Last updated: 2021-03-07

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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, oxygen, aou, 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()


# 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)

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

# 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
)

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)[1]
        
        # 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)
          
          # 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,
              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_n_predictors,
  i_resid_max
)

5 Prepare coeffcients

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

5.1 Formatting

# select relevant columns
lm_all_fitted <- lm_all_fitted %>%
  select(
    basin,
    gamma_slab,
    era,
    model,
    nr_obs,
    n_predictors,
    term,
    estimate,
    rmse,
    aic,
    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)
# calculate RMSE sum for adjacent eras
lm_all_fitted_wide_eras <- lm_all_fitted_wide  %>%
  select(basin, gamma_slab, model, era, nr_obs, rmse, aic, resid_max) %>%
  arrange(era) %>%
  group_by(basin, gamma_slab, model) %>%
  mutate(
    eras = paste(lag(era), era, sep = " --> "),
    rmse_sum = rmse + lag(rmse),
    aic_sum = aic + lag(aic)
  ) %>%
  ungroup() %>%
  select(-c(era)) %>%
  drop_na()

# 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, model)
} else {
  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, model)
}

5.3 RMSE tables

5.3.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab model nr_obs rmse aic resid_max eras rmse_sum aic_sum
Atlantic (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 158 1.0492038 475.562558 4.3578441 1982-1999 –> 2000-2012 2.3855522 1198.45637
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 158 1.0480832 477.224868 4.2990206 1982-1999 –> 2000-2012 2.3837757 1201.91446
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + phosphate 158 1.0492038 475.562558 4.3578441 1982-1999 –> 2000-2012 2.3855522 1198.45637
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + phosphate + phosphate_star 158 1.0492038 475.562558 4.3578441 1982-1999 –> 2000-2012 2.3855522 1198.45637
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + phosphate_star 158 1.0492038 475.562558 4.3578441 1982-1999 –> 2000-2012 2.3855522 1198.45637
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 158 1.0480832 477.224868 4.2990206 1982-1999 –> 2000-2012 2.3837757 1201.91446
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 158 1.0480832 477.224868 4.2990206 1982-1999 –> 2000-2012 2.3837757 1201.91446
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 158 1.0447877 476.229718 3.9913380 1982-1999 –> 2000-2012 2.3809752 1201.07344
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + phosphate 158 1.0447877 476.229718 3.9913380 1982-1999 –> 2000-2012 2.3809752 1201.07344
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 158 1.0447877 476.229718 3.9913380 1982-1999 –> 2000-2012 2.3809752 1201.07344
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 72 1.1936365 243.815800 3.2379740 2000-2012 –> 2013-2019 2.2417197 721.04067
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 72 1.1936365 243.815800 3.2379740 2000-2012 –> 2013-2019 2.2417197 721.04067
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 72 1.1936365 243.815800 3.2379740 2000-2012 –> 2013-2019 2.2417197 721.04067
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 72 1.1990801 244.471022 3.3796520 2000-2012 –> 2013-2019 2.2529029 723.42168
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 72 1.2012446 244.730723 3.4250804 2000-2012 –> 2013-2019 2.2566374 724.15181
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + phosphate 72 1.2718853 252.959191 3.5478791 2000-2012 –> 2013-2019 2.3166730 729.18891
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 72 1.2718853 252.959191 3.5478791 2000-2012 –> 2013-2019 2.3166730 729.18891
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 72 1.2024324 244.873045 3.4452953 2000-2012 –> 2013-2019 2.2595421 724.80780
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 72 1.2024324 244.873045 3.4452953 2000-2012 –> 2013-2019 2.2595421 724.80780
Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 72 1.2024324 244.873045 3.4452953 2000-2012 –> 2013-2019 2.2595421 724.80780
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1040 3.5443539 5597.332405 13.4662233 1982-1999 –> 2000-2012 6.9995324 13651.58188
Atlantic (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1040 3.5443539 5597.332405 13.4662233 1982-1999 –> 2000-2012 6.9995324 13651.58188
Atlantic (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1040 3.5443539 5597.332405 13.4662233 1982-1999 –> 2000-2012 6.9995324 13651.58188
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1040 3.5976862 5628.397229 14.0846702 1982-1999 –> 2000-2012 7.1389932 13757.10292
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1040 3.6046520 5632.420615 14.1850927 1982-1999 –> 2000-2012 7.1565388 13770.14714
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + silicate 1040 3.9918383 5844.636020 18.2002314 1982-1999 –> 2000-2012 7.9702163 14325.26966
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1040 3.6059532 5633.171340 14.2183254 1982-1999 –> 2000-2012 7.1620346 13774.46693
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1040 3.6059532 5633.171340 14.2183254 1982-1999 –> 2000-2012 7.1620346 13774.46693
Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1040 3.6059532 5633.171340 14.2183254 1982-1999 –> 2000-2012 7.1620346 13774.46693
Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 1040 3.6722318 5669.055330 16.3679712 1982-1999 –> 2000-2012 7.5024485 14032.91968
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 562 3.6054876 3050.368613 11.1243922 2000-2012 –> 2013-2019 7.1498416 8647.70102
Atlantic (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 562 3.6054876 3050.368613 11.1243922 2000-2012 –> 2013-2019 7.1498416 8647.70102
Atlantic (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 562 3.6054876 3050.368613 11.1243922 2000-2012 –> 2013-2019 7.1498416 8647.70102
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 562 3.6368457 3060.102114 10.4768916 2000-2012 –> 2013-2019 7.2345318 8688.49934
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 562 3.6408932 3061.352359 10.4893496 2000-2012 –> 2013-2019 7.2455452 8693.77297
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 562 3.6406124 3061.265647 10.4898621 2000-2012 –> 2013-2019 7.2465656 8694.43699
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 562 3.6406124 3061.265647 10.4898621 2000-2012 –> 2013-2019 7.2465656 8694.43699
Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate 562 3.8134105 3111.387826 11.1352167 2000-2012 –> 2013-2019 7.7899991 8946.06254
Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 562 3.6406124 3061.265647 10.4898621 2000-2012 –> 2013-2019 7.2465656 8694.43699
Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 562 3.6468894 3061.201945 10.4063646 2000-2012 –> 2013-2019 7.3191212 8730.25727
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1360 3.2843587 7108.059025 10.5247223 1982-1999 –> 2000-2012 6.3355501 16433.70428
Atlantic (26.5,26.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1360 3.2843587 7108.059025 10.5247223 1982-1999 –> 2000-2012 6.3355501 16433.70428
Atlantic (26.5,26.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1360 3.2843587 7108.059025 10.5247223 1982-1999 –> 2000-2012 6.3355501 16433.70428
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1360 3.2964180 7118.027900 10.5109060 1982-1999 –> 2000-2012 6.3652079 16464.80301
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1360 3.3125149 7131.277720 10.5523314 1982-1999 –> 2000-2012 6.4028241 16503.72606
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1360 3.3168229 7134.812862 10.5593163 1982-1999 –> 2000-2012 6.4138058 16515.18682
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1360 3.3168229 7134.812862 10.5593163 1982-1999 –> 2000-2012 6.4138058 16515.18682
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1360 3.2415884 7072.405398 10.0491820 1982-1999 –> 2000-2012 6.2239552 16314.22857
Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1360 3.2415884 7072.405398 10.0491820 1982-1999 –> 2000-2012 6.2239552 16314.22857
Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1360 3.2415884 7072.405398 10.0491820 1982-1999 –> 2000-2012 6.2239552 16314.22857
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 646 3.3363780 3403.981011 10.7144118 2000-2012 –> 2013-2019 6.6207366 10512.04004
Atlantic (26.5,26.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 646 3.3363780 3403.981011 10.7144118 2000-2012 –> 2013-2019 6.6207366 10512.04004
Atlantic (26.5,26.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 646 3.3363780 3403.981011 10.7144118 2000-2012 –> 2013-2019 6.6207366 10512.04004
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 646 3.3445545 3407.143458 10.7277964 2000-2012 –> 2013-2019 6.6409725 10525.17136
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 646 3.3594523 3412.885718 10.8878591 2000-2012 –> 2013-2019 6.6719672 10544.16344
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 646 3.3631670 3414.313520 10.9361612 2000-2012 –> 2013-2019 6.6799899 10549.12638
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 646 3.3631670 3414.313520 10.9361612 2000-2012 –> 2013-2019 6.6799899 10549.12638
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 646 3.3285183 3400.933773 11.1260032 2000-2012 –> 2013-2019 6.5701066 10473.33917
Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 646 3.3285183 3400.933773 11.1260032 2000-2012 –> 2013-2019 6.5701066 10473.33917
Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 646 3.3285183 3400.933773 11.1260032 2000-2012 –> 2013-2019 6.5701066 10473.33917
Atlantic (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2134 2.1608919 9356.613416 15.2322922 1982-1999 –> 2000-2012 3.8655083 20016.34118
Atlantic (26.75,27] cstar_tref ~ oxygen + aou + silicate + phosphate 2134 2.1608919 9356.613416 15.2322922 1982-1999 –> 2000-2012 3.8655083 20016.34118
Atlantic (26.75,27] cstar_tref ~ oxygen + aou + silicate + phosphate_star 2134 2.1608919 9356.613416 15.2322922 1982-1999 –> 2000-2012 3.8655083 20016.34118
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2134 2.0150942 9060.471809 14.1929877 1982-1999 –> 2000-2012 3.6685116 19555.87536
Atlantic (26.75,27] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 2134 2.0150942 9060.471809 14.1929877 1982-1999 –> 2000-2012 3.6685116 19555.87536
Atlantic (26.75,27] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 2134 2.0150942 9060.471809 14.1929877 1982-1999 –> 2000-2012 3.6685116 19555.87536
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 2134 2.0721249 9179.586005 14.1852345 1982-1999 –> 2000-2012 3.7872525 19874.84163
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2134 2.1557967 9348.538081 19.2601021 1982-1999 –> 2000-2012 3.6479228 19284.13041
Atlantic (26.75,27] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 2134 2.1557967 9348.538081 19.2601021 1982-1999 –> 2000-2012 3.6479228 19284.13041
Atlantic (26.75,27] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 2134 2.1557967 9348.538081 19.2601021 1982-1999 –> 2000-2012 3.6479228 19284.13041
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 1121 2.6063943 5341.023922 24.8434412 2000-2012 –> 2013-2019 4.7269587 14617.23359
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1121 2.5950428 5333.238180 25.4741707 2000-2012 –> 2013-2019 4.6101370 14393.70999
Atlantic (26.75,27] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1121 2.5950428 5333.238180 25.4741707 2000-2012 –> 2013-2019 4.6101370 14393.70999
Atlantic (26.75,27] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1121 2.5950428 5333.238180 25.4741707 2000-2012 –> 2013-2019 4.6101370 14393.70999
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 1121 2.6063657 5342.999353 24.8816347 2000-2012 –> 2013-2019 4.6784906 14522.58536
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1121 2.6436309 5374.827940 25.0893644 2000-2012 –> 2013-2019 4.7943733 14713.34782
Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1121 2.6552629 5384.671078 25.1149369 2000-2012 –> 2013-2019 4.8356436 14781.60466
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1121 2.3110503 5073.388314 22.0043753 2000-2012 –> 2013-2019 4.4668470 14421.92640
Atlantic (26.75,27] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1121 2.3110503 5073.388314 22.0043753 2000-2012 –> 2013-2019 4.4668470 14421.92640
Atlantic (26.75,27] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1121 2.3110503 5073.388314 22.0043753 2000-2012 –> 2013-2019 4.4668470 14421.92640
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 1717 2.0250912 7307.715917 9.3807341 1982-1999 –> 2000-2012 3.7447144 16116.95820
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1717 2.0072484 7279.325305 9.7017253 1982-1999 –> 2000-2012 3.6183821 15798.22804
Atlantic (27,27.25] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1717 2.0072484 7279.325305 9.7017253 1982-1999 –> 2000-2012 3.6183821 15798.22804
Atlantic (27,27.25] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1717 2.0072484 7279.325305 9.7017253 1982-1999 –> 2000-2012 3.6183821 15798.22804
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1717 2.3210685 7778.157816 14.1099732 1982-1999 –> 2000-2012 4.1730415 16922.02063
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 1717 2.0148260 7292.264615 9.3883458 1982-1999 –> 2000-2012 3.6145946 15779.41047
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1717 2.0359536 7328.086282 8.6521412 1982-1999 –> 2000-2012 3.6652699 15897.33254
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1717 2.0406890 7336.064154 8.5013493 1982-1999 –> 2000-2012 3.6834472 15942.16805
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1717 2.0406890 7336.064154 8.5013493 1982-1999 –> 2000-2012 3.6834472 15942.16805
Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1717 2.0406890 7336.064154 8.5013493 1982-1999 –> 2000-2012 3.6834472 15942.16805
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 982 2.4264509 4539.743124 13.9625358 2000-2012 –> 2013-2019 4.4515421 11847.45904
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 982 2.4198641 4536.404447 14.2305742 2000-2012 –> 2013-2019 4.4271125 11815.72975
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate_star 982 2.4537027 4561.678099 14.9835525 2000-2012 –> 2013-2019 4.6724715 12183.04779
Atlantic (27,27.25] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 982 2.4198641 4536.404447 14.2305742 2000-2012 –> 2013-2019 4.4271125 11815.72975
Atlantic (27,27.25] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 982 2.4198641 4536.404447 14.2305742 2000-2012 –> 2013-2019 4.4271125 11815.72975
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 982 2.4120191 4530.026992 14.3657953 2000-2012 –> 2013-2019 4.4268451 11822.29161
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 982 2.4324626 4546.603049 14.3792540 2000-2012 –> 2013-2019 4.4684162 11874.68933
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 982 2.4360162 4549.470195 14.3742943 2000-2012 –> 2013-2019 4.4767052 11885.53435
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 982 2.4360162 4549.470195 14.3742943 2000-2012 –> 2013-2019 4.4767052 11885.53435
Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 982 2.4360162 4549.470195 14.3742943 2000-2012 –> 2013-2019 4.4767052 11885.53435
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + phosphate + phosphate_star 1621 2.8128853 7965.109998 20.4458923 1982-1999 –> 2000-2012 5.1118884 18103.97065
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1621 2.8109649 7964.895905 20.2408438 1982-1999 –> 2000-2012 5.1068355 18099.62362
Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + phosphate 1621 2.8128853 7965.109998 20.4458923 1982-1999 –> 2000-2012 5.1118884 18103.97065
Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + phosphate + phosphate_star 1621 2.8128853 7965.109998 20.4458923 1982-1999 –> 2000-2012 5.1118884 18103.97065
Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + phosphate_star 1621 2.8128853 7965.109998 20.4458923 1982-1999 –> 2000-2012 5.1118884 18103.97065
Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1621 2.8109649 7964.895905 20.2408438 1982-1999 –> 2000-2012 5.1068355 18099.62362
Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1621 2.8109649 7964.895905 20.2408438 1982-1999 –> 2000-2012 5.1068355 18099.62362
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1621 2.8012018 7953.616078 19.8213460 1982-1999 –> 2000-2012 5.0696837 18034.36215
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + phosphate 1621 2.8012018 7953.616078 19.8213460 1982-1999 –> 2000-2012 5.0696837 18034.36215
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 1621 2.8012018 7953.616078 19.8213460 1982-1999 –> 2000-2012 5.0696837 18034.36215
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 904 3.6374343 4912.072547 22.7247860 2000-2012 –> 2013-2019 6.4620338 12890.65569
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 904 3.6351396 4912.931565 22.4385896 2000-2012 –> 2013-2019 6.4461045 12877.82747
Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + phosphate 904 3.6637613 4925.111334 23.1796634 2000-2012 –> 2013-2019 6.4766466 12890.22133
Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + phosphate_star 904 3.6637613 4925.111334 23.1796634 2000-2012 –> 2013-2019 6.4766466 12890.22133
Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 904 3.6351396 4912.931565 22.4385896 2000-2012 –> 2013-2019 6.4461045 12877.82747
Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 904 3.6351396 4912.931565 22.4385896 2000-2012 –> 2013-2019 6.4461045 12877.82747
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 904 3.6120853 4901.428601 21.4215855 2000-2012 –> 2013-2019 6.4132871 12855.04468
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 904 3.6373162 4914.013826 22.7657688 2000-2012 –> 2013-2019 6.4543207 12885.86790
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + phosphate 904 3.6120853 4901.428601 21.4215855 2000-2012 –> 2013-2019 6.4132871 12855.04468
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 904 3.6120853 4901.428601 21.4215855 2000-2012 –> 2013-2019 6.4132871 12855.04468
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2079 2.3075871 9390.876085 16.0914994 1982-1999 –> 2000-2012 4.4239676 21510.25739
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2079 2.3539368 9473.565176 17.1082120 1982-1999 –> 2000-2012 4.4979050 21665.23929
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + phosphate 2079 2.3075871 9390.876085 16.0914994 1982-1999 –> 2000-2012 4.4239676 21510.25739
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 2079 2.3075871 9390.876085 16.0914994 1982-1999 –> 2000-2012 4.4239676 21510.25739
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 2079 2.3560092 9475.224293 16.7638042 1982-1999 –> 2000-2012 4.5113248 21694.36440
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + phosphate_star 2079 2.3560092 9475.224293 16.7638042 1982-1999 –> 2000-2012 4.5113248 21694.36440
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate_star 2079 2.3560092 9475.224293 16.7638042 1982-1999 –> 2000-2012 4.5113248 21694.36440
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2079 2.3546463 9474.818186 17.1405940 1982-1999 –> 2000-2012 4.4968909 21662.00303
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2079 2.3546463 9474.818186 17.1405940 1982-1999 –> 2000-2012 4.4968909 21662.00303
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2079 2.3546463 9474.818186 17.1405940 1982-1999 –> 2000-2012 4.4968909 21662.00303
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1115 2.5792371 5291.143752 17.7062520 2000-2012 –> 2013-2019 4.8868241 14682.01984
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate_star 1115 2.6930488 5385.435813 18.3772087 2000-2012 –> 2013-2019 5.0483685 14859.44294
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1115 2.6676325 5366.289734 19.9843851 2000-2012 –> 2013-2019 5.0215694 14839.85491
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + phosphate 1115 2.5792371 5291.143752 17.7062520 2000-2012 –> 2013-2019 4.8868241 14682.01984
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 1115 2.5792371 5291.143752 17.7062520 2000-2012 –> 2013-2019 4.8868241 14682.01984
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 1115 2.6969132 5388.633484 18.4447021 2000-2012 –> 2013-2019 5.0529225 14863.85778
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1115 2.6715610 5369.571260 20.0496977 2000-2012 –> 2013-2019 5.0262072 14844.38945
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1115 2.6715610 5369.571260 20.0496977 2000-2012 –> 2013-2019 5.0262072 14844.38945
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 1115 2.6969132 5388.633484 18.4447021 2000-2012 –> 2013-2019 5.0529225 14863.85778
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1115 2.6715610 5369.571260 20.0496977 2000-2012 –> 2013-2019 5.0262072 14844.38945
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 722 1.6267617 2765.585146 14.5734851 1982-1999 –> 2000-2012 3.2965550 6480.60424
Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 722 1.6267617 2765.585146 14.5734851 1982-1999 –> 2000-2012 3.2965550 6480.60424
Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 722 1.6267617 2765.585146 14.5734851 1982-1999 –> 2000-2012 3.2965550 6480.60424
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 722 1.5992193 2740.927704 12.1339144 1982-1999 –> 2000-2012 3.2778246 6466.03163
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 722 1.6360802 2773.833134 14.5982784 1982-1999 –> 2000-2012 3.3135078 6497.59228
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 722 1.6517965 2787.638078 14.7352390 1982-1999 –> 2000-2012 3.3409598 6524.75540
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + phosphate 722 1.5992193 2740.927704 12.1339144 1982-1999 –> 2000-2012 3.2778246 6466.03163
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 722 1.5992193 2740.927704 12.1339144 1982-1999 –> 2000-2012 3.2778246 6466.03163
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 722 1.6535346 2789.156784 14.7399711 1982-1999 –> 2000-2012 3.3439506 6527.69445
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 722 1.6535346 2789.156784 14.7399711 1982-1999 –> 2000-2012 3.3439506 6527.69445
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 364 1.7268302 1444.684538 13.7518672 2000-2012 –> 2013-2019 3.3535919 4210.26968
Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + aou + phosphate 364 1.7438081 1449.807133 12.2711012 2000-2012 –> 2013-2019 3.3792145 4221.04551
Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + aou + phosphate + phosphate_star 364 1.7438081 1449.807133 12.2711012 2000-2012 –> 2013-2019 3.3792145 4221.04551
Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + aou + phosphate_star 364 1.7438081 1449.807133 12.2711012 2000-2012 –> 2013-2019 3.3792145 4221.04551
Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 364 1.7268302 1444.684538 13.7518672 2000-2012 –> 2013-2019 3.3535919 4210.26968
Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 364 1.7268302 1444.684538 13.7518672 2000-2012 –> 2013-2019 3.3535919 4210.26968
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 364 1.6780668 1423.830913 10.6183742 2000-2012 –> 2013-2019 3.2772860 4164.75862
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 364 1.7358820 1448.490638 13.8613147 2000-2012 –> 2013-2019 3.3719622 4222.32377
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + phosphate 364 1.6780668 1423.830913 10.6183742 2000-2012 –> 2013-2019 3.2772860 4164.75862
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 364 1.6780668 1423.830913 10.6183742 2000-2012 –> 2013-2019 3.2772860 4164.75862
Atlantic (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 694 2.8412740 3430.909237 20.0203261 1982-1999 –> 2000-2012 5.7998788 8259.94399
Atlantic (27.85,27.95] cstar_tref ~ oxygen + aou + silicate + phosphate 694 2.8412740 3430.909237 20.0203261 1982-1999 –> 2000-2012 5.7998788 8259.94399
Atlantic (27.85,27.95] cstar_tref ~ oxygen + aou + silicate + phosphate + phosphate_star 694 2.8412740 3430.909237 20.0203261 1982-1999 –> 2000-2012 5.7998788 8259.94399
Atlantic (27.85,27.95] cstar_tref ~ oxygen + aou + silicate + phosphate_star 694 2.8412740 3430.909237 20.0203261 1982-1999 –> 2000-2012 5.7998788 8259.94399
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 694 2.7709000 3398.097680 20.1418519 1982-1999 –> 2000-2012 5.7244719 8225.85675
Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 694 2.7709000 3398.097680 20.1418519 1982-1999 –> 2000-2012 5.7244719 8225.85675
Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 694 2.7709000 3398.097680 20.1418519 1982-1999 –> 2000-2012 5.7244719 8225.85675
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 694 2.6878487 3355.859387 20.1028452 1982-1999 –> 2000-2012 5.6412180 8183.48649
Atlantic (27.85,27.95] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 694 2.6878487 3355.859387 20.1028452 1982-1999 –> 2000-2012 5.6412180 8183.48649
Atlantic (27.85,27.95] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 694 2.6878487 3355.859387 20.1028452 1982-1999 –> 2000-2012 5.6412180 8183.48649
Atlantic (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 415 3.0542817 2116.450869 18.0269148 2000-2012 –> 2013-2019 5.8955557 5547.36011
Atlantic (27.85,27.95] cstar_tref ~ oxygen + aou + silicate + phosphate 415 3.0542817 2116.450869 18.0269148 2000-2012 –> 2013-2019 5.8955557 5547.36011
Atlantic (27.85,27.95] cstar_tref ~ oxygen + aou + silicate + phosphate + phosphate_star 415 3.0542817 2116.450869 18.0269148 2000-2012 –> 2013-2019 5.8955557 5547.36011
Atlantic (27.85,27.95] cstar_tref ~ oxygen + aou + silicate + phosphate_star 415 3.0542817 2116.450869 18.0269148 2000-2012 –> 2013-2019 5.8955557 5547.36011
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 415 3.0317519 2112.305705 17.9822303 2000-2012 –> 2013-2019 5.8026519 5510.40338
Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 415 3.0317519 2112.305705 17.9822303 2000-2012 –> 2013-2019 5.8026519 5510.40338
Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 415 3.0317519 2112.305705 17.9822303 2000-2012 –> 2013-2019 5.8026519 5510.40338
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 415 3.0207158 2109.278858 17.8578045 2000-2012 –> 2013-2019 5.7085645 5465.13824
Atlantic (27.85,27.95] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 415 3.0207158 2109.278858 17.8578045 2000-2012 –> 2013-2019 5.7085645 5465.13824
Atlantic (27.85,27.95] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 415 3.0207158 2109.278858 17.8578045 2000-2012 –> 2013-2019 5.7085645 5465.13824
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 723 3.1223151 3712.164200 22.1400867 1982-1999 –> 2000-2012 6.8744392 9170.30781
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 723 3.1176154 3709.986044 21.8324808 1982-1999 –> 2000-2012 6.8686487 9167.55224
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 723 3.1176154 3709.986044 21.8324808 1982-1999 –> 2000-2012 6.8686487 9167.55224
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 723 3.1176154 3709.986044 21.8324808 1982-1999 –> 2000-2012 6.8686487 9167.55224
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 723 3.0943625 3699.160555 18.3736306 1982-1999 –> 2000-2012 6.8421502 9155.00761
Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 723 3.0943625 3699.160555 18.3736306 1982-1999 –> 2000-2012 6.8421502 9155.00761
Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 723 3.0943625 3699.160555 18.3736306 1982-1999 –> 2000-2012 6.8421502 9155.00761
Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + silicate + phosphate 723 3.1228707 3710.421472 22.8193044 1982-1999 –> 2000-2012 6.8769297 9167.58898
Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + silicate + phosphate + phosphate_star 723 3.1228707 3710.421472 22.8193044 1982-1999 –> 2000-2012 6.8769297 9167.58898
Atlantic (27.95,28.05] cstar_tref ~ temp + silicate + phosphate + phosphate_star 723 3.1228707 3710.421472 22.8193044 1982-1999 –> 2000-2012 6.8769297 9167.58898
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 386 2.8428108 1916.000961 14.0211453 2000-2012 –> 2013-2019 5.9703985 5630.60493
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 386 2.8383959 1914.801104 13.9583534 2000-2012 –> 2013-2019 5.9607110 5626.96530
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 386 2.8350282 1913.884600 13.8967441 2000-2012 –> 2013-2019 5.9526436 5623.87064
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 386 2.8350282 1913.884600 13.8967441 2000-2012 –> 2013-2019 5.9526436 5623.87064
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 386 2.8350282 1913.884600 13.8967441 2000-2012 –> 2013-2019 5.9526436 5623.87064
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 386 2.8196164 1909.676389 13.5039640 2000-2012 –> 2013-2019 5.9139789 5608.83694
Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 386 2.8196164 1909.676389 13.5039640 2000-2012 –> 2013-2019 5.9139789 5608.83694
Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 386 2.8196164 1909.676389 13.5039640 2000-2012 –> 2013-2019 5.9139789 5608.83694
Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + silicate + phosphate_star 386 2.8484126 1915.520690 14.0128878 2000-2012 –> 2013-2019 5.9712832 5625.94216
Atlantic (27.95,28.05] cstar_tref ~ temp + silicate + phosphate + phosphate_star 386 2.8484126 1915.520690 14.0128878 2000-2012 –> 2013-2019 5.9712832 5625.94216
Atlantic (28.05,28.1] cstar_tref ~ aou + silicate + phosphate + phosphate_star 436 0.2179047 -79.349662 1.3640876 1982-1999 –> 2000-2012 0.3337049 -947.26878
Atlantic (28.05,28.1] cstar_tref ~ oxygen + aou + silicate + phosphate 436 0.2179047 -79.349662 1.3640876 1982-1999 –> 2000-2012 0.3337049 -947.26878
Atlantic (28.05,28.1] cstar_tref ~ oxygen + aou + silicate + phosphate + phosphate_star 436 0.2179047 -79.349662 1.3640876 1982-1999 –> 2000-2012 0.3337049 -947.26878
Atlantic (28.05,28.1] cstar_tref ~ oxygen + aou + silicate + phosphate_star 436 0.2179047 -79.349662 1.3640876 1982-1999 –> 2000-2012 0.3337049 -947.26878
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 436 0.2109412 -105.670821 1.4763185 1982-1999 –> 2000-2012 0.3259563 -979.71285
Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 436 0.2109412 -105.670821 1.4763185 1982-1999 –> 2000-2012 0.3259563 -979.71285
Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 436 0.2109412 -105.670821 1.4763185 1982-1999 –> 2000-2012 0.3259563 -979.71285
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 436 0.2176361 -78.425344 1.3751833 1982-1999 –> 2000-2012 0.3331923 -946.86274
Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 436 0.2176361 -78.425344 1.3751833 1982-1999 –> 2000-2012 0.3331923 -946.86274
Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 436 0.2176361 -78.425344 1.3751833 1982-1999 –> 2000-2012 0.3331923 -946.86274
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + phosphate_star 229 0.2500674 27.074573 0.9325065 2000-2012 –> 2013-2019 0.4621040 -76.08002
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 229 0.2472173 23.824553 1.0717180 2000-2012 –> 2013-2019 0.4581585 -81.84627
Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + aou + phosphate 229 0.2500674 27.074573 0.9325065 2000-2012 –> 2013-2019 0.4621040 -76.08002
Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + aou + phosphate + phosphate_star 229 0.2500674 27.074573 0.9325065 2000-2012 –> 2013-2019 0.4621040 -76.08002
Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + aou + phosphate_star 229 0.2500674 27.074573 0.9325065 2000-2012 –> 2013-2019 0.4621040 -76.08002
Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 229 0.2472173 23.824553 1.0717180 2000-2012 –> 2013-2019 0.4581585 -81.84627
Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 229 0.2472173 23.824553 1.0717180 2000-2012 –> 2013-2019 0.4581585 -81.84627
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 229 0.2362004 2.945556 1.0819569 2000-2012 –> 2013-2019 0.4378010 -142.21867
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + phosphate 229 0.2362004 2.945556 1.0819569 2000-2012 –> 2013-2019 0.4378010 -142.21867
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 229 0.2362004 2.945556 1.0819569 2000-2012 –> 2013-2019 0.4378010 -142.21867
