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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, nitrate, silicate, silicate_star, 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, "nitrate") &
      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, "nitrate") &
      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_si, lm_rm_o2) %>%
  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: 7
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:

  • 358

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:

  • aic

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 + silicate + silicate_star + phosphate + phosphate_star 158 1.0102185 467.59724 3.3397502 1982-1999 –> 2000-2012 2.3458438 1194.2659
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate 158 1.0102185 467.59724 3.3397502 1982-1999 –> 2000-2012 2.3458438 1194.2659
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate_star 158 1.0102185 467.59724 3.3397502 1982-1999 –> 2000-2012 2.3458438 1194.2659
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate 158 1.0102185 467.59724 3.3397502 1982-1999 –> 2000-2012 2.3458438 1194.2659
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate_star 158 1.0102185 467.59724 3.3397502 1982-1999 –> 2000-2012 2.3458438 1194.2659
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate 158 1.0102185 467.59724 3.3397502 1982-1999 –> 2000-2012 2.3458438 1194.2659
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate_star 158 1.0102185 467.59724 3.3397502 1982-1999 –> 2000-2012 2.3458438 1194.2659
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 158 1.0137290 468.69341 3.2977146 1982-1999 –> 2000-2012 2.3505653 1195.7391
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate 158 1.0137290 468.69341 3.2977146 1982-1999 –> 2000-2012 2.3505653 1195.7391
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate 158 1.0137290 468.69341 3.2977146 1982-1999 –> 2000-2012 2.3505653 1195.7391
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 72 1.0834728 231.87184 2.6507960 2000-2012 –> 2013-2019 2.0936914 699.4691
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate 72 1.0834728 231.87184 2.6507960 2000-2012 –> 2013-2019 2.0936914 699.4691
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate_star 72 1.0834728 231.87184 2.6507960 2000-2012 –> 2013-2019 2.0936914 699.4691
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate 72 1.0834728 231.87184 2.6507960 2000-2012 –> 2013-2019 2.0936914 699.4691
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate_star 72 1.0834728 231.87184 2.6507960 2000-2012 –> 2013-2019 2.0936914 699.4691
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate 72 1.0834728 231.87184 2.6507960 2000-2012 –> 2013-2019 2.0936914 699.4691
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate_star 72 1.0834728 231.87184 2.6507960 2000-2012 –> 2013-2019 2.0936914 699.4691
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 72 1.0788874 231.26112 2.5834458 2000-2012 –> 2013-2019 2.0926164 699.9545
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate 72 1.0788874 231.26112 2.5834458 2000-2012 –> 2013-2019 2.0926164 699.9545
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate 72 1.0788874 231.26112 2.5834458 2000-2012 –> 2013-2019 2.0926164 699.9545
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1040 3.1869539 5380.24855 13.7664353 1982-1999 –> 2000-2012 6.3765469 13196.6361
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate 1040 3.1872705 5378.45517 13.6598787 1982-1999 –> 2000-2012 6.3907896 13206.0170
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1040 3.1869539 5380.24855 13.7664353 1982-1999 –> 2000-2012 6.3765469 13196.6361
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1040 3.1869539 5380.24855 13.7664353 1982-1999 –> 2000-2012 6.3765469 13196.6361
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star 1040 3.1872705 5378.45517 13.6598787 1982-1999 –> 2000-2012 6.3907896 13206.0170
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1040 3.1869539 5380.24855 13.7664353 1982-1999 –> 2000-2012 6.3765469 13196.6361
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1040 3.1869539 5380.24855 13.7664353 1982-1999 –> 2000-2012 6.3765469 13196.6361
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star 1040 3.1872705 5378.45517 13.6598787 1982-1999 –> 2000-2012 6.3907896 13206.0170
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1040 3.1869539 5380.24855 13.7664353 1982-1999 –> 2000-2012 6.3765469 13196.6361
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1040 3.1869539 5380.24855 13.7664353 1982-1999 –> 2000-2012 6.3765469 13196.6361
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 562 3.0022601 2848.57360 10.3922038 2000-2012 –> 2013-2019 6.1892141 8228.8221
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate 562 3.0399853 2860.60931 10.8756225 2000-2012 –> 2013-2019 6.2272558 8239.0645
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 562 3.0022601 2848.57360 10.3922038 2000-2012 –> 2013-2019 6.1892141 8228.8221
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 562 3.0022601 2848.57360 10.3922038 2000-2012 –> 2013-2019 6.1892141 8228.8221
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star 562 3.0399853 2860.60931 10.8756225 2000-2012 –> 2013-2019 6.2272558 8239.0645
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 562 3.0022601 2848.57360 10.3922038 2000-2012 –> 2013-2019 6.1892141 8228.8221
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 562 3.0022601 2848.57360 10.3922038 2000-2012 –> 2013-2019 6.1892141 8228.8221
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star 562 3.0399853 2860.60931 10.8756225 2000-2012 –> 2013-2019 6.2272558 8239.0645
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 562 3.0022601 2848.57360 10.3922038 2000-2012 –> 2013-2019 6.1892141 8228.8221
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 562 3.0022601 2848.57360 10.3922038 2000-2012 –> 2013-2019 6.1892141 8228.8221
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1360 3.1419857 6991.51841 8.7432236 1982-1999 –> 2000-2012 6.0838053 16187.0486
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1360 3.1419857 6991.51841 8.7432236 1982-1999 –> 2000-2012 6.0838053 16187.0486
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1360 3.1419857 6991.51841 8.7432236 1982-1999 –> 2000-2012 6.0838053 16187.0486
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 1360 3.1421405 6989.65242 8.8940091 1982-1999 –> 2000-2012 6.0852724 16184.8210
Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate 1360 3.1421405 6989.65242 8.8940091 1982-1999 –> 2000-2012 6.0852724 16184.8210
Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate_star 1360 3.1421405 6989.65242 8.8940091 1982-1999 –> 2000-2012 6.0852724 16184.8210
Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star + phosphate 1360 3.1421405 6989.65242 8.8940091 1982-1999 –> 2000-2012 6.0852724 16184.8210
Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1360 3.1421405 6989.65242 8.8940091 1982-1999 –> 2000-2012 6.0852724 16184.8210
Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate 1360 3.1421405 6989.65242 8.8940091 1982-1999 –> 2000-2012 6.0852724 16184.8210
Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate_star 1360 3.1421405 6989.65242 8.8940091 1982-1999 –> 2000-2012 6.0852724 16184.8210
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 646 3.2593836 3377.81582 9.1602872 2000-2012 –> 2013-2019 6.4013694 10369.3342
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 646 3.2593836 3377.81582 9.1602872 2000-2012 –> 2013-2019 6.4013694 10369.3342
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 646 3.2593836 3377.81582 9.1602872 2000-2012 –> 2013-2019 6.4013694 10369.3342
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 646 3.2640580 3377.66740 9.1208579 2000-2012 –> 2013-2019 6.4061986 10367.3198
Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate 646 3.2640580 3377.66740 9.1208579 2000-2012 –> 2013-2019 6.4061986 10367.3198
Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate_star 646 3.2640580 3377.66740 9.1208579 2000-2012 –> 2013-2019 6.4061986 10367.3198
Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star + phosphate 646 3.2640580 3377.66740 9.1208579 2000-2012 –> 2013-2019 6.4061986 10367.3198
Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star + phosphate_star 646 3.2640580 3377.66740 9.1208579 2000-2012 –> 2013-2019 6.4061986 10367.3198
Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate 646 3.2640580 3377.66740 9.1208579 2000-2012 –> 2013-2019 6.4061986 10367.3198
Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate_star 646 3.2640580 3377.66740 9.1208579 2000-2012 –> 2013-2019 6.4061986 10367.3198
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2134 1.9756584 8978.11806 13.5842460 1982-1999 –> 2000-2012 3.4606942 18889.7325
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 2134 1.9598014 8945.72419 12.8450595 1982-1999 –> 2000-2012 3.4255096 18787.8892
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 2134 1.9598014 8945.72419 12.8450595 1982-1999 –> 2000-2012 3.4255096 18787.8892
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 2134 1.9598014 8945.72419 12.8450595 1982-1999 –> 2000-2012 3.4255096 18787.8892
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 2134 1.9598014 8945.72419 12.8450595 1982-1999 –> 2000-2012 3.4255096 18787.8892
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 2134 1.9598014 8945.72419 12.8450595 1982-1999 –> 2000-2012 3.4255096 18787.8892
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + phosphate 2134 1.9756584 8978.11806 13.5842460 1982-1999 –> 2000-2012 3.4606942 18889.7325
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + phosphate_star 2134 1.9756584 8978.11806 13.5842460 1982-1999 –> 2000-2012 3.4606942 18889.7325
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 2134 1.9598014 8945.72419 12.8450595 1982-1999 –> 2000-2012 3.4255096 18787.8892
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 2134 1.9598014 8945.72419 12.8450595 1982-1999 –> 2000-2012 3.4255096 18787.8892
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1121 2.2698743 5035.08241 21.4501194 2000-2012 –> 2013-2019 4.2455326 14013.2005
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1121 2.2297870 4997.13356 19.1589435 2000-2012 –> 2013-2019 4.1895884 13942.8578
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1121 2.2297870 4997.13356 19.1589435 2000-2012 –> 2013-2019 4.1895884 13942.8578
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1121 2.2297870 4997.13356 19.1589435 2000-2012 –> 2013-2019 4.1895884 13942.8578
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1121 2.2297870 4997.13356 19.1589435 2000-2012 –> 2013-2019 4.1895884 13942.8578
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1121 2.2297870 4997.13356 19.1589435 2000-2012 –> 2013-2019 4.1895884 13942.8578
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + phosphate 1121 2.2698743 5035.08241 21.4501194 2000-2012 –> 2013-2019 4.2455326 14013.2005
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + phosphate_star 1121 2.2698743 5035.08241 21.4501194 2000-2012 –> 2013-2019 4.2455326 14013.2005
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1121 2.2297870 4997.13356 19.1589435 2000-2012 –> 2013-2019 4.1895884 13942.8578
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1121 2.2297870 4997.13356 19.1589435 2000-2012 –> 2013-2019 4.1895884 13942.8578
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 1717 1.8829036 7061.72178 12.6936266 1982-1999 –> 2000-2012 3.3529099 15171.3863
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate 1717 1.8829036 7061.72178 12.6936266 1982-1999 –> 2000-2012 3.3529099 15171.3863
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate 1717 1.8829036 7061.72178 12.6936266 1982-1999 –> 2000-2012 3.3529099 15171.3863
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1717 1.8340106 6973.37355 16.0425252 1982-1999 –> 2000-2012 3.3034158 15083.2036
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1717 1.8340106 6973.37355 16.0425252 1982-1999 –> 2000-2012 3.3034158 15083.2036
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1717 1.8340106 6973.37355 16.0425252 1982-1999 –> 2000-2012 3.3034158 15083.2036
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1717 1.8340106 6973.37355 16.0425252 1982-1999 –> 2000-2012 3.3034158 15083.2036
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1717 1.8340106 6973.37355 16.0425252 1982-1999 –> 2000-2012 3.3034158 15083.2036
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1717 1.8340106 6973.37355 16.0425252 1982-1999 –> 2000-2012 3.3034158 15083.2036
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1717 1.8340106 6973.37355 16.0425252 1982-1999 –> 2000-2012 3.3034158 15083.2036
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 982 2.2533101 4398.34948 9.8669171 2000-2012 –> 2013-2019 4.1217502 11433.5913
Atlantic (27,27.25] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate 982 2.2533101 4398.34948 9.8669171 2000-2012 –> 2013-2019 4.1217502 11433.5913
Atlantic (27,27.25] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate 982 2.2533101 4398.34948 9.8669171 2000-2012 –> 2013-2019 4.1217502 11433.5913
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 982 2.1901333 4344.49746 9.6942991 2000-2012 –> 2013-2019 4.0241439 11317.8710
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 982 2.1901333 4344.49746 9.6942991 2000-2012 –> 2013-2019 4.0241439 11317.8710
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 982 2.1901333 4344.49746 9.6942991 2000-2012 –> 2013-2019 4.0241439 11317.8710
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 982 2.1901333 4344.49746 9.6942991 2000-2012 –> 2013-2019 4.0241439 11317.8710
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 982 2.1901333 4344.49746 9.6942991 2000-2012 –> 2013-2019 4.0241439 11317.8710
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 982 2.1901333 4344.49746 9.6942991 2000-2012 –> 2013-2019 4.0241439 11317.8710
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 982 2.1901333 4344.49746 9.6942991 2000-2012 –> 2013-2019 4.0241439 11317.8710
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 1621 2.0086926 6877.44209 14.5522116 1982-1999 –> 2000-2012 3.6262698 15439.0485
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate 1621 2.0086926 6877.44209 14.5522116 1982-1999 –> 2000-2012 3.6262698 15439.0485
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate 1621 2.0086926 6877.44209 14.5522116 1982-1999 –> 2000-2012 3.6262698 15439.0485
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1621 1.9987512 6863.35700 11.1114802 1982-1999 –> 2000-2012 3.6107239 15411.3516
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1621 1.9987512 6863.35700 11.1114802 1982-1999 –> 2000-2012 3.6107239 15411.3516
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1621 1.9987512 6863.35700 11.1114802 1982-1999 –> 2000-2012 3.6107239 15411.3516
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1621 1.9987512 6863.35700 11.1114802 1982-1999 –> 2000-2012 3.6107239 15411.3516
