Last updated: 2021-07-04

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1 Required data

Required are:

  • cleaned and prepared GLODAP-based synthetic model subsetting file
GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

  • sal, temp, aou, nitrate, silicate, phosphate, phosphate_star
# the following code is a workaround to find all predictor combinations
# using the olsrr package and fit all models for one era, slab, and basin

i_basin <- unique(GLODAP$basin)[1]
i_era   <- unique(GLODAP$era)[1]

# subset one basin and era for fitting
GLODAP_basin_era <- GLODAP %>%
  filter(basin == i_basin, era == i_era)

i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
print(i_gamma_slab)

# subset one gamma slab
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
  filter(gamma_slab == i_gamma_slab)

# fit the full linear model, i.e. all predictor combinations
lm_full <- lm(paste(
  params_local$MLR_target,
  paste(params_local$MLR_predictors, collapse = " + "),
  sep = " ~ "
),
data = GLODAP_basin_era_slab)

# fit linear models for all possible predictor combinations
# unfortunately, this functions does not provide model coefficients (yet)
lm_all <- ols_step_all_possible(lm_full)

# convert to tibble
lm_all <- as_tibble(lm_all)

# extract relevant columns and format model formula
lm_all <- lm_all %>% 
  select(n, predictors) %>%
  mutate(lm_coeff = str_replace_all(predictors, " ", " + "),
         lm_coeff = paste(params_local$MLR_target, "~", lm_coeff))

# remove certain predictor combinations
# lm_rm_ph <- lm_all %>%
#   filter(str_detect(lm_coeff, "phosphate_star")) %>%
#   mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
#   filter(
#     str_detect(lm_coeff_filter, "oxygen") &
#       str_detect(lm_coeff_filter, "phosphate")
#   )

# lm_rm_si <- lm_all %>%
#   filter(str_detect(lm_coeff, "silicate_star")) %>%
#   mutate(lm_coeff_filter = str_remove(lm_coeff, "silicate_star")) %>%
#   filter(str_detect(lm_coeff_filter, "silicate"))

# lm_rm_o2 <- lm_all %>%
#   filter(str_detect(lm_coeff, "phosphate_star")) %>%
#   mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
#   filter(
#     str_detect(lm_coeff_filter, "phosphate") &
#       str_detect(lm_coeff_filter, "oxygen")
#   )

# lm_rm <- bind_rows(lm_rm_ph, lm_rm_o2) %>%
#   select(-lm_coeff_filter) %>%
#   unique()

# lm_rm <- lm_rm_ph %>%
#   select(-lm_coeff_filter) %>%
#   unique()
# 
# lm_all <- anti_join(lm_all, lm_rm)

# remove temp sal predictor combination
# lm_all <- lm_all %>%
# # filter(!(
# #   str_detect(lm_coeff, "temp") &
# #     str_detect(lm_coeff, "phosphate_star")
# # )) %>%
# mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
# filter(!(str_detect(lm_coeff_filter, "nitrate") &
#            str_detect(lm_coeff_filter, "phosphate")
# )) %>%
# filter(!(
#   str_detect(lm_coeff_filter, "temp") &
#     str_detect(lm_coeff_filter, "sal")
# )) %>%
# # filter(!(
# #   str_detect(lm_coeff_filter, "oxygen") &
# #     str_detect(lm_coeff_filter, "aou")
# # )) %>%
# select(-lm_coeff_filter)

# remove helper objects
rm(
  i_gamma_slab,
  i_era,
  i_basin,
  GLODAP_basin_era,
  GLODAP_basin_era_slab,
  lm_full,
  lm_rm_ph,
  lm_rm_si,
  lm_rm_o2,
  lm_rm
)

# lm_full <- lm(paste(
#   params_local$MLR_target,
#   paste(params_local$MLR_predictors, collapse = " + "),
#   sep = " ~ "
# ),
# data = GLODAP_basin_era_slab)
# 
# lm_full <-
#   loess(
#     cstar_tref ~ sal + temp + aou + phosphate,
#     span = 0.1,
#     degree = 1,
#     data = GLODAP_basin_era_slab
#   )

3 Apply predictor threshold

Select combinations with a total number of predictors in the range:

  • Minimum: 2
  • Maximum: 5
lm_all <- lm_all %>% 
  filter(n >= params_local$MLR_predictors_min,
         n <= params_local$MLR_predictors_max)

This results in a total number of MLR models of:

  • 112

4 Fit all models

Individual linear regression models were fitted for the chosen target variable:

  • cstar_tref

as a function of each predictor combination. Fitting was performed separately within each basin, era, and slab. Model diagnostics, such as the root mean squared error (RMSE), were calculated for each fitted model.

# loop across all basins, era, gamma slabs, and MLRs
# fit all MLR models
for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    #i_basin <- unique(GLODAP$basin)[1]
    #i_era   <- unique(GLODAP$era)[1]
    print(i_basin)
    print(i_era)
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin, era == i_era)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      # number of observations used for each fitting model
      i_nr_obs = nrow(GLODAP_basin_era_slab)
      
      for (i_predictors in unique(lm_all$predictors)) {
        #i_predictors <- unique(lm_all$predictors)[100]
        
        # extract one model definition
        i_lm <- lm_all %>%
          filter(predictors == i_predictors) %>%
          select(lm_coeff) %>%
          pull()
        
        # extract number of predictors
        i_n_predictors <- lm_all %>%
          filter(predictors == i_predictors) %>%
          select(n) %>%
          pull()
        
        if (i_nr_obs > i_n_predictors) {
          # fit model
          if (params_local$MLR_type == "rlm") {
            i_lm_fit <- MASS::rlm(as.formula(i_lm),
                                  data = GLODAP_basin_era_slab)
          }
          
          if (params_local$MLR_type == "lm") {
            i_lm_fit <- lm(as.formula(i_lm),
                           data = GLODAP_basin_era_slab)
          }
          
          # find max predictor correlation
          i_cor_max <- GLODAP_basin_era_slab %>%
            select(!!!syms(str_split(i_predictors, " ",
                                     simplify = TRUE))) %>%
            correlate(quiet = TRUE) %>%
            select(-term) %>%
            abs() %>%
            max(na.rm = TRUE)
          
          # calculate root mean squared error
          i_rmse <- sqrt(c(crossprod(i_lm_fit$residuals)) /
                           length(i_lm_fit$residuals))
          
          # calculate maximum residual
          i_resid_max <- max(abs(i_lm_fit$residuals))
          
          # calculate Akaike information criterion aic
          i_aic <- AIC(i_lm_fit)
          
          # calculate max VIF
          if (is.na(max(i_lm_fit$coefficients))){
            i_vif_max <- as.double("NA")
          } else{
          i_vif_max <- max(vif(i_lm_fit))
          }
          
          # collect model coefficients and diagnostics
          coefficients <- tidy(i_lm_fit)
          
          coefficients <- coefficients %>%
            mutate(
              basin = i_basin,
              era = i_era,
              gamma_slab = i_gamma_slab,
              model = i_lm,
              nr_obs = i_nr_obs,
              rmse = i_rmse,
              aic = i_aic,
              vif_max = i_vif_max,
              resid_max = i_resid_max,
              n_predictors = i_n_predictors,
              na_predictor = anyNA(coefficients$estimate),
              cor_max = i_cor_max
            )
          
          if (exists("lm_all_fitted")) {
            lm_all_fitted <- bind_rows(lm_all_fitted, coefficients)
          }
          
          if (!exists("lm_all_fitted")) {
            lm_all_fitted <- coefficients
          }
        }
      }
    }
  }
}

rm(
  i_lm_fit,
  coefficients,
  i_rmse,
  GLODAP_basin_era,
  GLODAP_basin_era_slab,
  i_lm,
  i_basin,
  i_era,
  i_gamma_slab,
  i_nr_obs,
  i_predictors,
  i_aic,
  i_vif_max,
  i_n_predictors,
  i_resid_max
)

5 Prepare coeffcients

Coefficients are prepared for the mapping of Cant and the chosen target variable.

5.1 Formatting

# lm_all_fitted <- lm_all_fitted_1

# lm_all_fitted <-
#   read_csv(paste(path_version_data,
#                   "lm_all_fitted.csv",
#                   sep = ""))

# select relevant columns
lm_all_fitted <- lm_all_fitted %>%
  select(
    basin,
    gamma_slab,
    era,
    model,
    nr_obs,
    n_predictors,
    term,
    estimate,
    rmse,
    aic,
    vif_max,
    resid_max,
    na_predictor,
    cor_max
  )

# set coefficient to zero if not fitted (=NA)
lm_all_fitted <- lm_all_fitted %>%
  mutate(estimate = if_else(is.na(estimate), 0, estimate))

# Prepare model coefficients for mapping of target variable
lm_all_fitted_wide <- lm_all_fitted %>%
  pivot_wider(
    values_from = estimate,
    names_from = term,
    names_prefix = "coeff_",
    values_fill = 0
  )

5.2 Predictor selection

Within each basin and slab, the following number of best linear regression models was selected:

  • 10

The criterion used to select the best models was:

  • rmse

The criterion was summed up for two adjacent eras, and the models with lowest summed values were selected.

Please note, that currently the lm() function produces NAs for some predictors. It is not yet entirely clear when this happens, but presumably it is caused by some form of collinearity between predictors, such that including another predictor does not help to explain the target variable any better. The issues also expresses as exactly identical rmse values of different models. As an interim solution, models with fitted NA predictors were not included.

# remove models with predictors fitted as NA
lm_all_fitted_wide <- lm_all_fitted_wide %>%
  filter(na_predictor == FALSE)

5.3 VIF threshold

To avoid multicollinearity among predictors, models were excluded with a VIF above:

  • 1000

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

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

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

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

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

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

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

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab n_predictors model nr_obs rmse aic vif_max resid_max eras rmse_sum rmse_lag aic_sum vif_max_sum rank rank_sum
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 149 3.6712012 824.3983 281.253608 8.849991 1982-1999 –> 2000-2012 4.794945 1.1237444 1025.7421 324.677780 7 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 149 3.6415715 821.9834 135.000792 12.039831 1982-1999 –> 2000-2012 4.855452 1.2138801 1032.7402 394.293288 5 20
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 149 3.7022092 826.9047 195.399684 10.290438 1982-1999 –> 2000-2012 4.873807 1.1715975 1033.3362 318.633191 10 24
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 149 3.8167065 835.9813 159.049937 10.091803 1982-1999 –> 2000-2012 4.946115 1.1294085 1037.9384 240.405784 13 25
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 149 3.8167319 833.9833 37.103435 10.053828 1982-1999 –> 2000-2012 4.961134 1.1444020 1035.5494 46.380150 14 27
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 149 3.9778237 848.3027 183.518177 9.806763 1982-1999 –> 2000-2012 5.027633 1.0498095 1041.3434 203.399834 15 20
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 149 4.0858034 856.2842 354.645712 9.771401 1982-1999 –> 2000-2012 5.120653 1.0348493 1047.5739 367.024928 17 19
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 149 4.1209899 858.8395 294.511567 10.294823 1982-1999 –> 2000-2012 5.148185 1.0271947 1049.2235 313.111286 22 23
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 149 4.1098810 858.0351 284.220789 9.959180 1982-1999 –> 2000-2012 5.150215 1.0403343 1049.9697 300.756859 20 23
Atlantic (-Inf,26] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 149 3.3066064 793.2286 297.864259 11.811363 1982-1999 –> 2000-2012 5.203839 1.8972322 1058.4674 365.157394 2 28
Atlantic (-Inf,26] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 58 0.6383206 126.5228 101.539104 3.350427 2000-2012 –> 2010-2019 3.944927 3.3066064 919.7513 399.403363 11 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 58 0.5856762 116.5382 218.226307 3.012828 2000-2012 –> 2010-2019 4.227248 3.6415715 938.5217 353.227099 1 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 58 0.5997167 119.2863 103.044884 3.175248 2000-2012 –> 2010-2019 4.301926 3.7022092 946.1910 298.444568 6 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 58 0.6660142 131.4493 119.407051 2.495730 2000-2012 –> 2010-2019 4.337215 3.6712012 955.8476 400.660659 17 24
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 58 0.6026448 119.8513 274.765784 2.745887 2000-2012 –> 2010-2019 4.419351 3.8167065 955.8326 433.815721 8 21
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 58 0.6960163 134.5605 31.052624 2.512369 2000-2012 –> 2010-2019 4.512748 3.8167319 968.5438 68.156059 26 40
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 58 0.6615272 130.6652 37.700230 2.475243 2000-2012 –> 2010-2019 4.639351 3.9778237 978.9679 221.218406 16 31
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 58 0.5860599 116.6142 32.121738 3.116760 2000-2012 –> 2010-2019 4.707050 4.1209899 975.4537 326.633305 2 24
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 58 0.6578455 130.0178 33.028133 2.458526 2000-2012 –> 2010-2019 4.743649 4.0858034 986.3020 387.673845 14 31
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 58 0.6601421 130.4221 32.918911 2.468684 2000-2012 –> 2010-2019 4.770023 4.1098810 988.4572 317.139700 15 35
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 398 3.7004382 2185.0023 197.997812 12.329143 1982-1999 –> 2000-2012 6.764566 3.0641274 4250.2730 488.375579 2 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 398 3.6717216 2178.8010 198.015442 11.392209 1982-1999 –> 2000-2012 6.781746 3.1100243 4256.0848 494.422463 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 398 3.8011204 2206.3706 11.492030 13.067148 1982-1999 –> 2000-2012 6.958051 3.1569308 4295.7500 25.228659 6 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 398 3.7748674 2200.8538 11.242350 12.774224 1982-1999 –> 2000-2012 6.982157 3.2072898 4303.0206 27.622724 3 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 398 3.8162316 2209.5288 8.768191 13.315424 1982-1999 –> 2000-2012 6.990109 3.1738778 4303.2340 19.264155 9 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 398 3.7791171 2201.7494 8.760148 12.900963 1982-1999 –> 2000-2012 6.995656 3.2165385 4306.2429 19.478453 4 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 398 3.8240561 2211.1592 8.066186 13.369147 1982-1999 –> 2000-2012 7.005925 3.1818690 4306.8962 18.359779 10 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 398 3.8051441 2207.2128 7.972227 13.175187 1982-1999 –> 2000-2012 7.043994 3.2388500 4317.2915 20.937272 7 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 398 3.8770018 2222.1045 8.705697 13.622768 1982-1999 –> 2000-2012 7.087381 3.2103789 4325.0492 19.439104 11 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 398 3.8005849 2206.2584 36.593364 13.456312 1982-1999 –> 2000-2012 7.205103 3.4045184 4356.6444 94.094861 5 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 367 3.2323894 1916.6455 258.703180 11.346938 2000-2012 –> 2010-2019 6.904111 3.6717216 4095.4465 456.718622 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 367 3.2827991 1928.0041 258.644315 12.638261 2000-2012 –> 2010-2019 6.983237 3.7004382 4113.0063 456.642127 7 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 367 3.2693354 1924.9875 11.405204 11.469014 2000-2012 –> 2010-2019 7.044203 3.7748674 4125.8414 22.647554 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 367 3.2690245 1924.9177 9.185522 11.482554 2000-2012 –> 2010-2019 7.048142 3.7791171 4126.6672 17.945669 2 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 367 3.2702578 1925.1946 67.427605 11.462573 2000-2012 –> 2010-2019 7.070843 3.8005849 4131.4530 104.020969 4 9
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 367 3.2705575 1923.2619 7.599152 11.354290 2000-2012 –> 2010-2019 7.076689 3.8061313 4128.6811 14.610714 5 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 367 3.2766064 1926.6182 9.796421 11.475763 2000-2012 –> 2010-2019 7.081751 3.8051441 4133.8309 17.768648 6 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 367 3.3113842 1934.3677 13.059038 12.710500 2000-2012 –> 2010-2019 7.112505 3.8011204 4140.7383 24.551067 8 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 367 3.3134121 1934.8171 9.197077 12.719618 2000-2012 –> 2010-2019 7.129644 3.8162316 4144.3459 17.965268 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 367 3.3151547 1935.2030 8.435644 12.708674 2000-2012 –> 2010-2019 7.139211 3.8240561 4146.3622 16.501830 10 20
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 625 2.7840589 3067.5605 69.115289 14.084969 1982-1999 –> 2000-2012 5.656433 2.8723737 5634.8083 119.214948 1 14
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 625 2.9672519 3147.2185 101.347290 14.157436 1982-1999 –> 2000-2012 5.683673 2.7164211 5656.8564 171.819030 9 11
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 625 2.9547859 3141.9559 91.913134 14.225131 1982-1999 –> 2000-2012 5.702862 2.7480756 5663.5502 161.663461 7 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 625 2.7993909 3074.4255 68.929746 14.445284 1982-1999 –> 2000-2012 5.708566 2.9091749 5654.8114 119.258939 2 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 625 2.8179631 3082.6911 68.757049 14.552389 1982-1999 –> 2000-2012 5.739829 2.9218657 5667.5691 119.292011 3 19
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 625 2.9632922 3145.5493 108.717924 14.300375 1982-1999 –> 2000-2012 5.739901 2.7766083 5677.8033 179.944360 8 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 625 2.8323771 3089.0686 106.787343 14.089407 1982-1999 –> 2000-2012 5.795483 2.9631056 5688.4107 179.744962 4 22
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 625 3.1287453 3213.4633 108.528765 13.800815 1982-1999 –> 2000-2012 5.802342 2.6735971 5706.7022 211.594106 16 17
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 625 2.8362840 3088.7916 9.898349 13.872135 1982-1999 –> 2000-2012 5.865187 3.0289028 5708.7990 24.589769 5 25
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 625 2.9701898 3146.4555 9.514612 14.349918 1982-1999 –> 2000-2012 5.873112 2.9029225 5722.6210 23.471006 10 24
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 464 4.4973688 2726.0160 51.642890 11.943199 2000-2012 –> 2010-2019 7.281428 2.7840589 5793.5765 120.758178 14 15
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 464 4.3669911 2698.7159 98.766101 10.909202 2000-2012 –> 2010-2019 7.321777 2.9547859 5840.6718 190.679235 6 13
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 464 4.3598236 2697.1915 101.931042 10.761671 2000-2012 –> 2010-2019 7.327076 2.9672519 5844.4100 203.278332 4 13
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 464 4.5299332 2732.7112 52.302805 12.273661 2000-2012 –> 2010-2019 7.329324 2.7993909 5807.1367 121.232551 16 18
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 464 4.3812784 2701.7470 104.767815 11.196612 2000-2012 –> 2010-2019 7.344571 2.9632922 5847.2963 213.485739 7 15
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 464 4.5360593 2733.9654 52.441846 12.310092 2000-2012 –> 2010-2019 7.354022 2.8179631 5816.6564 121.198896 17 20
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 464 4.6362827 2754.2461 107.753173 11.065118 2000-2012 –> 2010-2019 7.468660 2.8323771 5843.3147 214.540516 21 25
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 464 4.3632835 2697.9276 225.391187 10.259666 2000-2012 –> 2010-2019 7.492029 3.1287453 5911.3909 333.919952 5 21
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 464 4.5390846 2732.5841 13.250803 12.673642 2000-2012 –> 2010-2019 7.509274 2.9701898 5879.0396 22.765415 18 28
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 464 4.5682469 2738.5272 4.075181 13.073976 2000-2012 –> 2010-2019 7.538842 2.9705948 5885.1531 7.223234 19 30
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1034 2.4378903 4791.2280 186.868568 8.169779 1982-1999 –> 2000-2012 4.016410 1.5785194 8987.4276 384.531558 4 5
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1034 2.3841712 4745.1499 98.699652 8.502908 1982-1999 –> 2000-2012 4.038455 1.6542834 9045.8933 173.913742 1 4
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1034 2.3914979 4751.4952 95.844854 8.729634 1982-1999 –> 2000-2012 4.091751 1.7002533 9113.3614 170.988455 2 8
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1034 2.4156901 4772.3099 101.848080 8.959139 1982-1999 –> 2000-2012 4.147392 1.7317020 9175.0463 177.088092 3 11
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1034 2.5118230 4853.0110 43.364790 12.305911 1982-1999 –> 2000-2012 4.156727 1.6449041 9141.0750 86.537066 5 7
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1034 2.5559716 4889.0431 43.322440 12.360211 1982-1999 –> 2000-2012 4.252075 1.6961038 9245.4603 86.498262 6 11
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1034 2.5771592 4906.1150 43.326776 12.352150 1982-1999 –> 2000-2012 4.295119 1.7179600 9291.0847 86.503494 7 14
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1034 2.6245706 4941.8139 83.383943 13.170786 1982-1999 –> 2000-2012 4.317459 1.6928882 9291.9992 235.735247 8 12
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 1034 2.6392125 4953.3187 17.617090 13.246135 1982-1999 –> 2000-2012 4.406407 1.7671943 9399.2983 49.116214 9 18
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1034 2.6769001 4982.6406 3.646514 13.281387 1982-1999 –> 2000-2012 4.492042 1.8151419 9488.3185 9.802099 11 21
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 873 2.4270365 4039.5942 270.867702 9.744290 2000-2012 –> 2010-2019 4.864927 2.4378903 8830.8221 457.736270 1 5
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 873 2.4951514 4087.9207 98.225751 10.324191 2000-2012 –> 2010-2019 4.879323 2.3841712 8833.0706 196.925403 2 3
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 873 2.5151472 4101.8572 97.435244 10.466575 2000-2012 –> 2010-2019 4.906645 2.3914979 8853.3524 193.280098 3 5
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 873 2.5581855 4131.4814 100.966816 10.621590 2000-2012 –> 2010-2019 4.973876 2.4156901 8903.7913 202.814896 4 7
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 873 2.7354734 4248.4744 112.284434 8.940963 2000-2012 –> 2010-2019 5.395344 2.6598704 9219.9169 227.620365 5 15
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 873 2.9078260 4355.1571 30.135850 14.115432 2000-2012 –> 2010-2019 5.419649 2.5118230 9208.1681 73.500641 6 11
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 873 2.9411227 4375.0364 30.241636 14.229345 2000-2012 –> 2010-2019 5.497094 2.5559716 9264.0796 73.564076 8 14
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 873 2.9526717 4381.8791 30.252835 14.244691 2000-2012 –> 2010-2019 5.529831 2.5771592 9287.9941 73.579611 10 17
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 873 2.9497439 4378.1469 23.998454 13.899862 2000-2012 –> 2010-2019 5.648587 2.6988431 9377.6702 42.354165 9 22
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 873 3.0369127 4428.9959 200.097279 14.513261 2000-2012 –> 2010-2019 5.661483 2.6245706 9370.8097 283.481222 11 19
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1598 2.2650024 7161.8998 145.928730 6.657297 1982-1999 –> 2000-2012 3.788861 1.5238585 12173.8400 291.539135 1 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1598 2.3308308 7253.4619 193.049394 7.483798 1982-1999 –> 2000-2012 3.798210 1.4673793 12162.8253 353.236376 2 7
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1598 2.4980528 7474.9025 62.668909 11.975082 1982-1999 –> 2000-2012 3.864280 1.3662270 12190.2752 88.987647 7 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1598 2.4869387 7460.6513 62.798474 12.055148 1982-1999 –> 2000-2012 3.877411 1.3904727 12223.8008 89.122663 5 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1598 2.5969945 7599.0455 66.325979 11.541958 1982-1999 –> 2000-2012 3.946928 1.3499332 12281.8322 155.353163 12 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1598 2.5806821 7578.9073 403.610527 11.147968 1982-1999 –> 2000-2012 3.973336 1.3926542 12346.3146 1160.763403 11 15
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1598 2.4901359 7464.7576 146.885883 7.126618 1982-1999 –> 2000-2012 4.018179 1.5280433 12484.1462 286.323792 6 14
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1598 2.5970385 7597.0997 64.478313 11.515037 1982-1999 –> 2000-2012 4.069768 1.4727292 12514.3473 147.762220 13 19
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1598 2.5043335 7482.9279 148.146885 7.281627 1982-1999 –> 2000-2012 4.081342 1.5770085 12587.9836 291.262135 8 17
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1598 2.6693262 7686.8437 62.670958 15.226463 1982-1999 –> 2000-2012 4.333991 1.6646652 12938.8197 89.205258 14 24
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1287 2.1506581 5637.4498 284.361521 8.049067 2000-2012 –> 2010-2019 4.481489 2.3308308 12890.9117 477.410915 1 3
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1287 2.2933791 5802.8355 236.028532 7.255217 2000-2012 –> 2010-2019 4.558381 2.2650024 12964.7353 381.957262 4 5
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1287 2.2770326 5784.4231 124.659518 7.954118 2000-2012 –> 2010-2019 4.649077 2.3720445 13093.9028 213.956597 3 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1287 2.2243637 5724.1859 289.655862 8.009101 2000-2012 –> 2010-2019 4.655430 2.4310666 13112.2164 505.006356 2 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1287 2.3684408 5885.7326 59.933563 12.679921 2000-2012 –> 2010-2019 4.855379 2.4869387 13346.3839 122.732037 9 14