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 541 0.1394443 -582.345612 1.0824605 1982-1999 –> 2000-2012 0.2743304 -1472.97554
Atlantic (28.1,28.15] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 541 0.1394443 -582.345612 1.0824605 1982-1999 –> 2000-2012 0.2743304 -1472.97554
Atlantic (28.1,28.15] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 541 0.1394443 -582.345612 1.0824605 1982-1999 –> 2000-2012 0.2743304 -1472.97554
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 541 0.1413974 -567.296224 1.1077546 1982-1999 –> 2000-2012 0.2772035 -1447.40398
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 541 0.1428962 -555.887490 1.1218747 1982-1999 –> 2000-2012 0.2796776 -1424.91708
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 541 0.1430848 -554.460424 1.1249335 1982-1999 –> 2000-2012 0.2799199 -1422.88225
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 541 0.1430848 -554.460424 1.1249335 1982-1999 –> 2000-2012 0.2799199 -1422.88225
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 541 0.1430848 -554.460424 1.1249335 1982-1999 –> 2000-2012 0.2799199 -1422.88225
Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 541 0.1566336 -456.569795 1.2740811 1982-1999 –> 2000-2012 0.3008900 -1243.23369
Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 541 0.1566336 -456.569795 1.2740811 1982-1999 –> 2000-2012 0.3008900 -1243.23369
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 288 0.1282569 -351.633975 0.4661753 2000-2012 –> 2013-2019 0.2677013 -933.97959
Atlantic (28.1,28.15] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 288 0.1282569 -351.633975 0.4661753 2000-2012 –> 2013-2019 0.2677013 -933.97959
Atlantic (28.1,28.15] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 288 0.1282569 -351.633975 0.4661753 2000-2012 –> 2013-2019 0.2677013 -933.97959
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 288 0.1305243 -341.540085 0.4627303 2000-2012 –> 2013-2019 0.2719217 -908.83631
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 288 0.1322538 -333.958174 0.4590119 2000-2012 –> 2013-2019 0.2751500 -889.84566
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + phosphate 288 0.1409148 -297.420897 0.6451259 2000-2012 –> 2013-2019 0.2886767 -817.07924
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 288 0.1409148 -297.420897 0.6451259 2000-2012 –> 2013-2019 0.2886767 -817.07924
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 288 0.1325312 -332.751023 0.4591722 2000-2012 –> 2013-2019 0.2756160 -887.21145
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 288 0.1325312 -332.751023 0.4591722 2000-2012 –> 2013-2019 0.2756160 -887.21145
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 288 0.1325312 -332.751023 0.4591722 2000-2012 –> 2013-2019 0.2756160 -887.21145
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1155 0.2973070 489.741021 1.1555289 1982-1999 –> 2000-2012 0.6778125 2072.74363
Atlantic (28.15,28.2] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1155 0.2973070 489.741021 1.1555289 1982-1999 –> 2000-2012 0.6778125 2072.74363
Atlantic (28.15,28.2] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1155 0.2973070 489.741021 1.1555289 1982-1999 –> 2000-2012 0.6778125 2072.74363
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 1155 0.2976650 492.521276 1.1519263 1982-1999 –> 2000-2012 0.6785116 2078.62938
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1155 0.2982610 497.141683 1.1508210 1982-1999 –> 2000-2012 0.6794854 2086.68593
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1155 0.2982387 496.968549 1.1503200 1982-1999 –> 2000-2012 0.6794721 2086.59522
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1155 0.2982387 496.968549 1.1503200 1982-1999 –> 2000-2012 0.6794721 2086.59522
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1155 0.2982387 496.968549 1.1503200 1982-1999 –> 2000-2012 0.6794721 2086.59522
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate_star 1155 0.3004695 512.183308 1.2576325 1982-1999 –> 2000-2012 0.6828614 2110.32575
Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1155 0.3109772 593.585496 1.0916728 1982-1999 –> 2000-2012 0.7016593 2268.06832
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 636 0.3580823 512.555409 2.3528717 2000-2012 –> 2013-2019 0.6553893 1002.29643
Atlantic (28.15,28.2] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 636 0.3580823 512.555409 2.3528717 2000-2012 –> 2013-2019 0.6553893 1002.29643
Atlantic (28.15,28.2] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 636 0.3580823 512.555409 2.3528717 2000-2012 –> 2013-2019 0.6553893 1002.29643
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 636 0.3585233 514.121061 2.3427636 2000-2012 –> 2013-2019 0.6561883 1006.64234
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 636 0.3589840 515.754532 2.3318667 2000-2012 –> 2013-2019 0.6572450 1012.89622
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 636 0.3589968 515.799831 2.3317557 2000-2012 –> 2013-2019 0.6572355 1012.76838
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 636 0.3589968 515.799831 2.3317557 2000-2012 –> 2013-2019 0.6572355 1012.76838
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 636 0.3589968 515.799831 2.3317557 2000-2012 –> 2013-2019 0.6572355 1012.76838
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate_star 636 0.3605425 519.264825 2.3812408 2000-2012 –> 2013-2019 0.6610120 1031.44813
Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 636 0.3663534 541.602191 2.1713907 2000-2012 –> 2013-2019 0.6773306 1135.18769
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate 955 0.3853342 900.711900 2.7221362 1982-1999 –> 2000-2012 0.9365846 2953.02869
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 955 0.3302057 607.817396 2.0435994 1982-1999 –> 2000-2012 0.8794839 2653.25281
Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 955 0.3302057 607.817396 2.0435994 1982-1999 –> 2000-2012 0.8794839 2653.25281
Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 955 0.3302057 607.817396 2.0435994 1982-1999 –> 2000-2012 0.8794839 2653.25281
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 955 0.3341024 630.224821 2.0204603 1982-1999 –> 2000-2012 0.8832204 2674.93749
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 955 0.3377975 651.233205 1.9994147 1982-1999 –> 2000-2012 0.8860519 2692.04536
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 955 0.3377542 650.988114 2.0093171 1982-1999 –> 2000-2012 0.8860409 2691.94645
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 955 0.3377542 650.988114 2.0093171 1982-1999 –> 2000-2012 0.8860409 2691.94645
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 955 0.3377542 650.988114 2.0093171 1982-1999 –> 2000-2012 0.8860409 2691.94645
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + silicate + phosphate_star 955 0.3378894 649.752409 1.9553433 1982-1999 –> 2000-2012 0.8890811 2701.80551
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 552 0.5028733 821.599741 3.7448893 2000-2012 –> 2013-2019 0.8330790 1429.41714
Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 552 0.5028733 821.599741 3.7448893 2000-2012 –> 2013-2019 0.8330790 1429.41714
Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 552 0.5028733 821.599741 3.7448893 2000-2012 –> 2013-2019 0.8330790 1429.41714
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 552 0.5014275 818.421119 3.6687521 2000-2012 –> 2013-2019 0.8355299 1448.64594
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 552 0.5001058 815.507256 3.5900054 2000-2012 –> 2013-2019 0.8379033 1466.74046
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + phosphate 552 0.5446404 909.685228 4.6301732 2000-2012 –> 2013-2019 0.8465623 1346.46638
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 552 0.5446404 909.685228 4.6301732 2000-2012 –> 2013-2019 0.8465623 1346.46638
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 552 0.4999646 815.195549 3.5780560 2000-2012 –> 2013-2019 0.8377188 1466.18366
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 552 0.4999646 815.195549 3.5780560 2000-2012 –> 2013-2019 0.8377188 1466.18366
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 552 0.4999646 815.195549 3.5780560 2000-2012 –> 2013-2019 0.8377188 1466.18366
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 5288 6.2360939 34376.517925 29.9685673 1982-1999 –> 2000-2012 12.7664702 81783.00523
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5288 6.1928478 34304.919955 29.5273536 1982-1999 –> 2000-2012 12.6725136 81601.29062
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + phosphate 5288 6.2360939 34376.517925 29.9685673 1982-1999 –> 2000-2012 12.7664702 81783.00523
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + phosphate + phosphate_star 5288 6.2360939 34376.517925 29.9685673 1982-1999 –> 2000-2012 12.7664702 81783.00523
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + phosphate_star 5288 6.2360939 34376.517925 29.9685673 1982-1999 –> 2000-2012 12.7664702 81783.00523
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 5288 6.1928478 34304.919955 29.5273536 1982-1999 –> 2000-2012 12.6725136 81601.29062
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 5288 6.1928478 34304.919955 29.5273536 1982-1999 –> 2000-2012 12.6725136 81601.29062
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5288 6.2323348 34372.140776 29.8694812 1982-1999 –> 2000-2012 12.7612356 81777.37841
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + phosphate 5288 6.2323348 34372.140776 29.8694812 1982-1999 –> 2000-2012 12.7612356 81777.37841
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 5288 6.2323348 34372.140776 29.8694812 1982-1999 –> 2000-2012 12.7612356 81777.37841
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 2815 5.9530030 18043.957291 24.8937268 2000-2012 –> 2013-2019 12.1890969 52420.47522
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2815 5.8787943 17975.333992 24.1274152 2000-2012 –> 2013-2019 12.0716422 52280.25395
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + phosphate 2815 5.9530030 18043.957291 24.8937268 2000-2012 –> 2013-2019 12.1890969 52420.47522
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + phosphate + phosphate_star 2815 5.9530030 18043.957291 24.8937268 2000-2012 –> 2013-2019 12.1890969 52420.47522
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + phosphate_star 2815 5.9530030 18043.957291 24.8937268 2000-2012 –> 2013-2019 12.1890969 52420.47522
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 2815 5.8787943 17975.333992 24.1274152 2000-2012 –> 2013-2019 12.0716422 52280.25395
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 2815 5.8787943 17975.333992 24.1274152 2000-2012 –> 2013-2019 12.0716422 52280.25395
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2815 5.9511813 18044.234154 24.7705850 2000-2012 –> 2013-2019 12.1835161 52416.37493
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + phosphate 2815 5.9511813 18044.234154 24.7705850 2000-2012 –> 2013-2019 12.1835161 52416.37493
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 2815 5.9511813 18044.234154 24.7705850 2000-2012 –> 2013-2019 12.1835161 52416.37493
Indo-Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5428 4.5387228 31839.277890 43.7366220 1982-1999 –> 2000-2012 8.7811733 75364.37494
Indo-Pacific (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 5428 4.5387228 31839.277890 43.7366220 1982-1999 –> 2000-2012 8.7811733 75364.37494
Indo-Pacific (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 5428 4.5387228 31839.277890 43.7366220 1982-1999 –> 2000-2012 8.7811733 75364.37494
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 5428 4.5972029 31978.260876 39.9466263 1982-1999 –> 2000-2012 8.8916713 75688.49856
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5428 4.6702501 32149.400985 38.5622127 1982-1999 –> 2000-2012 9.0197595 76053.11295
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5428 4.6786070 32168.809282 39.5746597 1982-1999 –> 2000-2012 9.0396276 76112.67451
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 5428 4.6786070 32168.809282 39.5746597 1982-1999 –> 2000-2012 9.0396276 76112.67451
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5428 4.6786070 32168.809282 39.5746597 1982-1999 –> 2000-2012 9.0396276 76112.67451
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5428 4.8704336 32605.031006 41.2998501 1982-1999 –> 2000-2012 9.4796435 77389.77888
Indo-Pacific (26,26.5] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 5428 4.8704336 32605.031006 41.2998501 1982-1999 –> 2000-2012 9.4796435 77389.77888
Indo-Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2876 4.4815941 16803.612608 46.1900332 2000-2012 –> 2013-2019 9.0203169 48642.89050
Indo-Pacific (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 2876 4.4815941 16803.612608 46.1900332 2000-2012 –> 2013-2019 9.0203169 48642.89050
Indo-Pacific (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 2876 4.4815941 16803.612608 46.1900332 2000-2012 –> 2013-2019 9.0203169 48642.89050
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 2876 4.5713284 16917.646172 39.7335019 2000-2012 –> 2013-2019 9.1685314 48895.90705
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2876 4.6511214 17017.181667 36.5566719 2000-2012 –> 2013-2019 9.3213715 49166.58265
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2876 4.6557423 17022.893429 36.3745282 2000-2012 –> 2013-2019 9.3343493 49191.70271
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2876 4.6557423 17022.893429 36.3745282 2000-2012 –> 2013-2019 9.3343493 49191.70271
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2876 4.6557423 17022.893429 36.3745282 2000-2012 –> 2013-2019 9.3343493 49191.70271
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 2876 4.7308237 17112.913778 34.8668443 2000-2012 –> 2013-2019 9.6494996 49822.94581
Indo-Pacific (26,26.5] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 2876 4.8127496 17213.671221 38.8375973 2000-2012 –> 2013-2019 9.6831832 49818.70223
Indo-Pacific (26.5,26.75] cstar_tref ~ oxygen + aou + silicate + phosphate 4269 4.0546161 24078.867852 22.3581891 1982-1999 –> 2000-2012 8.0016719 57191.73449
Indo-Pacific (26.5,26.75] cstar_tref ~ oxygen + aou + silicate + phosphate + phosphate_star 4269 4.0546161 24078.867852 22.3581891 1982-1999 –> 2000-2012 8.0016719 57191.73449
Indo-Pacific (26.5,26.75] cstar_tref ~ oxygen + aou + silicate + phosphate_star 4269 4.0546161 24078.867852 22.3581891 1982-1999 –> 2000-2012 8.0016719 57191.73449
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4269 3.9438120 23844.294920 20.4830181 1982-1999 –> 2000-2012 7.6993981 56369.61516
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 4269 3.9438120 23844.294920 20.4830181 1982-1999 –> 2000-2012 7.6993981 56369.61516
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 4269 3.9438120 23844.294920 20.4830181 1982-1999 –> 2000-2012 7.6993981 56369.61516
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 4269 4.0637389 24100.056558 20.7793361 1982-1999 –> 2000-2012 7.9220345 56945.26579
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4269 3.9458514 23848.708841 23.7921959 1982-1999 –> 2000-2012 7.8106187 56713.78794
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 4269 3.9458514 23848.708841 23.7921959 1982-1999 –> 2000-2012 7.8106187 56713.78794
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 4269 3.9458514 23848.708841 23.7921959 1982-1999 –> 2000-2012 7.8106187 56713.78794
Indo-Pacific (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2324 4.4254119 13520.491182 24.9112112 2000-2012 –> 2013-2019 8.4800280 37599.35903
Indo-Pacific (26.5,26.75] cstar_tref ~ oxygen + aou + silicate + phosphate 2324 4.4254119 13520.491182 24.9112112 2000-2012 –> 2013-2019 8.4800280 37599.35903
Indo-Pacific (26.5,26.75] cstar_tref ~ oxygen + aou + silicate + phosphate + phosphate_star 2324 4.4254119 13520.491182 24.9112112 2000-2012 –> 2013-2019 8.4800280 37599.35903
Indo-Pacific (26.5,26.75] cstar_tref ~ oxygen + aou + silicate + phosphate_star 2324 4.4254119 13520.491182 24.9112112 2000-2012 –> 2013-2019 8.4800280 37599.35903
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2324 4.3199526 13410.386398 24.6916724 2000-2012 –> 2013-2019 8.2637646 37254.68132
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 2324 4.3199526 13410.386398 24.6916724 2000-2012 –> 2013-2019 8.2637646 37254.68132