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1621 1.9987512 6863.35700 11.1114802 1982-1999 –> 2000-2012 3.6107239 15411.3516
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1621 1.9987512 6863.35700 11.1114802 1982-1999 –> 2000-2012 3.6107239 15411.3516
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1621 1.9987512 6863.35700 11.1114802 1982-1999 –> 2000-2012 3.6107239 15411.3516
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 904 2.4545073 4206.89114 14.0278754 2000-2012 –> 2013-2019 4.4532585 11070.2481
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate 904 2.4549943 4205.24989 14.1424201 2000-2012 –> 2013-2019 4.4557143 11069.7987
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate_star 904 2.4549943 4205.24989 14.1424201 2000-2012 –> 2013-2019 4.4557143 11069.7987
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 904 2.4545073 4206.89114 14.0278754 2000-2012 –> 2013-2019 4.4532585 11070.2481
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 904 2.4545073 4206.89114 14.0278754 2000-2012 –> 2013-2019 4.4532585 11070.2481
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 904 2.4545073 4206.89114 14.0278754 2000-2012 –> 2013-2019 4.4532585 11070.2481
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 904 2.4545073 4206.89114 14.0278754 2000-2012 –> 2013-2019 4.4532585 11070.2481
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star 904 2.4552021 4205.40292 13.6176582 2000-2012 –> 2013-2019 4.4624964 11080.5873
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 904 2.4545073 4206.89114 14.0278754 2000-2012 –> 2013-2019 4.4532585 11070.2481
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 904 2.4545073 4206.89114 14.0278754 2000-2012 –> 2013-2019 4.4532585 11070.2481
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 2079 2.1398842 9081.15196 14.2861377 1982-1999 –> 2000-2012 4.0485002 20627.7510
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate 2079 2.1421629 9083.57749 13.9206011 1982-1999 –> 2000-2012 4.0510182 20628.8763
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 2079 2.1398842 9081.15196 14.2861377 1982-1999 –> 2000-2012 4.0485002 20627.7510
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 2079 2.1398842 9081.15196 14.2861377 1982-1999 –> 2000-2012 4.0485002 20627.7510
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star 2079 2.1421629 9083.57749 13.9206011 1982-1999 –> 2000-2012 4.0510182 20628.8763
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 2079 2.1398842 9081.15196 14.2861377 1982-1999 –> 2000-2012 4.0485002 20627.7510
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 2079 2.1398842 9081.15196 14.2861377 1982-1999 –> 2000-2012 4.0485002 20627.7510
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star 2079 2.1421629 9083.57749 13.9206011 1982-1999 –> 2000-2012 4.0510182 20628.8763
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 2079 2.1398842 9081.15196 14.2861377 1982-1999 –> 2000-2012 4.0485002 20627.7510
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 2079 2.1398842 9081.15196 14.2861377 1982-1999 –> 2000-2012 4.0485002 20627.7510
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1115 2.4881845 5214.99683 17.5841716 2000-2012 –> 2013-2019 4.6280686 14296.1488
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate 1115 2.5158530 5237.65752 16.3872161 2000-2012 –> 2013-2019 4.6580160 14321.2350
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1115 2.4881845 5214.99683 17.5841716 2000-2012 –> 2013-2019 4.6280686 14296.1488
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1115 2.4881845 5214.99683 17.5841716 2000-2012 –> 2013-2019 4.6280686 14296.1488
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star 1115 2.5158530 5237.65752 16.3872161 2000-2012 –> 2013-2019 4.6580160 14321.2350
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1115 2.4881845 5214.99683 17.5841716 2000-2012 –> 2013-2019 4.6280686 14296.1488
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1115 2.4881845 5214.99683 17.5841716 2000-2012 –> 2013-2019 4.6280686 14296.1488
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star 1115 2.5158530 5237.65752 16.3872161 2000-2012 –> 2013-2019 4.6580160 14321.2350
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1115 2.4881845 5214.99683 17.5841716 2000-2012 –> 2013-2019 4.6280686 14296.1488
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1115 2.4881845 5214.99683 17.5841716 2000-2012 –> 2013-2019 4.6280686 14296.1488
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 722 1.5916813 2736.10523 13.2839690 1982-1999 –> 2000-2012 3.2452848 6434.4569
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 722 1.5915372 2737.97453 13.3977571 1982-1999 –> 2000-2012 3.2283323 6418.7508
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 722 1.5915372 2737.97453 13.3977571 1982-1999 –> 2000-2012 3.2283323 6418.7508
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 722 1.5915372 2737.97453 13.3977571 1982-1999 –> 2000-2012 3.2283323 6418.7508
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 722 1.5915372 2737.97453 13.3977571 1982-1999 –> 2000-2012 3.2283323 6418.7508
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 722 1.5915372 2737.97453 13.3977571 1982-1999 –> 2000-2012 3.2283323 6418.7508
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate + phosphate 722 1.5916813 2736.10523 13.2839690 1982-1999 –> 2000-2012 3.2452848 6434.4569
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate + phosphate_star 722 1.5916813 2736.10523 13.2839690 1982-1999 –> 2000-2012 3.2452848 6434.4569
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 722 1.5915372 2737.97453 13.3977571 1982-1999 –> 2000-2012 3.2283323 6418.7508
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 722 1.5915372 2737.97453 13.3977571 1982-1999 –> 2000-2012 3.2283323 6418.7508
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 364 1.6649520 1420.11895 10.6920877 2000-2012 –> 2013-2019 3.2566332 4156.2242
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate_star + phosphate + phosphate_star 364 1.6651286 1420.19617 10.6497613 2000-2012 –> 2013-2019 3.2568864 4156.3709
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 364 1.6644845 1421.91451 10.8788216 2000-2012 –> 2013-2019 3.2560217 4159.8890
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 364 1.6644845 1421.91451 10.8788216 2000-2012 –> 2013-2019 3.2560217 4159.8890
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 364 1.6644845 1421.91451 10.8788216 2000-2012 –> 2013-2019 3.2560217 4159.8890
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate + phosphate 364 1.6649520 1420.11895 10.6920877 2000-2012 –> 2013-2019 3.2566332 4156.2242
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate + phosphate_star 364 1.6649520 1420.11895 10.6920877 2000-2012 –> 2013-2019 3.2566332 4156.2242
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 364 1.6644845 1421.91451 10.8788216 2000-2012 –> 2013-2019 3.2560217 4159.8890
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate 364 1.6651286 1420.19617 10.6497613 2000-2012 –> 2013-2019 3.2568864 4156.3709
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate_star 364 1.6651286 1420.19617 10.6497613 2000-2012 –> 2013-2019 3.2568864 4156.3709
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 694 2.6216352 3325.23865 18.8864708 1982-1999 –> 2000-2012 5.5488708 8139.7650
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 694 2.6216352 3325.23865 18.8864708 1982-1999 –> 2000-2012 5.5488708 8139.7650
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 694 2.6216352 3325.23865 18.8864708 1982-1999 –> 2000-2012 5.5488708 8139.7650
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 694 2.6286282 3326.93609 18.9155308 1982-1999 –> 2000-2012 5.5560063 8139.5560
Atlantic (27.85,27.95] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate 694 2.6286282 3326.93609 18.9155308 1982-1999 –> 2000-2012 5.5560063 8139.5560
Atlantic (27.85,27.95] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate_star 694 2.6286282 3326.93609 18.9155308 1982-1999 –> 2000-2012 5.5560063 8139.5560
Atlantic (27.85,27.95] cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star + phosphate 694 2.6286282 3326.93609 18.9155308 1982-1999 –> 2000-2012 5.5560063 8139.5560
Atlantic (27.85,27.95] cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star + phosphate_star 694 2.6286282 3326.93609 18.9155308 1982-1999 –> 2000-2012 5.5560063 8139.5560
Atlantic (27.85,27.95] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate 694 2.6286282 3326.93609 18.9155308 1982-1999 –> 2000-2012 5.5560063 8139.5560
Atlantic (27.85,27.95] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate_star 694 2.6286282 3326.93609 18.9155308 1982-1999 –> 2000-2012 5.5560063 8139.5560
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 415 2.9854323 2103.52696 17.0507619 2000-2012 –> 2013-2019 5.6070675 5428.7656
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 415 2.9854323 2103.52696 17.0507619 2000-2012 –> 2013-2019 5.6070675 5428.7656
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 415 2.9854323 2103.52696 17.0507619 2000-2012 –> 2013-2019 5.6070675 5428.7656
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 415 2.9858817 2101.65190 17.0435155 2000-2012 –> 2013-2019 5.6145099 5428.5880
Atlantic (27.85,27.95] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate 415 2.9858817 2101.65190 17.0435155 2000-2012 –> 2013-2019 5.6145099 5428.5880
Atlantic (27.85,27.95] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate_star 415 2.9858817 2101.65190 17.0435155 2000-2012 –> 2013-2019 5.6145099 5428.5880
Atlantic (27.85,27.95] cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star + phosphate 415 2.9858817 2101.65190 17.0435155 2000-2012 –> 2013-2019 5.6145099 5428.5880
Atlantic (27.85,27.95] cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star + phosphate_star 415 2.9858817 2101.65190 17.0435155 2000-2012 –> 2013-2019 5.6145099 5428.5880
Atlantic (27.85,27.95] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate 415 2.9858817 2101.65190 17.0435155 2000-2012 –> 2013-2019 5.6145099 5428.5880
Atlantic (27.85,27.95] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate_star 415 2.9858817 2101.65190 17.0435155 2000-2012 –> 2013-2019 5.6145099 5428.5880
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 723 2.3733651 3319.57569 12.0861046 1982-1999 –> 2000-2012 4.5747223 7722.6887
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate 723 2.3956083 3331.06446 11.5680140 1982-1999 –> 2000-2012 4.6539653 7782.9466
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate_star 723 2.3956083 3331.06446 11.5680140 1982-1999 –> 2000-2012 4.6539653 7782.9466
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 723 2.3733651 3319.57569 12.0861046 1982-1999 –> 2000-2012 4.5747223 7722.6887
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 723 2.3733651 3319.57569 12.0861046 1982-1999 –> 2000-2012 4.5747223 7722.6887
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 723 2.3733651 3319.57569 12.0861046 1982-1999 –> 2000-2012 4.5747223 7722.6887
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 723 2.3733651 3319.57569 12.0861046 1982-1999 –> 2000-2012 4.5747223 7722.6887
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 723 2.3733651 3319.57569 12.0861046 1982-1999 –> 2000-2012 4.5747223 7722.6887
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 723 2.3733651 3319.57569 12.0861046 1982-1999 –> 2000-2012 4.5747223 7722.6887
Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate_star 723 2.4691283 3374.77416 13.1508492 1982-1999 –> 2000-2012 4.7055423 7807.2653
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 386 1.8741838 1598.37032 14.5567935 2000-2012 –> 2013-2019 4.2475490 4917.9460
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate 386 1.8983477 1606.26011 14.3241618 2000-2012 –> 2013-2019 4.2939560 4937.3246
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate_star 386 1.8983477 1606.26011 14.3241618 2000-2012 –> 2013-2019 4.2939560 4937.3246
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 386 1.8741838 1598.37032 14.5567935 2000-2012 –> 2013-2019 4.2475490 4917.9460
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 386 1.8741838 1598.37032 14.5567935 2000-2012 –> 2013-2019 4.2475490 4917.9460
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 386 1.8741838 1598.37032 14.5567935 2000-2012 –> 2013-2019 4.2475490 4917.9460
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 386 1.8741838 1598.37032 14.5567935 2000-2012 –> 2013-2019 4.2475490 4917.9460
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 386 1.8741838 1598.37032 14.5567935 2000-2012 –> 2013-2019 4.2475490 4917.9460
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 386 1.8741838 1598.37032 14.5567935 2000-2012 –> 2013-2019 4.2475490 4917.9460
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 386 1.9131818 1612.26922 14.9940476 2000-2012 –> 2013-2019 4.3823101 4987.0434
Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate_star 436 0.1883627 -202.38994 1.2633372 1982-1999 –> 2000-2012 0.2993422 -1117.0789
Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate_star 436 0.1883627 -202.38994 1.2633372 1982-1999 –> 2000-2012 0.2993422 -1117.0789
Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate_star 436 0.1883627 -202.38994 1.2633372 1982-1999 –> 2000-2012 0.2993422 -1117.0789
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 436 0.1727137 -276.02228 1.4177362 1982-1999 –> 2000-2012 0.2836425 -1189.2566
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 436 0.1727137 -276.02228 1.4177362 1982-1999 –> 2000-2012 0.2836425 -1189.2566
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 436 0.1727137 -276.02228 1.4177362 1982-1999 –> 2000-2012 0.2836425 -1189.2566
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 436 0.1727137 -276.02228 1.4177362 1982-1999 –> 2000-2012 0.2836425 -1189.2566
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 436 0.1727137 -276.02228 1.4177362 1982-1999 –> 2000-2012 0.2836425 -1189.2566
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 436 0.1727137 -276.02228 1.4177362 1982-1999 –> 2000-2012 0.2836425 -1189.2566
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 436 0.1727137 -276.02228 1.4177362 1982-1999 –> 2000-2012 0.2836425 -1189.2566
Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate_star 229 0.2249240 -17.45879 0.8208726 2000-2012 –> 2013-2019 0.4132868 -219.8487
Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate_star 229 0.2249240 -17.45879 0.8208726 2000-2012 –> 2013-2019 0.4132868 -219.8487
Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate_star 229 0.2249240 -17.45879 0.8208726 2000-2012 –> 2013-2019 0.4132868 -219.8487
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 229 0.2037662 -60.70438 0.8292810 2000-2012 –> 2013-2019 0.3764799 -336.7267
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 229 0.2037662 -60.70438 0.8292810 2000-2012 –> 2013-2019 0.3764799 -336.7267