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1287 2.3613854 5878.0533 59.887506 12.618868 2000-2012 –> 2010-2019 4.859438 2.4980528 13352.9558 122.556415 8 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1287 2.3481315 5863.5654 629.253535 12.339550 2000-2012 –> 2010-2019 4.928814 2.5806821 13442.4726 1032.864063 5 16
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1287 2.4448224 5967.4330 203.507492 7.874197 2000-2012 –> 2010-2019 4.934958 2.4901359 13432.1905 350.393375 11 17
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1287 2.3502905 5865.9310 87.950691 12.288211 2000-2012 –> 2010-2019 4.947285 2.5969945 13464.9766 154.276670 6 18
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + silicate 1287 2.3994380 5917.2015 124.561472 8.208996 2000-2012 –> 2010-2019 4.949549 2.5501107 13456.0221 211.702104 10 20
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2712 3.1272430 13894.5058 266.332150 14.098897 1982-1999 –> 2000-2012 5.138054 2.0108107 22103.1400 743.546047 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2712 3.4029469 14352.7797 192.889507 10.889330 1982-1999 –> 2000-2012 5.525947 2.1229997 22771.5242 482.862784 5 7
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2712 3.3595589 14283.1784 249.690329 11.954095 1982-1999 –> 2000-2012 5.540806 2.1812474 22806.6716 712.777095 4 7
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2712 3.3002015 14186.4892 41.163708 10.370247 1982-1999 –> 2000-2012 5.541886 2.2416840 22815.7513 98.316546 2 6
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2712 3.4056884 14355.1476 39.422247 10.699831 1982-1999 –> 2000-2012 5.667076 2.2613873 23016.2765 96.560232 6 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2712 3.3255572 14228.0029 324.823065 14.162062 1982-1999 –> 2000-2012 5.691023 2.3654657 23065.2680 909.491280 3 9
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2712 3.4619607 14446.0363 246.431029 12.147874 1982-1999 –> 2000-2012 5.854407 2.3924459 23327.1922 612.674585 10 17
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2712 3.4691089 14455.2241 245.093206 16.506730 1982-1999 –> 2000-2012 5.864485 2.3953761 23339.1169 690.850344 11 19
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2712 3.5736740 14618.2976 295.878357 12.015555 1982-1999 –> 2000-2012 6.038965 2.4652906 23615.5283 800.113210 12 22
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2712 3.6662179 14754.9696 188.514585 13.480808 1982-1999 –> 2000-2012 6.099324 2.4331062 23699.3446 474.273176 13 22
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1998 3.6073293 10810.8173 482.818222 10.101954 2000-2012 –> 2010-2019 6.734572 3.1272430 24705.3231 749.150372 11 12
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1998 3.5708806 10770.2360 55.233117 10.428739 2000-2012 –> 2010-2019 6.871082 3.3002015 24956.7252 96.396825 8 10
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1998 3.6164531 10820.9114 691.104551 12.214512 2000-2012 –> 2010-2019 6.942010 3.3255572 25048.9144 1015.927617 13 16
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1998 3.5194440 10712.2573 740.529024 10.376850 2000-2012 –> 2010-2019 6.973903 3.4544595 25146.5283 1079.299782 4 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1998 3.5268625 10720.6714 466.285299 10.923955 2000-2012 –> 2010-2019 6.986094 3.4592314 25162.4298 690.176072 5 13
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1998 3.6085448 10810.1635 55.093887 10.678505 2000-2012 –> 2010-2019 7.069671 3.4611265 25252.8925 94.483493 12 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1998 3.6230038 10828.1430 483.310003 11.665935 2000-2012 –> 2010-2019 7.084964 3.4619607 25274.1793 729.741031 14 24
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1998 3.4438387 10625.4791 50.557404 12.519004 2000-2012 –> 2010-2019 7.128673 3.6848345 25409.9214 93.777963 1 15
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1998 3.7751410 10992.5156 460.536258 10.833790 2000-2012 –> 2010-2019 7.134700 3.3595589 25275.6940 710.226587 28 32
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1998 3.7990299 11017.7224 314.663699 10.969879 2000-2012 –> 2010-2019 7.201977 3.4029469 25370.5021 507.553206 29 34
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5139 2.3320228 23300.6034 18.869025 15.280253 1982-1999 –> 2000-2012 3.965056 1.6330334 37486.0055 35.210238 1 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5139 2.3325710 23303.0192 18.362167 15.152514 1982-1999 –> 2000-2012 3.965324 1.6327527 37487.1455 34.402852 2 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5139 2.3420812 23344.8386 18.413466 14.948012 1982-1999 –> 2000-2012 3.975380 1.6332991 37531.4481 33.919798 3 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5139 2.3653681 23446.5264 27.149445 16.164185 1982-1999 –> 2000-2012 3.997685 1.6323170 37628.6718 61.556612 4 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5139 2.3690674 23462.5879 458.185439 16.317252 1982-1999 –> 2000-2012 4.044317 1.6752494 37837.4198 1102.097620 5 11
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 5139 2.4963355 23998.4100 18.340613 17.656534 1982-1999 –> 2000-2012 4.133722 1.6373861 38201.5682 33.479796 13 18
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 5139 2.3869415 23537.8424 17.380711 14.068598 1982-1999 –> 2000-2012 4.152327 1.7653856 38299.6398 31.828942 8 16
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 5139 2.3867188 23536.8830 17.287036 14.239489 1982-1999 –> 2000-2012 4.153668 1.7669490 38305.2506 31.264611 7 16
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 5139 2.4191973 23675.8035 17.254758 16.708580 1982-1999 –> 2000-2012 4.170386 1.7511886 38377.6730 31.045792 10 17
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 5139 2.4112516 23641.9903 17.737156 13.656881 1982-1999 –> 2000-2012 4.184574 1.7733227 38437.0821 32.013054 9 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3894 2.0646350 16710.6308 996.900221 12.886775 2000-2012 –> 2010-2019 4.401611 2.3369755 40033.0391 1880.814862 1 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3894 2.0654464 16713.6909 795.912461 12.255116 2000-2012 –> 2010-2019 4.421930 2.3564840 40121.5415 1506.540405 2 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3894 2.1042550 16858.6655 918.549644 12.767408 2000-2012 –> 2010-2019 4.453070 2.3488155 40233.0146 1760.040215 3 8
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 3894 2.1116253 16883.8958 758.168164 12.465133 2000-2012 –> 2010-2019 4.468807 2.3571822 40292.7910 1431.992556 4 11
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3894 2.2297044 17309.6491 19.784728 11.933447 2000-2012 –> 2010-2019 4.561727 2.3320228 40610.2525 38.653752 7 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3894 2.2037908 17218.6070 562.469899 12.898500 2000-2012 –> 2010-2019 4.564619 2.3608285 40645.3888 1103.138719 5 13
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3894 2.2333601 17322.4076 20.002624 11.877472 2000-2012 –> 2010-2019 4.565931 2.3325710 40625.4268 38.364791 8 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3894 2.2624544 17423.2078 19.906606 12.121452 2000-2012 –> 2010-2019 4.604536 2.3420812 40768.0464 38.320072 9 13
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3894 2.2866896 17506.1884 631.385771 14.315839 2000-2012 –> 2010-2019 4.655757 2.3690674 40968.7762 1089.571210 10 20
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3894 2.3077027 17577.4281 31.408264 15.175702 2000-2012 –> 2010-2019 4.673071 2.3653681 41023.9545 58.557708 11 20
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2014 1.2465117 6617.0501 25.269105 13.371576 1982-1999 –> 2000-2012 2.081797 0.8352856 9785.4344 61.489878 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2014 1.2936659 6766.6137 29.167397 13.443841 1982-1999 –> 2000-2012 2.179219 0.8855536 10083.7844 60.123958 3 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2014 1.2968013 6776.3645 27.601436 13.470055 1982-1999 –> 2000-2012 2.183629 0.8868272 10097.1944 54.986157 4 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2014 1.2973250 6777.9908 29.525732 13.515551 1982-1999 –> 2000-2012 2.184659 0.8873339 10100.2750 59.786085 5 9
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 2014 1.2711288 6693.8229 22.611915 13.277793 1982-1999 –> 2000-2012 2.219391 0.9482622 10183.1862 56.036087 2 8
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2014 1.3384979 6901.8400 26.460479 14.061426 1982-1999 –> 2000-2012 2.248505 0.9100073 10286.3630 52.198573 8 13
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2014 1.3328824 6886.9053 24.633190 14.224551 1982-1999 –> 2000-2012 2.289304 0.9564214 10400.0815 56.697727 6 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 2014 1.3355896 6893.0781 19.510571 14.183490 1982-1999 –> 2000-2012 2.333439 0.9978497 10512.2152 49.583011 7 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 2014 1.7028170 7871.5242 24.845796 11.396885 1982-1999 –> 2000-2012 2.730339 1.0275221 11565.2660 49.692987 13 22
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2014 1.7751932 8039.1910 28.634176 11.374927 1982-1999 –> 2000-2012 2.867670 1.0924771 11888.9964 56.285709 15 25
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1461 1.1724110 4624.9185 25.474766 5.084366 2000-2012 –> 2010-2019 2.418923 1.2465117 11241.9686 50.743871 1 2
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1461 1.2153951 4728.1306 21.206231 5.850561 2000-2012 –> 2010-2019 2.486524 1.2711288 11421.9536 43.818146 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1461 1.2208991 4743.3331 29.314537 5.213873 2000-2012 –> 2010-2019 2.514565 1.2936659 11509.9468 58.481934 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1461 1.2234618 4749.4601 27.934616 5.216012 2000-2012 –> 2010-2019 2.520263 1.2968013 11525.8246 55.536052 4 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1461 1.2265900 4756.9216 29.483447 5.233725 2000-2012 –> 2010-2019 2.523915 1.2973250 11534.9125 59.009178 5 10
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1461 1.2623106 4838.8003 26.650720 5.084013 2000-2012 –> 2010-2019 2.600808 1.3384979 11740.6402 53.111200 6 14
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1461 1.3112941 4952.0428 25.129814 5.750197 2000-2012 –> 2010-2019 2.644176 1.3328824 11838.9481 49.763004 7 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1461 1.3270668 4984.9799 18.744999 5.744650 2000-2012 –> 2010-2019 2.662656 1.3355896 11878.0581 38.255570 8 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1461 1.4903196 5323.9889 17.929561 7.516541 2000-2012 –> 2010-2019 3.001564 1.5112439 12714.7679 38.540290 9 19
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1461 1.4958523 5334.8166 16.300351 7.527051 2000-2012 –> 2010-2019 3.006689 1.5108366 12724.5098 34.778680 10 19
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2073 2.4240191 9567.8992 26.620314 25.161195 1982-1999 –> 2000-2012 3.148453 0.7244336 12724.6786 62.525817 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2073 2.4481279 9608.9308 51.933019 25.283572 1982-1999 –> 2000-2012 3.219212 0.7710843 12944.5703 101.940491 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2073 2.4522661 9615.9332 26.213350 25.315357 1982-1999 –> 2000-2012 3.223714 0.7714475 12952.9222 50.487698 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2073 2.4673506 9641.3581 49.375296 25.423204 1982-1999 –> 2000-2012 3.239345 0.7719948 12980.3795 97.904517 5 9
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2073 2.5118610 9713.4843 20.746723 25.666833 1982-1999 –> 2000-2012 3.284175 0.7723142 13051.6916 44.348379 7 12
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 2073 2.5096887 9709.8972 20.738495 24.850135 1982-1999 –> 2000-2012 3.374897 0.8652088 13373.6229 38.172005 6 12
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 2073 2.4629523 9631.9609 26.536959 24.724454 1982-1999 –> 2000-2012 3.393715 0.9307628 13505.0008 58.673757 4 12
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2073 2.5445416 9767.0780 51.568998 24.948305 1982-1999 –> 2000-2012 3.480268 0.9357266 13655.3620 94.124870 9 18
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2073 2.5556539 9785.1447 22.960563 24.988004 1982-1999 –> 2000-2012 3.494019 0.9383656 13681.5000 42.115163 10 20
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2073 2.6015810 9860.9900 22.894215 25.897510 1982-1999 –> 2000-2012 3.517600 0.9160189 13690.2673 53.951839 11 18
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1449 1.1371207 4498.4750 23.067780 8.815103 2000-2012 –> 2010-2019 3.561140 2.4240191 14066.3742 49.688094 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1449 1.1819705 4610.5801 51.466475 8.987232 2000-2012 –> 2010-2019 3.630098 2.4481279 14219.5109 103.399494 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1449 1.1843597 4616.4320 25.755119 8.987766 2000-2012 –> 2010-2019 3.636626 2.4522661 14232.3652 51.968469 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1449 1.1888693 4627.4456 48.542740 9.004989 2000-2012 –> 2010-2019 3.656220 2.4673506 14268.8037 97.918036 4 9
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1449 1.2015704 4656.2417 22.449429 8.876596 2000-2012 –> 2010-2019 3.713431 2.5118610 14369.7261 43.196151 5 12
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 1449 1.3150986 4917.8799 22.370215 8.353220 2000-2012 –> 2010-2019 3.778051 2.4629523 14549.8408 48.907174 6 10
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1449 1.3534669 5003.2196 22.675436 9.925656 2000-2012 –> 2010-2019 3.955048 2.6015810 14864.2096 45.569651 7 18
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1449 1.4288540 5160.3010 625.040409 9.828690 2000-2012 –> 2010-2019 4.030690 2.6018359 15021.6971 1216.712968 8 20
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate 1449 1.4408265 5182.4825 19.236674 9.537828 2000-2012 –> 2010-2019 4.050826 2.6099991 15054.8663 41.809527 9 22
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1449 1.7822562 5798.7804 23.065272 8.434817 2000-2012 –> 2010-2019 4.291945 2.5096887 15508.6776 43.803767 12 18
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2303 3.5754506 12418.0949 108.253599 20.558353 1982-1999 –> 2000-2012 6.706013 3.1305625 21187.8121 185.541729 1 2
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2303 3.6585587 12521.9320 106.384220 19.380295 1982-1999 –> 2000-2012 6.813746 3.1551871 21316.4452 174.865874 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2303 3.6920795 12565.9413 129.878749 20.201072 1982-1999 –> 2000-2012 6.967792 3.2757130 21490.6627 216.581038 3 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2303 3.6930860 12567.1968 31.958636 20.239276 1982-1999 –> 2000-2012 6.969568 3.2764818 21492.7207 54.836816 4 10
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2303 3.7019183 12578.1992 30.021543 20.527034 1982-1999 –> 2000-2012 6.983323 3.2814043 21508.8574 67.484003 5 12
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2303 3.8112567 12710.2699 92.051954 19.971015 1982-1999 –> 2000-2012 6.995349 3.1840919 21535.9713 150.487240 11 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 2303 3.7276480 12608.1019 25.484318 19.857403 1982-1999 –> 2000-2012 7.032213 3.3045651 21560.8143 44.463269 6 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2303 3.7314943 12612.8521 30.600379 19.417950 1982-1999 –> 2000-2012 7.040144 3.3086493 21569.7889 51.247218 7 16
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2303 3.7319150 12613.3714 116.652416 19.395302 1982-1999 –> 2000-2012 7.041833 3.3099178 21571.6191 201.017029 8 18
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 2303 3.8625020 12769.7885 88.649216 19.044286 1982-1999 –> 2000-2012 7.058964 3.1964618 21606.7505 142.555609 12 16
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1715 2.7998178 8412.3306 124.863030 17.289319 2000-2012 –> 2010-2019 6.375268 3.5754506 20830.4255 233.116629 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1715 2.8896385 8520.6399 149.012341 18.398677 2000-2012 –> 2010-2019 6.581718 3.6920795 21086.5811 278.891090 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1715 2.8891785 8520.0938 38.269797 18.411884 2000-2012 –> 2010-2019 6.582264 3.6930860 21087.2907 70.228433 2 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1715 2.8896753 8520.6835 33.186320 18.499717 2000-2012 –> 2010-2019 6.591594 3.7019183 21098.8828 63.207863 4 9