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 2324 4.3199526 13410.386398 24.6916724 2000-2012 –> 2013-2019 8.2637646 37254.68132
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2324 4.3137865 13403.747333 23.1641121 2000-2012 –> 2013-2019 8.2596379 37252.45617
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 2324 4.3137865 13403.747333 23.1641121 2000-2012 –> 2013-2019 8.2596379 37252.45617
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 2324 4.3137865 13403.747333 23.1641121 2000-2012 –> 2013-2019 8.2596379 37252.45617
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4557 4.1556325 25928.776454 23.0206730 1982-1999 –> 2000-2012 7.6982624 60451.17863
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + phosphate 4557 4.1556325 25928.776454 23.0206730 1982-1999 –> 2000-2012 7.6982624 60451.17863
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 4557 4.1556325 25928.776454 23.0206730 1982-1999 –> 2000-2012 7.6982624 60451.17863
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 4557 4.1598161 25935.947216 23.1614170 1982-1999 –> 2000-2012 7.7437292 60605.32053
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4557 4.1362281 25886.119686 21.9180570 1982-1999 –> 2000-2012 7.7019358 60492.01106
Indo-Pacific (26.75,27] cstar_tref ~ temp + oxygen + aou + phosphate 4557 4.1598161 25935.947216 23.1614170 1982-1999 –> 2000-2012 7.7437292 60605.32053
Indo-Pacific (26.75,27] cstar_tref ~ temp + oxygen + aou + phosphate + phosphate_star 4557 4.1598161 25935.947216 23.1614170 1982-1999 –> 2000-2012 7.7437292 60605.32053
Indo-Pacific (26.75,27] cstar_tref ~ temp + oxygen + aou + phosphate_star 4557 4.1598161 25935.947216 23.1614170 1982-1999 –> 2000-2012 7.7437292 60605.32053
Indo-Pacific (26.75,27] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 4557 4.1362281 25886.119686 21.9180570 1982-1999 –> 2000-2012 7.7019358 60492.01106
Indo-Pacific (26.75,27] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 4557 4.1362281 25886.119686 21.9180570 1982-1999 –> 2000-2012 7.7019358 60492.01106
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2460 4.6048662 14508.576616 17.1326056 2000-2012 –> 2013-2019 8.7604987 40437.35307
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + phosphate 2460 4.6048662 14508.576616 17.1326056 2000-2012 –> 2013-2019 8.7604987 40437.35307
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 2460 4.6048662 14508.576616 17.1326056 2000-2012 –> 2013-2019 8.7604987 40437.35307
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 2460 4.6128201 14515.067487 16.6134065 2000-2012 –> 2013-2019 8.7726362 40451.01470
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2460 4.5994232 14502.757680 16.6240534 2000-2012 –> 2013-2019 8.7356513 40388.87737
Indo-Pacific (26.75,27] cstar_tref ~ temp + oxygen + aou + phosphate 2460 4.6128201 14515.067487 16.6134065 2000-2012 –> 2013-2019 8.7726362 40451.01470
Indo-Pacific (26.75,27] cstar_tref ~ temp + oxygen + aou + phosphate + phosphate_star 2460 4.6128201 14515.067487 16.6134065 2000-2012 –> 2013-2019 8.7726362 40451.01470
Indo-Pacific (26.75,27] cstar_tref ~ temp + oxygen + aou + phosphate_star 2460 4.6128201 14515.067487 16.6134065 2000-2012 –> 2013-2019 8.7726362 40451.01470
Indo-Pacific (26.75,27] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 2460 4.5994232 14502.757680 16.6240534 2000-2012 –> 2013-2019 8.7356513 40388.87737
Indo-Pacific (26.75,27] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 2460 4.5994232 14502.757680 16.6240534 2000-2012 –> 2013-2019 8.7356513 40388.87737
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4267 3.7349914 23368.861623 42.9143849 1982-1999 –> 2000-2012 6.7282481 52394.33781
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + phosphate 4267 3.7349914 23368.861623 42.9143849 1982-1999 –> 2000-2012 6.7282481 52394.33781
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 4267 3.7349914 23368.861623 42.9143849 1982-1999 –> 2000-2012 6.7282481 52394.33781
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + phosphate_star 4267 3.7387791 23375.511647 42.2525000 1982-1999 –> 2000-2012 6.7614943 52511.94640
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4267 3.4041802 22577.406832 30.9255112 1982-1999 –> 2000-2012 6.2015505 50822.23662
Indo-Pacific (27,27.25] cstar_tref ~ temp + oxygen + aou + phosphate 4267 3.7387791 23375.511647 42.2525000 1982-1999 –> 2000-2012 6.7614943 52511.94640
Indo-Pacific (27,27.25] cstar_tref ~ temp + oxygen + aou + phosphate + phosphate_star 4267 3.7387791 23375.511647 42.2525000 1982-1999 –> 2000-2012 6.7614943 52511.94640
Indo-Pacific (27,27.25] cstar_tref ~ temp + oxygen + aou + phosphate_star 4267 3.7387791 23375.511647 42.2525000 1982-1999 –> 2000-2012 6.7614943 52511.94640
Indo-Pacific (27,27.25] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 4267 3.4041802 22577.406832 30.9255112 1982-1999 –> 2000-2012 6.2015505 50822.23662
Indo-Pacific (27,27.25] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 4267 3.4041802 22577.406832 30.9255112 1982-1999 –> 2000-2012 6.2015505 50822.23662
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2344 4.5554949 13774.558428 35.2893459 2000-2012 –> 2013-2019 8.2904863 37143.42005
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + phosphate 2344 4.5554949 13774.558428 35.2893459 2000-2012 –> 2013-2019 8.2904863 37143.42005
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 2344 4.5554949 13774.558428 35.2893459 2000-2012 –> 2013-2019 8.2904863 37143.42005
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + phosphate_star 2344 4.5558378 13772.911312 35.4736376 2000-2012 –> 2013-2019 8.2946169 37148.42296
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2344 3.9533412 13109.926205 24.4569335 2000-2012 –> 2013-2019 7.3575214 35687.33304
Indo-Pacific (27,27.25] cstar_tref ~ temp + oxygen + aou + phosphate 2344 4.5558378 13772.911312 35.4736376 2000-2012 –> 2013-2019 8.2946169 37148.42296
Indo-Pacific (27,27.25] cstar_tref ~ temp + oxygen + aou + phosphate + phosphate_star 2344 4.5558378 13772.911312 35.4736376 2000-2012 –> 2013-2019 8.2946169 37148.42296
Indo-Pacific (27,27.25] cstar_tref ~ temp + oxygen + aou + phosphate_star 2344 4.5558378 13772.911312 35.4736376 2000-2012 –> 2013-2019 8.2946169 37148.42296
Indo-Pacific (27,27.25] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 2344 3.9533412 13109.926205 24.4569335 2000-2012 –> 2013-2019 7.3575214 35687.33304
Indo-Pacific (27,27.25] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 2344 3.9533412 13109.926205 24.4569335 2000-2012 –> 2013-2019 7.3575214 35687.33304
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3520 3.1346725 18046.701221 29.1767786 1982-1999 –> 2000-2012 6.0487445 41537.11519
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 3520 3.1346725 18046.701221 29.1767786 1982-1999 –> 2000-2012 6.0487445 41537.11519
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 3520 3.1346725 18046.701221 29.1767786 1982-1999 –> 2000-2012 6.0487445 41537.11519
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3520 3.1202129 18014.152053 29.4518972 1982-1999 –> 2000-2012 6.0220192 41464.77333
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3520 3.1464564 18073.116463 29.5363811 1982-1999 –> 2000-2012 6.0679684 41587.58622
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3520 3.1464564 18073.116463 29.5363811 1982-1999 –> 2000-2012 6.0679684 41587.58622
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3520 3.1464564 18073.116463 29.5363811 1982-1999 –> 2000-2012 6.0679684 41587.58622
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3520 2.8774108 17443.838876 30.1555714 1982-1999 –> 2000-2012 5.6901545 40600.37457
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 3520 2.8774108 17443.838876 30.1555714 1982-1999 –> 2000-2012 5.6901545 40600.37457
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 3520 2.8774108 17443.838876 30.1555714 1982-1999 –> 2000-2012 5.6901545 40600.37457
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1879 3.6867091 10249.562204 27.5141850 2000-2012 –> 2013-2019 6.8213816 28296.26342
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1879 3.6867091 10249.562204 27.5141850 2000-2012 –> 2013-2019 6.8213816 28296.26342
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1879 3.6867091 10249.562204 27.5141850 2000-2012 –> 2013-2019 6.8213816 28296.26342
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1879 3.6579924 10220.175560 27.9920522 2000-2012 –> 2013-2019 6.7782053 28234.32761
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1879 3.6852335 10248.057760 28.1152441 2000-2012 –> 2013-2019 6.8316899 28321.17422
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1879 3.6852335 10248.057760 28.1152441 2000-2012 –> 2013-2019 6.8316899 28321.17422
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1879 3.6852335 10248.057760 28.1152441 2000-2012 –> 2013-2019 6.8316899 28321.17422
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1879 3.3526141 9892.575280 28.9794819 2000-2012 –> 2013-2019 6.2300248 27336.41416
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1879 3.3526141 9892.575280 28.9794819 2000-2012 –> 2013-2019 6.2300248 27336.41416
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1879 3.3526141 9892.575280 28.9794819 2000-2012 –> 2013-2019 6.2300248 27336.41416
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3170 1.8834035 13023.800742 9.5549910 1982-1999 –> 2000-2012 3.5338959 30329.43049
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate_star 3170 1.9027986 13086.755512 12.4473296 1982-1999 –> 2000-2012 3.5535107 30391.58410
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 3170 1.8834035 13023.800742 9.5549910 1982-1999 –> 2000-2012 3.5338959 30329.43049
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 3170 1.8834035 13023.800742 9.5549910 1982-1999 –> 2000-2012 3.5338959 30329.43049
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + silicate + phosphate 3170 1.9247016 13159.318110 14.1925496 1982-1999 –> 2000-2012 3.5760715 30467.73487
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3170 1.8808520 13015.205979 9.5198488 1982-1999 –> 2000-2012 3.5317875 30323.25341
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3170 1.8822945 13020.066462 9.5359358 1982-1999 –> 2000-2012 3.5327824 30325.67165
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3170 1.8817537 13018.244743 9.5293548 1982-1999 –> 2000-2012 3.5322649 30323.97696
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3170 1.8817537 13018.244743 9.5293548 1982-1999 –> 2000-2012 3.5322649 30323.97696
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3170 1.8817537 13018.244743 9.5293548 1982-1999 –> 2000-2012 3.5322649 30323.97696
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1683 2.1483716 7364.161462 12.8217994 2000-2012 –> 2013-2019 4.0317751 20387.96220
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate_star 1683 2.2370458 7498.302788 13.7718692 2000-2012 –> 2013-2019 4.1398444 20585.05830
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1683 2.1483716 7364.161462 12.8217994 2000-2012 –> 2013-2019 4.0317751 20387.96220
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1683 2.1483716 7364.161462 12.8217994 2000-2012 –> 2013-2019 4.0317751 20387.96220
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + silicate + phosphate 1683 2.2955622 7585.218276 14.9967179 2000-2012 –> 2013-2019 4.2202638 20744.53639
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1683 2.1449046 7358.725091 12.7298567 2000-2012 –> 2013-2019 4.0257566 20373.93107
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1683 2.1461494 7360.678050 12.7660610 2000-2012 –> 2013-2019 4.0284439 20380.74451
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1683 2.1454909 7359.645130 12.7476542 2000-2012 –> 2013-2019 4.0272446 20377.88987
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1683 2.1454909 7359.645130 12.7476542 2000-2012 –> 2013-2019 4.0272446 20377.88987
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1683 2.1454909 7359.645130 12.7476542 2000-2012 –> 2013-2019 4.0272446 20377.88987
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1216 1.4268879 4329.424189 7.6562558 1982-1999 –> 2000-2012 2.7551730 10092.16905
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1216 1.4268879 4329.424189 7.6562558 1982-1999 –> 2000-2012 2.7551730 10092.16905
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1216 1.4268879 4329.424189 7.6562558 1982-1999 –> 2000-2012 2.7551730 10092.16905
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1216 1.2257896 3959.977795 5.7133287 1982-1999 –> 2000-2012 2.4231295 9372.33983
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1216 1.4351721 4343.503102 7.9724211 1982-1999 –> 2000-2012 2.7646432 10109.26081
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + phosphate 1216 1.2257896 3959.977795 5.7133287 1982-1999 –> 2000-2012 2.4231295 9372.33983
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 1216 1.2257896 3959.977795 5.7133287 1982-1999 –> 2000-2012 2.4231295 9372.33983
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1216 1.3124934 4126.189160 6.8457618 1982-1999 –> 2000-2012 2.5618830 9682.20926
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1216 1.3124934 4126.189160 6.8457618 1982-1999 –> 2000-2012 2.5618830 9682.20926
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1216 1.3124934 4126.189160 6.8457618 1982-1999 –> 2000-2012 2.5618830 9682.20926
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 691 1.6140386 2636.590993 13.0991822 2000-2012 –> 2013-2019 3.0409264 6966.01518
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 691 1.6140386 2636.590993 13.0991822 2000-2012 –> 2013-2019 3.0409264 6966.01518
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 691 1.6140386 2636.590993 13.0991822 2000-2012 –> 2013-2019 3.0409264 6966.01518
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 691 1.3286664 2367.703966 8.2042737 2000-2012 –> 2013-2019 2.5544561 6327.68176
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 691 1.6190756 2640.897202 13.5827675 2000-2012 –> 2013-2019 3.0542477 6984.40030
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + phosphate 691 1.3286664 2367.703966 8.2042737 2000-2012 –> 2013-2019 2.5544561 6327.68176
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 691 1.3286664 2367.703966 8.2042737 2000-2012 –> 2013-2019 2.5544561 6327.68176
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 691 1.5393786 2571.138596 10.1972442 2000-2012 –> 2013-2019 2.8518720 6697.32776
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 691 1.5393786 2571.138596 10.1972442 2000-2012 –> 2013-2019 2.8518720 6697.32776
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 691 1.5393786 2571.138596 10.1972442 2000-2012 –> 2013-2019 2.8518720 6697.32776
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1797 1.3767808 6262.839408 10.8206192 1982-1999 –> 2000-2012 2.6534586 14695.95693
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1797 1.3767808 6262.839408 10.8206192 1982-1999 –> 2000-2012 2.6534586 14695.95693
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1797 1.3767808 6262.839408 10.8206192 1982-1999 –> 2000-2012 2.6534586 14695.95693
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1797 1.2870458 6020.609331 8.7933519 1982-1999 –> 2000-2012 2.3725611 13632.63724
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + phosphate 1797 1.2870458 6020.609331 8.7933519 1982-1999 –> 2000-2012 2.3725611 13632.63724
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 1797 1.2870458 6020.609331 8.7933519 1982-1999 –> 2000-2012 2.3725611 13632.63724
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate 1797 1.2373876 5879.195630 6.8169027 1982-1999 –> 2000-2012 2.3851572 13773.51013
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1797 1.3914252 6300.866006 9.9533251 1982-1999 –> 2000-2012 2.6565451 14687.94739
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1797 1.3914252 6300.866006 9.9533251 1982-1999 –> 2000-2012 2.6565451 14687.94739
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1797 1.3914252 6300.866006 9.9533251 1982-1999 –> 2000-2012 2.6565451 14687.94739
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 987 1.5919784 3732.850266 10.5660006 2000-2012 –> 2013-2019 2.9687592 9995.68967