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 229 0.2037662 -60.70438 0.8292810 2000-2012 –> 2013-2019 0.3764799 -336.7267
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 229 0.2037662 -60.70438 0.8292810 2000-2012 –> 2013-2019 0.3764799 -336.7267
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 229 0.2037662 -60.70438 0.8292810 2000-2012 –> 2013-2019 0.3764799 -336.7267
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 229 0.2037662 -60.70438 0.8292810 2000-2012 –> 2013-2019 0.3764799 -336.7267
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 229 0.2037662 -60.70438 0.8292810 2000-2012 –> 2013-2019 0.3764799 -336.7267
Atlantic (28.1,28.15] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate_star 541 0.1345088 -619.33648 1.2143151 1982-1999 –> 2000-2012 0.2509305 -1735.8502
Atlantic (28.1,28.15] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate_star 541 0.1345088 -619.33648 1.2143151 1982-1999 –> 2000-2012 0.2509305 -1735.8502
Atlantic (28.1,28.15] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate_star 541 0.1345088 -619.33648 1.2143151 1982-1999 –> 2000-2012 0.2509305 -1735.8502
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 541 0.1281185 -670.00184 1.1338428 1982-1999 –> 2000-2012 0.2410768 -1831.2647
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 541 0.1281185 -670.00184 1.1338428 1982-1999 –> 2000-2012 0.2410768 -1831.2647
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 541 0.1281185 -670.00184 1.1338428 1982-1999 –> 2000-2012 0.2410768 -1831.2647
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 541 0.1281185 -670.00184 1.1338428 1982-1999 –> 2000-2012 0.2410768 -1831.2647
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 541 0.1281185 -670.00184 1.1338428 1982-1999 –> 2000-2012 0.2410768 -1831.2647
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 541 0.1281185 -670.00184 1.1338428 1982-1999 –> 2000-2012 0.2410768 -1831.2647
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 541 0.1281185 -670.00184 1.1338428 1982-1999 –> 2000-2012 0.2410768 -1831.2647
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 288 0.1219786 -376.54357 0.4857358 2000-2012 –> 2013-2019 0.2500970 -1046.5454
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate_star + phosphate + phosphate_star 288 0.1241761 -368.25885 0.4887748 2000-2012 –> 2013-2019 0.2588933 -985.9198
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate 288 0.1287069 -347.61679 0.5801724 2000-2012 –> 2013-2019 0.2590752 -1000.7831
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate_star 288 0.1287069 -347.61679 0.5801724 2000-2012 –> 2013-2019 0.2590752 -1000.7831
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 288 0.1219786 -376.54357 0.4857358 2000-2012 –> 2013-2019 0.2500970 -1046.5454
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 288 0.1219786 -376.54357 0.4857358 2000-2012 –> 2013-2019 0.2500970 -1046.5454
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 288 0.1219786 -376.54357 0.4857358 2000-2012 –> 2013-2019 0.2500970 -1046.5454
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 288 0.1219786 -376.54357 0.4857358 2000-2012 –> 2013-2019 0.2500970 -1046.5454
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 288 0.1219786 -376.54357 0.4857358 2000-2012 –> 2013-2019 0.2500970 -1046.5454
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 288 0.1219786 -376.54357 0.4857358 2000-2012 –> 2013-2019 0.2500970 -1046.5454
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 1155 0.1330407 -1365.75304 0.6732244 1982-1999 –> 2000-2012 0.3073559 -2486.4341
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate 1155 0.1330407 -1365.75304 0.6732244 1982-1999 –> 2000-2012 0.3073559 -2486.4341
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate 1155 0.1330407 -1365.75304 0.6732244 1982-1999 –> 2000-2012 0.3073559 -2486.4341
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1155 0.1313965 -1392.48039 0.6733169 1982-1999 –> 2000-2012 0.3048434 -2528.4671
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1155 0.1313965 -1392.48039 0.6733169 1982-1999 –> 2000-2012 0.3048434 -2528.4671
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1155 0.1313965 -1392.48039 0.6733169 1982-1999 –> 2000-2012 0.3048434 -2528.4671
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1155 0.1313965 -1392.48039 0.6733169 1982-1999 –> 2000-2012 0.3048434 -2528.4671
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1155 0.1313965 -1392.48039 0.6733169 1982-1999 –> 2000-2012 0.3048434 -2528.4671
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1155 0.1313965 -1392.48039 0.6733169 1982-1999 –> 2000-2012 0.3048434 -2528.4671
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1155 0.1313965 -1392.48039 0.6733169 1982-1999 –> 2000-2012 0.3048434 -2528.4671
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 636 0.1863113 -316.49803 1.4584380 2000-2012 –> 2013-2019 0.3193520 -1682.2511
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate 636 0.1863113 -316.49803 1.4584380 2000-2012 –> 2013-2019 0.3193520 -1682.2511
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate 636 0.1863113 -316.49803 1.4584380 2000-2012 –> 2013-2019 0.3193520 -1682.2511
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 636 0.1861145 -315.84205 1.4217230 2000-2012 –> 2013-2019 0.3175110 -1708.3224
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 636 0.1861145 -315.84205 1.4217230 2000-2012 –> 2013-2019 0.3175110 -1708.3224
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 636 0.1861145 -315.84205 1.4217230 2000-2012 –> 2013-2019 0.3175110 -1708.3224
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 636 0.1861145 -315.84205 1.4217230 2000-2012 –> 2013-2019 0.3175110 -1708.3224
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 636 0.1861145 -315.84205 1.4217230 2000-2012 –> 2013-2019 0.3175110 -1708.3224
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 636 0.1861145 -315.84205 1.4217230 2000-2012 –> 2013-2019 0.3175110 -1708.3224
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 636 0.1861145 -315.84205 1.4217230 2000-2012 –> 2013-2019 0.3175110 -1708.3224
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 955 0.1334735 -1118.28510 0.7137703 1982-1999 –> 2000-2012 0.2747034 -2434.5100
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate 955 0.1405463 -1021.66458 0.6550805 1982-1999 –> 2000-2012 0.2890069 -2216.1595
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate_star 955 0.1405463 -1021.66458 0.6550805 1982-1999 –> 2000-2012 0.2890069 -2216.1595
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 955 0.1334735 -1118.28510 0.7137703 1982-1999 –> 2000-2012 0.2747034 -2434.5100
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 955 0.1334735 -1118.28510 0.7137703 1982-1999 –> 2000-2012 0.2747034 -2434.5100
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 955 0.1334735 -1118.28510 0.7137703 1982-1999 –> 2000-2012 0.2747034 -2434.5100
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 955 0.1334735 -1118.28510 0.7137703 1982-1999 –> 2000-2012 0.2747034 -2434.5100
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 955 0.1334735 -1118.28510 0.7137703 1982-1999 –> 2000-2012 0.2747034 -2434.5100
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 955 0.1334735 -1118.28510 0.7137703 1982-1999 –> 2000-2012 0.2747034 -2434.5100
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + silicate + silicate_star + phosphate + phosphate_star 955 0.1340784 -1111.64817 0.8191361 1982-1999 –> 2000-2012 0.2935903 -2128.2266
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 552 0.1443427 -552.35589 0.8257393 2000-2012 –> 2013-2019 0.2778162 -1670.6410
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 552 0.1443427 -552.35589 0.8257393 2000-2012 –> 2013-2019 0.2778162 -1670.6410
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 552 0.1443427 -552.35589 0.8257393 2000-2012 –> 2013-2019 0.2778162 -1670.6410
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 552 0.1443427 -552.35589 0.8257393 2000-2012 –> 2013-2019 0.2778162 -1670.6410
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 552 0.1443427 -552.35589 0.8257393 2000-2012 –> 2013-2019 0.2778162 -1670.6410
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 552 0.1443427 -552.35589 0.8257393 2000-2012 –> 2013-2019 0.2778162 -1670.6410
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 552 0.1443427 -552.35589 0.8257393 2000-2012 –> 2013-2019 0.2778162 -1670.6410
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + silicate_star + phosphate 552 0.1503309 -509.47955 0.9141270 2000-2012 –> 2013-2019 0.2844093 -1621.1277
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + silicate_star + phosphate_star 552 0.1503309 -509.47955 0.9141270 2000-2012 –> 2013-2019 0.2844093 -1621.1277
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + silicate + silicate_star + phosphate + phosphate_star 552 0.1503309 -509.47955 0.9141270 2000-2012 –> 2013-2019 0.2844093 -1621.1277
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 5288 5.8704994 33741.57619 32.8231038 1982-1999 –> 2000-2012 12.0412064 80337.3068
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate 5288 5.8704994 33741.57619 32.8231038 1982-1999 –> 2000-2012 12.0412064 80337.3068
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate_star 5288 5.8704994 33741.57619 32.8231038 1982-1999 –> 2000-2012 12.0412064 80337.3068
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate 5288 5.8704994 33741.57619 32.8231038 1982-1999 –> 2000-2012 12.0412064 80337.3068
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate_star 5288 5.8704994 33741.57619 32.8231038 1982-1999 –> 2000-2012 12.0412064 80337.3068
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate 5288 5.8704994 33741.57619 32.8231038 1982-1999 –> 2000-2012 12.0412064 80337.3068
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate_star 5288 5.8704994 33741.57619 32.8231038 1982-1999 –> 2000-2012 12.0412064 80337.3068
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 5288 5.8703920 33743.38269 32.8451163 1982-1999 –> 2000-2012 12.0400346 80338.6323
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 5288 5.8703920 33743.38269 32.8451163 1982-1999 –> 2000-2012 12.0400346 80338.6323
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 5288 5.8703920 33743.38269 32.8451163 1982-1999 –> 2000-2012 12.0400346 80338.6323
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 2815 5.5785102 17682.15345 25.7404923 2000-2012 –> 2013-2019 11.4490096 51423.7296
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate 2815 5.5785102 17682.15345 25.7404923 2000-2012 –> 2013-2019 11.4490096 51423.7296
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate_star 2815 5.5785102 17682.15345 25.7404923 2000-2012 –> 2013-2019 11.4490096 51423.7296
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate 2815 5.5785102 17682.15345 25.7404923 2000-2012 –> 2013-2019 11.4490096 51423.7296
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate_star 2815 5.5785102 17682.15345 25.7404923 2000-2012 –> 2013-2019 11.4490096 51423.7296
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate 2815 5.5785102 17682.15345 25.7404923 2000-2012 –> 2013-2019 11.4490096 51423.7296
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate_star 2815 5.5785102 17682.15345 25.7404923 2000-2012 –> 2013-2019 11.4490096 51423.7296
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 2815 5.5774824 17683.11604 25.8372410 2000-2012 –> 2013-2019 11.4478744 51426.4987
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 2815 5.5774824 17683.11604 25.8372410 2000-2012 –> 2013-2019 11.4478744 51426.4987
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 2815 5.5774824 17683.11604 25.8372410 2000-2012 –> 2013-2019 11.4478744 51426.4987
Indo-Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 5428 4.3894781 31478.30417 50.5213809 1982-1999 –> 2000-2012 8.4316284 74270.6513
Indo-Pacific (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate 5428 4.3894781 31478.30417 50.5213809 1982-1999 –> 2000-2012 8.4316284 74270.6513
Indo-Pacific (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate_star 5428 4.3894781 31478.30417 50.5213809 1982-1999 –> 2000-2012 8.4316284 74270.6513
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 5428 4.3686353 31428.63332 49.4844000 1982-1999 –> 2000-2012 8.3888228 74140.2108
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 5428 4.3686353 31428.63332 49.4844000 1982-1999 –> 2000-2012 8.3888228 74140.2108
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 5428 4.3686353 31428.63332 49.4844000 1982-1999 –> 2000-2012 8.3888228 74140.2108
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 5428 4.3686353 31428.63332 49.4844000 1982-1999 –> 2000-2012 8.3888228 74140.2108
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 5428 4.3686353 31428.63332 49.4844000 1982-1999 –> 2000-2012 8.3888228 74140.2108
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 5428 4.3686353 31428.63332 49.4844000 1982-1999 –> 2000-2012 8.3888228 74140.2108
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 5428 4.3686353 31428.63332 49.4844000 1982-1999 –> 2000-2012 8.3888228 74140.2108
Indo-Pacific (26,26.5] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate_star 2876 4.2202535 16460.01163 56.9391393 2000-2012 –> 2013-2019 8.6097316 47938.3158
Indo-Pacific (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate 2876 4.2202535 16460.01163 56.9391393 2000-2012 –> 2013-2019 8.6097316 47938.3158
Indo-Pacific (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate_star 2876 4.2202535 16460.01163 56.9391393 2000-2012 –> 2013-2019 8.6097316 47938.3158
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 2876 4.2122415 16451.08128 55.7738871 2000-2012 –> 2013-2019 8.5808769 47879.7146
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 2876 4.2122415 16451.08128 55.7738871 2000-2012 –> 2013-2019 8.5808769 47879.7146
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 2876 4.2122415 16451.08128 55.7738871 2000-2012 –> 2013-2019 8.5808769 47879.7146
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 2876 4.2122415 16451.08128 55.7738871 2000-2012 –> 2013-2019 8.5808769 47879.7146
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 2876 4.2122415 16451.08128 55.7738871 2000-2012 –> 2013-2019 8.5808769 47879.7146
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 2876 4.2122415 16451.08128 55.7738871 2000-2012 –> 2013-2019 8.5808769 47879.7146
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 2876 4.2122415 16451.08128 55.7738871 2000-2012 –> 2013-2019 8.5808769 47879.7146
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate_star 4269 3.7987203 23526.26053 26.3099686 1982-1999 –> 2000-2012 7.4930968 55858.7566
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate_star 4269 3.7987203 23526.26053 26.3099686 1982-1999 –> 2000-2012 7.4930968 55858.7566
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate_star 4269 3.7987203 23526.26053 26.3099686 1982-1999 –> 2000-2012 7.4930968 55858.7566
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 4269 3.7864982 23500.74589 26.3956705 1982-1999 –> 2000-2012 7.4772907 55823.7346