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1715 3.0361981 8688.3381 124.420128 17.912168 2000-2012 –> 2010-2019 6.694757 3.6585587 21210.2701 230.804348 6 8
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1715 2.9829152 8627.6098 27.140432 19.650868 2000-2012 –> 2010-2019 6.720103 3.7371873 21247.4837 51.331752 5 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1715 3.0468861 8700.3912 30.616890 18.941858 2000-2012 –> 2010-2019 6.774534 3.7276480 21308.4931 56.101208 7 13
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1715 3.0799144 8737.3724 37.642679 18.925022 2000-2012 –> 2010-2019 6.811409 3.7314943 21350.2245 68.243058 8 15
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1715 3.0807904 8738.3478 139.312466 18.962821 2000-2012 –> 2010-2019 6.812705 3.7319150 21351.7192 255.964881 9 17
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + temp + phosphate_star 1715 3.0827242 8738.5001 14.890085 19.151763 2000-2012 –> 2010-2019 6.825698 3.7429743 21363.5009 26.976258 10 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1289 0.6397088 2520.3221 72.951231 3.924761 1982-1999 –> 2000-2012 1.021668 0.3819588 3395.2734 151.386456 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1289 0.6422640 2528.5991 69.535502 3.913600 1982-1999 –> 2000-2012 1.024688 0.3824236 3403.8444 147.358011 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1289 0.6760257 2662.6741 292.023130 4.082187 1982-1999 –> 2000-2012 1.086703 0.4106774 3674.3517 585.352541 3 6
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1289 0.6807511 2680.6318 54.458265 4.245360 1982-1999 –> 2000-2012 1.092567 0.4118159 3697.5304 102.699472 4 8
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1289 0.6812394 2680.4803 244.079979 4.129740 1982-1999 –> 2000-2012 1.096996 0.4157568 3713.3413 503.118920 5 11
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1289 0.6850329 2696.7960 250.626466 4.540949 1982-1999 –> 2000-2012 1.098022 0.4129895 3719.0620 505.935690 6 11
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1289 0.6877195 2704.8869 53.059085 4.215035 1982-1999 –> 2000-2012 1.105568 0.4178488 3747.2142 101.037599 7 14
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1289 0.7066281 2774.8109 238.910907 4.359781 1982-1999 –> 2000-2012 1.131731 0.4251030 3849.5995 492.081005 8 17
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1289 0.7271734 2848.6978 44.198803 6.749439 1982-1999 –> 2000-2012 1.145842 0.4186689 3894.7230 80.177461 9 17
Atlantic (28.05,28.1] 3 cstar_tref ~ sal + temp + phosphate_star 1289 0.8108245 3127.4076 35.894071 6.551731 1982-1999 –> 2000-2012 1.249308 0.4384832 4258.6435 61.697938 19 29
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 994 0.6687821 2035.0834 105.454892 2.485718 2000-2012 –> 2010-2019 1.308491 0.6397088 4555.4055 178.406123 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 994 0.7018026 2128.8927 105.363636 2.745763 2000-2012 –> 2010-2019 1.344067 0.6422640 4657.4919 174.899139 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 994 0.7023705 2132.5010 440.304111 2.715258 2000-2012 –> 2010-2019 1.378396 0.6760257 4795.1750 732.327241 3 6
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 994 0.7038642 2136.7242 81.602632 2.739803 2000-2012 –> 2010-2019 1.384615 0.6807511 4817.3560 136.060897 4 8
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 994 0.7047382 2139.1912 362.101623 2.729151 2000-2012 –> 2010-2019 1.389771 0.6850329 4835.9872 612.728089 5 11
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 994 0.7445900 2246.5457 336.454121 2.995320 2000-2012 –> 2010-2019 1.425829 0.6812394 4927.0260 580.534100 7 12
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 994 0.7086275 2148.1323 52.885599 2.821710 2000-2012 –> 2010-2019 1.435801 0.7271734 4996.8302 97.084401 6 15
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 994 0.7508242 2263.1213 81.441541 3.071598 2000-2012 –> 2010-2019 1.438544 0.6877195 4968.0081 134.500626 8 15
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 994 0.7760737 2328.8763 332.816182 3.238640 2000-2012 –> 2010-2019 1.482702 0.7066281 5103.6871 571.727089 10 18
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 994 0.7698695 2314.9197 99.090251 2.795656 2000-2012 –> 2010-2019 1.533360 0.7634905 5291.2580 165.663922 9 21
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1937 0.6381550 3770.8675 113.232879 5.052304 1982-1999 –> 2000-2012 1.069814 0.4316591 5148.5662 181.300087 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1937 0.6646657 3928.5507 298.156272 5.239226 1982-1999 –> 2000-2012 1.121529 0.4568630 5439.9463 495.318614 4 7
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1937 0.6637112 3922.9836 242.120347 5.504708 1982-1999 –> 2000-2012 1.125720 0.4620091 5460.7688 410.288240 3 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1937 0.6685610 3951.1881 71.506501 5.413488 1982-1999 –> 2000-2012 1.129156 0.4605950 5481.7511 109.204875 6 10
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 1937 0.6498415 3839.1700 101.311752 5.693679 1982-1999 –> 2000-2012 1.148455 0.4986136 5554.5926 161.679849 2 12
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 1937 0.6937624 4092.5335 107.181956 4.292636 1982-1999 –> 2000-2012 1.149361 0.4555989 5595.4012 175.194349 10 12
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1937 0.6662662 3935.8684 237.593063 5.654972 1982-1999 –> 2000-2012 1.162459 0.4961927 5639.8243 405.544344 5 13
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1937 0.6736552 3978.5951 255.495551 5.844630 1982-1999 –> 2000-2012 1.185591 0.5119362 5756.1419 431.232843 7 19
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1937 0.6760322 3992.2402 64.270479 5.942620 1982-1999 –> 2000-2012 1.188909 0.5128771 5774.1133 99.375901 8 21
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + phosphate 1937 0.6954852 4100.1420 98.874609 4.598442 1982-1999 –> 2000-2012 1.205906 0.5104212 5868.7066 159.207023 11 22
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1472 0.6280792 2822.1331 156.892872 2.891879 2000-2012 –> 2010-2019 1.266234 0.6381550 6593.0006 270.125751 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 1472 0.6286543 2822.8275 153.746865 2.905736 2000-2012 –> 2010-2019 1.278496 0.6498415 6661.9975 255.058617 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1472 0.6494040 2920.4294 332.384384 2.967745 2000-2012 –> 2010-2019 1.313115 0.6637112 6843.4130 574.504731 3 6
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1472 0.6513683 2929.3208 426.062952 2.988081 2000-2012 –> 2010-2019 1.316034 0.6646657 6857.8715 724.219223 4 8
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1472 0.6516809 2928.7337 326.506503 2.946482 2000-2012 –> 2010-2019 1.317947 0.6662662 6864.6021 564.099566 6 11
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1472 0.6539021 2940.7510 101.780855 3.008111 2000-2012 –> 2010-2019 1.322463 0.6685610 6891.9391 173.287356 7 13
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1472 0.6513742 2927.3475 357.223004 2.989652 2000-2012 –> 2010-2019 1.325029 0.6736552 6905.9426 612.718555 5 12
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1472 0.6539365 2938.9057 100.089610 3.004675 2000-2012 –> 2010-2019 1.329969 0.6760322 6931.1460 164.360088 8 16
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1472 0.6673759 3000.7959 150.888828 3.166801 2000-2012 –> 2010-2019 1.355482 0.6881061 7063.6150 256.013097 9 18
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1472 0.6772846 3042.1852 75.557129 3.171250 2000-2012 –> 2010-2019 1.386531 0.7092466 7220.2325 140.647401 10 22
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3451 0.6757884 7102.7908 203.770776 3.929615 1982-1999 –> 2000-2012 1.177695 0.5019060 10121.2679 327.065934 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 3451 0.6764352 7107.3938 138.156610 3.829373 1982-1999 –> 2000-2012 1.193513 0.5170782 10246.5097 215.088255 2 4
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3451 0.6983328 7327.2855 394.353356 3.771937 1982-1999 –> 2000-2012 1.220447 0.5221140 10506.3122 607.701633 3 6
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3451 0.7072948 7415.2974 403.814473 3.789743 1982-1999 –> 2000-2012 1.238749 0.5314540 10667.3397 624.352980 4 8
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3451 0.7276689 7611.3048 638.076691 3.876666 1982-1999 –> 2000-2012 1.274729 0.5470604 10982.5323 981.160279 6 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 3451 0.7272545 7607.3730 143.621771 4.084043 1982-1999 –> 2000-2012 1.286163 0.5589080 11066.8316 236.011084 5 12
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3451 0.7542989 7861.3804 858.622661 4.798868 1982-1999 –> 2000-2012 1.295904 0.5416047 11193.3341 1258.967250 7 12
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3451 0.8067379 8325.2645 206.761291 6.848955 1982-1999 –> 2000-2012 1.458075 0.6513375 12416.9542 344.961931 10 19
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3451 0.8017613 8282.5556 187.097312 6.737314 1982-1999 –> 2000-2012 1.466030 0.6642685 12455.1988 342.477587 9 22
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 3451 0.8169314 8409.9279 98.484331 7.938881 1982-1999 –> 2000-2012 1.480754 0.6638221 12577.8030 177.376747 11 23
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2865 0.6527941 5700.7102 244.661932 3.325047 2000-2012 –> 2010-2019 1.328582 0.6757884 12803.5010 448.432709 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 2865 0.6590479 5753.3423 157.390313 2.965231 2000-2012 –> 2010-2019 1.335483 0.6764352 12860.7360 295.546923 2 4
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2865 0.6830023 5957.9146 312.082038 3.180626 2000-2012 –> 2010-2019 1.381335 0.6983328 13285.2001 706.435394 3 6
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2865 0.6908765 6023.5968 319.435060 3.206227 2000-2012 –> 2010-2019 1.398171 0.7072948 13438.8941 723.249532 5 9
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2865 0.6926713 6038.4632 194.187971 3.696252 2000-2012 –> 2010-2019 1.419926 0.7272545 13645.8362 337.809742 6 11
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2865 0.7073940 6158.9785 612.590586 3.303374 2000-2012 –> 2010-2019 1.435063 0.7276689 13770.2833 1250.667276 7 13
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2865 0.6843511 5971.2195 868.687082 3.627171 2000-2012 –> 2010-2019 1.438650 0.7542989 13832.5999 1727.309743 4 11
Atlantic (28.15,28.2] 3 cstar_tref ~ temp + aou + nitrate 2865 0.7944870 6822.2815 157.306268 2.917600 2000-2012 –> 2010-2019 1.588287 0.7938004 15031.9633 287.622753 9 17
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2865 0.7894598 6789.9097 245.641457 3.048407 2000-2012 –> 2010-2019 1.591221 0.8017613 15072.4653 432.738769 8 17
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2865 0.8108210 6942.8913 249.843716 3.277420 2000-2012 –> 2010-2019 1.617559 0.8067379 15268.1559 456.605006 13 23
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5420 0.6749513 11133.9305 217.828619 4.562080 1982-1999 –> 2000-2012 1.185800 0.5108485 16296.5263 426.071185 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 5420 0.6974606 11489.5419 63.747082 4.480354 1982-1999 –> 2000-2012 1.217760 0.5202995 16778.4420 101.659432 2 4
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 5420 0.7043834 11594.6059 48.953230 4.419739 1982-1999 –> 2000-2012 1.225237 0.5208532 16888.8350 80.000274 3 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5420 0.7516459 12300.5826 610.866492 4.322129 1982-1999 –> 2000-2012 1.280342 0.5286962 17699.7872 976.215697 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5420 0.7529157 12318.8794 612.633479 4.325683 1982-1999 –> 2000-2012 1.281638 0.5287222 17718.4230 970.503216 5 10
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 5420 0.7531266 12319.9160 134.473141 4.319646 1982-1999 –> 2000-2012 1.282173 0.5290467 17721.6867 228.583664 6 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 5420 0.7541077 12334.0277 388.924546 4.342047 1982-1999 –> 2000-2012 1.283962 0.5298542 17746.3068 595.357805 7 15
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 5420 0.7583902 12395.4127 13.943207 4.302273 1982-1999 –> 2000-2012 1.287179 0.5287889 17793.8252 33.768763 9 15
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5420 0.7574930 12384.5813 645.890526 4.353896 1982-1999 –> 2000-2012 1.288653 0.5311605 17815.8261 1010.612199 8 17
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 5420 0.7776557 12665.3438 10.433777 4.347505 1982-1999 –> 2000-2012 1.309668 0.5320128 18103.6353 30.012555 10 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4656 0.6559939 9301.1807 713.806088 4.113312 2000-2012 –> 2010-2019 1.330945 0.6749513 20435.1112 931.634707 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4656 0.6991503 9894.4876 308.625629 4.043197 2000-2012 –> 2010-2019 1.396611 0.6974606 21384.0295 372.372711 3 5
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 4656 0.7045759 9964.4734 256.947569 3.907592 2000-2012 –> 2010-2019 1.408959 0.7043834 21559.0793 305.900799 4 7
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4656 0.7340897 10348.5924 887.914143 4.227225 2000-2012 –> 2010-2019 1.485736 0.7516459 22649.1750 1498.780635 7 11
Atlantic (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4656 0.6957848 9849.5552 740.898442 5.450796 2000-2012 –> 2010-2019 1.485953 0.7901681 22691.9247 1634.613670 2 12
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4656 0.7338307 10345.3067 861.260606 4.231681 2000-2012 –> 2010-2019 1.486746 0.7529157 22664.1861 1473.894084 6 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4656 0.7349020 10356.8914 713.369565 4.235827 2000-2012 –> 2010-2019 1.488029 0.7531266 22676.8073 847.842706 9 15
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4656 0.7386147 10403.8162 857.419245 4.161764 2000-2012 –> 2010-2019 1.492722 0.7541077 22737.8439 1246.343792 10 17
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 4656 0.7349007 10356.8743 71.045399 4.182416 2000-2012 –> 2010-2019 1.493291 0.7583902 22752.2871 84.988606 8 16
Atlantic (28.2, Inf] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 4656 0.7076127 10004.5228 588.389930 5.059234 2000-2012 –> 2010-2019 1.502624 0.7950114 22911.1336 754.852988 5 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3551 5.6874817 22436.4778 24.634025 44.885884 1982-1999 –> 2000-2012 10.828974 5.1414919 30506.8367 53.899928 2 3
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3551 5.6081796 22336.7557 104.421638 56.662964 1982-1999 –> 2000-2012 10.838034 5.2298545 30452.0325 203.349900 1 3
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3551 5.7569359 22522.6804 15.843155 48.818847 1982-1999 –> 2000-2012 11.000708 5.2437723 30644.9629 28.284556 4 7
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3551 5.7199815 22476.9449 103.505133 47.163131 1982-1999 –> 2000-2012 11.043625 5.3236437 30639.0753 208.811531 3 9
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3551 5.8413558 22626.0681 19.881915 48.257260 1982-1999 –> 2000-2012 11.132222 5.2908665 30771.9187 34.324150 5 9
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3551 5.9206028 22719.7700 103.210312 41.604816 1982-1999 –> 2000-2012 11.370648 5.4500451 30941.7565 202.105006 6 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3551 6.0959553 22929.0577 19.424791 18.903408 1982-1999 –> 2000-2012 11.405681 5.3097254 31084.2874 43.918550 8 13
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3551 6.2673264 23125.9561 7.602888 19.127143 1982-1999 –> 2000-2012 11.705462 5.4381359 31344.1762 13.187745 10 17
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3551 6.3103785 23174.5750 9.986840 19.224346 1982-1999 –> 2000-2012 11.777033 5.4666545 31406.5827 18.125375 11 20
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 3551 6.3498507 23216.8606 17.724097 22.394889 1982-1999 –> 2000-2012 11.855604 5.5057531 31465.6544 40.735789 12 22