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate 987 1.6167964 3761.386363 12.6522924 2000-2012 –> 2013-2019 3.0074315 10058.21095
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 987 1.5919784 3732.850266 10.5660006 2000-2012 –> 2013-2019 2.9687592 9995.68967
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 987 1.5919784 3732.850266 10.5660006 2000-2012 –> 2013-2019 2.9687592 9995.68967
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 987 1.4361554 3529.512839 8.9979380 2000-2012 –> 2013-2019 2.7232012 9550.12217
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 987 1.6139344 3759.888932 11.0361577 2000-2012 –> 2013-2019 3.0078477 10067.17572
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 987 1.6165799 3763.122064 11.1683833 2000-2012 –> 2013-2019 3.0121714 10074.73318
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + phosphate 987 1.4361554 3529.512839 8.9979380 2000-2012 –> 2013-2019 2.7232012 9550.12217
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 987 1.4361554 3529.512839 8.9979380 2000-2012 –> 2013-2019 2.7232012 9550.12217
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate 987 1.4185912 3505.221899 7.0604103 2000-2012 –> 2013-2019 2.6559788 9384.41753
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1162 0.5801738 2046.363310 3.0668291 1982-1999 –> 2000-2012 1.1222674 4865.79437
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1162 0.5801738 2046.363310 3.0668291 1982-1999 –> 2000-2012 1.1222674 4865.79437
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1162 0.5801738 2046.363310 3.0668291 1982-1999 –> 2000-2012 1.1222674 4865.79437
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 1162 0.5807005 2048.472523 3.1107181 1982-1999 –> 2000-2012 1.1238891 4874.92133
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1162 0.5812399 2050.630181 3.1553323 1982-1999 –> 2000-2012 1.1253410 4882.91731
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1162 0.5813748 2051.169436 3.1662919 1982-1999 –> 2000-2012 1.1257026 4884.90525
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1162 0.5813748 2051.169436 3.1662919 1982-1999 –> 2000-2012 1.1257026 4884.90525
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1162 0.5749226 2025.232979 2.9259808 1982-1999 –> 2000-2012 1.1074497 4782.73873
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1162 0.5749226 2025.232979 2.9259808 1982-1999 –> 2000-2012 1.1074497 4782.73873
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1162 0.5749226 2025.232979 2.9259808 1982-1999 –> 2000-2012 1.1074497 4782.73873
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 648 0.6051146 1201.915076 2.6426945 2000-2012 –> 2013-2019 1.1852884 3248.27839
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 648 0.6051146 1201.915076 2.6426945 2000-2012 –> 2013-2019 1.1852884 3248.27839
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 648 0.6051146 1201.915076 2.6426945 2000-2012 –> 2013-2019 1.1852884 3248.27839
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 648 0.6059601 1203.724657 2.6446851 2000-2012 –> 2013-2019 1.1866607 3252.19718
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 648 0.6068029 1205.525847 2.6420479 2000-2012 –> 2013-2019 1.1880428 3256.15603
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 648 0.6069777 1205.899106 2.6420805 2000-2012 –> 2013-2019 1.1883525 3257.06854
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 648 0.6069777 1205.899106 2.6420805 2000-2012 –> 2013-2019 1.1883525 3257.06854
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 648 0.5922331 1174.028301 2.7169734 2000-2012 –> 2013-2019 1.1671557 3199.26128
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 648 0.5922331 1174.028301 2.7169734 2000-2012 –> 2013-2019 1.1671557 3199.26128
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 648 0.5922331 1174.028301 2.7169734 2000-2012 –> 2013-2019 1.1671557 3199.26128
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1015 0.4567175 1303.553975 2.4275171 1982-1999 –> 2000-2012 0.9128334 3243.43396
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1015 0.4567175 1303.553975 2.4275171 1982-1999 –> 2000-2012 0.9128334 3243.43396
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1015 0.4567175 1303.553975 2.4275171 1982-1999 –> 2000-2012 0.9128334 3243.43396
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 1015 0.4568373 1304.086554 2.4288325 1982-1999 –> 2000-2012 0.9129949 3244.24376
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1015 0.4570675 1305.109306 2.4292266 1982-1999 –> 2000-2012 0.9134348 3246.66276
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1015 0.4571160 1305.324491 2.4294579 1982-1999 –> 2000-2012 0.9135298 3247.18817
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1015 0.4571160 1305.324491 2.4294579 1982-1999 –> 2000-2012 0.9135298 3247.18817
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1015 0.4546336 1294.270504 2.4086220 1982-1999 –> 2000-2012 0.9095606 3226.22099
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1015 0.4546336 1294.270504 2.4086220 1982-1999 –> 2000-2012 0.9095606 3226.22099
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1015 0.4546336 1294.270504 2.4086220 1982-1999 –> 2000-2012 0.9095606 3226.22099
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 565 0.4757060 777.861154 2.6220126 2000-2012 –> 2013-2019 0.9324235 2081.41513
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 565 0.4757060 777.861154 2.6220126 2000-2012 –> 2013-2019 0.9324235 2081.41513
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 565 0.4757060 777.861154 2.6220126 2000-2012 –> 2013-2019 0.9324235 2081.41513
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 565 0.4757604 777.990361 2.6230255 2000-2012 –> 2013-2019 0.9325977 2082.07691
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 565 0.4759048 778.333277 2.6231400 2000-2012 –> 2013-2019 0.9329724 2083.44258
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 565 0.4759340 778.402535 2.6232713 2000-2012 –> 2013-2019 0.9330500 2083.72703
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 565 0.4759340 778.402535 2.6232713 2000-2012 –> 2013-2019 0.9330500 2083.72703
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 565 0.4756293 777.678976 2.6025948 2000-2012 –> 2013-2019 0.9302630 2071.94948
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 565 0.4756293 777.678976 2.6025948 2000-2012 –> 2013-2019 0.9302630 2071.94948
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 565 0.4756293 777.678976 2.6025948 2000-2012 –> 2013-2019 0.9302630 2071.94948
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 9318 0.7764916 21742.998933 4.8420893 1982-1999 –> 2000-2012 1.5383986 51524.14490
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 9318 0.7764916 21742.998933 4.8420893 1982-1999 –> 2000-2012 1.5383986 51524.14490
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 9318 0.7764916 21742.998933 4.8420893 1982-1999 –> 2000-2012 1.5383986 51524.14490
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 9318 0.7771207 21758.092479 4.8370707 1982-1999 –> 2000-2012 1.5392513 51546.85223
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 9318 0.7775186 21767.632646 4.8314997 1982-1999 –> 2000-2012 1.5398228 51562.30395
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 9318 0.7775458 21768.284693 4.8316142 1982-1999 –> 2000-2012 1.5398616 51563.35068
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 9318 0.7775458 21768.284693 4.8316142 1982-1999 –> 2000-2012 1.5398616 51563.35068
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 9318 0.7775458 21768.284693 4.8316142 1982-1999 –> 2000-2012 1.5398616 51563.35068
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 9318 0.7744993 21695.121826 4.9051251 1982-1999 –> 2000-2012 1.5417070 51656.19560
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 9318 0.7744993 21695.121826 4.9051251 1982-1999 –> 2000-2012 1.5417070 51656.19560
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5093 0.7763424 11888.603170 4.2785787 2000-2012 –> 2013-2019 1.5528339 33631.60210
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 5093 0.7763424 11888.603170 4.2785787 2000-2012 –> 2013-2019 1.5528339 33631.60210
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 5093 0.7763424 11888.603170 4.2785787 2000-2012 –> 2013-2019 1.5528339 33631.60210
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 5093 0.7773139 11901.342823 4.2794415 2000-2012 –> 2013-2019 1.5544347 33659.43530
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5093 0.7779155 11909.222793 4.2755260 2000-2012 –> 2013-2019 1.5554342 33676.85544
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5093 0.7779515 11909.693562 4.2760690 2000-2012 –> 2013-2019 1.5554973 33677.97826
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 5093 0.7779515 11909.693562 4.2760690 2000-2012 –> 2013-2019 1.5554973 33677.97826
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5093 0.7692867 11795.605640 4.3360410 2000-2012 –> 2013-2019 1.5437859 33490.72747
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 5093 0.7692867 11795.605640 4.3360410 2000-2012 –> 2013-2019 1.5437859 33490.72747
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 5093 0.7692867 11795.605640 4.3360410 2000-2012 –> 2013-2019 1.5437859 33490.72747
SO (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 103 2.7471036 514.474048 11.2693383 1982-1999 –> 2000-2012 6.2350014 1216.87938
SO (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 103 2.7385358 513.830562 11.4817285 1982-1999 –> 2000-2012 6.2369968 1217.01608
SO (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 103 2.7254296 512.842306 11.4100082 1982-1999 –> 2000-2012 6.2111286 1215.08495
SO (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + phosphate 103 2.7471036 514.474048 11.2693383 1982-1999 –> 2000-2012 6.2350014 1216.87938
SO (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 103 2.7471036 514.474048 11.2693383 1982-1999 –> 2000-2012 6.2350014 1216.87938
SO (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 103 2.7247157 512.788337 11.4146613 1982-1999 –> 2000-2012 6.2078603 1214.84184
SO (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 103 2.7247157 512.788337 11.4146613 1982-1999 –> 2000-2012 6.2078603 1214.84184
SO (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 103 2.7247157 512.788337 11.4146613 1982-1999 –> 2000-2012 6.2078603 1214.84184
SO (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 103 2.8011962 518.490922 11.6880130 1982-1999 –> 2000-2012 6.2394349 1217.19657
SO (26,26.5] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 103 2.8011962 518.490922 11.6880130 1982-1999 –> 2000-2012 6.2394349 1217.19657
SO (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 47 3.0953135 253.589806 8.2440313 2000-2012 –> 2013-2019 5.8773819 770.66925
SO (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 47 3.0953135 253.589806 8.2440313 2000-2012 –> 2013-2019 5.8773819 770.66925
SO (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 47 3.0953135 253.589806 8.2440313 2000-2012 –> 2013-2019 5.8773819 770.66925
SO (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 47 3.0856619 253.296243 8.0888582 2000-2012 –> 2013-2019 5.8241977 767.12680
SO (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 47 3.0868892 253.333626 8.0486275 2000-2012 –> 2013-2019 5.8123188 766.17593
SO (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 47 3.1990190 256.687576 7.9977611 2000-2012 –> 2013-2019 5.9461226 771.16162
SO (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 47 3.0875443 253.353570 8.0376410 2000-2012 –> 2013-2019 5.8122599 766.14191
SO (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 47 3.0875443 253.353570 8.0376410 2000-2012 –> 2013-2019 5.8122599 766.14191
SO (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 47 3.0875443 253.353570 8.0376410 2000-2012 –> 2013-2019 5.8122599 766.14191
SO (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 47 3.1968068 254.622550 7.8513989 2000-2012 –> 2013-2019 5.9273003 765.84725
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 312 3.2153502 1628.209882 10.5226323 1982-1999 –> 2000-2012 6.7106987 3885.32203
SO (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + phosphate 312 3.2153502 1628.209882 10.5226323 1982-1999 –> 2000-2012 6.7106987 3885.32203
SO (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 312 3.2153502 1628.209882 10.5226323 1982-1999 –> 2000-2012 6.7106987 3885.32203
SO (26.5,26.75] cstar_tref ~ temp + aou + phosphate + phosphate_star 312 3.2799039 1638.613652 10.5986533 1982-1999 –> 2000-2012 6.8388507 3908.87235
SO (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 312 3.2469942 1634.320979 10.2848760 1982-1999 –> 2000-2012 6.8034551 3905.99273
SO (26.5,26.75] cstar_tref ~ temp + oxygen + aou + phosphate 312 3.2799039 1638.613652 10.5986533 1982-1999 –> 2000-2012 6.8388507 3908.87235
SO (26.5,26.75] cstar_tref ~ temp + oxygen + aou + phosphate + phosphate_star 312 3.2799039 1638.613652 10.5986533 1982-1999 –> 2000-2012 6.8388507 3908.87235
SO (26.5,26.75] cstar_tref ~ temp + oxygen + aou + phosphate_star 312 3.2799039 1638.613652 10.5986533 1982-1999 –> 2000-2012 6.8388507 3908.87235
SO (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 312 3.2469942 1634.320979 10.2848760 1982-1999 –> 2000-2012 6.8034551 3905.99273
SO (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 312 3.2469942 1634.320979 10.2848760 1982-1999 –> 2000-2012 6.8034551 3905.99273
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 133 3.2950584 708.622405 10.9719273 2000-2012 –> 2013-2019 6.6038186 2354.70195
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 133 3.2899907 708.212988 10.8830055 2000-2012 –> 2013-2019 6.5766974 2350.11953
SO (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + phosphate 133 3.3899758 716.176510 10.0861110 2000-2012 –> 2013-2019 6.6053260 2344.38639
SO (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 133 3.2903253 708.240039 10.8891344 2000-2012 –> 2013-2019 6.5782262 2350.37328
SO (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 133 3.2903253 708.240039 10.8891344 2000-2012 –> 2013-2019 6.5782262 2350.37328
SO (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 133 3.2903253 708.240039 10.8891344 2000-2012 –> 2013-2019 6.5782262 2350.37328
SO (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate_star 133 3.2932626 706.477397 10.9049735 2000-2012 –> 2013-2019 6.5827544 2346.91248
SO (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 133 3.3148729 710.217175 10.3205968 2000-2012 –> 2013-2019 6.5618670 2344.53815
SO (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 133 3.3148729 710.217175 10.3205968 2000-2012 –> 2013-2019 6.5618670 2344.53815
SO (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 133 3.3148729 710.217175 10.3205968 2000-2012 –> 2013-2019 6.5618670 2344.53815
SO (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1061 2.3650556 4851.608393 11.6713433 1982-1999 –> 2000-2012 4.8527893 11926.44971
SO (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + phosphate 1061 2.3650556 4851.608393 11.6713433 1982-1999 –> 2000-2012 4.8527893 11926.44971
SO (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 1061 2.3650556 4851.608393 11.6713433 1982-1999 –> 2000-2012 4.8527893 11926.44971
SO (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 1061 2.3658852 4850.352635 11.7790894 1982-1999 –> 2000-2012 4.8536773 11923.26504
SO (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1061 2.3191394 4810.005845 10.6756905 1982-1999 –> 2000-2012 4.7542973 11820.12478
SO (26.75,27] cstar_tref ~ temp + oxygen + aou + phosphate 1061 2.3658852 4850.352635 11.7790894 1982-1999 –> 2000-2012 4.8536773 11923.26504
SO (26.75,27] cstar_tref ~ temp + oxygen + aou + phosphate + phosphate_star 1061 2.3658852 4850.352635 11.7790894 1982-1999 –> 2000-2012 4.8536773 11923.26504
SO (26.75,27] cstar_tref ~ temp + oxygen + aou + phosphate_star 1061 2.3658852 4850.352635 11.7790894 1982-1999 –> 2000-2012 4.8536773 11923.26504
SO (26.75,27] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1061 2.3191394 4810.005845 10.6756905 1982-1999 –> 2000-2012 4.7542973 11820.12478
SO (26.75,27] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1061 2.3191394 4810.005845 10.6756905 1982-1999 –> 2000-2012 4.7542973 11820.12478