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 4269 3.7864982 23500.74589 26.3956705 1982-1999 –> 2000-2012 7.4772907 55823.7346
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 4269 3.7864982 23500.74589 26.3956705 1982-1999 –> 2000-2012 7.4772907 55823.7346
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 4269 3.7864982 23500.74589 26.3956705 1982-1999 –> 2000-2012 7.4772907 55823.7346
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 4269 3.7864982 23500.74589 26.3956705 1982-1999 –> 2000-2012 7.4772907 55823.7346
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 4269 3.7864982 23500.74589 26.3956705 1982-1999 –> 2000-2012 7.4772907 55823.7346
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 4269 3.7864982 23500.74589 26.3956705 1982-1999 –> 2000-2012 7.4772907 55823.7346
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 2324 4.1409652 13215.70384 31.0550390 2000-2012 –> 2013-2019 7.9396855 36741.9644
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate 2324 4.1409652 13215.70384 31.0550390 2000-2012 –> 2013-2019 7.9396855 36741.9644
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate 2324 4.1409652 13215.70384 31.0550390 2000-2012 –> 2013-2019 7.9396855 36741.9644
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 2324 4.1247434 13199.46002 29.7101718 2000-2012 –> 2013-2019 7.9112416 36700.2059
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 2324 4.1247434 13199.46002 29.7101718 2000-2012 –> 2013-2019 7.9112416 36700.2059
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 2324 4.1247434 13199.46002 29.7101718 2000-2012 –> 2013-2019 7.9112416 36700.2059
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 2324 4.1247434 13199.46002 29.7101718 2000-2012 –> 2013-2019 7.9112416 36700.2059
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 2324 4.1247434 13199.46002 29.7101718 2000-2012 –> 2013-2019 7.9112416 36700.2059
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 2324 4.1247434 13199.46002 29.7101718 2000-2012 –> 2013-2019 7.9112416 36700.2059
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 2324 4.1247434 13199.46002 29.7101718 2000-2012 –> 2013-2019 7.9112416 36700.2059
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 4557 4.0876903 25782.53632 20.9673455 1982-1999 –> 2000-2012 7.5839847 60139.6536
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate_star + phosphate + phosphate_star 4557 4.0932711 25792.97083 20.8336780 1982-1999 –> 2000-2012 7.5916806 60155.8645
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 4557 4.0876903 25782.53632 20.9673455 1982-1999 –> 2000-2012 7.5839847 60139.6536
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 4557 4.0876903 25782.53632 20.9673455 1982-1999 –> 2000-2012 7.5839847 60139.6536
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 4557 4.0876903 25782.53632 20.9673455 1982-1999 –> 2000-2012 7.5839847 60139.6536
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 4557 4.0876903 25782.53632 20.9673455 1982-1999 –> 2000-2012 7.5839847 60139.6536
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 4557 4.0876903 25782.53632 20.9673455 1982-1999 –> 2000-2012 7.5839847 60139.6536
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 4557 4.0876903 25782.53632 20.9673455 1982-1999 –> 2000-2012 7.5839847 60139.6536
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate 4557 4.0932711 25792.97083 20.8336780 1982-1999 –> 2000-2012 7.5916806 60155.8645
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate_star 4557 4.0932711 25792.97083 20.8336780 1982-1999 –> 2000-2012 7.5916806 60155.8645
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 2460 4.5357389 14438.15860 17.7419483 2000-2012 –> 2013-2019 8.6234292 40220.6949
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 2460 4.5357389 14438.15860 17.7419483 2000-2012 –> 2013-2019 8.6234292 40220.6949
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 2460 4.5357389 14438.15860 17.7419483 2000-2012 –> 2013-2019 8.6234292 40220.6949
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 2460 4.5357389 14438.15860 17.7419483 2000-2012 –> 2013-2019 8.6234292 40220.6949
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 2460 4.5357389 14438.15860 17.7419483 2000-2012 –> 2013-2019 8.6234292 40220.6949
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 2460 4.5357389 14438.15860 17.7419483 2000-2012 –> 2013-2019 8.6234292 40220.6949
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 2460 4.5357389 14438.15860 17.7419483 2000-2012 –> 2013-2019 8.6234292 40220.6949
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 2460 4.5453248 14446.54562 17.4037469 2000-2012 –> 2013-2019 8.6389849 40240.3826
Indo-Pacific (26.75,27] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate 2460 4.5453248 14446.54562 17.4037469 2000-2012 –> 2013-2019 8.6389849 40240.3826
Indo-Pacific (26.75,27] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate_star 2460 4.5453248 14446.54562 17.4037469 2000-2012 –> 2013-2019 8.6389849 40240.3826
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 4267 3.3354520 22407.34782 35.3437306 1982-1999 –> 2000-2012 6.0441809 50284.7794
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate_star + phosphate + phosphate_star 4267 3.3371300 22409.64014 36.3883303 1982-1999 –> 2000-2012 6.0475186 50292.1364
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 4267 3.3354520 22407.34782 35.3437306 1982-1999 –> 2000-2012 6.0441809 50284.7794
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 4267 3.3354520 22407.34782 35.3437306 1982-1999 –> 2000-2012 6.0441809 50284.7794
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 4267 3.3354520 22407.34782 35.3437306 1982-1999 –> 2000-2012 6.0441809 50284.7794
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 4267 3.3354520 22407.34782 35.3437306 1982-1999 –> 2000-2012 6.0441809 50284.7794
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 4267 3.3354520 22407.34782 35.3437306 1982-1999 –> 2000-2012 6.0441809 50284.7794
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 4267 3.3354520 22407.34782 35.3437306 1982-1999 –> 2000-2012 6.0441809 50284.7794
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate 4267 3.3371300 22409.64014 36.3883303 1982-1999 –> 2000-2012 6.0475186 50292.1364
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate_star 4267 3.3371300 22409.64014 36.3883303 1982-1999 –> 2000-2012 6.0475186 50292.1364
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 2344 3.9285194 13084.39896 25.0306980 2000-2012 –> 2013-2019 7.2639714 35491.7468
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 2344 3.9285194 13084.39896 25.0306980 2000-2012 –> 2013-2019 7.2639714 35491.7468
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 2344 3.9285194 13084.39896 25.0306980 2000-2012 –> 2013-2019 7.2639714 35491.7468
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 2344 3.9285194 13084.39896 25.0306980 2000-2012 –> 2013-2019 7.2639714 35491.7468
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 2344 3.9285194 13084.39896 25.0306980 2000-2012 –> 2013-2019 7.2639714 35491.7468
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 2344 3.9285194 13084.39896 25.0306980 2000-2012 –> 2013-2019 7.2639714 35491.7468
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 2344 3.9285194 13084.39896 25.0306980 2000-2012 –> 2013-2019 7.2639714 35491.7468
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 2344 3.9337598 13088.64824 25.8018276 2000-2012 –> 2013-2019 7.2692124 35493.9978
Indo-Pacific (27,27.25] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate_star 2344 3.9337598 13088.64824 25.8018276 2000-2012 –> 2013-2019 7.2692124 35493.9978
Indo-Pacific (27,27.25] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate_star 2344 3.9337598 13088.64824 25.8018276 2000-2012 –> 2013-2019 7.2692124 35493.9978
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 3520 2.7975878 17249.78039 29.7923176 1982-1999 –> 2000-2012 5.5567744 40228.9521
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate_star + phosphate + phosphate_star 3520 2.8023993 17259.87793 29.4976455 1982-1999 –> 2000-2012 5.5998862 40367.1023
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 3520 2.7975878 17249.78039 29.7923176 1982-1999 –> 2000-2012 5.5567744 40228.9521
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 3520 2.7975878 17249.78039 29.7923176 1982-1999 –> 2000-2012 5.5567744 40228.9521
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 3520 2.7975878 17249.78039 29.7923176 1982-1999 –> 2000-2012 5.5567744 40228.9521
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 3520 2.7975878 17249.78039 29.7923176 1982-1999 –> 2000-2012 5.5567744 40228.9521
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 3520 2.7975878 17249.78039 29.7923176 1982-1999 –> 2000-2012 5.5567744 40228.9521
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 3520 2.7975878 17249.78039 29.7923176 1982-1999 –> 2000-2012 5.5567744 40228.9521
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate 3520 2.8023993 17259.87793 29.4976455 1982-1999 –> 2000-2012 5.5998862 40367.1023
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate_star 3520 2.8023993 17259.87793 29.4976455 1982-1999 –> 2000-2012 5.5998862 40367.1023
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1879 3.2338324 9761.01517 28.3297859 2000-2012 –> 2013-2019 6.0314202 27010.7956
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate_star + phosphate + phosphate_star 1879 3.2366904 9762.33490 29.3036813 2000-2012 –> 2013-2019 6.0390897 27022.2128
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1879 3.2338324 9761.01517 28.3297859 2000-2012 –> 2013-2019 6.0314202 27010.7956
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1879 3.2338324 9761.01517 28.3297859 2000-2012 –> 2013-2019 6.0314202 27010.7956
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1879 3.2338324 9761.01517 28.3297859 2000-2012 –> 2013-2019 6.0314202 27010.7956
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1879 3.2338324 9761.01517 28.3297859 2000-2012 –> 2013-2019 6.0314202 27010.7956
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1879 3.2338324 9761.01517 28.3297859 2000-2012 –> 2013-2019 6.0314202 27010.7956
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1879 3.2338324 9761.01517 28.3297859 2000-2012 –> 2013-2019 6.0314202 27010.7956
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate 1879 3.2366904 9762.33490 29.3036813 2000-2012 –> 2013-2019 6.0390897 27022.2128
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate_star 1879 3.2366904 9762.33490 29.3036813 2000-2012 –> 2013-2019 6.0390897 27022.2128
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 3170 1.8427988 12887.62026 10.5806054 1982-1999 –> 2000-2012 3.4662898 30046.6975
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate_star 3170 1.8427988 12887.62026 10.5806054 1982-1999 –> 2000-2012 3.4662898 30046.6975
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 3170 1.8420371 12886.99921 10.2134889 1982-1999 –> 2000-2012 3.4619347 30028.1202
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate_star 3170 1.8427988 12887.62026 10.5806054 1982-1999 –> 2000-2012 3.4662898 30046.6975
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 3170 1.8420371 12886.99921 10.2134889 1982-1999 –> 2000-2012 3.4619347 30028.1202
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 3170 1.8420371 12886.99921 10.2134889 1982-1999 –> 2000-2012 3.4619347 30028.1202
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 3170 1.8420371 12886.99921 10.2134889 1982-1999 –> 2000-2012 3.4619347 30028.1202
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 3170 1.8420371 12886.99921 10.2134889 1982-1999 –> 2000-2012 3.4619347 30028.1202
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 3170 1.8420371 12886.99921 10.2134889 1982-1999 –> 2000-2012 3.4619347 30028.1202
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 3170 1.8420371 12886.99921 10.2134889 1982-1999 –> 2000-2012 3.4619347 30028.1202
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 1683 2.0871546 7268.85568 11.9976954 2000-2012 –> 2013-2019 3.9295935 20155.2378
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate 1683 2.0871546 7268.85568 11.9976954 2000-2012 –> 2013-2019 3.9295935 20155.2378
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate_star 1683 2.0871546 7268.85568 11.9976954 2000-2012 –> 2013-2019 3.9295935 20155.2378
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate 1683 2.0871546 7268.85568 11.9976954 2000-2012 –> 2013-2019 3.9295935 20155.2378
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate_star 1683 2.0871546 7268.85568 11.9976954 2000-2012 –> 2013-2019 3.9295935 20155.2378
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate 1683 2.0871546 7268.85568 11.9976954 2000-2012 –> 2013-2019 3.9295935 20155.2378
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate_star 1683 2.0871546 7268.85568 11.9976954 2000-2012 –> 2013-2019 3.9295935 20155.2378
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1683 2.0863413 7269.54369 12.0287717 2000-2012 –> 2013-2019 3.9283783 20156.5429
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1683 2.0863413 7269.54369 12.0287717 2000-2012 –> 2013-2019 3.9283783 20156.5429
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1683 2.0863413 7269.54369 12.0287717 2000-2012 –> 2013-2019 3.9283783 20156.5429
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1216 1.0964322 3692.75202 6.0472671 1982-1999 –> 2000-2012 2.1895942 8801.8038
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate_star + phosphate + phosphate_star 1216 1.1266048 3756.77352 5.5187496 1982-1999 –> 2000-2012 2.2377796 8919.0007
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1216 1.0964322 3692.75202 6.0472671 1982-1999 –> 2000-2012 2.1895942 8801.8038
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1216 1.0964322 3692.75202 6.0472671 1982-1999 –> 2000-2012 2.1895942 8801.8038
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1216 1.0964322 3692.75202 6.0472671 1982-1999 –> 2000-2012 2.1895942 8801.8038
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1216 1.0964322 3692.75202 6.0472671 1982-1999 –> 2000-2012 2.1895942 8801.8038
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1216 1.0964322 3692.75202 6.0472671 1982-1999 –> 2000-2012 2.1895942 8801.8038
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1216 1.0964322 3692.75202 6.0472671 1982-1999 –> 2000-2012 2.1895942 8801.8038
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate 1216 1.1266048 3756.77352 5.5187496 1982-1999 –> 2000-2012 2.2377796 8919.0007
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate_star 1216 1.1266048 3756.77352 5.5187496 1982-1999 –> 2000-2012 2.2377796 8919.0007
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 691 1.2492490 2286.52688 7.7397274 2000-2012 –> 2013-2019 2.3456812 5979.2789
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate_star + phosphate + phosphate_star 691 1.2933693 2332.49350 6.8712283 2000-2012 –> 2013-2019 2.4199741 6089.2670
