> 2010-2019 6.296357 56976.7208
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2009 5.378008 52763.9593
Indo-Pacific (27.5,27.75] 2000-2009 –> 2010-2019 6.256675 65185.3215
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2009 4.323119 18802.9341
Indo-Pacific (27.75,27.85] 2000-2009 –> 2010-2019 4.775806 22628.7517
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2009 3.702448 20132.0338
Indo-Pacific (27.85,27.95] 2000-2009 –> 2010-2019 3.948444 25582.8299
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2009 3.465591 22054.4555
Indo-Pacific (27.95,28.05] 2000-2009 –> 2010-2019 3.575580 30743.8616
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2009 3.196573 12867.1967
Indo-Pacific (28.05,28.1] 2000-2009 –> 2010-2019 3.151407 16682.0030
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2009 3.075007 31420.7990
Indo-Pacific (28.1,28.2] 2000-2009 –> 2010-2019 2.650383 34945.2423
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2009 1.954998 51602.0333
Indo-Pacific (28.2,28.3] 2000-2009 –> 2010-2019 1.517863 59271.3384
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2009 1.776659 24739.5125
Indo-Pacific (28.3, Inf] 2000-2009 –> 2010-2019 2.166021 32228.2329

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

6.2.2 Best models

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

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

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

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2009
(-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] 7 4 4 5 10 9 7
(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 94.00 80.00 74.00 87.00 114.00 97.00 105.00
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] 8 5 7 7 10 5 7
(26,26.5] 8 6 8 7 6 8 7
(26.5,26.75] 7 5 7 7 4 10 8
(26.75,27] 6 10 6 8 5 5 8
(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 6 7 6 7 6 10
(27.85,27.95] 8 7 5 5 8 6 10
(27.95,28.05] 6 3 4 6 10 6 10
(28.05,28.1] 5 4 5 6 6 10 10
(28.1,28.2] 4 6 6 5 10 10 7
(28.2,28.3] 5 7 8 5 8 10 6
(28.3, Inf] 6 10 9 6 5 4 8
total 88.00 94.00 91.00 87.00 98.00 101.00 114.00

6.4 RMSE alternatives

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

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

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

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

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

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

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

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

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

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