SO (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 550 2.3941154 2535.147577 15.5973947 2000-2012 –> 2013-2019 4.7591710 7386.75597
SO (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + phosphate 550 2.3941154 2535.147577 15.5973947 2000-2012 –> 2013-2019 4.7591710 7386.75597
SO (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 550 2.3941154 2535.147577 15.5973947 2000-2012 –> 2013-2019 4.7591710 7386.75597
SO (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 550 2.3957372 2533.892462 15.4998931 2000-2012 –> 2013-2019 4.7616224 7384.24510
SO (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 550 2.2748295 2478.928005 12.6508529 2000-2012 –> 2013-2019 4.5939689 7288.93385
SO (26.75,27] cstar_tref ~ temp + oxygen + aou + phosphate 550 2.3957372 2533.892462 15.4998931 2000-2012 –> 2013-2019 4.7616224 7384.24510
SO (26.75,27] cstar_tref ~ temp + oxygen + aou + phosphate + phosphate_star 550 2.3957372 2533.892462 15.4998931 2000-2012 –> 2013-2019 4.7616224 7384.24510
SO (26.75,27] cstar_tref ~ temp + oxygen + aou + phosphate_star 550 2.3957372 2533.892462 15.4998931 2000-2012 –> 2013-2019 4.7616224 7384.24510
SO (26.75,27] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 550 2.2748295 2478.928005 12.6508529 2000-2012 –> 2013-2019 4.5939689 7288.93385
SO (26.75,27] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 550 2.2748295 2478.928005 12.6508529 2000-2012 –> 2013-2019 4.5939689 7288.93385
SO (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2513 1.7156657 9858.625769 16.4970589 1982-1999 –> 2000-2012 3.3035748 22808.83415
SO (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + phosphate 2513 1.7156657 9858.625769 16.4970589 1982-1999 –> 2000-2012 3.3035748 22808.83415
SO (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 2513 1.7156657 9858.625769 16.4970589 1982-1999 –> 2000-2012 3.3035748 22808.83415
SO (27,27.25] cstar_tref ~ temp + aou + phosphate + phosphate_star 2513 1.7159114 9857.345457 16.6672621 1982-1999 –> 2000-2012 3.3256604 22899.48106
SO (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2513 1.6615541 9697.553575 16.3323879 1982-1999 –> 2000-2012 3.2687331 22730.70242
SO (27,27.25] cstar_tref ~ temp + oxygen + aou + phosphate 2513 1.7159114 9857.345457 16.6672621 1982-1999 –> 2000-2012 3.3256604 22899.48106
SO (27,27.25] cstar_tref ~ temp + oxygen + aou + phosphate + phosphate_star 2513 1.7159114 9857.345457 16.6672621 1982-1999 –> 2000-2012 3.3256604 22899.48106
SO (27,27.25] cstar_tref ~ temp + oxygen + aou + phosphate_star 2513 1.7159114 9857.345457 16.6672621 1982-1999 –> 2000-2012 3.3256604 22899.48106
SO (27,27.25] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 2513 1.6615541 9697.553575 16.3323879 1982-1999 –> 2000-2012 3.2687331 22730.70242
SO (27,27.25] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 2513 1.6615541 9697.553575 16.3323879 1982-1999 –> 2000-2012 3.2687331 22730.70242
SO (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1286 1.9259139 5349.200280 11.1221020 2000-2012 –> 2013-2019 3.6415796 15207.82605
SO (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + phosphate 1286 1.9259139 5349.200280 11.1221020 2000-2012 –> 2013-2019 3.6415796 15207.82605
SO (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 1286 1.9259139 5349.200280 11.1221020 2000-2012 –> 2013-2019 3.6415796 15207.82605
SO (27,27.25] cstar_tref ~ temp + aou + phosphate + phosphate_star 1286 1.9277877 5349.701445 11.5137595 2000-2012 –> 2013-2019 3.6436991 15207.04690
SO (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1286 1.8504129 5246.341361 11.4263441 2000-2012 –> 2013-2019 3.5119670 14943.89494
SO (27,27.25] cstar_tref ~ temp + oxygen + aou + phosphate 1286 1.9277877 5349.701445 11.5137595 2000-2012 –> 2013-2019 3.6436991 15207.04690
SO (27,27.25] cstar_tref ~ temp + oxygen + aou + phosphate + phosphate_star 1286 1.9277877 5349.701445 11.5137595 2000-2012 –> 2013-2019 3.6436991 15207.04690
SO (27,27.25] cstar_tref ~ temp + oxygen + aou + phosphate_star 1286 1.9277877 5349.701445 11.5137595 2000-2012 –> 2013-2019 3.6436991 15207.04690
SO (27,27.25] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1286 1.8504129 5246.341361 11.4263441 2000-2012 –> 2013-2019 3.5119670 14943.89494
SO (27,27.25] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1286 1.8504129 5246.341361 11.4263441 2000-2012 –> 2013-2019 3.5119670 14943.89494
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2731 1.6887194 10626.169048 10.6093166 1982-1999 –> 2000-2012 3.1260696 24195.64538
SO (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2731 1.6889628 10626.956131 10.5782629 1982-1999 –> 2000-2012 3.1276979 24203.75969
SO (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2731 1.6889628 10626.956131 10.5782629 1982-1999 –> 2000-2012 3.1276979 24203.75969
SO (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2731 1.6889628 10626.956131 10.5782629 1982-1999 –> 2000-2012 3.1276979 24203.75969
SO (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2731 1.6893569 10628.230775 10.5492429 1982-1999 –> 2000-2012 3.1276338 24202.61058
SO (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate_star 2731 1.6893649 10626.256647 10.5431309 1982-1999 –> 2000-2012 3.1306658 24214.61540
SO (27.25,27.5] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 2731 1.6893569 10628.230775 10.5492429 1982-1999 –> 2000-2012 3.1276338 24202.61058
SO (27.25,27.5] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 2731 1.6893569 10628.230775 10.5492429 1982-1999 –> 2000-2012 3.1276338 24202.61058
SO (27.25,27.5] cstar_tref ~ temp + oxygen + silicate + phosphate 2731 1.6897063 10627.360242 10.5063777 1982-1999 –> 2000-2012 3.1326599 24224.43821
SO (27.25,27.5] cstar_tref ~ temp + oxygen + silicate + phosphate + phosphate_star 2731 1.6897063 10627.360242 10.5063777 1982-1999 –> 2000-2012 3.1326599 24224.43821
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1453 1.8445959 5916.663537 8.9149588 2000-2012 –> 2013-2019 3.5363278 16552.56778
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1453 1.8486094 5922.979657 8.8767744 2000-2012 –> 2013-2019 3.5373288 16549.14871
SO (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1453 1.8467306 5920.024690 8.8926590 2000-2012 –> 2013-2019 3.5356934 16546.98082
SO (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1453 1.8467306 5920.024690 8.8926590 2000-2012 –> 2013-2019 3.5356934 16546.98082
SO (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1453 1.8467306 5920.024690 8.8926590 2000-2012 –> 2013-2019 3.5356934 16546.98082
SO (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1453 1.8579855 5937.681599 9.5635309 2000-2012 –> 2013-2019 3.5473425 16565.91237
SO (27.25,27.5] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1453 1.8579855 5937.681599 9.5635309 2000-2012 –> 2013-2019 3.5473425 16565.91237
SO (27.25,27.5] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1453 1.8579855 5937.681599 9.5635309 2000-2012 –> 2013-2019 3.5473425 16565.91237
SO (27.25,27.5] cstar_tref ~ temp + oxygen + silicate + phosphate 1453 1.8592539 5937.664674 9.5274690 2000-2012 –> 2013-2019 3.5489602 16565.02492
SO (27.25,27.5] cstar_tref ~ temp + oxygen + silicate + phosphate + phosphate_star 1453 1.8592539 5937.664674 9.5274690 2000-2012 –> 2013-2019 3.5489602 16565.02492
SO (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3391 1.5320138 12530.327695 9.1542418 1982-1999 –> 2000-2012 2.8147095 27705.56033
SO (27.5,27.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 3391 1.5320138 12530.327695 9.1542418 1982-1999 –> 2000-2012 2.8147095 27705.56033
SO (27.5,27.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 3391 1.5320138 12530.327695 9.1542418 1982-1999 –> 2000-2012 2.8147095 27705.56033
SO (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3391 1.5317818 12529.300408 9.1490232 1982-1999 –> 2000-2012 2.8137341 27699.26353
SO (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3391 1.5327196 12533.451505 9.1052349 1982-1999 –> 2000-2012 2.8175679 27723.92592
SO (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + phosphate 3391 1.5347080 12542.244087 8.6514924 1982-1999 –> 2000-2012 2.8178293 27720.49199
SO (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 3391 1.5347080 12542.244087 8.6514924 1982-1999 –> 2000-2012 2.8178293 27720.49199
SO (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 3391 1.5319189 12529.907533 9.1108749 1982-1999 –> 2000-2012 2.8155627 27711.85689
SO (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 3391 1.5319189 12529.907533 9.1108749 1982-1999 –> 2000-2012 2.8155627 27711.85689
SO (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3391 1.5319189 12529.907533 9.1108749 1982-1999 –> 2000-2012 2.8155627 27711.85689
SO (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 1821 1.7554617 7229.243675 10.4000190 2000-2012 –> 2013-2019 3.2897571 19767.66403
SO (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1821 1.7554240 7231.165465 10.3901005 2000-2012 –> 2013-2019 3.2874378 19761.49316
SO (27.5,27.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1821 1.7554240 7231.165465 10.3901005 2000-2012 –> 2013-2019 3.2874378 19761.49316
SO (27.5,27.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1821 1.7554240 7231.165465 10.3901005 2000-2012 –> 2013-2019 3.2874378 19761.49316
SO (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1821 1.7645761 7250.104197 9.5282977 2000-2012 –> 2013-2019 3.2992842 19792.34828
SO (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1821 1.7554279 7231.173500 10.3915870 2000-2012 –> 2013-2019 3.2872096 19760.47391
SO (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1821 1.7574181 7235.300257 10.3457829 2000-2012 –> 2013-2019 3.2901377 19768.75176
SO (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1821 1.7560943 7232.555962 10.3552020 2000-2012 –> 2013-2019 3.2880132 19762.46349
SO (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1821 1.7560943 7232.555962 10.3552020 2000-2012 –> 2013-2019 3.2880132 19762.46349
SO (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1821 1.7560943 7232.555962 10.3552020 2000-2012 –> 2013-2019 3.2880132 19762.46349
SO (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1415 1.4740467 5127.668440 13.4027185 1982-1999 –> 2000-2012 2.7633662 11181.39033
SO (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1415 1.4740467 5127.668440 13.4027185 1982-1999 –> 2000-2012 2.7633662 11181.39033
SO (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1415 1.4740467 5127.668440 13.4027185 1982-1999 –> 2000-2012 2.7633662 11181.39033
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1415 1.4767361 5132.827180 13.4351222 1982-1999 –> 2000-2012 2.7731132 11206.25561
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1415 1.4814190 5141.787239 13.5369619 1982-1999 –> 2000-2012 2.7844305 11233.64330
SO (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1415 1.4825470 5143.941155 13.5477979 1982-1999 –> 2000-2012 2.7869620 11239.68368
SO (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1415 1.4825470 5143.941155 13.5477979 1982-1999 –> 2000-2012 2.7869620 11239.68368
SO (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1415 1.5002561 5177.545528 13.7566640 1982-1999 –> 2000-2012 2.7734180 11185.74101
SO (27.75,27.85] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1415 1.5002561 5177.545528 13.7566640 1982-1999 –> 2000-2012 2.7734180 11185.74101
SO (27.75,27.85] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1415 1.5002561 5177.545528 13.7566640 1982-1999 –> 2000-2012 2.7734180 11185.74101
SO (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 722 1.6145124 2752.670915 8.7482873 2000-2012 –> 2013-2019 3.1147336 7928.15039
SO (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 722 1.5913038 2733.762782 8.6142494 2000-2012 –> 2013-2019 3.0653505 7861.43122
SO (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 722 1.5913038 2733.762782 8.6142494 2000-2012 –> 2013-2019 3.0653505 7861.43122
SO (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 722 1.5913038 2733.762782 8.6142494 2000-2012 –> 2013-2019 3.0653505 7861.43122
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 722 1.5928542 2735.168954 8.5926742 2000-2012 –> 2013-2019 3.0695903 7867.99613
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 722 1.5955525 2737.613017 8.5704585 2000-2012 –> 2013-2019 3.0769715 7879.40026
SO (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 722 1.5956695 2737.718886 8.5534574 2000-2012 –> 2013-2019 3.0782164 7881.66004
SO (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 722 1.5956695 2737.718886 8.5534574 2000-2012 –> 2013-2019 3.0782164 7881.66004
SO (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 722 1.5956695 2737.718886 8.5534574 2000-2012 –> 2013-2019 3.0782164 7881.66004
SO (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 722 1.5960379 2736.052251 8.4492259 2000-2012 –> 2013-2019 3.0932979 7905.94044
SO (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1399 1.4396129 5003.709245 9.8030845 1982-1999 –> 2000-2012 2.8546010 11562.72636
SO (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate 1399 1.4396856 5001.850417 9.7403080 1982-1999 –> 2000-2012 2.8655377 11587.21281
SO (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1399 1.4396129 5003.709245 9.8030845 1982-1999 –> 2000-2012 2.8546010 11562.72636
SO (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1399 1.4396129 5003.709245 9.8030845 1982-1999 –> 2000-2012 2.8546010 11562.72636
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1399 1.4232287 4971.682542 7.2306924 1982-1999 –> 2000-2012 2.7624199 11326.66498
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1399 1.4614937 5045.916298 9.9996442 1982-1999 –> 2000-2012 2.9026638 11672.88014
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1399 1.4606176 5044.238481 10.1638248 1982-1999 –> 2000-2012 2.9062341 11682.61860
SO (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + phosphate 1399 1.4232287 4971.682542 7.2306924 1982-1999 –> 2000-2012 2.7624199 11326.66498
SO (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 1399 1.4232287 4971.682542 7.2306924 1982-1999 –> 2000-2012 2.7624199 11326.66498
SO (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate 1399 1.2912832 4699.460807 8.0313297 1982-1999 –> 2000-2012 2.5525237 10832.19404
SO (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 709 1.6286558 2717.691477 10.1355952 2000-2012 –> 2013-2019 3.0682688 7721.40072
SO (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 709 1.6286558 2717.691477 10.1355952 2000-2012 –> 2013-2019 3.0682688 7721.40072
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 709 1.6432910 2730.376750 7.3480083 2000-2012 –> 2013-2019 3.0665196 7702.05929
SO (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + phosphate 709 1.6432910 2730.376750 7.3480083 2000-2012 –> 2013-2019 3.0665196 7702.05929
SO (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 709 1.6432910 2730.376750 7.3480083 2000-2012 –> 2013-2019 3.0665196 7702.05929
SO (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate 709 1.4996937 2600.714760 8.5827164 2000-2012 –> 2013-2019 2.7909769 7300.17557
SO (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 709 1.5409988 2639.241700 8.7822837 2000-2012 –> 2013-2019 2.9762393 7634.43986
SO (27.85,27.95] cstar_tref ~ temp + oxygen + aou + silicate 709 1.5425225 2638.643090 8.9509076 2000-2012 –> 2013-2019 3.0269454 7726.11609
SO (27.85,27.95] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 709 1.5409988 2639.241700 8.7822837 2000-2012 –> 2013-2019 2.9762393 7634.43986
SO (27.85,27.95] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 709 1.5409988 2639.241700 8.7822837 2000-2012 –> 2013-2019 2.9762393 7634.43986
SO (27.95,28.05] cstar_tref ~ sal + aou + phosphate + phosphate_star 1786 1.7323419 7043.170193 10.1736604 1982-1999 –> 2000-2012 3.2195838 16087.26729
SO (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1786 1.7234592 7026.807513 9.6018392 1982-1999 –> 2000-2012 3.1951756 16020.70736
SO (27.95,28.05] cstar_tref ~ sal + oxygen + aou + phosphate 1786 1.7323419 7043.170193 10.1736604 1982-1999 –> 2000-2012 3.2195838 16087.26729
SO (27.95,28.05] cstar_tref ~ sal + oxygen + aou + phosphate + phosphate_star 1786 1.7323419 7043.170193 10.1736604 1982-1999 –> 2000-2012 3.2195838 16087.26729