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 691 1.2492490 2286.52688 7.7397274 2000-2012 –> 2013-2019 2.3456812 5979.2789
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 691 1.2492490 2286.52688 7.7397274 2000-2012 –> 2013-2019 2.3456812 5979.2789
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 691 1.2492490 2286.52688 7.7397274 2000-2012 –> 2013-2019 2.3456812 5979.2789
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 691 1.2492490 2286.52688 7.7397274 2000-2012 –> 2013-2019 2.3456812 5979.2789
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 691 1.2492490 2286.52688 7.7397274 2000-2012 –> 2013-2019 2.3456812 5979.2789
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 691 1.2492490 2286.52688 7.7397274 2000-2012 –> 2013-2019 2.3456812 5979.2789
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate 691 1.2933693 2332.49350 6.8712283 2000-2012 –> 2013-2019 2.4199741 6089.2670
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate_star 691 1.2933693 2332.49350 6.8712283 2000-2012 –> 2013-2019 2.4199741 6089.2670
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1797 1.1268453 5544.86766 6.8163957 1982-1999 –> 2000-2012 2.0904038 12555.6225
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1797 1.1203810 5526.19084 7.5717876 1982-1999 –> 2000-2012 2.0757088 12495.5204
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1797 1.1203810 5526.19084 7.5717876 1982-1999 –> 2000-2012 2.0757088 12495.5204
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1797 1.1203810 5526.19084 7.5717876 1982-1999 –> 2000-2012 2.0757088 12495.5204
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1797 1.1203810 5526.19084 7.5717876 1982-1999 –> 2000-2012 2.0757088 12495.5204
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1797 1.1203810 5526.19084 7.5717876 1982-1999 –> 2000-2012 2.0757088 12495.5204
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + phosphate 1797 1.1268453 5544.86766 6.8163957 1982-1999 –> 2000-2012 2.0904038 12555.6225
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + phosphate_star 1797 1.1268453 5544.86766 6.8163957 1982-1999 –> 2000-2012 2.0904038 12555.6225
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1797 1.1203810 5526.19084 7.5717876 1982-1999 –> 2000-2012 2.0757088 12495.5204
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1797 1.1203810 5526.19084 7.5717876 1982-1999 –> 2000-2012 2.0757088 12495.5204
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 987 1.3133146 3355.00663 7.3269651 2000-2012 –> 2013-2019 2.4401599 8899.8743
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 987 1.3054295 3345.11911 8.3031159 2000-2012 –> 2013-2019 2.4258106 8871.3099
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 987 1.3054295 3345.11911 8.3031159 2000-2012 –> 2013-2019 2.4258106 8871.3099
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 987 1.3054295 3345.11911 8.3031159 2000-2012 –> 2013-2019 2.4258106 8871.3099
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 987 1.3054295 3345.11911 8.3031159 2000-2012 –> 2013-2019 2.4258106 8871.3099
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 987 1.3054295 3345.11911 8.3031159 2000-2012 –> 2013-2019 2.4258106 8871.3099
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + phosphate 987 1.3133146 3355.00663 7.3269651 2000-2012 –> 2013-2019 2.4401599 8899.8743
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + phosphate_star 987 1.3133146 3355.00663 7.3269651 2000-2012 –> 2013-2019 2.4401599 8899.8743
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 987 1.3054295 3345.11911 8.3031159 2000-2012 –> 2013-2019 2.4258106 8871.3099
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 987 1.3054295 3345.11911 8.3031159 2000-2012 –> 2013-2019 2.4258106 8871.3099
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1162 0.5701419 2009.82714 3.1159933 1982-1999 –> 2000-2012 1.0958787 4726.6997
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1162 0.5701419 2009.82714 3.1159933 1982-1999 –> 2000-2012 1.0958787 4726.6997
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1162 0.5701419 2009.82714 3.1159933 1982-1999 –> 2000-2012 1.0958787 4726.6997
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1162 0.5701419 2009.82714 3.1159933 1982-1999 –> 2000-2012 1.0958787 4726.6997
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1162 0.5701419 2009.82714 3.1159933 1982-1999 –> 2000-2012 1.0958787 4726.6997
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1162 0.5701419 2009.82714 3.1159933 1982-1999 –> 2000-2012 1.0958787 4726.6997
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1162 0.5701419 2009.82714 3.1159933 1982-1999 –> 2000-2012 1.0958787 4726.6997
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate_star 1162 0.5712227 2012.22850 3.2380940 1982-1999 –> 2000-2012 1.1008975 4753.0557
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star + phosphate 1162 0.5712227 2012.22850 3.2380940 1982-1999 –> 2000-2012 1.1008975 4753.0557
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1162 0.5712227 2012.22850 3.2380940 1982-1999 –> 2000-2012 1.1008975 4753.0557
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 648 0.5866412 1165.73334 2.7215486 2000-2012 –> 2013-2019 1.1567831 3175.5605
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 648 0.5866412 1165.73334 2.7215486 2000-2012 –> 2013-2019 1.1567831 3175.5605
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 648 0.5866412 1165.73334 2.7215486 2000-2012 –> 2013-2019 1.1567831 3175.5605
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 648 0.5866412 1165.73334 2.7215486 2000-2012 –> 2013-2019 1.1567831 3175.5605
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 648 0.5866412 1165.73334 2.7215486 2000-2012 –> 2013-2019 1.1567831 3175.5605
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 648 0.5866412 1165.73334 2.7215486 2000-2012 –> 2013-2019 1.1567831 3175.5605
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 648 0.5866412 1165.73334 2.7215486 2000-2012 –> 2013-2019 1.1567831 3175.5605
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate_star 648 0.5916062 1174.65561 2.6354676 2000-2012 –> 2013-2019 1.1628288 3186.8841
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star + phosphate 648 0.5916062 1174.65561 2.6354676 2000-2012 –> 2013-2019 1.1628288 3186.8841
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star + phosphate_star 648 0.5916062 1174.65561 2.6354676 2000-2012 –> 2013-2019 1.1628288 3186.8841
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1015 0.4343993 1205.84917 2.4951723 1982-1999 –> 2000-2012 0.8698140 3008.6203
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1015 0.4343993 1205.84917 2.4951723 1982-1999 –> 2000-2012 0.8698140 3008.6203
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1015 0.4343993 1205.84917 2.4951723 1982-1999 –> 2000-2012 0.8698140 3008.6203
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1015 0.4343993 1205.84917 2.4951723 1982-1999 –> 2000-2012 0.8698140 3008.6203
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1015 0.4343993 1205.84917 2.4951723 1982-1999 –> 2000-2012 0.8698140 3008.6203
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1015 0.4343993 1205.84917 2.4951723 1982-1999 –> 2000-2012 0.8698140 3008.6203
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1015 0.4343993 1205.84917 2.4951723 1982-1999 –> 2000-2012 0.8698140 3008.6203
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate_star 1015 0.4378458 1219.89166 2.7719565 1982-1999 –> 2000-2012 0.8752364 3034.4176
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1015 0.4378458 1219.89166 2.7719565 1982-1999 –> 2000-2012 0.8752364 3034.4176
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate_star 1015 0.4378458 1219.89166 2.7719565 1982-1999 –> 2000-2012 0.8752364 3034.4176
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 565 0.4351399 681.14156 2.1322710 2000-2012 –> 2013-2019 0.8695392 1886.9907
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 565 0.4351399 681.14156 2.1322710 2000-2012 –> 2013-2019 0.8695392 1886.9907
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 565 0.4351399 681.14156 2.1322710 2000-2012 –> 2013-2019 0.8695392 1886.9907
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 565 0.4351399 681.14156 2.1322710 2000-2012 –> 2013-2019 0.8695392 1886.9907
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 565 0.4351399 681.14156 2.1322710 2000-2012 –> 2013-2019 0.8695392 1886.9907
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 565 0.4351399 681.14156 2.1322710 2000-2012 –> 2013-2019 0.8695392 1886.9907
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 565 0.4351399 681.14156 2.1322710 2000-2012 –> 2013-2019 0.8695392 1886.9907
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 565 0.4395227 690.46605 2.2371776 2000-2012 –> 2013-2019 0.8773685 1910.3577
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate 565 0.4395227 690.46605 2.2371776 2000-2012 –> 2013-2019 0.8773685 1910.3577
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate 565 0.4395227 690.46605 2.2371776 2000-2012 –> 2013-2019 0.8773685 1910.3577
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 9318 0.6427485 18224.19320 2.2172137 1982-1999 –> 2000-2012 1.2769741 43249.2293
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 9318 0.6427485 18224.19320 2.2172137 1982-1999 –> 2000-2012 1.2769741 43249.2293
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 9318 0.6427485 18224.19320 2.2172137 1982-1999 –> 2000-2012 1.2769741 43249.2293
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 9318 0.6427485 18224.19320 2.2172137 1982-1999 –> 2000-2012 1.2769741 43249.2293
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 9318 0.6427485 18224.19320 2.2172137 1982-1999 –> 2000-2012 1.2769741 43249.2293
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 9318 0.6427485 18224.19320 2.2172137 1982-1999 –> 2000-2012 1.2769741 43249.2293
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 9318 0.6427485 18224.19320 2.2172137 1982-1999 –> 2000-2012 1.2769741 43249.2293
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate_star 9318 0.6502613 18438.75904 2.6265795 1982-1999 –> 2000-2012 1.2867521 43554.3169
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate 9318 0.6502613 18438.75904 2.6265795 1982-1999 –> 2000-2012 1.2867521 43554.3169
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate_star 9318 0.6502613 18438.75904 2.6265795 1982-1999 –> 2000-2012 1.2867521 43554.3169
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 5093 0.6410498 9942.12150 2.2137429 2000-2012 –> 2013-2019 1.2837983 28166.3147
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 5093 0.6410498 9942.12150 2.2137429 2000-2012 –> 2013-2019 1.2837983 28166.3147
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 5093 0.6410498 9942.12150 2.2137429 2000-2012 –> 2013-2019 1.2837983 28166.3147
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 5093 0.6410498 9942.12150 2.2137429 2000-2012 –> 2013-2019 1.2837983 28166.3147
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 5093 0.6410498 9942.12150 2.2137429 2000-2012 –> 2013-2019 1.2837983 28166.3147
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 5093 0.6410498 9942.12150 2.2137429 2000-2012 –> 2013-2019 1.2837983 28166.3147
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 5093 0.6410498 9942.12150 2.2137429 2000-2012 –> 2013-2019 1.2837983 28166.3147
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 5093 0.6520006 10112.65584 2.8653159 2000-2012 –> 2013-2019 1.3022619 28551.4149
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate 5093 0.6520006 10112.65584 2.8653159 2000-2012 –> 2013-2019 1.3022619 28551.4149
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate_star 5093 0.6520006 10112.65584 2.8653159 2000-2012 –> 2013-2019 1.3022619 28551.4149
SO (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 103 0.7055448 234.45162 1.8539995 1982-1999 –> 2000-2012 1.6941305 611.5759
SO (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 103 0.7003038 234.91570 2.1163299 1982-1999 –> 2000-2012 1.6845459 612.9039
SO (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate_star 103 0.7003038 234.91570 2.1163299 1982-1999 –> 2000-2012 1.6845459 612.9039
SO (26,26.5] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate_star 103 0.7003038 234.91570 2.1163299 1982-1999 –> 2000-2012 1.6845459 612.9039
SO (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate 103 0.7045483 236.16047 1.9249255 1982-1999 –> 2000-2012 1.6930212 615.2554
SO (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate_star 103 0.7045483 236.16047 1.9249255 1982-1999 –> 2000-2012 1.6930212 615.2554
SO (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 103 0.7002576 236.90208 2.1117984 1982-1999 –> 2000-2012 1.6844189 616.8691
SO (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 103 0.7002576 236.90208 2.1117984 1982-1999 –> 2000-2012 1.6844189 616.8691
SO (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 103 0.7143387 237.00335 2.1572389 1982-1999 –> 2000-2012 1.7089260 615.6892
SO (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star 103 0.7143387 237.00335 2.1572389 1982-1999 –> 2000-2012 1.7089260 615.6892
SO (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 47 0.7766527 125.62059 1.6121850 2000-2012 –> 2013-2019 1.4769565 360.5363
SO (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate_star 47 0.7766527 125.62059 1.6121850 2000-2012 –> 2013-2019 1.4769565 360.5363
SO (26,26.5] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 47 0.7556873 125.04822 1.5320040 2000-2012 –> 2013-2019 1.4559448 361.9503
SO (26,26.5] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate_star 47 0.7766527 125.62059 1.6121850 2000-2012 –> 2013-2019 1.4769565 360.5363
SO (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 47 0.7556873 125.04822 1.5320040 2000-2012 –> 2013-2019 1.4559448 361.9503
SO (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 47 0.7556873 125.04822 1.5320040 2000-2012 –> 2013-2019 1.4559448 361.9503
SO (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 47 0.7556873 125.04822 1.5320040 2000-2012 –> 2013-2019 1.4559448 361.9503
SO (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 47 0.7556873 125.04822 1.5320040 2000-2012 –> 2013-2019 1.4559448 361.9503
SO (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 47 0.7556873 125.04822 1.5320040 2000-2012 –> 2013-2019 1.4559448 361.9503
SO (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 47 0.7556873 125.04822 1.5320040 2000-2012 –> 2013-2019 1.4559448 361.9503
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 312 1.2281813 1031.67113 6.3708166 1982-1999 –> 2000-2012 2.6553109 2540.3382
SO (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate 312 1.2717338 1051.41548 5.9028790 1982-1999 –> 2000-2012 2.7349528 2579.0604
SO (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate_star 312 1.2717338 1051.41548 5.9028790 1982-1999 –> 2000-2012 2.7349528 2579.0604
SO (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 312 1.2281813 1031.67113 6.3708166 1982-1999 –> 2000-2012 2.6553109 2540.3382