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3664 5.2765778 22600.4809 157.229133 46.403224 2000-2012 –> 2010-2019 10.884757 5.6081796 44937.2366 261.650771 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3664 5.3869575 22752.1926 157.244661 35.515792 2000-2012 –> 2010-2019 11.106939 5.7199815 45229.1375 260.749794 2 5
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3664 5.4692202 22863.2505 30.011494 42.314967 2000-2012 –> 2010-2019 11.156702 5.6874817 45299.7283 54.645519 3 5
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3664 5.5562097 22978.8872 16.432717 46.434736 2000-2012 –> 2010-2019 11.313146 5.7569359 45501.5676 32.275872 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3664 5.6447401 23094.7281 20.063066 45.771473 2000-2012 –> 2010-2019 11.486096 5.8413558 45720.7963 39.944981 6 11
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3664 5.5933854 23025.7544 157.184446 30.032277 2000-2012 –> 2010-2019 11.513988 5.9206028 45745.5244 260.394758 5 11
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3664 5.8397672 23343.6367 15.347419 59.148540 2000-2012 –> 2010-2019 11.802854 5.9630871 46116.1864 28.436403 8 15
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3664 5.8120033 23308.7142 27.607849 22.425908 2000-2012 –> 2010-2019 11.907959 6.0959553 46237.7719 47.032640 7 15
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3664 5.9789886 23516.2880 9.899863 22.068602 2000-2012 –> 2010-2019 12.246315 6.2673264 46642.2440 17.502751 9 19
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 3664 6.1097493 23672.8243 13.934387 68.814261 2000-2012 –> 2010-2019 12.345655 6.2359053 46761.0852 26.028234 12 21
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3194 3.9207554 17806.0037 64.540707 20.880596 1982-1999 –> 2000-2012 7.683435 3.7626798 29317.6569 113.030644 1 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3194 4.1393812 18152.6291 516.599383 29.290823 1982-1999 –> 2000-2012 7.771648 3.6322669 29516.4821 1235.458038 4 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3194 4.3393536 18454.0092 64.513094 18.643957 1982-1999 –> 2000-2012 7.871692 3.5323384 29700.9745 116.936473 8 9
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3194 4.0446426 18004.7270 30.202988 21.600577 1982-1999 –> 2000-2012 7.960120 3.9154776 29683.1668 49.047295 2 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3194 4.0778476 18056.9560 32.631928 21.630480 1982-1999 –> 2000-2012 8.020872 3.9430242 29764.7705 51.972362 3 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3194 4.4362401 18595.0677 30.237105 17.788362 1982-1999 –> 2000-2012 8.103467 3.6672271 29999.0562 50.572134 9 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3194 4.3252726 18433.2467 64.603950 14.886469 1982-1999 –> 2000-2012 8.114462 3.7891890 29974.3161 118.240390 7 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3194 4.5426936 18746.5460 519.321562 33.899785 1982-1999 –> 2000-2012 8.144662 3.6019683 30075.3015 1260.123319 11 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3194 4.3056242 18404.1619 20.866559 15.835733 1982-1999 –> 2000-2012 8.151201 3.8455767 30007.1242 31.829277 5 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3194 4.4711850 18645.1897 33.249019 17.860382 1982-1999 –> 2000-2012 8.170411 3.6992256 30085.5797 55.349172 10 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2876 3.5025299 15385.7833 66.509503 17.010963 2000-2012 –> 2010-2019 7.423285 3.9207554 33191.7870 131.050210 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2876 3.5970200 15538.9025 21.626613 18.177782 2000-2012 –> 2010-2019 7.641662 4.0446426 33543.6295 51.829600 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2876 3.6239376 15581.7863 22.121420 18.353755 2000-2012 –> 2010-2019 7.701785 4.0778476 33638.7422 54.753349 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2876 3.6915001 15688.0357 558.001835 34.594533 2000-2012 –> 2010-2019 7.830881 4.1393812 33840.6648 1074.601218 4 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2876 3.8772788 15970.4627 65.889192 15.296952 2000-2012 –> 2010-2019 8.202551 4.3252726 34403.7094 130.493142 5 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2876 3.9040092 16009.9816 16.067835 16.349626 2000-2012 –> 2010-2019 8.209633 4.3056242 34414.1435 36.934394 6 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2876 3.9287952 16046.3848 21.671575 16.698913 2000-2012 –> 2010-2019 8.247879 4.3190835 34470.4843 51.170128 7 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2876 4.0335172 16197.6966 58.081004 17.649468 2000-2012 –> 2010-2019 8.372871 4.3393536 34651.7058 122.594098 8 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2876 4.1496942 16361.0297 21.062223 18.537967 2000-2012 –> 2010-2019 8.585934 4.4362401 34956.0974 51.299327 13 22
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2876 4.0487940 16219.4409 344.920631 29.487785 2000-2012 –> 2010-2019 8.617660 4.5688664 35002.6859 656.418892 9 21
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2864 4.3071913 16506.1983 119.291522 20.223013 1982-1999 –> 2000-2012 7.066574 2.7593822 25730.2475 234.158569 5 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2864 4.2291042 16401.3998 705.160353 20.356654 1982-1999 –> 2000-2012 7.127445 2.8983406 25811.3629 1517.942830 4 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2864 4.0388946 16137.8020 115.189141 15.340481 1982-1999 –> 2000-2012 7.170007 3.1311125 25840.0791 196.120441 1 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2864 4.4462204 16688.1675 56.775660 20.800721 1982-1999 –> 2000-2012 7.298838 2.8526178 26037.9600 102.665473 10 12
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2864 4.3370663 16545.7910 120.463846 22.167977 1982-1999 –> 2000-2012 7.303650 2.9665833 26043.8171 235.025691 6 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2864 4.4648312 16712.0935 62.298235 20.725400 1982-1999 –> 2000-2012 7.331408 2.8665767 26080.3573 112.522527 11 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2864 4.1516097 16295.4658 54.764316 15.635558 1982-1999 –> 2000-2012 7.406799 3.2551891 26144.7967 94.586107 2 15
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2864 4.1634828 16311.8238 58.141644 15.638727 1982-1999 –> 2000-2012 7.425179 3.2616957 26168.7107 99.941915 3 18
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2864 4.5039947 16762.1179 27.571933 22.391225 1982-1999 –> 2000-2012 7.565895 3.0619006 26379.8128 48.704206 12 19
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2864 4.5357070 16802.3069 40.386583 22.265709 1982-1999 –> 2000-2012 7.615089 3.0793817 26441.5442 72.314738 13 21
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2637 3.1300067 13515.3012 96.180969 14.052257 2000-2012 –> 2010-2019 7.168901 4.0388946 29653.1033 211.370110 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2637 3.2367476 13692.1587 48.611028 15.556969 2000-2012 –> 2010-2019 7.388357 4.1516097 29987.6245 103.375344 2 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2637 3.2533235 13719.0988 49.726104 15.671166 2000-2012 –> 2010-2019 7.416806 4.1634828 30030.9226 107.867748 3 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2637 3.2801072 13762.3404 613.062771 15.587029 2000-2012 –> 2010-2019 7.509211 4.2291042 30163.7402 1318.223123 4 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2637 3.3460282 13867.2821 106.609564 15.907383 2000-2012 –> 2010-2019 7.683095 4.3370663 30413.0731 227.073410 5 11
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2637 3.3519558 13874.6168 514.534928 15.987770 2000-2012 –> 2010-2019 7.770793 4.4188377 30525.3985 1158.392005 6 15
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 2637 3.4295311 13995.2837 94.212650 16.100432 2000-2012 –> 2010-2019 7.999368 4.5698370 30838.5309 208.896046 7 21
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2637 3.4960990 14098.6722 24.763949 15.694073 2000-2012 –> 2010-2019 8.000094 4.5039947 30860.7901 52.335882 8 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2637 3.5287930 14147.7632 34.778090 15.736950 2000-2012 –> 2010-2019 8.064500 4.5357070 30950.0701 75.164673 9 22
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2637 3.6996042 14397.0650 49.095264 14.904977 2000-2012 –> 2010-2019 8.093529 4.3939247 31017.4613 97.411266 12 19
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4029 3.6582138 21898.8312 149.594546 14.812851 1982-1999 –> 2000-2012 6.415822 2.7576078 33651.0805 260.624458 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4029 3.7120723 22016.6012 71.375712 16.045616 1982-1999 –> 2000-2012 6.610732 2.8986601 34009.4959 125.678598 2 4
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4029 3.7170861 22027.4778 81.100090 16.066358 1982-1999 –> 2000-2012 6.628002 2.9109162 34040.7262 142.897104 3 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4029 3.8883562 22390.4619 785.508334 17.955362 1982-1999 –> 2000-2012 6.804607 2.9162506 34412.5425 1460.809797 7 11
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4029 3.7658352 22132.4703 49.583485 14.974993 1982-1999 –> 2000-2012 6.805214 3.0393784 34354.0439 87.960560 4 11
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4029 3.7842459 22169.7689 47.824495 14.907167 1982-1999 –> 2000-2012 6.828619 3.0443734 34397.2640 84.382768 5 14
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4029 3.9324451 22479.3150 753.590427 17.566283 1982-1999 –> 2000-2012 6.867145 2.9346996 34529.8175 1386.578025 9 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4029 3.8543123 22319.6007 147.041521 19.388945 1982-1999 –> 2000-2012 6.869313 3.0150011 34502.3276 262.368840 6 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4029 3.9383564 22491.4188 145.408797 18.962052 1982-1999 –> 2000-2012 6.982461 3.0441041 34718.4871 256.352977 11 19
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4029 3.9271808 22470.5207 33.413004 20.974358 1982-1999 –> 2000-2012 7.102230 3.1750494 34902.7592 60.569809 8 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3286 3.3485597 17281.7252 125.802362 19.575728 2000-2012 –> 2010-2019 7.006773 3.6582138 39180.5564 275.396908 5 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3286 3.1618618 16904.6944 121.311768 20.291173 2000-2012 –> 2010-2019 7.016174 3.8543123 39224.2951 268.353289 1 7
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3286 3.2115442 17001.9859 671.144445 17.429309 2000-2012 –> 2010-2019 7.099900 3.8883562 39392.4478 1456.652779 2 9
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3286 3.4296708 17433.7165 66.578332 20.911402 2000-2012 –> 2010-2019 7.141743 3.7120723 39450.3178 137.954044 6 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3286 3.4406722 17454.7574 75.438049 20.947909 2000-2012 –> 2010-2019 7.157758 3.7170861 39482.2352 156.538139 7 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3286 3.2393303 17058.5848 29.137500 21.555281 2000-2012 –> 2010-2019 7.166511 3.9271808 39529.1055 62.550504 3 11
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3286 3.2529310 17086.1119 42.084016 21.624980 2000-2012 –> 2010-2019 7.187372 3.9344410 39571.5157 95.825536 4 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3286 3.4490407 17470.7177 46.307357 14.935968 2000-2012 –> 2010-2019 7.214876 3.7658352 39603.1880 95.890841 8 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3286 3.7224174 17969.8587 40.639133 16.663996 2000-2012 –> 2010-2019 7.506663 3.7842459 40139.6277 88.463629 14 19
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3286 3.6982289 17927.0272 671.143707 19.652064 2000-2012 –> 2010-2019 7.630674 3.9324451 40406.3422 1424.734134 12 21
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5194 2.9158756 25870.8612 728.093457 8.799947 1982-1999 –> 2000-2012 5.408544 2.4926679 38931.7032 1420.310815 1 3
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5194 3.0246525 26251.3326 140.016739 10.535184 1982-1999 –> 2000-2012 5.454250 2.4295978 39168.8125 238.919492 3 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5194 3.0147559 26217.2875 134.192243 9.347324 1982-1999 –> 2000-2012 5.510607 2.4958509 39285.2683 251.160134 2 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5194 3.1122916 26548.0458 58.529123 11.534401 1982-1999 –> 2000-2012 5.611414 2.4991229 39623.3552 110.562778 6 10
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5194 3.1014756 26509.8821 130.407208 9.403669 1982-1999 –> 2000-2012 5.626825 2.5253496 39641.5914 228.064521 5 11
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5194 3.0667140 26392.7950 693.297400 10.431274 1982-1999 –> 2000-2012 5.628613 2.5618994 39604.8867 1238.870396 4 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5194 3.1197028 26572.7533 65.498185 11.579161 1982-1999 –> 2000-2012 5.631164 2.5114616 39675.6137 123.063216 7 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5194 3.1229888 26583.6890 22.254449 9.783194 1982-1999 –> 2000-2012 5.704737 2.5817482 39840.9542 47.200018 8 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5194 3.1272177 26597.7463 34.583834 9.814072 1982-1999 –> 2000-2012 5.720095 2.5928773 39879.0736 69.576789 9 18
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 5194 3.1762793 26757.4539 20.651649 10.464082 1982-1999 –> 2000-2012 5.771104 2.5948252 40040.9823 39.225603 12 22
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4366 2.6252610 20832.1257 803.280982 9.640453 2000-2012 –> 2010-2019 5.541137 2.9158756 46702.9869 1531.374439 2 3
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4366 2.6141367 20795.0460 151.564399 10.616265 2000-2012 –> 2010-2019 5.638789 3.0246525 47046.3786 291.581138 1 4
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4366 2.6448846 20895.1540 777.681003 10.026498 2000-2012 –> 2010-2019 5.711599 3.0667140 47287.9490 1470.978403 3 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4366 2.7406905 21207.8601 137.917613 10.354531 2000-2012 –> 2010-2019 5.755446 3.0147559 47425.1475 272.109855 5 7
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4366 2.7417449 21209.2188 134.311193 10.452652 2000-2012 –> 2010-2019 5.843221 3.1014756 47719.1010 264.718401 6 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4366 2.7362418 21193.6746 55.945266 11.435461 2000-2012 –> 2010-2019 5.848533 3.1122916 47741.7204 114.474389 4 10
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4366 2.7456720 21223.7171 62.933759 11.469091 2000-2012 –> 2010-2019 5.865375 3.1197028 47796.4703 128.431944 7 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4366 2.8580259 21573.9163 23.533272 10.853749 2000-2012 –> 2010-2019 5.981015 3.1229888 48157.6053 45.787720 8 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4366 2.8654888 21596.6877 32.863194 10.872440 2000-2012 –> 2010-2019 5.992706 3.1272177 48194.4340 67.447027 10 19
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4366 2.8594598 21576.2964 22.087467 10.673556 2000-2012 –> 2010-2019 6.035739 3.1762793 48333.7503 42.739117 9 21
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6741 2.9916715 33918.1399 295.630877 10.584452 1982-1999 –> 2000-2012 5.298082 2.3064103 52208.1778 744.787646 2 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6741 2.9486365 33722.7936 22.960255 9.311955 1982-1999 –> 2000-2012 5.303196 2.3545599 52180.3137 43.363119 1 5
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6741 3.0554449 34202.5148 259.401651 11.840890 1982-1999 –> 2000-2012 5.398750 2.3433054 52621.1961 481.423925 4 6
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 6741 3.0958902 34377.8069 199.477143 12.626916 1982-1999 –> 2000-2012 5.442656 2.3467659 52806.4499 387.712933 8 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6741 3.0756631 34291.4328 51.550495 10.939934 1982-1999 –> 2000-2012 5.462241 2.3865775 52858.4363 127.394728 5 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6741 3.0420145 34143.1235 81.761741 9.681980 1982-1999 –> 2000-2012 5.468970 2.4269558 52846.1244 158.630515 3 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6741 3.0776426 34300.1074 64.242703 10.876604 1982-1999 –> 2000-2012 5.469061 2.3914179 52883.5349 156.396082 6 12