SO (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1786 1.7234592 7026.807513 9.6018392 1982-1999 –> 2000-2012 3.1951756 16020.70736
SO (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1786 1.7234592 7026.807513 9.6018392 1982-1999 –> 2000-2012 3.1951756 16020.70736
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1786 1.5620816 6675.629386 9.1134438 1982-1999 –> 2000-2012 2.8752317 15102.49093
SO (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + phosphate 1786 1.5620816 6675.629386 9.1134438 1982-1999 –> 2000-2012 2.8752317 15102.49093
SO (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 1786 1.5620816 6675.629386 9.1134438 1982-1999 –> 2000-2012 2.8752317 15102.49093
SO (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + silicate 1786 1.5619964 6675.434498 7.6946622 1982-1999 –> 2000-2012 2.8752447 15102.66796
SO (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 986 1.8071065 3979.032373 8.8048453 2000-2012 –> 2013-2019 3.5305658 11005.83989
SO (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate 986 1.8090331 3979.133623 8.8118450 2000-2012 –> 2013-2019 3.5496875 11039.40270
SO (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 986 1.8071065 3979.032373 8.8048453 2000-2012 –> 2013-2019 3.5305658 11005.83989
SO (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 986 1.8071065 3979.032373 8.8048453 2000-2012 –> 2013-2019 3.5305658 11005.83989
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 986 1.6936583 3851.175591 8.4129789 2000-2012 –> 2013-2019 3.2557399 10526.80498
SO (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + phosphate 986 1.6936583 3851.175591 8.4129789 2000-2012 –> 2013-2019 3.2557399 10526.80498
SO (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 986 1.6936583 3851.175591 8.4129789 2000-2012 –> 2013-2019 3.2557399 10526.80498
SO (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + silicate 986 1.6282041 3773.452640 8.1160135 2000-2012 –> 2013-2019 3.1902005 10448.88714
SO (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 986 1.8234743 3996.813244 8.8739614 2000-2012 –> 2013-2019 3.5641323 11059.08975
SO (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 986 1.8234743 3996.813244 8.8739614 2000-2012 –> 2013-2019 3.5641323 11059.08975
SO (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1071 1.1927699 3430.954357 10.1729214 1982-1999 –> 2000-2012 2.2759473 7983.43376
SO (28.05,28.1] cstar_tref ~ sal + oxygen + aou + phosphate 1071 1.1929018 3429.191146 10.1579725 1982-1999 –> 2000-2012 2.2787248 7987.05738
SO (28.05,28.1] cstar_tref ~ sal + oxygen + aou + phosphate + phosphate_star 1071 1.1929018 3429.191146 10.1579725 1982-1999 –> 2000-2012 2.2787248 7987.05738
SO (28.05,28.1] cstar_tref ~ sal + oxygen + aou + phosphate_star 1071 1.1929018 3429.191146 10.1579725 1982-1999 –> 2000-2012 2.2787248 7987.05738
SO (28.05,28.1] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1071 1.1927699 3430.954357 10.1729214 1982-1999 –> 2000-2012 2.2759473 7983.43376
SO (28.05,28.1] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1071 1.1927699 3430.954357 10.1729214 1982-1999 –> 2000-2012 2.2759473 7983.43376
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1071 1.0487379 3155.298539 9.0027805 1982-1999 –> 2000-2012 2.0069805 7336.68729
SO (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + phosphate 1071 1.0487379 3155.298539 9.0027805 1982-1999 –> 2000-2012 2.0069805 7336.68729
SO (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 1071 1.0487379 3155.298539 9.0027805 1982-1999 –> 2000-2012 2.0069805 7336.68729
SO (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate 1071 1.0700400 3198.371237 9.2962436 1982-1999 –> 2000-2012 2.0713151 7512.77554
SO (28.05,28.1] cstar_tref ~ sal + aou + phosphate + phosphate_star 606 1.4121339 2150.017064 11.3700248 2000-2012 –> 2013-2019 2.6050356 5579.20821
SO (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 606 1.4121202 2152.005351 11.3570568 2000-2012 –> 2013-2019 2.6048901 5582.95971
SO (28.05,28.1] cstar_tref ~ sal + oxygen + aou + phosphate 606 1.4121339 2150.017064 11.3700248 2000-2012 –> 2013-2019 2.6050356 5579.20821
SO (28.05,28.1] cstar_tref ~ sal + oxygen + aou + phosphate + phosphate_star 606 1.4121339 2150.017064 11.3700248 2000-2012 –> 2013-2019 2.6050356 5579.20821
SO (28.05,28.1] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 606 1.4121202 2152.005351 11.3570568 2000-2012 –> 2013-2019 2.6048901 5582.95971
SO (28.05,28.1] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 606 1.4121202 2152.005351 11.3570568 2000-2012 –> 2013-2019 2.6048901 5582.95971
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 606 1.2283070 1982.985334 10.1816140 2000-2012 –> 2013-2019 2.2770449 5138.28387
SO (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + phosphate 606 1.2283070 1982.985334 10.1816140 2000-2012 –> 2013-2019 2.2770449 5138.28387
SO (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 606 1.2283070 1982.985334 10.1816140 2000-2012 –> 2013-2019 2.2770449 5138.28387
SO (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate 606 1.2597549 2013.625136 10.8095062 2000-2012 –> 2013-2019 2.3297949 5211.99637
SO (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5309 1.1018498 16110.133861 6.1005720 1982-1999 –> 2000-2012 2.0809310 36696.92150
SO (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate_star 5309 1.1018770 16108.395277 6.0859562 1982-1999 –> 2000-2012 2.0912319 36846.81840
SO (28.1, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 5309 1.1018498 16110.133861 6.1005720 1982-1999 –> 2000-2012 2.0809310 36696.92150
SO (28.1, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 5309 1.1018498 16110.133861 6.1005720 1982-1999 –> 2000-2012 2.0809310 36696.92150
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 5309 1.1019797 16111.385624 6.0983454 1982-1999 –> 2000-2012 2.0811839 36700.02157
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5309 1.1018543 16110.177014 6.0992752 1982-1999 –> 2000-2012 2.0810102 36698.08779
SO (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5309 1.1019213 16110.822324 6.0983887 1982-1999 –> 2000-2012 2.0811392 36699.66564
SO (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 5309 1.1019213 16110.822324 6.0983887 1982-1999 –> 2000-2012 2.0811392 36699.66564
SO (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate 5309 1.1162259 16245.773437 6.3180442 1982-1999 –> 2000-2012 2.0965350 36849.00866
SO (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5309 1.1019213 16110.822324 6.0983887 1982-1999 –> 2000-2012 2.0811392 36699.66564
SO (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2711 1.1918719 8659.181813 6.0524338 2000-2012 –> 2013-2019 2.2937217 24769.31567
SO (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate_star 2711 1.1946469 8669.790861 6.0803943 2000-2012 –> 2013-2019 2.2965238 24778.18614
SO (28.1, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 2711 1.1918719 8659.181813 6.0524338 2000-2012 –> 2013-2019 2.2937217 24769.31567
SO (28.1, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 2711 1.1918719 8659.181813 6.0524338 2000-2012 –> 2013-2019 2.2937217 24769.31567
SO (28.1, Inf] cstar_tref ~ sal + oxygen + silicate + phosphate_star 2711 1.1919888 8657.713695 6.0393123 2000-2012 –> 2013-2019 2.2997417 24822.58083
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 2711 1.1918917 8659.271671 6.0538324 2000-2012 –> 2013-2019 2.2938714 24770.65730
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2711 1.1918665 8659.157262 6.0517786 2000-2012 –> 2013-2019 2.2937208 24769.33428
SO (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2711 1.1918732 8659.187802 6.0524883 2000-2012 –> 2013-2019 2.2937945 24770.01013
SO (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2711 1.1918732 8659.187802 6.0524883 2000-2012 –> 2013-2019 2.2937945 24770.01013
SO (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2711 1.1918732 8659.187802 6.0524883 2000-2012 –> 2013-2019 2.2937945 24770.01013
SO (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 395 0.4692853 537.291343 1.7413747 1982-1999 –> 2000-2012 0.9103638 1176.91460
SO (28.1,28.15] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 395 0.4692853 537.291343 1.7413747 1982-1999 –> 2000-2012 0.9103638 1176.91460
SO (28.1,28.15] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 395 0.4692853 537.291343 1.7413747 1982-1999 –> 2000-2012 0.9103638 1176.91460
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 395 0.4688350 536.532945 1.2066978 1982-1999 –> 2000-2012 0.8955957 1141.77071
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 395 0.4707828 539.808215 1.7513525 1982-1999 –> 2000-2012 0.9131138 1182.38618
SO (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + phosphate 395 0.4688350 536.532945 1.2066978 1982-1999 –> 2000-2012 0.8955957 1141.77071
SO (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 395 0.4688350 536.532945 1.2066978 1982-1999 –> 2000-2012 0.8955957 1141.77071
SO (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 395 0.4711414 540.409822 1.7546095 1982-1999 –> 2000-2012 0.9140250 1184.28863
SO (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 395 0.4711414 540.409822 1.7546095 1982-1999 –> 2000-2012 0.9140250 1184.28863
SO (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 395 0.4711414 540.409822 1.7546095 1982-1999 –> 2000-2012 0.9140250 1184.28863
SO (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 209 0.5007130 317.976471 2.3778112 2000-2012 –> 2013-2019 0.9699983 855.26781
SO (28.1,28.15] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 209 0.5007130 317.976471 2.3778112 2000-2012 –> 2013-2019 0.9699983 855.26781
SO (28.1,28.15] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 209 0.5007130 317.976471 2.3778112 2000-2012 –> 2013-2019 0.9699983 855.26781
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 209 0.4863454 305.806779 1.9335059 2000-2012 –> 2013-2019 0.9551804 842.33972
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 209 0.5027540 319.676791 2.3840486 2000-2012 –> 2013-2019 0.9735367 859.48501
SO (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + phosphate 209 0.4863454 305.806779 1.9335059 2000-2012 –> 2013-2019 0.9551804 842.33972
SO (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 209 0.4863454 305.806779 1.9335059 2000-2012 –> 2013-2019 0.9551804 842.33972
SO (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + silicate 209 0.4928520 311.361923 2.0181406 2000-2012 –> 2013-2019 0.9605446 845.96764
SO (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 209 0.5029754 319.860825 2.3841073 2000-2012 –> 2013-2019 0.9741168 860.27065
SO (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 209 0.5029754 319.860825 2.3841073 2000-2012 –> 2013-2019 0.9741168 860.27065
SO (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 385 0.3060639 194.932446 1.0624911 1982-1999 –> 2000-2012 0.6130546 442.64918
SO (28.15,28.2] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 385 0.3060639 194.932446 1.0624911 1982-1999 –> 2000-2012 0.6130546 442.64918
SO (28.15,28.2] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 385 0.3060639 194.932446 1.0624911 1982-1999 –> 2000-2012 0.6130546 442.64918
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 385 0.2958284 168.741280 1.2331036 1982-1999 –> 2000-2012 0.5978993 400.59322
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 385 0.3068525 196.913871 1.0656804 1982-1999 –> 2000-2012 0.6144770 446.65572
SO (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + phosphate 385 0.2958284 168.741280 1.2331036 1982-1999 –> 2000-2012 0.5978993 400.59322
SO (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 385 0.2958284 168.741280 1.2331036 1982-1999 –> 2000-2012 0.5978993 400.59322
SO (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 385 0.3072492 197.908741 1.0678544 1982-1999 –> 2000-2012 0.6153464 449.15828
SO (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 385 0.3072492 197.908741 1.0678544 1982-1999 –> 2000-2012 0.6153464 449.15828
SO (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 385 0.3072492 197.908741 1.0678544 1982-1999 –> 2000-2012 0.6153464 449.15828
SO (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 183 0.3423788 141.038937 0.8031784 2000-2012 –> 2013-2019 0.6484427 335.97138
SO (28.15,28.2] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 183 0.3423788 141.038937 0.8031784 2000-2012 –> 2013-2019 0.6484427 335.97138
SO (28.15,28.2] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 183 0.3423788 141.038937 0.8031784 2000-2012 –> 2013-2019 0.6484427 335.97138
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 183 0.3300672 127.635476 0.8682035 2000-2012 –> 2013-2019 0.6258955 296.37676
SO (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + phosphate 183 0.3300672 127.635476 0.8682035 2000-2012 –> 2013-2019 0.6258955 296.37676
SO (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 183 0.3300672 127.635476 0.8682035 2000-2012 –> 2013-2019 0.6258955 296.37676
SO (28.15,28.2] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 183 0.3337812 131.730824 0.8025278 2000-2012 –> 2013-2019 0.6459444 341.85710
SO (28.15,28.2] cstar_tref ~ temp + oxygen + aou + phosphate_star 183 0.3366745 132.889698 0.8481580 2000-2012 –> 2013-2019 0.6489057 341.18383
SO (28.15,28.2] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 183 0.3337812 131.730824 0.8025278 2000-2012 –> 2013-2019 0.6459444 341.85710
SO (28.15,28.2] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 183 0.3337812 131.730824 0.8025278 2000-2012 –> 2013-2019 0.6459444 341.85710
SO (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate 1738 0.4079366 1827.497744 1.6373659 1982-1999 –> 2000-2012 0.7531403 3596.18936
SO (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1738 0.3918565 1689.706304 2.1137168 1982-1999 –> 2000-2012 0.7169227 3163.23502
SO (28.2, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1738 0.3918565 1689.706304 2.1137168 1982-1999 –> 2000-2012 0.7169227 3163.23502
SO (28.2, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1738 0.3918565 1689.706304 2.1137168 1982-1999 –> 2000-2012 0.7169227 3163.23502
SO (28.2, Inf] cstar_tref ~ sal + oxygen + silicate + phosphate 1738 0.4338139 2041.285083 2.8272800 1982-1999 –> 2000-2012 0.8013633 4120.07926
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 1738 0.3920831 1691.715817 2.1111271 1982-1999 –> 2000-2012 0.7173957 3168.99039
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1738 0.3910307 1682.373485 2.1070558 1982-1999 –> 2000-2012 0.7153662 3144.77632
SO (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1738 0.3914217 1685.847473 2.1087884 1982-1999 –> 2000-2012 0.7160679 3152.98326
SO (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1738 0.3914217 1685.847473 2.1087884 1982-1999 –> 2000-2012 0.7160679 3152.98326
SO (28.2, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1738 0.3914217 1685.847473 2.1087884 1982-1999 –> 2000-2012 0.7160679 3152.98326
SO (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate 1005 0.4551207 1281.809192 2.1633223 2000-2012 –> 2013-2019 0.8630573 3109.30694
SO (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1005 0.4243307 1143.009619 2.6684674 2000-2012 –> 2013-2019 0.8161872 2832.71592
SO (28.2, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1005 0.4243307 1143.009619 2.6684674 2000-2012 –> 2013-2019 0.8161872 2832.71592
SO (28.2, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1005 0.4243307 1143.009619 2.6684674 2000-2012 –> 2013-2019 0.8161872 2832.71592
SO (28.2, Inf] cstar_tref ~ sal + oxygen + silicate + phosphate 1005 0.4467609 1244.545547 3.0434845 2000-2012 –> 2013-2019 0.8805748 3285.83063
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 1005 0.4245958 1144.264968 2.6663826 2000-2012 –> 2013-2019 0.8166789 2835.98078
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1005 0.4237274 1140.150063 2.6659440 2000-2012 –> 2013-2019 0.8147581 2822.52355
SO (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1005 0.4240694 1141.771704 2.6663305 2000-2012 –> 2013-2019 0.8154911 2827.61918
SO (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1005 0.4240694 1141.771704 2.6663305 2000-2012 –> 2013-2019 0.8154911 2827.61918
SO (28.2, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1005 0.4240694 1141.771704 2.6663305 2000-2012 –> 2013-2019 0.8154911 2827.61918