SO (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 312 1.2281813 1031.67113 6.3708166 1982-1999 –> 2000-2012 2.6553109 2540.3382
SO (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 312 1.2281813 1031.67113 6.3708166 1982-1999 –> 2000-2012 2.6553109 2540.3382
SO (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 312 1.2281813 1031.67113 6.3708166 1982-1999 –> 2000-2012 2.6553109 2540.3382
SO (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 312 1.2281813 1031.67113 6.3708166 1982-1999 –> 2000-2012 2.6553109 2540.3382
SO (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 312 1.2281813 1031.67113 6.3708166 1982-1999 –> 2000-2012 2.6553109 2540.3382
SO (26.5,26.75] cstar_tref ~ temp + oxygen + aou + nitrate + phosphate_star 312 1.3885330 1104.24426 6.3863351 1982-1999 –> 2000-2012 2.9751399 2697.8947
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 133 1.2241241 447.22964 6.1629627 2000-2012 –> 2013-2019 2.6324777 1562.3182
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 133 1.1506016 432.75344 3.8170539 2000-2012 –> 2013-2019 2.3787828 1464.4246
SO (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate 133 1.2387812 450.39570 4.5972243 2000-2012 –> 2013-2019 2.5105150 1501.8112
SO (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate_star 133 1.2387812 450.39570 4.5972243 2000-2012 –> 2013-2019 2.5105150 1501.8112
SO (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 133 1.1506016 432.75344 3.8170539 2000-2012 –> 2013-2019 2.3787828 1464.4246
SO (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 133 1.1506016 432.75344 3.8170539 2000-2012 –> 2013-2019 2.3787828 1464.4246
SO (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 133 1.1506016 432.75344 3.8170539 2000-2012 –> 2013-2019 2.3787828 1464.4246
SO (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 133 1.1506016 432.75344 3.8170539 2000-2012 –> 2013-2019 2.3787828 1464.4246
SO (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 133 1.1506016 432.75344 3.8170539 2000-2012 –> 2013-2019 2.3787828 1464.4246
SO (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 133 1.1506016 432.75344 3.8170539 2000-2012 –> 2013-2019 2.3787828 1464.4246
SO (26.75,27] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1061 1.9578212 4454.61551 12.5612675 1982-1999 –> 2000-2012 4.1070569 11090.2895
SO (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1061 1.9578212 4454.61551 12.5612675 1982-1999 –> 2000-2012 4.1070569 11090.2895
SO (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1061 1.9578212 4454.61551 12.5612675 1982-1999 –> 2000-2012 4.1070569 11090.2895
SO (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1061 1.9578212 4454.61551 12.5612675 1982-1999 –> 2000-2012 4.1070569 11090.2895
SO (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1061 1.9578212 4454.61551 12.5612675 1982-1999 –> 2000-2012 4.1070569 11090.2895
SO (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1061 1.9578212 4454.61551 12.5612675 1982-1999 –> 2000-2012 4.1070569 11090.2895
SO (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1061 1.9578212 4454.61551 12.5612675 1982-1999 –> 2000-2012 4.1070569 11090.2895
SO (26.75,27] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 1061 1.9930102 4490.41673 13.9007340 1982-1999 –> 2000-2012 4.1824842 11180.2943
SO (26.75,27] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate 1061 1.9930102 4490.41673 13.9007340 1982-1999 –> 2000-2012 4.1824842 11180.2943
SO (26.75,27] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate_star 1061 1.9930102 4490.41673 13.9007340 1982-1999 –> 2000-2012 4.1824842 11180.2943
SO (26.75,27] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 550 1.9412886 2308.51959 15.1544756 2000-2012 –> 2013-2019 3.8991098 6763.1351
SO (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 550 1.9412886 2308.51959 15.1544756 2000-2012 –> 2013-2019 3.8991098 6763.1351
SO (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 550 1.9412886 2308.51959 15.1544756 2000-2012 –> 2013-2019 3.8991098 6763.1351
SO (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 550 1.9412886 2308.51959 15.1544756 2000-2012 –> 2013-2019 3.8991098 6763.1351
SO (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 550 1.9412886 2308.51959 15.1544756 2000-2012 –> 2013-2019 3.8991098 6763.1351
SO (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 550 1.9412886 2308.51959 15.1544756 2000-2012 –> 2013-2019 3.8991098 6763.1351
SO (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 550 1.9412886 2308.51959 15.1544756 2000-2012 –> 2013-2019 3.8991098 6763.1351
SO (26.75,27] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 550 1.9601216 2317.13957 16.1108570 2000-2012 –> 2013-2019 3.9531319 6807.5563
SO (26.75,27] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate_star 550 1.9601216 2317.13957 16.1108570 2000-2012 –> 2013-2019 3.9531319 6807.5563
SO (26.75,27] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate_star 550 1.9601216 2317.13957 16.1108570 2000-2012 –> 2013-2019 3.9531319 6807.5563
SO (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2513 1.6118710 9546.97559 12.9579746 1982-1999 –> 2000-2012 3.1585654 22318.3580
SO (27,27.25] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 2513 1.6110858 9546.52649 12.7970347 1982-1999 –> 2000-2012 3.1569488 22316.2121
SO (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 2513 1.6110858 9546.52649 12.7970347 1982-1999 –> 2000-2012 3.1569488 22316.2121
SO (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 2513 1.6110858 9546.52649 12.7970347 1982-1999 –> 2000-2012 3.1569488 22316.2121
SO (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 2513 1.6110858 9546.52649 12.7970347 1982-1999 –> 2000-2012 3.1569488 22316.2121
SO (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 2513 1.6110858 9546.52649 12.7970347 1982-1999 –> 2000-2012 3.1569488 22316.2121
SO (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate + phosphate 2513 1.6118710 9546.97559 12.9579746 1982-1999 –> 2000-2012 3.1585654 22318.3580
SO (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate + phosphate_star 2513 1.6118710 9546.97559 12.9579746 1982-1999 –> 2000-2012 3.1585654 22318.3580
SO (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 2513 1.6110858 9546.52649 12.7970347 1982-1999 –> 2000-2012 3.1569488 22316.2121
SO (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 2513 1.6110858 9546.52649 12.7970347 1982-1999 –> 2000-2012 3.1569488 22316.2121
SO (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1286 1.7553735 5112.72710 7.7602872 2000-2012 –> 2013-2019 3.3672445 14659.7027
SO (27,27.25] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1286 1.7517142 5109.35991 7.4475239 2000-2012 –> 2013-2019 3.3628000 14655.8864
SO (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1286 1.7517142 5109.35991 7.4475239 2000-2012 –> 2013-2019 3.3628000 14655.8864
SO (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1286 1.7517142 5109.35991 7.4475239 2000-2012 –> 2013-2019 3.3628000 14655.8864
SO (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1286 1.7517142 5109.35991 7.4475239 2000-2012 –> 2013-2019 3.3628000 14655.8864
SO (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1286 1.7517142 5109.35991 7.4475239 2000-2012 –> 2013-2019 3.3628000 14655.8864
SO (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate + phosphate 1286 1.7553735 5112.72710 7.7602872 2000-2012 –> 2013-2019 3.3672445 14659.7027
SO (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate + phosphate_star 1286 1.7553735 5112.72710 7.7602872 2000-2012 –> 2013-2019 3.3672445 14659.7027
SO (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1286 1.7517142 5109.35991 7.4475239 2000-2012 –> 2013-2019 3.3628000 14655.8864
SO (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1286 1.7517142 5109.35991 7.4475239 2000-2012 –> 2013-2019 3.3628000 14655.8864
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 2731 1.6597560 10535.67713 7.5354082 1982-1999 –> 2000-2012 3.0703213 23966.0415
SO (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 2731 1.6597560 10535.67713 7.5354082 1982-1999 –> 2000-2012 3.0703213 23966.0415
SO (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 2731 1.6597560 10535.67713 7.5354082 1982-1999 –> 2000-2012 3.0703213 23966.0415
SO (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 2731 1.6597560 10535.67713 7.5354082 1982-1999 –> 2000-2012 3.0703213 23966.0415
SO (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 2731 1.6597560 10535.67713 7.5354082 1982-1999 –> 2000-2012 3.0703213 23966.0415
SO (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 2731 1.6597560 10535.67713 7.5354082 1982-1999 –> 2000-2012 3.0703213 23966.0415
SO (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 2731 1.6597560 10535.67713 7.5354082 1982-1999 –> 2000-2012 3.0703213 23966.0415
SO (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate + phosphate 2731 1.6603021 10535.47407 7.6355850 1982-1999 –> 2000-2012 3.0747466 23984.7321
SO (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + silicate_star + phosphate 2731 1.6603021 10535.47407 7.6355850 1982-1999 –> 2000-2012 3.0747466 23984.7321
SO (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + silicate_star + phosphate_star 2731 1.6603021 10535.47407 7.6355850 1982-1999 –> 2000-2012 3.0747466 23984.7321
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1453 1.8181682 5878.72795 8.6011021 2000-2012 –> 2013-2019 3.4779242 16414.4051
SO (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1453 1.8181682 5878.72795 8.6011021 2000-2012 –> 2013-2019 3.4779242 16414.4051
SO (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1453 1.8181682 5878.72795 8.6011021 2000-2012 –> 2013-2019 3.4779242 16414.4051
SO (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1453 1.8181682 5878.72795 8.6011021 2000-2012 –> 2013-2019 3.4779242 16414.4051
SO (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1453 1.8181682 5878.72795 8.6011021 2000-2012 –> 2013-2019 3.4779242 16414.4051
SO (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1453 1.8181682 5878.72795 8.6011021 2000-2012 –> 2013-2019 3.4779242 16414.4051
SO (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1453 1.8181682 5878.72795 8.6011021 2000-2012 –> 2013-2019 3.4779242 16414.4051
SO (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + silicate_star + phosphate 1453 1.8200698 5879.76577 8.5793746 2000-2012 –> 2013-2019 3.4803720 16415.2398
SO (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + silicate_star + phosphate_star 1453 1.8200698 5879.76577 8.5793746 2000-2012 –> 2013-2019 3.4803720 16415.2398
SO (27.25,27.5] cstar_tref ~ sal + temp + silicate + silicate_star + phosphate + phosphate_star 1453 1.8200698 5879.76577 8.5793746 2000-2012 –> 2013-2019 3.4803720 16415.2398
SO (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 3391 1.4672435 12241.36120 7.7881314 1982-1999 –> 2000-2012 2.7196997 27203.7313
SO (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 3391 1.4672435 12241.36120 7.7881314 1982-1999 –> 2000-2012 2.7196997 27203.7313
SO (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 3391 1.4672435 12241.36120 7.7881314 1982-1999 –> 2000-2012 2.7196997 27203.7313
SO (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate + phosphate 3391 1.4674316 12240.23100 7.8118195 1982-1999 –> 2000-2012 2.7199581 27201.1108
SO (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate + phosphate_star 3391 1.4674316 12240.23100 7.8118195 1982-1999 –> 2000-2012 2.7199581 27201.1108
SO (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star + phosphate 3391 1.4674316 12240.23100 7.8118195 1982-1999 –> 2000-2012 2.7199581 27201.1108
SO (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star + phosphate_star 3391 1.4674316 12240.23100 7.8118195 1982-1999 –> 2000-2012 2.7199581 27201.1108
SO (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + silicate_star + phosphate 3391 1.4674316 12240.23100 7.8118195 1982-1999 –> 2000-2012 2.7199581 27201.1108
SO (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + silicate_star + phosphate_star 3391 1.4674316 12240.23100 7.8118195 1982-1999 –> 2000-2012 2.7199581 27201.1108
SO (27.5,27.75] cstar_tref ~ sal + temp + silicate + silicate_star + phosphate + phosphate_star 3391 1.4674316 12240.23100 7.8118195 1982-1999 –> 2000-2012 2.7199581 27201.1108
SO (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1821 1.6678684 7048.82615 9.6098696 2000-2012 –> 2013-2019 3.1351119 19290.1874
SO (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1821 1.6678684 7048.82615 9.6098696 2000-2012 –> 2013-2019 3.1351119 19290.1874
SO (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1821 1.6678684 7048.82615 9.6098696 2000-2012 –> 2013-2019 3.1351119 19290.1874
SO (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate + phosphate 1821 1.6680863 7047.30195 9.5902240 2000-2012 –> 2013-2019 3.1355180 19287.5329
SO (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate + phosphate_star 1821 1.6680863 7047.30195 9.5902240 2000-2012 –> 2013-2019 3.1355180 19287.5329
SO (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star + phosphate 1821 1.6680863 7047.30195 9.5902240 2000-2012 –> 2013-2019 3.1355180 19287.5329
SO (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star + phosphate_star 1821 1.6680863 7047.30195 9.5902240 2000-2012 –> 2013-2019 3.1355180 19287.5329
SO (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + silicate_star + phosphate 1821 1.6680863 7047.30195 9.5902240 2000-2012 –> 2013-2019 3.1355180 19287.5329
SO (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + silicate_star + phosphate_star 1821 1.6680863 7047.30195 9.5902240 2000-2012 –> 2013-2019 3.1355180 19287.5329
SO (27.5,27.75] cstar_tref ~ sal + temp + silicate + silicate_star + phosphate + phosphate_star 1821 1.6680863 7047.30195 9.5902240 2000-2012 –> 2013-2019 3.1355180 19287.5329
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1415 1.2748827 4720.87327 9.3744209 1982-1999 –> 2000-2012 2.4774237 10527.0584
SO (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1415 1.2748827 4720.87327 9.3744209 1982-1999 –> 2000-2012 2.4774237 10527.0584
SO (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1415 1.2748827 4720.87327 9.3744209 1982-1999 –> 2000-2012 2.4774237 10527.0584
SO (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1415 1.2748827 4720.87327 9.3744209 1982-1999 –> 2000-2012 2.4774237 10527.0584
SO (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1415 1.2748827 4720.87327 9.3744209 1982-1999 –> 2000-2012 2.4774237 10527.0584
SO (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1415 1.2748827 4720.87327 9.3744209 1982-1999 –> 2000-2012 2.4774237 10527.0584
SO (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1415 1.2748827 4720.87327 9.3744209 1982-1999 –> 2000-2012 2.4774237 10527.0584
SO (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + silicate_star + phosphate 1415 1.2820314 4734.69775 8.8776002 1982-1999 –> 2000-2012 2.4846208 10539.0283