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 6741 3.0822172 34318.1320 18.946827 10.502331 1982-1999 –> 2000-2012 5.491637 2.4094195 52960.3494 32.454730 7 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6741 3.1227236 34496.1578 34.673256 12.068046 1982-1999 –> 2000-2012 5.541168 2.4184445 53170.6811 73.507988 9 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6741 3.1287644 34522.2129 38.155160 12.079223 1982-1999 –> 2000-2012 5.556509 2.4277450 53227.8493 81.579108 10 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5661 3.0308734 28633.6311 304.051977 13.620472 2000-2012 –> 2010-2019 6.022545 2.9916715 62551.7710 599.682854 1 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5661 3.0935208 28865.2681 22.098317 13.805505 2000-2012 –> 2010-2019 6.042157 2.9486365 62588.0618 45.058572 2 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5661 3.1258429 28982.9505 303.318420 16.209205 2000-2012 –> 2010-2019 6.181288 3.0554449 63185.4653 562.720070 6 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5661 3.1073847 28915.8957 47.507120 14.000843 2000-2012 –> 2010-2019 6.183048 3.0756631 63207.3285 99.057615 4 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5661 3.1072471 28915.3942 52.081790 13.905443 2000-2012 –> 2010-2019 6.184890 3.0776426 63215.5016 116.324492 3 9
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 5661 3.1073849 28913.8961 14.858323 13.998051 2000-2012 –> 2010-2019 6.189602 3.0822172 63232.0281 33.805149 5 12
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5661 3.1262314 28982.3577 212.710446 16.271157 2000-2012 –> 2010-2019 6.222122 3.0958902 63360.1646 412.187590 7 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5661 3.2369054 29378.2443 76.864237 9.828828 2000-2012 –> 2010-2019 6.278920 3.0420145 63521.3678 158.625978 12 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5661 3.1994485 29246.4640 43.180834 16.552292 2000-2012 –> 2010-2019 6.322172 3.1227236 63742.6217 77.854090 8 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5661 3.2048172 29265.4466 47.694206 16.563437 2000-2012 –> 2010-2019 6.333582 3.1287644 63787.6595 85.849367 10 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7746 2.9060899 38523.1930 137.013844 9.880702 1982-1999 –> 2000-2012 5.164676 2.2585859 58139.9461 262.682107 3 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 7746 2.9017149 38499.8527 44.814836 10.204967 1982-1999 –> 2000-2012 5.244901 2.3431861 58439.3229 75.107308 1 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 7746 2.9059883 38522.6513 47.785098 10.257793 1982-1999 –> 2000-2012 5.258076 2.3520874 58495.3969 84.135315 2 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7746 2.9702640 38861.5747 29.063951 9.716262 1982-1999 –> 2000-2012 5.259808 2.2895438 58597.8016 50.841260 4 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 7746 2.9848952 38937.6992 446.732676 10.522765 1982-1999 –> 2000-2012 5.388965 2.4040700 59102.2873 969.335965 6 15
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7746 2.9902872 38965.6589 66.360648 10.615224 1982-1999 –> 2000-2012 5.419545 2.4292575 59221.7151 126.445762 7 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7746 2.9981096 39006.1324 66.312570 10.726132 1982-1999 –> 2000-2012 5.430830 2.4327206 59274.6908 124.732126 8 20
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 7746 3.0634209 39337.9890 28.948908 13.482450 1982-1999 –> 2000-2012 5.437398 2.3739770 59390.0301 50.496814 12 20
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 7746 3.0216787 39125.4434 39.529530 10.905159 1982-1999 –> 2000-2012 5.465248 2.4435688 59431.0494 66.301529 10 24
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 7746 3.0336852 39186.8785 34.088677 10.797368 1982-1999 –> 2000-2012 5.467880 2.4341943 59458.7517 57.288551 11 24
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6267 3.2708812 32652.5103 120.712059 12.525084 2000-2012 –> 2010-2019 6.176971 2.9060899 71175.7034 257.725902 1 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6267 3.2962112 32749.2011 39.762818 11.718004 2000-2012 –> 2010-2019 6.197926 2.9017149 71249.0538 84.577655 2 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6267 3.3065967 32788.6303 42.570252 11.500133 2000-2012 –> 2010-2019 6.212585 2.9059883 71311.2817 90.355350 3 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6267 3.3107523 32804.3725 20.105297 14.245677 2000-2012 –> 2010-2019 6.281016 2.9702640 71665.9472 49.169248 4 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6267 3.3584055 32983.4943 47.462780 10.171980 2000-2012 –> 2010-2019 6.338998 2.9805924 71898.8450 97.547720 6 11
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6267 3.3562992 32975.6307 419.166002 11.793743 2000-2012 –> 2010-2019 6.341194 2.9848952 71913.3299 865.898678 5 11
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6267 3.3619521 32996.7236 72.075310 11.533529 2000-2012 –> 2010-2019 6.352239 2.9902872 71962.3825 138.435958 7 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6267 3.3702106 33027.4750 71.917896 11.660516 2000-2012 –> 2010-2019 6.368320 2.9981096 72033.6074 138.230466 9 17
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 6267 3.3709073 33028.0661 34.543699 10.587947 2000-2012 –> 2010-2019 6.379627 3.0087194 72086.9253 74.735400 10 19
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 6267 3.3804602 33063.5363 30.768968 12.800000 2000-2012 –> 2010-2019 6.402139 3.0216787 72188.9797 70.298498 11 21
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2948 2.2153758 13069.8700 630.144059 9.566650 1982-1999 –> 2000-2012 4.135538 1.9201618 20283.8756 1221.245431 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2948 2.2225344 13088.8911 130.397798 9.499513 1982-1999 –> 2000-2012 4.156240 1.9337059 20327.3291 250.661811 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2948 2.2269337 13100.5502 131.913202 9.485078 1982-1999 –> 2000-2012 4.170830 1.9438960 20357.2576 249.116793 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2948 2.2982835 13286.4919 417.362158 9.539113 1982-1999 –> 2000-2012 4.257560 1.9592767 20570.5941 876.956853 10 15
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2948 2.3294569 13365.9265 129.015161 9.665697 1982-1999 –> 2000-2012 4.324332 1.9948749 20712.6175 255.512011 12 22
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2948 2.2813630 13242.9237 630.517504 9.495914 1982-1999 –> 2000-2012 4.346411 2.0650480 20709.7875 1318.998434 4 21
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 2948 2.2832312 13245.7497 466.426063 9.281035 1982-1999 –> 2000-2012 4.353865 2.0706335 20720.0026 904.837035 5 24
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2948 2.3357494 13381.8316 164.135079 9.315724 1982-1999 –> 2000-2012 4.356170 2.0204201 20772.7518 312.199784 15 27
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2948 2.4062439 13557.1446 727.497374 10.962257 1982-1999 –> 2000-2012 4.356524 1.9502800 20825.2489 1467.832170 37 41
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2948 2.2882469 13260.6876 82.696672 9.429552 1982-1999 –> 2000-2012 4.368333 2.0800863 20752.7730 158.007944 6 26
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2436 2.4457429 11284.3364 737.815193 13.640515 2000-2012 –> 2010-2019 4.661119 2.2153758 24354.2064 1367.959252 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2436 2.4628692 11318.3337 115.481172 13.541394 2000-2012 –> 2010-2019 4.685404 2.2225344 24407.2248 245.878970 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2436 2.4722725 11336.8997 117.027895 13.526693 2000-2012 –> 2010-2019 4.699206 2.2269337 24437.4499 248.941097 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2436 2.5193988 11428.8954 797.481614 15.061179 2000-2012 –> 2010-2019 4.800762 2.2813630 24671.8190 1427.999118 7 11
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2436 2.5355939 11460.1133 83.638923 14.974978 2000-2012 –> 2010-2019 4.823841 2.2882469 24720.8009 166.335596 8 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2436 2.5415927 11471.6260 85.171326 14.943399 2000-2012 –> 2010-2019 4.831728 2.2901352 24737.1773 169.130682 9 17
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2436 2.4732955 11338.9153 927.267700 16.103465 2000-2012 –> 2010-2019 4.879539 2.4062439 24896.0600 1654.765075 4 41
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2436 2.4948315 11381.1542 164.587243 16.024445 2000-2012 –> 2010-2019 4.910875 2.4160439 24962.2628 334.860963 5 50
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 2436 2.6296309 11635.5301 524.380765 13.347347 2000-2012 –> 2010-2019 4.912862 2.2832312 24881.2798 990.806828 16 21
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2436 2.5082441 11407.2767 167.921126 16.012277 2000-2012 –> 2010-2019 4.930553 2.4223086 25003.6535 340.850812 6 53
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3636 1.8424443 14776.3900 284.723597 10.305525 1982-1999 –> 2000-2012 3.469805 1.6273607 22181.4625 558.441199 1 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3636 1.8470520 14794.5538 271.798421 10.345577 1982-1999 –> 2000-2012 3.473540 1.6264885 22197.5473 535.655343 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3636 1.8521020 14814.4090 674.258217 10.308625 1982-1999 –> 2000-2012 3.478563 1.6264612 22217.3375 1325.257307 3 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3636 1.8822538 14931.8419 268.584307 7.018048 1982-1999 –> 2000-2012 3.515271 1.6330167 22350.3695 534.196813 4 8
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 3636 1.9319375 15119.3029 251.098468 7.850238 1982-1999 –> 2000-2012 3.646603 1.7146659 22725.0349 499.087707 7 15
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3636 1.9789640 15296.1955 280.428799 7.801470 1982-1999 –> 2000-2012 3.672480 1.6935159 22855.7957 552.276251 12 17
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3636 1.9312027 15118.5368 705.866985 9.768327 1982-1999 –> 2000-2012 3.680622 1.7494193 22804.0834 1468.581408 5 18
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3636 1.9925599 15345.9848 470.875374 8.262813 1982-1999 –> 2000-2012 3.691456 1.6988962 22917.8859 938.188707 14 20
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3636 1.9319311 15121.2791 69.824130 9.768171 1982-1999 –> 2000-2012 3.691952 1.7600206 22830.2552 142.370735 6 23
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate 3636 1.9931325 15346.0743 216.423047 8.221195 1982-1999 –> 2000-2012 3.692989 1.6998569 22918.1678 450.563921 15 22
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2992 1.8229562 12098.0776 278.796147 12.389237 2000-2012 –> 2010-2019 3.665401 1.8424443 26874.4676 563.519744 3 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2992 1.8225020 12096.5864 272.710869 12.434499 2000-2012 –> 2010-2019 3.669554 1.8470520 26891.1402 544.509290 1 3
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2992 1.8229198 12097.9581 792.764943 12.456048 2000-2012 –> 2010-2019 3.675022 1.8521020 26912.3671 1467.023160 2 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2992 1.8901520 12314.6852 263.905652 10.396620 2000-2012 –> 2010-2019 3.772406 1.8822538 27246.5272 532.489959 4 8
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2992 1.8902717 12313.0643 258.490629 10.432635 2000-2012 –> 2010-2019 3.822209 1.9319375 27432.3671 509.589097 5 12
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2992 1.9797696 12591.8833 803.218088 13.402369 2000-2012 –> 2010-2019 3.910972 1.9312027 27710.4201 1509.085074 6 11
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2992 1.9823343 12599.6303 65.584867 13.410487 2000-2012 –> 2010-2019 3.914265 1.9319311 27720.9094 135.408997 7 13
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2992 1.9834938 12603.1295 66.438915 13.412496 2000-2012 –> 2010-2019 3.915736 1.9322419 27725.5782 138.933856 8 16
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 2992 2.0152765 12696.2546 733.185470 12.617355 2000-2012 –> 2010-2019 3.954540 1.9392633 27843.0806 1357.279535 15 26
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2992 2.0243381 12723.1009 24.209172 12.482923 2000-2012 –> 2010-2019 3.962261 1.9379228 27864.8984 42.828011 16 26
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4430 1.6221459 16871.8195 947.874933 9.225705 1982-1999 –> 2000-2012 3.039880 1.4177343 25061.0450 1260.091974 4 5
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4430 1.6160053 16838.2168 658.890523 8.541090 1982-1999 –> 2000-2012 3.094942 1.4789367 25222.8679 1277.085578 3 5
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4430 1.6117320 16814.7562 91.993965 8.508764 1982-1999 –> 2000-2012 3.104063 1.4923312 25241.0976 169.852649 2 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4430 1.6110716 16811.1256 93.414659 8.502674 1982-1999 –> 2000-2012 3.106584 1.4955127 25247.3145 177.207587 1 6
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 4430 1.6453637 16995.7337 625.978313 9.321609 1982-1999 –> 2000-2012 3.134775 1.4894111 25411.0183 1120.575987 9 12
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 4430 1.6380933 16956.4970 29.199587 9.277453 1982-1999 –> 2000-2012 3.138267 1.5001735 25405.0743 50.699547 6 12
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 4430 1.6360808 16945.6058 30.796598 9.245310 1982-1999 –> 2000-2012 3.139515 1.5034342 25404.2227 53.758820 5 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4430 1.6402766 16970.2984 468.852529 6.663028 1982-1999 –> 2000-2012 3.209475 1.5691987 25628.8831 772.846038 7 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4430 1.6417811 16978.4211 92.995831 8.109110 1982-1999 –> 2000-2012 3.228642 1.5868613 25688.7620 160.518241 8 17
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 4430 1.6809321 17185.2228 25.927838 6.972336 1982-1999 –> 2000-2012 3.289739 1.6088071 25957.0741 43.456659 10 20
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4401 1.5788574 16523.3831 578.976330 5.759110 2000-2012 –> 2010-2019 3.219134 1.6402766 33493.6815 1047.828859 1 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4401 1.6925320 17135.3352 107.237014 5.840842 2000-2012 –> 2010-2019 3.303604 1.6110716 33946.4608 200.651672 4 5
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4401 1.6925408 17135.3807 110.704150 5.846132 2000-2012 –> 2010-2019 3.304273 1.6117320 33950.1369 202.698114 5 7
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 4401 1.6206934 16751.5785 548.350964 6.187876 2000-2012 –> 2010-2019 3.306592 1.6858988 33962.9413 997.428136 2 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4401 1.6927198 17136.3116 681.868718 5.856707 2000-2012 –> 2010-2019 3.308725 1.6160053 33974.5283 1340.759241 6 9
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 4401 1.6963293 17153.0607 34.919395 6.027931 2000-2012 –> 2010-2019 3.332410 1.6360808 34098.6665 65.715993 7 11
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 4401 1.6967593 17155.2918 33.207175 6.043941 2000-2012 –> 2010-2019 3.334853 1.6380933 34111.7888 62.406762 8 13
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 4401 1.6977337 17160.3447 677.520541 6.063014 2000-2012 –> 2010-2019 3.343097 1.6453637 34156.0784 1303.498855 9 17
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4401 1.7373915 17365.5883 119.053055 6.469705 2000-2012 –> 2010-2019 3.379173 1.6417811 34344.0094 212.048887 10 17
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 4401 1.7538845 17446.7516 30.619552 6.903970 2000-2012 –> 2010-2019 3.434817 1.6809321 34631.9744 56.547390 11 20
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2568 1.3299029 8765.9725 627.557425 5.388994 1982-1999 –> 2000-2012 2.377397 1.0474938 13029.4556 1256.897402 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2568 1.3304163 8767.9548 145.107462 5.325368 1982-1999 –> 2000-2012 2.388431 1.0580146 13060.4196 276.256877 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2568 1.3305426 8768.4424 155.134027 5.315664 1982-1999 –> 2000-2012 2.390457 1.0599139 13066.1085 303.353086 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2568 1.3325643 8776.2404 105.266262 5.230766 1982-1999 –> 2000-2012 2.428715 1.0961506 13171.3955 204.793470 4 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2568 1.4007619 9032.5841 905.154777 6.459857 1982-1999 –> 2000-2012 2.488780 1.0880185 13406.1446 1481.703691 6 11
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 2568 1.4041880 9043.1307 539.296101 6.569900 1982-1999 –> 2000-2012 2.489485 1.0852970 13407.4280 989.575111 9 13