5.3.2 per fitting unit

lm_best %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2012 2.3836462 1200.27892
Atlantic (-Inf,26] 2000-2012 –> 2013-2019 2.2646672 724.34967
Atlantic (26,26.5] 1982-1999 –> 2000-2012 7.2252898 13816.35858
Atlantic (26,26.5] 2000-2012 –> 2013-2019 7.2778419 8708.50061
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 6.3274159 16424.27013
Atlantic (26.5,26.75] 2000-2012 –> 2013-2019 6.6245449 10512.37252
Atlantic (26.75,27] 1982-1999 –> 2000-2012 3.7333080 19644.38825
Atlantic (26.75,27] 2000-2012 –> 2013-2019 4.6266418 14508.16806
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.7103108 15993.69101
Atlantic (27,27.25] 2000-2012 –> 2013-2019 4.4730728 11883.12801
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 5.0977111 18081.78399
Atlantic (27.25,27.5] 2000-2012 –> 2013-2019 6.4447823 12875.55827
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 4.4794455 21626.51137
Atlantic (27.5,27.75] 2000-2012 –> 2013-2019 4.9914877 14800.62413
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 3.3065508 6491.76442
Atlantic (27.75,27.85] 2000-2012 –> 2013-2019 3.3402240 4201.05452
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 5.7296585 8226.78057
Atlantic (27.85,27.95] 2000-2012 –> 2013-2019 5.8115872 5511.60653
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 6.8637625 9164.07543
Atlantic (27.95,28.05] 2000-2012 –> 2013-2019 5.9473543 5620.75773
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 0.3312265 -956.88019
Atlantic (28.05,28.1] 2000-2012 –> 2013-2019 0.4536295 -97.65149
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 0.2821412 -1404.63618
Atlantic (28.1,28.15] 2000-2012 –> 2013-2019 0.2754377 -889.64136
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 0.6814372 2102.17259
Atlantic (28.15,28.2] 2000-2012 –> 2013-2019 0.6589650 1023.13688
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 0.8891512 2705.74148
Atlantic (28.2, Inf] 2000-2012 –> 2013-2019 0.8378951 1429.51216
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 12.7367128 81726.80280
Indo-Pacific (-Inf,26] 2000-2012 –> 2013-2019 12.1521862 52377.17875
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 9.0333120 76095.23176
Indo-Pacific (26,26.5] 2000-2012 –> 2013-2019 9.2886584 49120.79174
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 7.8457101 56777.06786
Indo-Pacific (26.5,26.75] 2000-2012 –> 2013-2019 8.3490320 37391.88486
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 7.7175511 60525.08512
Indo-Pacific (26.75,27] 2000-2012 –> 2013-2019 8.7578995 40428.27501
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 6.5835373 51969.75089
Indo-Pacific (27,27.25] 2000-2012 –> 2013-2019 8.0122490 36708.59511
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 5.9442621 41264.00013
Indo-Pacific (27.25,27.5] 2000-2012 –> 2013-2019 6.6427494 28009.58830
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 3.5392634 30346.84664
Indo-Pacific (27.5,27.75] 2000-2012 –> 2013-2019 4.0591368 20438.18265
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 2.5985200 9754.94152
Indo-Pacific (27.75,27.85] 2000-2012 –> 2013-2019 2.8396011 6695.74744
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 2.5432851 14282.31348
Indo-Pacific (27.85,27.95] 2000-2012 –> 2013-2019 2.8759311 9822.19729
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 1.1189786 4847.32484
Indo-Pacific (27.95,28.05] 2000-2012 –> 2013-2019 1.1808741 3236.51093
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 0.9120671 3239.42477
Indo-Pacific (28.05,28.1] 2000-2012 –> 2013-2019 0.9319730 2079.30674
Indo-Pacific (28.1, Inf] 1982-1999 –> 2000-2012 1.5397269 51568.40341
Indo-Pacific (28.1, Inf] 2000-2012 –> 2013-2019 1.5510723 33605.92360
SO (26,26.5] 1982-1999 –> 2000-2012 6.2255580 1216.16578
SO (26,26.5] 2000-2012 –> 2013-2019 5.8578865 768.07451
SO (26.5,26.75] 1982-1999 –> 2000-2012 6.7897864 3900.94337
SO (26.5,26.75] 2000-2012 –> 2013-2019 6.5788876 2348.08546
SO (26.75,27] 1982-1999 –> 2000-2012 4.8235969 11893.27836
SO (26.75,27] 2000-2012 –> 2013-2019 4.7105909 7356.40498
SO (27,27.25] 1982-1999 –> 2000-2012 3.3019565 22821.65340
SO (27,27.25] 2000-2012 –> 2013-2019 3.6035436 15128.33506
SO (27.25,27.5] 1982-1999 –> 2000-2012 3.1288050 24207.82480
SO (27.25,27.5] 2000-2012 –> 2013-2019 3.5420684 16557.04459
SO (27.5,27.75] 1982-1999 –> 2000-2012 2.8157777 27711.64251
SO (27.5,27.75] 2000-2012 –> 2013-2019 3.2892742 19766.11079
SO (27.75,27.85] 1982-1999 –> 2000-2012 2.7741820 11202.06603
SO (27.75,27.85] 2000-2012 –> 2013-2019 3.0785294 7881.07610
SO (27.85,27.95] 1982-1999 –> 2000-2012 2.8078022 11444.30796
SO (27.85,27.95] 2000-2012 –> 2013-2019 3.0082737 7647.85905
SO (27.95,28.05] 1982-1999 –> 2000-2012 3.0745218 15673.40647
SO (27.95,28.05] 2000-2012 –> 2013-2019 3.4227070 10820.44039
SO (28.05,28.1] 1982-1999 –> 2000-2012 2.1756273 7743.43108
SO (28.05,28.1] 2000-2012 –> 2013-2019 2.4790707 5411.33517
SO (28.1, Inf] 1982-1999 –> 2000-2012 2.0836171 36728.36979
SO (28.1, Inf] 2000-2012 –> 2013-2019 2.2946407 24775.87359
SO (28.1,28.15] 1982-1999 –> 2000-2012 0.9073067 1169.13080
SO (28.1,28.15] 2000-2012 –> 2013-2019 0.9657851 851.88166
SO (28.15,28.2] 1982-1999 –> 2000-2012 0.6093378 432.38577
SO (28.15,28.2] 2000-2012 –> 2013-2019 0.6409754 326.37995
SO (28.2, Inf] 1982-1999 –> 2000-2012 0.7286237 3297.86902
SO (28.2, Inf] 2000-2012 –> 2013-2019 0.8270104 2903.46472

5.4 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)

5.5 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/

5.6 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)

5.7 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 = ""))

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

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")

Version Author Date
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
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
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
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
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

6.1.2 Best models

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")

Version Author Date
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

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)

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

6.2.2 Best models

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

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

Version Author Date
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 oxygen phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2012
(-Inf,26] 10 7 7 6 10 3 3
(26,26.5] 6 5 5 6 10 10 7
(26.5,26.75] 8 5 7 6 7 10 7
(26.75,27] 10 6 7 6 4 10 4
(27,27.25] 7 4 7 6 10 9 6
(27.25,27.5] 10 7 7 6 10 3 3
(27.5,27.75] 4 7 6 6 10 4 10
(27.75,27.85] 8 5 6 7 10 7 7
(27.85,27.95] 10 7 7 6 3 10 3
(27.95,28.05] 4 6 7 6 4 10 10
(28.05,28.1] 10 7 7 6 3 10 3
(28.1,28.15] 7 6 6 6 8 10 7
(28.15,28.2] 6 5 6 6 9 10 7
(28.2, Inf] 6 4 6 6 10 10 6
total 106.00 81.00 91.00 85.00 108.00 116.00 83.00
Atlantic - 2000-2012 --> 2013-2019
(-Inf,26] 7 6 6 6 10 8 7
(26,26.5] 5 4 6 6 10 10 7
(26.5,26.75] 8 6 6 6 7 10 7
(26.75,27] 9 4 7 6 7 10 6
(27,27.25] 7 4 6 6 10 10 5
(27.25,27.5] 10 6 7 5 10 5 4
(27.5,27.75] 5 5 6 7 10 4 10
(27.75,27.85] 10 7 7 5 10 4 4
(27.85,27.95] 10 7 7 6 3 10 3
(27.95,28.05] 5 5 6 7 5 10 10
(28.05,28.1] 10 7 7 6 10 3 3
(28.1,28.15] 7 6 6 6 10 8 7
(28.15,28.2] 6 5 6 6 9 10 7
(28.2, Inf] 7 6 6 6 10 8 7
total 106.00 78.00 89.00 84.00 121.00 110.00 87.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 10 7 7 6 10 3 3
(26,26.5] 7 5 7 6 8 10 7
(26.5,26.75] 10 7 7 5 4 10 4
(26.75,27] 10 7 7 6 3 3 10
(27,27.25] 10 7 7 6 3 3 10
(27.25,27.5] 7 6 7 6 7 10 7
(27.5,27.75] 6 5 6 6 10 10 5
(27.75,27.85] 10 6 6 7 7 7 7
(27.85,27.95] 10 7 6 6 7 7 7
(27.95,28.05] 8 5 6 7 7 10 7
(28.05,28.1] 8 5 6 7 7 10 7
(28.1, Inf] 7 6 6 6 8 10 7
total 103.00 73.00 78.00 74.00 81.00 93.00 81.00
Indo-Pacific - 2000-2012 --> 2013-2019
(-Inf,26] 10 7 7 6 10 3 3
(26,26.5] 6 5 6 6 9 10 7
(26.5,26.75] 10 7 7 6 3 10 3
(26.75,27] 10 7 7 6 3 3 10
(27,27.25] 10 7 7 6 3 3 10
(27.25,27.5] 7 6 7 6 7 10 7
(27.5,27.75] 6 5 6 6 10 10 5
(27.75,27.85] 10 6 6 7 7 7 7
(27.85,27.95] 10 6 5 5 10 7 6
(27.95,28.05] 8 6 6 6 7 10 7
(28.05,28.1] 8 6 6 6 7 10 7
(28.1, Inf] 8 6 6 6 7 10 7
total 103.00 74.00 76.00 72.00 83.00 93.00 79.00
SO - 1982-1999 --> 2000-2012
(26,26.5] 7 5 6 7 8 7 10
(26.5,26.75] 10 7 7 6 3 3 10
(26.75,27] 10 7 7 6 3 3 10
(27,27.25] 10 7 7 6 3 3 10
(27.25,27.5] 5 6 6 6 4 10 10
(27.5,27.75] 7 6 6 6 10 8 7
(27.75,27.85] 8 5 6 7 7 10 7
(27.85,27.95] 10 6 5 5 10 7 6
(27.95,28.05] 10 7 7 5 10 4 4
(28.05,28.1] 10 8 6 5 10 4 4
(28.1, Inf] 6 4 6 6 10 10 6
(28.1,28.15] 7 6 7 6 10 7 7
(28.15,28.2] 7 6 7 6 10 7 7
(28.2, Inf] 6 5 7 5 10 10 5
total 113.00 85.00 90.00 82.00 108.00 93.00 103.00
SO - 2000-2012 --> 2013-2019
(26,26.5] 6 5 5 7 10 9 7
(26.5,26.75] 6 5 6 6 7 9 10
(26.75,27] 10 7 7 6 3 3 10
(27,27.25] 10 7 7 6 3 3 10
(27.25,27.5] 5 6 7 5 5 10 10
(27.5,27.75] 7 4 7 6 10 9 6
(27.75,27.85] 6 4 6 6 10 10 6
(27.85,27.95] 10 7 5 6 6 7 8
(27.95,28.05] 8 7 6 5 10 7 6
(28.05,28.1] 10 7 7 5 10 4 4
(28.1, Inf] 6 5 5 7 10 10 5
(28.1,28.15] 8 6 7 5 10 7 7
(28.15,28.2] 10 7 6 7 6 6 7
(28.2, Inf] 6 5 7 5 10 10 5
total 108.00 82.00 88.00 82.00 110.00 104.00 101.00

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
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
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] gt_0.2.2         corrr_0.4.3      broom_0.7.5      kableExtra_1.3.1
 [5] knitr_1.30       olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9 
 [9] metR_0.9.0       scico_1.2.0      patchwork_1.1.1  collapse_1.5.0  
[13] forcats_0.5.0    stringr_1.4.0    dplyr_1.0.2      purrr_0.3.4     
[17] readr_1.4.0      tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3   
[21] 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                car_3.0-10               magrittr_2.0.1          
[43] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[46] fansi_0.4.1              abind_1.4-5              lifecycle_0.2.0         
[49] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[52] carData_3.0-4            plyr_1.8.6               grid_4.0.3              
[55] blob_1.2.1               parallel_4.0.3           promises_1.1.1          
[58] crayon_1.3.4             lattice_0.20-41          haven_2.3.1             
[61] hms_0.5.3                pillar_1.4.7             reprex_0.3.0            
[64] glue_1.4.2               evaluate_0.14            RcppArmadillo_0.10.1.2.2
[67] data.table_1.13.6        modelr_0.1.8             vctrs_0.3.6             
[70] httpuv_1.5.4             cellranger_1.1.0         gtable_0.3.0            
[73] reshape_0.8.8            assertthat_0.2.1         xfun_0.20               
[76] openxlsx_4.2.3           RcppEigen_0.3.3.9.1      later_1.1.0.1           
[79] viridisLite_0.3.0        ellipsis_0.3.1           here_1.0.1