SO (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + silicate_star + phosphate_star 1415 1.2820314 4734.69775 8.8776002 1982-1999 –> 2000-2012 2.4846208 10539.0283
SO (27.75,27.85] cstar_tref ~ sal + temp + silicate + silicate_star + phosphate + phosphate_star 1415 1.2820314 4734.69775 8.8776002 1982-1999 –> 2000-2012 2.4846208 10539.0283
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 722 1.3708261 2522.40445 7.9316494 2000-2012 –> 2013-2019 2.6457088 7243.2777
SO (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 722 1.3708261 2522.40445 7.9316494 2000-2012 –> 2013-2019 2.6457088 7243.2777
SO (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 722 1.3708261 2522.40445 7.9316494 2000-2012 –> 2013-2019 2.6457088 7243.2777
SO (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 722 1.3708261 2522.40445 7.9316494 2000-2012 –> 2013-2019 2.6457088 7243.2777
SO (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 722 1.3708261 2522.40445 7.9316494 2000-2012 –> 2013-2019 2.6457088 7243.2777
SO (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 722 1.3708261 2522.40445 7.9316494 2000-2012 –> 2013-2019 2.6457088 7243.2777
SO (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 722 1.3708261 2522.40445 7.9316494 2000-2012 –> 2013-2019 2.6457088 7243.2777
SO (27.75,27.85] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 722 1.3768681 2526.75490 8.0018925 2000-2012 –> 2013-2019 2.6537886 7250.1482
SO (27.75,27.85] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate 722 1.3768681 2526.75490 8.0018925 2000-2012 –> 2013-2019 2.6537886 7250.1482
SO (27.75,27.85] cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star + phosphate 722 1.3768681 2526.75490 8.0018925 2000-2012 –> 2013-2019 2.6537886 7250.1482
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1399 1.2836451 4684.86109 8.5215752 1982-1999 –> 2000-2012 2.5448741 10819.5605
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1399 1.2744015 4666.63976 8.1267517 1982-1999 –> 2000-2012 2.5313459 10790.7277
SO (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1399 1.2744015 4666.63976 8.1267517 1982-1999 –> 2000-2012 2.5313459 10790.7277
SO (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1399 1.2744015 4666.63976 8.1267517 1982-1999 –> 2000-2012 2.5313459 10790.7277
SO (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1399 1.2744015 4666.63976 8.1267517 1982-1999 –> 2000-2012 2.5313459 10790.7277
SO (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1399 1.2744015 4666.63976 8.1267517 1982-1999 –> 2000-2012 2.5313459 10790.7277
SO (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + phosphate 1399 1.2836451 4684.86109 8.5215752 1982-1999 –> 2000-2012 2.5448741 10819.5605
SO (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + phosphate_star 1399 1.2836451 4684.86109 8.5215752 1982-1999 –> 2000-2012 2.5448741 10819.5605
SO (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1399 1.2744015 4666.63976 8.1267517 1982-1999 –> 2000-2012 2.5313459 10790.7277
SO (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1399 1.2744015 4666.63976 8.1267517 1982-1999 –> 2000-2012 2.5313459 10790.7277
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 709 1.4880087 2591.62301 9.0787780 2000-2012 –> 2013-2019 2.7716538 7276.4841
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 709 1.4376205 2544.77364 7.5356670 2000-2012 –> 2013-2019 2.7120220 7211.4134
SO (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 709 1.4376205 2544.77364 7.5356670 2000-2012 –> 2013-2019 2.7120220 7211.4134
SO (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 709 1.4376205 2544.77364 7.5356670 2000-2012 –> 2013-2019 2.7120220 7211.4134
SO (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 709 1.4376205 2544.77364 7.5356670 2000-2012 –> 2013-2019 2.7120220 7211.4134
SO (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 709 1.4376205 2544.77364 7.5356670 2000-2012 –> 2013-2019 2.7120220 7211.4134
SO (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + phosphate 709 1.4880087 2591.62301 9.0787780 2000-2012 –> 2013-2019 2.7716538 7276.4841
SO (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + phosphate_star 709 1.4880087 2591.62301 9.0787780 2000-2012 –> 2013-2019 2.7716538 7276.4841
SO (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 709 1.4376205 2544.77364 7.5356670 2000-2012 –> 2013-2019 2.7120220 7211.4134
SO (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 709 1.4376205 2544.77364 7.5356670 2000-2012 –> 2013-2019 2.7120220 7211.4134
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1786 1.4719049 6465.23147 5.5467278 1982-1999 –> 2000-2012 2.7642890 14814.8065
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate_star 1786 1.4719049 6465.23147 5.5467278 1982-1999 –> 2000-2012 2.7642890 14814.8065
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1786 1.4364245 6380.07345 5.8268292 1982-1999 –> 2000-2012 2.6759000 14523.7332
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate_star 1786 1.4719049 6465.23147 5.5467278 1982-1999 –> 2000-2012 2.7642890 14814.8065
SO (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1786 1.4364245 6380.07345 5.8268292 1982-1999 –> 2000-2012 2.6759000 14523.7332
SO (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1786 1.4364245 6380.07345 5.8268292 1982-1999 –> 2000-2012 2.6759000 14523.7332
SO (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1786 1.4364245 6380.07345 5.8268292 1982-1999 –> 2000-2012 2.6759000 14523.7332
SO (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1786 1.4364245 6380.07345 5.8268292 1982-1999 –> 2000-2012 2.6759000 14523.7332
SO (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1786 1.4364245 6380.07345 5.8268292 1982-1999 –> 2000-2012 2.6759000 14523.7332
SO (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1786 1.4364245 6380.07345 5.8268292 1982-1999 –> 2000-2012 2.6759000 14523.7332
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 986 1.5938488 3733.39794 5.6119621 2000-2012 –> 2013-2019 3.0657536 10198.6294
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate_star 986 1.5938488 3733.39794 5.6119621 2000-2012 –> 2013-2019 3.0657536 10198.6294
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 986 1.5531954 3684.44668 6.0836268 2000-2012 –> 2013-2019 2.9896199 10064.5201
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate_star 986 1.5938488 3733.39794 5.6119621 2000-2012 –> 2013-2019 3.0657536 10198.6294
SO (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 986 1.5531954 3684.44668 6.0836268 2000-2012 –> 2013-2019 2.9896199 10064.5201
SO (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 986 1.5531954 3684.44668 6.0836268 2000-2012 –> 2013-2019 2.9896199 10064.5201
SO (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 986 1.5531954 3684.44668 6.0836268 2000-2012 –> 2013-2019 2.9896199 10064.5201
SO (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 986 1.5531954 3684.44668 6.0836268 2000-2012 –> 2013-2019 2.9896199 10064.5201
SO (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 986 1.5531954 3684.44668 6.0836268 2000-2012 –> 2013-2019 2.9896199 10064.5201
SO (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 986 1.5531954 3684.44668 6.0836268 2000-2012 –> 2013-2019 2.9896199 10064.5201
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1071 1.0293063 3119.23809 7.8770763 1982-1999 –> 2000-2012 1.9778296 7273.7576
SO (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate 1071 1.0389462 3137.20557 8.6555860 1982-1999 –> 2000-2012 1.9898140 7297.2000
SO (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1071 1.0293063 3119.23809 7.8770763 1982-1999 –> 2000-2012 1.9778296 7273.7576
SO (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1071 1.0293063 3119.23809 7.8770763 1982-1999 –> 2000-2012 1.9778296 7273.7576
SO (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star 1071 1.0389462 3137.20557 8.6555860 1982-1999 –> 2000-2012 1.9898140 7297.2000
SO (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1071 1.0293063 3119.23809 7.8770763 1982-1999 –> 2000-2012 1.9778296 7273.7576
SO (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1071 1.0293063 3119.23809 7.8770763 1982-1999 –> 2000-2012 1.9778296 7273.7576
SO (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star 1071 1.0389462 3137.20557 8.6555860 1982-1999 –> 2000-2012 1.9898140 7297.2000
SO (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1071 1.0293063 3119.23809 7.8770763 1982-1999 –> 2000-2012 1.9778296 7273.7576
SO (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1071 1.0293063 3119.23809 7.8770763 1982-1999 –> 2000-2012 1.9778296 7273.7576
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 606 1.2220173 1980.76320 9.3383523 2000-2012 –> 2013-2019 2.2513236 5100.0013
SO (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate 606 1.2236721 1980.40332 9.7409069 2000-2012 –> 2013-2019 2.2626183 5117.6089
SO (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 606 1.2220173 1980.76320 9.3383523 2000-2012 –> 2013-2019 2.2513236 5100.0013
SO (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 606 1.2220173 1980.76320 9.3383523 2000-2012 –> 2013-2019 2.2513236 5100.0013
SO (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star 606 1.2236721 1980.40332 9.7409069 2000-2012 –> 2013-2019 2.2626183 5117.6089
SO (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 606 1.2220173 1980.76320 9.3383523 2000-2012 –> 2013-2019 2.2513236 5100.0013
SO (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 606 1.2220173 1980.76320 9.3383523 2000-2012 –> 2013-2019 2.2513236 5100.0013
SO (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star 606 1.2236721 1980.40332 9.7409069 2000-2012 –> 2013-2019 2.2626183 5117.6089
SO (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 606 1.2220173 1980.76320 9.3383523 2000-2012 –> 2013-2019 2.2513236 5100.0013
SO (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 606 1.2220173 1980.76320 9.3383523 2000-2012 –> 2013-2019 2.2513236 5100.0013
SO (28.1, Inf] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate 5309 1.0911712 16008.72685 6.2189622 1982-1999 –> 2000-2012 2.0576363 36406.6328
SO (28.1, Inf] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate_star 5309 1.0911712 16008.72685 6.2189622 1982-1999 –> 2000-2012 2.0576363 36406.6328
SO (28.1, Inf] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate_star 5309 1.0911712 16008.72685 6.2189622 1982-1999 –> 2000-2012 2.0576363 36406.6328
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 5309 1.0896439 15995.85504 6.2403672 1982-1999 –> 2000-2012 2.0549755 36378.4873
SO (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 5309 1.0896439 15995.85504 6.2403672 1982-1999 –> 2000-2012 2.0549755 36378.4873
SO (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 5309 1.0896439 15995.85504 6.2403672 1982-1999 –> 2000-2012 2.0549755 36378.4873
SO (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 5309 1.0896439 15995.85504 6.2403672 1982-1999 –> 2000-2012 2.0549755 36378.4873
SO (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 5309 1.0896439 15995.85504 6.2403672 1982-1999 –> 2000-2012 2.0549755 36378.4873
SO (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 5309 1.0896439 15995.85504 6.2403672 1982-1999 –> 2000-2012 2.0549755 36378.4873
SO (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 5309 1.0896439 15995.85504 6.2403672 1982-1999 –> 2000-2012 2.0549755 36378.4873
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 2711 1.1814651 8615.63201 6.2643722 2000-2012 –> 2013-2019 2.2711091 24611.4871
SO (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate 2711 1.1818836 8615.55196 6.2901289 2000-2012 –> 2013-2019 2.2715545 24609.6696
SO (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 2711 1.1814651 8615.63201 6.2643722 2000-2012 –> 2013-2019 2.2711091 24611.4871
SO (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 2711 1.1814651 8615.63201 6.2643722 2000-2012 –> 2013-2019 2.2711091 24611.4871
SO (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star 2711 1.1818836 8615.55196 6.2901289 2000-2012 –> 2013-2019 2.2715545 24609.6696
SO (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 2711 1.1814651 8615.63201 6.2643722 2000-2012 –> 2013-2019 2.2711091 24611.4871
SO (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 2711 1.1814651 8615.63201 6.2643722 2000-2012 –> 2013-2019 2.2711091 24611.4871
SO (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star 2711 1.1818836 8615.55196 6.2901289 2000-2012 –> 2013-2019 2.2715545 24609.6696
SO (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 2711 1.1814651 8615.63201 6.2643722 2000-2012 –> 2013-2019 2.2711091 24611.4871
SO (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 2711 1.1814651 8615.63201 6.2643722 2000-2012 –> 2013-2019 2.2711091 24611.4871
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 395 0.4324991 476.80311 1.7823800 1982-1999 –> 2000-2012 0.8239699 996.1034
SO (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate 395 0.4342795 478.04861 1.8794440 1982-1999 –> 2000-2012 0.8276507 1000.3947
SO (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate_star 395 0.4342795 478.04861 1.8794440 1982-1999 –> 2000-2012 0.8276507 1000.3947
SO (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 395 0.4324991 476.80311 1.7823800 1982-1999 –> 2000-2012 0.8239699 996.1034
SO (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 395 0.4324991 476.80311 1.7823800 1982-1999 –> 2000-2012 0.8239699 996.1034
SO (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 395 0.4324991 476.80311 1.7823800 1982-1999 –> 2000-2012 0.8239699 996.1034
SO (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 395 0.4324991 476.80311 1.7823800 1982-1999 –> 2000-2012 0.8239699 996.1034
SO (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 395 0.4324991 476.80311 1.7823800 1982-1999 –> 2000-2012 0.8239699 996.1034
SO (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 395 0.4324991 476.80311 1.7823800 1982-1999 –> 2000-2012 0.8239699 996.1034
SO (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate_star 395 0.4402447 488.82598 1.3957132 1982-1999 –> 2000-2012 0.8584424 1074.9434
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 209 0.4616073 287.98530 2.1074848 2000-2012 –> 2013-2019 0.8941064 764.7884
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate_star + phosphate + phosphate_star 209 0.4624536 286.75088 2.0417433 2000-2012 –> 2013-2019 0.9026982 775.5769
SO (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate 209 0.4664365 290.33558 2.2055021 2000-2012 –> 2013-2019 0.9007161 768.3842
SO (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate_star 209 0.4664365 290.33558 2.2055021 2000-2012 –> 2013-2019 0.9007161 768.3842
SO (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 209 0.4616073 287.98530 2.1074848 2000-2012 –> 2013-2019 0.8941064 764.7884
SO (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 209 0.4616073 287.98530 2.1074848 2000-2012 –> 2013-2019 0.8941064 764.7884
SO (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 209 0.4616073 287.98530 2.1074848 2000-2012 –> 2013-2019 0.8941064 764.7884