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2568 1.3518836 8848.1667 23.819397 5.077813 1982-1999 –> 2000-2012 2.497479 1.1455951 13369.2689 48.138321 5 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2568 1.4039880 9042.3990 24.779481 6.506606 1982-1999 –> 2000-2012 2.497484 1.0934965 13428.5237 51.662278 7 13
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2568 1.4041300 9042.9186 25.909205 6.484193 1982-1999 –> 2000-2012 2.500040 1.0959095 13435.4358 54.444598 8 15
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2568 1.4415303 9177.9305 105.052176 6.187661 1982-1999 –> 2000-2012 2.556271 1.1147403 13619.8545 195.103177 10 20
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2493 1.4113808 8806.8460 631.811478 5.689491 2000-2012 –> 2010-2019 2.741284 1.3299029 17572.8185 1259.368903 2 3
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2493 1.4116073 8807.6464 194.193846 5.851171 2000-2012 –> 2010-2019 2.742024 1.3304163 17575.6012 339.301309 3 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2493 1.4116240 8807.7053 202.993566 5.855544 2000-2012 –> 2010-2019 2.742167 1.3305426 17576.1477 358.127593 4 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2493 1.4109263 8805.2404 144.385663 5.649925 2000-2012 –> 2010-2019 2.743491 1.3325643 17581.4808 249.651925 1 5
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2493 1.4123843 8808.3901 24.117662 5.766789 2000-2012 –> 2010-2019 2.764268 1.3518836 17656.5568 47.937060 5 10
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2493 1.4893894 9073.0814 25.671954 6.442839 2000-2012 –> 2010-2019 2.893519 1.4041300 18116.0001 51.581158 8 15
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2493 1.4897809 9074.3922 24.371389 6.386190 2000-2012 –> 2010-2019 2.893769 1.4039880 18116.7912 49.150870 9 15
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 2493 1.4909541 9078.3170 587.207200 6.246545 2000-2012 –> 2010-2019 2.895142 1.4041880 18121.4477 1126.503301 10 18
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2493 1.4382957 8901.0336 646.878271 6.032876 2000-2012 –> 2010-2019 2.982866 1.5445700 18435.5551 1281.504643 6 27
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2493 1.5470536 9262.4797 25.377262 6.329106 2000-2012 –> 2010-2019 2.994090 1.4470369 18459.9922 51.108677 11 22
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6078 1.0686844 18070.1199 45.825473 5.141289 1982-1999 –> 2000-2012 2.025567 0.9568824 27765.9102 99.549114 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6078 1.0822695 18223.6724 428.031750 5.063337 1982-1999 –> 2000-2012 2.042978 0.9607085 27947.5646 808.600662 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6078 1.0832127 18234.2621 56.916414 5.181767 1982-1999 –> 2000-2012 2.046599 0.9633862 27977.7541 121.107231 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6078 1.0833321 18235.6026 63.485828 5.190559 1982-1999 –> 2000-2012 2.047102 0.9637699 27981.8989 139.260091 4 8
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 6078 1.1051601 18476.0981 13.800941 5.289947 1982-1999 –> 2000-2012 2.116382 1.0112216 28558.8453 26.189312 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6078 1.3244349 20678.2814 641.266737 7.182933 1982-1999 –> 2000-2012 2.420450 1.0960151 31330.0638 1136.602902 6 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6078 1.3438837 20855.4890 710.783329 7.361426 1982-1999 –> 2000-2012 2.456892 1.1130086 31615.6183 1070.065964 7 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6078 1.3503429 20913.7756 616.135626 7.450162 1982-1999 –> 2000-2012 2.466759 1.1164162 31695.4323 916.984852 8 16
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 6078 1.3670454 21061.2117 40.427439 7.367330 1982-1999 –> 2000-2012 2.511001 1.1439555 32012.4694 74.388909 9 18
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6078 1.3674748 21067.0295 611.002744 6.321971 1982-1999 –> 2000-2012 2.559092 1.1916166 32307.7341 1053.445773 12 22
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5415 1.0374889 15779.6840 72.565404 7.255217 2000-2012 –> 2010-2019 2.106173 1.0686844 33849.8039 118.390878 4 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5415 1.0314224 15716.1714 637.889852 7.176264 2000-2012 –> 2010-2019 2.113692 1.0822695 33939.8438 1065.921602 1 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5415 1.0336275 15739.3005 82.053487 7.305339 2000-2012 –> 2010-2019 2.116840 1.0832127 33973.5626 138.969900 2 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5415 1.0337976 15741.0826 90.797199 7.310744 2000-2012 –> 2010-2019 2.117130 1.0833321 33976.6852 154.283027 3 7
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 5415 1.0439425 15844.8422 18.330115 6.927384 2000-2012 –> 2010-2019 2.149103 1.1051601 34320.9403 32.131057 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5415 1.3079581 18288.6040 764.860677 8.506076 2000-2012 –> 2010-2019 2.632393 1.3244349 38966.8853 1406.127414 13 19
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5415 1.2786370 18043.0604 692.123125 8.527716 2000-2012 –> 2010-2019 2.646112 1.3674748 39110.0899 1303.125869 6 18
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5415 1.2787785 18044.2586 599.772076 8.502431 2000-2012 –> 2010-2019 2.646161 1.3673830 39110.4721 1129.269380 7 18
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5415 1.2797118 18052.1598 750.413600 8.383188 2000-2012 –> 2010-2019 2.647033 1.3673212 39117.8234 1363.001759 8 18
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 5415 1.2828891 18077.0160 31.971063 8.456855 2000-2012 –> 2010-2019 2.656738 1.3738486 39198.5727 54.684798 9 22
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 14158 0.6224911 26770.1470 318.338743 3.633135 1982-1999 –> 2000-2012 1.456628 0.8341372 46709.2030 433.855748 1 5
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 14158 0.7139806 30653.0190 160.860917 4.105311 1982-1999 –> 2000-2012 1.554566 0.8405855 50716.0574 287.333669 3 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 14158 0.7152208 30702.1616 15.355368 4.157327 1982-1999 –> 2000-2012 1.559808 0.8445868 50841.6573 34.546899 5 11
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 14158 0.7152376 30702.8250 15.356352 4.158481 1982-1999 –> 2000-2012 1.559956 0.8447179 50844.8201 31.877623 6 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 14158 0.7719411 32863.1524 317.449722 8.365848 1982-1999 –> 2000-2012 1.561879 0.7899378 51925.6659 496.586882 10 11
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 14158 0.7152168 30702.0022 14.630428 4.253421 1982-1999 –> 2000-2012 1.564170 0.8489529 50924.5123 31.911678 4 12
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 14158 0.7159984 30730.9283 12.014801 4.210090 1982-1999 –> 2000-2012 1.566397 0.8503987 50978.8336 23.146342 7 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 14158 0.6623754 28528.6552 243.750207 4.025506 1982-1999 –> 2000-2012 1.576787 0.9144112 49947.0189 338.944914 2 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 14158 0.7810548 33195.4983 349.722606 8.404941 1982-1999 –> 2000-2012 1.581919 0.8008645 52479.1866 479.341346 11 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 14158 0.7946030 33682.4565 295.563495 8.662249 1982-1999 –> 2000-2012 1.603763 0.8091596 53132.0454 396.529751 12 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 14697 0.6772848 30268.5124 232.548994 5.235062 2000-2012 –> 2010-2019 1.299776 0.6224911 57038.6594 550.887737 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 14697 0.6959523 31067.7146 150.521775 4.744363 2000-2012 –> 2010-2019 1.358328 0.6623754 59596.3697 394.271983 3 5
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 14697 0.6872977 30699.8913 157.754802 4.002963 2000-2012 –> 2010-2019 1.408364 0.7210662 61632.5342 442.750122 2 10
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 14697 0.7004532 31255.2000 144.567449 4.362714 2000-2012 –> 2010-2019 1.422944 0.7224911 62241.7421 388.262633 4 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 14697 0.7252212 32278.6152 193.823489 5.143794 2000-2012 –> 2010-2019 1.439202 0.7139806 62931.6342 354.684407 7 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 14697 0.7248752 32264.5898 16.832453 5.158649 2000-2012 –> 2010-2019 1.440113 0.7152376 62967.4149 32.188806 5 11
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 14697 0.7248955 32265.4130 16.833639 5.157739 2000-2012 –> 2010-2019 1.440116 0.7152208 62967.5746 32.189007 6 11
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 14697 0.7387663 32822.5497 18.463981 5.129482 2000-2012 –> 2010-2019 1.453983 0.7152168 63524.5519 33.094409 8 12
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 14697 0.7445619 33050.2457 12.353124 5.086479 2000-2012 –> 2010-2019 1.460560 0.7159984 63781.1739 24.367925 9 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 14697 0.7898682 34788.5512 232.607085 8.376274 2000-2012 –> 2010-2019 1.561809 0.7719411 67651.7036 550.056807 10 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 6561 1.3763374 22824.8183 376.555094 5.101037 1982-1999 –> 2000-2012 2.376070 0.9997322 36880.8211 797.137480 20 21
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6561 1.3738930 22801.4926 68.422022 5.042744 1982-1999 –> 2000-2012 2.397490 1.0235967 37090.9931 143.369088 13 15
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 6561 1.3734597 22797.3538 73.609731 5.243625 1982-1999 –> 2000-2012 2.400712 1.0272523 37122.1403 162.478518 9 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6561 1.3738235 22800.8286 41.298172 5.170787 1982-1999 –> 2000-2012 2.402814 1.0289900 37142.3445 104.902694 12 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6561 1.3735634 22798.3444 39.488586 5.337913 1982-1999 –> 2000-2012 2.410739 1.0371752 37218.2833 101.886625 10 15
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + silicate 6561 1.3740070 22800.5816 24.929064 5.101275 1982-1999 –> 2000-2012 2.412275 1.0382678 37228.9418 43.623344 14 21
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6561 1.3813092 22872.1336 41.771255 5.175142 1982-1999 –> 2000-2012 2.418825 1.0375156 37295.3205 105.080966 34 40
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 6561 1.3907820 22961.8150 486.997398 4.942861 1982-1999 –> 2000-2012 2.431187 1.0404051 37412.5302 1063.746600 42 50
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6561 1.3732948 22795.7776 458.452139 5.293895 1982-1999 –> 2000-2012 2.433671 1.0603759 37434.6862 990.594392 8 17
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6561 1.3826824 22885.1727 193.692562 4.926619 1982-1999 –> 2000-2012 2.448880 1.0661979 37578.2780 337.972974 37 47
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6286 1.4227076 22285.3023 479.526368 7.236019 2000-2012 –> 2010-2019 2.794894 1.3721868 45070.4893 926.476482 1 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6286 1.4238108 22295.0471 502.256445 7.304933 2000-2012 –> 2010-2019 2.795491 1.3716801 45075.3870 972.971140 2 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6286 1.4316022 22363.6560 482.741040 6.617816 2000-2012 –> 2010-2019 2.798142 1.3665395 45094.7274 956.884247 8 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6286 1.4242267 22298.7187 475.254518 7.411642 2000-2012 –> 2010-2019 2.803367 1.3791405 45150.2349 919.578062 3 34
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6286 1.4303417 22352.5824 41.746465 7.168979 2000-2012 –> 2010-2019 2.803905 1.3735634 45150.9268 81.235051 5 15
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 6286 1.4330643 22376.4900 543.861268 6.586807 2000-2012 –> 2010-2019 2.804033 1.3709688 45150.0236 1037.846848 11 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6286 1.4315306 22363.0273 489.632759 7.159557 2000-2012 –> 2010-2019 2.804825 1.3732948 45158.8049 948.084898 6 14
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 6286 1.4315726 22361.3965 27.719194 7.175290 2000-2012 –> 2010-2019 2.805139 1.3735660 45157.7651 59.307442 7 18
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 6286 1.4330861 22374.6809 428.865497 6.578995 2000-2012 –> 2010-2019 2.805274 1.3721875 45157.8740 840.709794 12 19
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 6286 1.4319674 22366.8631 76.210457 7.146367 2000-2012 –> 2010-2019 2.805427 1.3734597 45164.2169 149.820188 9 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 –> 2000-2012 5.008198 1041.1884
Atlantic (-Inf,26] 2000-2012 –> 2010-2019 4.460349 961.3869
Atlantic (26,26.5] 1982-1999 –> 2000-2012 6.981469 4302.0486
Atlantic (26,26.5] 2000-2012 –> 2010-2019 7.059033 4128.6373
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 5.756739 5678.1932
Atlantic (26.5,26.75] 2000-2012 –> 2010-2019 7.396700 5846.8646
Atlantic (26.75,27] 1982-1999 –> 2000-2012 4.221384 9217.8965
Atlantic (26.75,27] 2000-2012 –> 2010-2019 5.277676 9114.9675
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.975231 12390.4185
Atlantic (27,27.25] 2000-2012 –> 2010-2019 4.781980 13255.6768
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 5.696197 23055.9814
Atlantic (27.25,27.5] 2000-2012 –> 2010-2019 7.012765 25160.3110
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 4.074244 37959.1904
Atlantic (27.5,27.75] 2000-2012 –> 2010-2019 4.537106 40532.2231
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 2.331795 10490.2797
Atlantic (27.75,27.85] 2000-2012 –> 2010-2019 2.638008 11813.1530
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 3.337540 13255.9995
Atlantic (27.85,27.95] 2000-2012 –> 2010-2019 3.830407 14615.6071
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 6.960894 21484.1442
Atlantic (27.95,28.05] 2000-2012 –> 2010-2019 6.677005 21193.4872
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 1.105309 3735.3583
Atlantic (28.05,28.1] 2000-2012 –> 2010-2019 1.412158 4894.8225
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 1.148690 5571.9812
Atlantic (28.1,28.15] 2000-2012 –> 2010-2019 1.321130 6883.3760
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 1.309206 11223.4084
Atlantic (28.15,28.2] 2000-2012 –> 2010-2019 1.453428 13900.9635
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 1.264241 17456.3294
Atlantic (28.2, Inf] 2000-2012 –> 2010-2019 1.457162 22246.1578
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 11.295799 30925.7283
Indo-Pacific (-Inf,26] 2000-2012 –> 2010-2019 11.576441 45819.1278
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 7.999197 29812.4428
Indo-Pacific (26,26.5] 2000-2012 –> 2010-2019 8.083414 34211.3650
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 7.331088 26067.8688
Indo-Pacific (26.5,26.75] 2000-2012 –> 2010-2019 7.709466 30444.0715
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 6.791415 34351.8544
Indo-Pacific (26.75,27] 2000-2012 –> 2010-2019 7.212845 39597.9631
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 5.606736 39569.2241
Indo-Pacific (27,27.25] 2000-2012 –> 2010-2019 5.821356 47640.5543
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 5.443227 52776.3113
Indo-Pacific (27.25,27.5] 2000-2012 –> 2010-2019 6.196033 63239.1970
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 5.353732 58955.0992
Indo-Pacific (27.5,27.75] 2000-2012 –> 2010-2019 6.305102 71748.6056
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 4.282580 20603.2238
Indo-Pacific (27.75,27.85] 2000-2012 –> 2010-2019 4.813589 24707.1934
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 3.601328 22599.7940
Indo-Pacific (27.85,27.95] 2000-2012 –> 2010-2019 3.826236 27422.1756
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 3.148588 25426.7360
Indo-Pacific (27.95,28.05] 2000-2012 –> 2010-2019 3.326668 34067.0266
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 2.461454 13299.4035
Indo-Pacific (28.05,28.1] 2000-2012 –> 2010-2019 2.839262 17921.2391
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2012 2.269282 29919.3291
Indo-Pacific (28.1,28.2] 2000-2012 –> 2010-2019 2.383138 36556.4679
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2012 1.558587 50849.9000
Indo-Pacific (28.2,28.3] 2000-2012 –> 2010-2019 1.428519 62433.3359
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2012 2.413266 37240.4339
Indo-Pacific (28.3, Inf] 2000-2012 –> 2010-2019 2.802050 45133.0450