SO (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 209 0.4616073 287.98530 2.1074848 2000-2012 –> 2013-2019 0.8941064 764.7884
SO (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 209 0.4616073 287.98530 2.1074848 2000-2012 –> 2013-2019 0.8941064 764.7884
SO (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 209 0.4616073 287.98530 2.1074848 2000-2012 –> 2013-2019 0.8941064 764.7884
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 385 0.2767731 121.47365 1.0089753 1982-1999 –> 2000-2012 0.5244894 162.5184
SO (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 385 0.2767731 121.47365 1.0089753 1982-1999 –> 2000-2012 0.5244894 162.5184
SO (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 385 0.2767731 121.47365 1.0089753 1982-1999 –> 2000-2012 0.5244894 162.5184
SO (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 385 0.2767731 121.47365 1.0089753 1982-1999 –> 2000-2012 0.5244894 162.5184
SO (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 385 0.2767731 121.47365 1.0089753 1982-1999 –> 2000-2012 0.5244894 162.5184
SO (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 385 0.2767731 121.47365 1.0089753 1982-1999 –> 2000-2012 0.5244894 162.5184
SO (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 385 0.2767731 121.47365 1.0089753 1982-1999 –> 2000-2012 0.5244894 162.5184
SO (28.15,28.2] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate_star 385 0.2855045 143.38964 1.2148661 1982-1999 –> 2000-2012 0.5435167 222.4242
SO (28.15,28.2] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate 385 0.2855045 143.38964 1.2148661 1982-1999 –> 2000-2012 0.5435167 222.4242
SO (28.15,28.2] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate_star 385 0.2855045 143.38964 1.2148661 1982-1999 –> 2000-2012 0.5435167 222.4242
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 183 0.3202129 120.54202 0.8052040 2000-2012 –> 2013-2019 0.5969861 242.0157
SO (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate 183 0.3211214 119.57889 0.8292375 2000-2012 –> 2013-2019 0.6012997 248.4682
SO (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate_star 183 0.3211214 119.57889 0.8292375 2000-2012 –> 2013-2019 0.6012997 248.4682
SO (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 183 0.3202129 120.54202 0.8052040 2000-2012 –> 2013-2019 0.5969861 242.0157
SO (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 183 0.3202129 120.54202 0.8052040 2000-2012 –> 2013-2019 0.5969861 242.0157
SO (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 183 0.3202129 120.54202 0.8052040 2000-2012 –> 2013-2019 0.5969861 242.0157
SO (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 183 0.3202129 120.54202 0.8052040 2000-2012 –> 2013-2019 0.5969861 242.0157
SO (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 183 0.3202129 120.54202 0.8052040 2000-2012 –> 2013-2019 0.5969861 242.0157
SO (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 183 0.3202129 120.54202 0.8052040 2000-2012 –> 2013-2019 0.5969861 242.0157
SO (28.15,28.2] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 183 0.3277625 127.07099 0.8280325 2000-2012 –> 2013-2019 0.6132671 270.4606
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1738 0.3484018 1285.13961 1.8445807 1982-1999 –> 2000-2012 0.6387632 2204.4781
SO (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate 1738 0.3490755 1289.85532 1.8275044 1982-1999 –> 2000-2012 0.6397759 2212.9619
SO (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate_star 1738 0.3490755 1289.85532 1.8275044 1982-1999 –> 2000-2012 0.6397759 2212.9619
SO (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate 1738 0.3508194 1307.17739 1.8206271 1982-1999 –> 2000-2012 0.6420929 2240.0211
SO (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1738 0.3484018 1285.13961 1.8445807 1982-1999 –> 2000-2012 0.6387632 2204.4781
SO (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1738 0.3484018 1285.13961 1.8445807 1982-1999 –> 2000-2012 0.6387632 2204.4781
SO (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1738 0.3484018 1285.13961 1.8445807 1982-1999 –> 2000-2012 0.6387632 2204.4781
SO (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1738 0.3484018 1285.13961 1.8445807 1982-1999 –> 2000-2012 0.6387632 2204.4781
SO (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1738 0.3484018 1285.13961 1.8445807 1982-1999 –> 2000-2012 0.6387632 2204.4781
SO (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1738 0.3484018 1285.13961 1.8445807 1982-1999 –> 2000-2012 0.6387632 2204.4781
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1005 0.3772774 910.76973 2.5394974 2000-2012 –> 2013-2019 0.7256792 2195.9093
SO (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate 1005 0.3782848 914.12937 2.5487447 2000-2012 –> 2013-2019 0.7273603 2203.9847
SO (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate_star 1005 0.3782848 914.12937 2.5487447 2000-2012 –> 2013-2019 0.7273603 2203.9847
SO (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1005 0.3772774 910.76973 2.5394974 2000-2012 –> 2013-2019 0.7256792 2195.9093
SO (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1005 0.3772774 910.76973 2.5394974 2000-2012 –> 2013-2019 0.7256792 2195.9093
SO (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star 1005 0.3808359 927.63933 2.5626963 2000-2012 –> 2013-2019 0.7316554 2234.8167
SO (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1005 0.3772774 910.76973 2.5394974 2000-2012 –> 2013-2019 0.7256792 2195.9093
SO (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1005 0.3772774 910.76973 2.5394974 2000-2012 –> 2013-2019 0.7256792 2195.9093
SO (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1005 0.3772774 910.76973 2.5394974 2000-2012 –> 2013-2019 0.7256792 2195.9093
SO (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1005 0.3772774 910.76973 2.5394974 2000-2012 –> 2013-2019 0.7256792 2195.9093

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 2.3472602 1194.7078
Atlantic (-Inf,26] 2000-2012 –> 2013-2019 2.0933689 699.6147
Atlantic (26,26.5] 1982-1999 –> 2000-2012 6.3808197 13199.4504
Atlantic (26,26.5] 2000-2012 –> 2013-2019 6.2006266 8231.8948
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 6.0848323 16185.4893
Atlantic (26.5,26.75] 2000-2012 –> 2013-2019 6.4047498 10367.9241
Atlantic (26.75,27] 1982-1999 –> 2000-2012 3.4360649 18818.4422
Atlantic (26.75,27] 2000-2012 –> 2013-2019 4.2063717 13963.9606
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.3182640 15109.6584
Atlantic (27,27.25] 2000-2012 –> 2013-2019 4.0534258 11352.5871
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 3.6153877 15419.6607
Atlantic (27.25,27.5] 2000-2012 –> 2013-2019 4.4546735 11071.1922
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 4.0492556 20628.0886
Atlantic (27.5,27.75] 2000-2012 –> 2013-2019 4.6370528 14303.6747
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 3.2334180 6423.4626
Atlantic (27.75,27.85] 2000-2012 –> 2013-2019 3.2564646 4157.7341
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 5.5538656 8139.6187
Atlantic (27.85,27.95] 2000-2012 –> 2013-2019 5.6122772 5428.6413
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 4.6036529 7743.1979
Atlantic (27.95,28.05] 2000-2012 –> 2013-2019 4.2703065 4928.7315
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 0.2883524 -1167.6033
Atlantic (28.05,28.1] 2000-2012 –> 2013-2019 0.3875219 -301.6633
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 0.2440329 -1802.6404
Atlantic (28.1,28.15] 2000-2012 –> 2013-2019 0.2527723 -1031.3304
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 0.3055972 -2515.8572
Atlantic (28.15,28.2] 2000-2012 –> 2013-2019 0.3180633 -1700.5010
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 0.2794528 -2360.2116
Atlantic (28.2, Inf] 2000-2012 –> 2013-2019 0.2797941 -1655.7870
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 12.0408548 80337.7044
Indo-Pacific (-Inf,26] 2000-2012 –> 2013-2019 11.4486690 51424.5604
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 8.4016645 74179.3429
Indo-Pacific (26,26.5] 2000-2012 –> 2013-2019 8.5895333 47897.2950
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 7.4820326 55834.2412
Indo-Pacific (26.5,26.75] 2000-2012 –> 2013-2019 7.9197748 36712.7334
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 7.5862934 60144.5169
Indo-Pacific (26.75,27] 2000-2012 –> 2013-2019 8.6280959 40226.6012
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 6.0451822 50286.9865
Indo-Pacific (27,27.25] 2000-2012 –> 2013-2019 7.2655437 35492.4221
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 5.5697079 40270.3971
Indo-Pacific (27.25,27.5] 2000-2012 –> 2013-2019 6.0337211 27014.2207
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 3.4632412 30033.6934
Indo-Pacific (27.5,27.75] 2000-2012 –> 2013-2019 3.9292290 20155.6293
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 2.2040498 8836.9629
Indo-Pacific (27.75,27.85] 2000-2012 –> 2013-2019 2.3679691 6012.2753
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 2.0801173 12513.5510
Indo-Pacific (27.85,27.95] 2000-2012 –> 2013-2019 2.4301154 8879.8793
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 1.0973844 4734.6065
Indo-Pacific (27.95,28.05] 2000-2012 –> 2013-2019 1.1585968 3178.9576
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 0.8714407 3016.3595
Indo-Pacific (28.05,28.1] 2000-2012 –> 2013-2019 0.8718880 1894.0008
Indo-Pacific (28.1, Inf] 1982-1999 –> 2000-2012 1.2799075 43340.7555
Indo-Pacific (28.1, Inf] 2000-2012 –> 2013-2019 1.2893374 28281.8448
SO (26,26.5] 1982-1999 –> 2000-2012 1.6920500 614.5915
SO (26,26.5] 2000-2012 –> 2013-2019 1.4622483 361.5261
SO (26.5,26.75] 1982-1999 –> 2000-2012 2.7032221 2563.8383
SO (26.5,26.75] 2000-2012 –> 2013-2019 2.4304988 1481.6913
SO (26.75,27] 1982-1999 –> 2000-2012 4.1296851 11117.2910
SO (26.75,27] 2000-2012 –> 2013-2019 3.9153164 6776.4615
SO (27,27.25] 1982-1999 –> 2000-2012 3.1574338 22316.8559
SO (27,27.25] 2000-2012 –> 2013-2019 3.3641334 14657.0313
SO (27.25,27.5] 1982-1999 –> 2000-2012 3.0716489 23971.6487
SO (27.25,27.5] 2000-2012 –> 2013-2019 3.4786585 16414.6555
SO (27.5,27.75] 1982-1999 –> 2000-2012 2.7198806 27201.8970
SO (27.5,27.75] 2000-2012 –> 2013-2019 3.1353961 19288.3293
SO (27.75,27.85] 1982-1999 –> 2000-2012 2.4795828 10530.6494
SO (27.75,27.85] 2000-2012 –> 2013-2019 2.6481327 7245.3389
SO (27.85,27.95] 1982-1999 –> 2000-2012 2.5354044 10799.3776
SO (27.85,27.95] 2000-2012 –> 2013-2019 2.7299115 7230.9346
SO (27.95,28.05] 1982-1999 –> 2000-2012 2.7024167 14611.0552
SO (27.95,28.05] 2000-2012 –> 2013-2019 3.0124600 10104.7529
SO (28.05,28.1] 1982-1999 –> 2000-2012 1.9814249 7280.7903
SO (28.05,28.1] 2000-2012 –> 2013-2019 2.2547120 5105.2836
SO (28.1, Inf] 1982-1999 –> 2000-2012 2.0557737 36386.9309
SO (28.1, Inf] 2000-2012 –> 2013-2019 2.2712427 24610.9418
SO (28.1,28.15] 1982-1999 –> 2000-2012 0.8281533 1004.8456
SO (28.1,28.15] 2000-2012 –> 2013-2019 0.8962875 766.5864
SO (28.15,28.2] 1982-1999 –> 2000-2012 0.5301976 180.4901
SO (28.15,28.2] 2000-2012 –> 2013-2019 0.5994769 246.1507
SO (28.2, Inf] 1982-1999 –> 2000-2012 0.6392987 2209.7292
SO (28.2, Inf] 2000-2012 –> 2013-2019 0.7266130 2201.4151

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 (aic) was plotted against the number of predictors (limited to 2 - 7).

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
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
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
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
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate oxygen phosphate phosphate_star sal silicate silicate_star temp
Atlantic - 1982-1999 --> 2000-2012
(-Inf,26] 10 6 6 7 4 10 7 7 3
(26,26.5] 10 6 9 4 4 10 7 7 10
(26.5,26.75] 10 4 8 6 6 3 8 8 10
(26.75,27] 10 4 8 6 6 10 8 5 10
(27,27.25] 10 6 6 7 4 10 7 7 10
(27.25,27.5] 10 6 6 7 4 10 7 7 10
(27.5,27.75] 10 6 9 4 4 10 7 7 10
(27.75,27.85] 10 4 8 6 6 10 8 5 10
(27.85,27.95] 10 5 8 7 5 3 8 7 10
(27.95,28.05] 10 7 9 5 6 9 6 5 10
(28.05,28.1] 10 6 9 4 7 10 7 7 7
(28.1,28.15] 10 6 9 4 7 10 7 7 7
(28.15,28.2] 10 6 6 7 4 10 7 7 10
(28.2, Inf] 9 6 8 6 6 10 6 6 10
total 139.00 78.00 109.00 80.00 73.00 125.00 100.00 92.00 127.00
Atlantic - 2000-2012 --> 2013-2019
(-Inf,26] 10 6 6 7 4 10 7 7 3
(26,26.5] 10 6 9 4 4 10 7 7 10
(26.5,26.75] 10 4 8 6 6 3 8 8 10
(26.75,27] 10 4 8 6 6 10 8 5 10
(27,27.25] 10 6 8 7 5 10 7 7 7
(27.25,27.5] 10 6 9 5 5 10 6 6 10
(27.5,27.75] 10 6 9 4 4 10 7 7 10
(27.75,27.85] 10 3 8 5 7 10 6 5 10
(27.85,27.95] 10 4 8 6 6 3 8 8 10
(27.95,28.05] 10 6 8 6 6 9 6 6 10
(28.05,28.1] 10 6 9 4 7 10 7 7 7
(28.1,28.15] 10 6 8 6 6 10 5 6 10
(28.15,28.2] 10 6 6 7 4 10 7 7 10
(28.2, Inf] 7 4 8 6 6 10 8 8 10
total 137.00 73.00 112.00 79.00 76.00 125.00 97.00 94.00 127.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 10 4 8 6 6 10 8 8 3
(26,26.5] 10 4 8 6 6 10 8 8 7
(26.5,26.75] 10 6 9 4 7 10 7 7 7
(26.75,27] 10 4 8 6 6 10 5 8 10
(27,27.25] 10 4 8 6 6 10 5 8 10
(27.25,27.5] 10 4 8 6 6 10 5 8 10
(27.5,27.75] 10 6 6 4 7 10 7 7 10
(27.75,27.85] 10 4 8 6 6 10 5 8 10
(27.85,27.95] 10 4 8 6 6 10 8 5 10
(27.95,28.05] 10 7 9 5 6 7 6 7 10
(28.05,28.1] 10 6 9 4 7 7 7 7 10
(28.1, Inf] 10 5 9 5 6 7 8 7 10
total 120.00 58.00 98.00 64.00 75.00 111.00 79.00 88.00 107.00
Indo-Pacific - 2000-2012 --> 2013-2019
(-Inf,26] 10 4 8 6 6 10 8 8 3
(26,26.5] 10 5 9 5 6 10 8 7 7
(26.5,26.75] 10 5 8 7 5 10 8 7 7
(26.75,27] 10 4 8 6 6 7 8 8 10
(27,27.25] 10 5 8 5 7 7 8 7 10
(27.25,27.5] 10 4 8 6 6 10 5 8 10
(27.5,27.75] 10 6 9 7 4 10 7 7 3
(27.75,27.85] 10 4 8 6 6 10 5 8 10
(27.85,27.95] 10 4 8 6 6 10 8 5 10
(27.95,28.05] 10 7 9 5 6 7 6 7 10
(28.05,28.1] 10 5 8 7 5 7 8 7 10
(28.1, Inf] 10 4 8 6 6 7 8 8 10
total 120.00 57.00 99.00 72.00 69.00 105.00 87.00 87.00 100.00
SO - 1982-1999 --> 2000-2012
(26,26.5] 8 8 6 4 6 10 3 4 10
(26.5,26.75] 10 7 9 5 6 9 5 5 10
(26.75,27] 10 4 8 6 6 7 8 8 10
(27,27.25] 10 4 8 6 6 10 8 5 10
(27.25,27.5] 7 5 9 6 5 10 8 7 10
(27.5,27.75] 3 5 9 5 6 10 7 8 10
(27.75,27.85] 7 4 8 6 6 10 8 8 10
(27.85,27.95] 10 4 8 6 6 10 8 5 10
(27.95,28.05] 10 6 6 4 7 10 7 7 10
(28.05,28.1] 10 6 9 4 4 10 7 7 10
(28.1, Inf] 10 7 9 5 6 10 7 6 7
(28.1,28.15] 10 6 9 5 6 10 5 6 10
(28.15,28.2] 10 5 9 5 6 7 8 7 10
(28.2, Inf] 10 7 9 5 5 10 6 5 10
total 125.00 78.00 116.00 72.00 81.00 133.00 95.00 88.00 137.00
SO - 2000-2012 --> 2013-2019
(26,26.5] 10 6 6 4 7 10 7 7 10
(26.5,26.75] 10 7 8 5 6 10 6 5 10
(26.75,27] 10 5 8 5 7 7 8 7 10
(27,27.25] 10 4 8 6 6 10 8 5 10
(27.25,27.5] 7 4 8 6 6 10 8 8 10
(27.5,27.75] 3 5 8 7 5 10 8 7 10
(27.75,27.85] 10 6 8 7 5 7 7 7 10
(27.85,27.95] 10 4 8 6 6 10 8 5 10
(27.95,28.05] 10 6 6 4 7 10 7 7 10
(28.05,28.1] 10 6 9 4 4 10 7 7 10
(28.1, Inf] 10 6 9 4 4 10 7 7 10
(28.1,28.15] 10 6 8 6 6 10 5 6 10
(28.15,28.2] 10 6 8 6 6 9 6 6 10
(28.2, Inf] 10 7 9 5 5 10 5 6 10
total 130.00 78.00 111.00 75.00 80.00 133.00 97.00 90.00 140.00

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
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
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_0.7.3      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