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

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2012
(-Inf,26] 6 5 7 7 10 8 6
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 8 5 8 5 5 10 7
(26.75,27] 8 4 7 7 3 10 8
(27,27.25] 7 5 7 6 7 10 7
(27.25,27.5] 7 10 5 6 4 5 10
(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 5 6 10 7 9
(27.95,28.05] 4 4 4 8 8 5 10
(28.05,28.1] 4 2 4 8 10 5 10
(28.1,28.15] 6 2 6 6 8 5 10
(28.15,28.2] 8 8 4 4 6 5 9
(28.2, Inf] 9 10 3 4 10 3 5
total 91.00 68.00 76.00 87.00 111.00 93.00 116.00
Atlantic - 2000-2012 --> 2010-2019
(-Inf,26] 6 5 7 7 10 8 6
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 8 5 7 6 4 10 8
(26.75,27] 8 5 8 6 5 10 6
(27,27.25] 8 6 5 6 8 10 6
(27.25,27.5] 7 10 4 6 7 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] 5 3 4 7 10 6 10
(28.1,28.15] 5 3 4 7 10 6 10
(28.15,28.2] 8 9 3 4 5 5 9
(28.2, Inf] 10 10 2 5 8 5 5
total 96.00 78.00 69.00 85.00 117.00 103.00 105.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-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] 9 7 6 4 9 6 8
(27.85,27.95] 9 8 4 4 10 6 7
(27.95,28.05] 6 3 4 7 10 6 10
(28.05,28.1] 5 3 4 8 9 6 10
(28.1,28.2] 4 6 5 8 6 9 10
(28.2,28.3] 5 6 6 7 7 10 8
(28.3, Inf] 8 5 5 6 10 8 7
total 95.00 90.00 80.00 93.00 108.00 92.00 113.00
Indo-Pacific - 2000-2012 --> 2010-2019
(-Inf,26] 9 6 6 6 10 4 7
(26,26.5] 8 6 7 7 6 8 8
(26.5,26.75] 7 5 7 7 4 10 8
(26.75,27] 6 10 6 8 5 5 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 6 6 10 10 6
(27.75,27.85] 7 6 7 6 7 6 10
(27.85,27.95] 8 5 5 5 10 4 10
(27.95,28.05] 6 3 4 6 10 6 10
(28.05,28.1] 5 3 4 7 10 6 10
(28.1,28.2] 5 5 6 7 9 6 10
(28.2,28.3] 4 6 7 5 9 10 7
(28.3, Inf] 6 10 6 5 7 10 4
total 90.00 90.00 84.00 88.00 105.00 95.00 115.00

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
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
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