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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, "oxygen") &
#       str_detect(lm_coeff_filter, "phosphate")
#   )

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

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

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


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

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

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

3 Apply predictor threshold

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

  • Minimum: 3
  • Maximum: 9
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:

  • 466

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 + nitrate + silicate + phosphate + phosphate_star 158 1.0102185 467.5972 3.339750 1982-1999 –> 2000-2012 2.3458438 1194.2659
Atlantic (-Inf,26] cstar_tref ~ sal + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 158 1.0102185 467.5972 3.339750 1982-1999 –> 2000-2012 2.3458438 1194.2659
Atlantic (-Inf,26] cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate + phosphate_star 158 1.0102185 467.5972 3.339750 1982-1999 –> 2000-2012 2.3458438 1194.2659
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 158 1.0102185 467.5972 3.339750 1982-1999 –> 2000-2012 2.3458438 1194.2659
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate 158 1.0102185 467.5972 3.339750 1982-1999 –> 2000-2012 2.3458438 1194.2659
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate_star 158 1.0102185 467.5972 3.339750 1982-1999 –> 2000-2012 2.3458438 1194.2659
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + silicate_star + phosphate_star 158 1.0102185 467.5972 3.339750 1982-1999 –> 2000-2012 2.3458438 1194.2659
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate_star 158 1.0102185 467.5972 3.339750 1982-1999 –> 2000-2012 2.3458438 1194.2659
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate 158 1.0102185 467.5972 3.339750 1982-1999 –> 2000-2012 2.3458438 1194.2659
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate_star 158 1.0102185 467.5972 3.339750 1982-1999 –> 2000-2012 2.3458438 1194.2659
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate 72 1.0834728 231.8718 2.650796 2000-2012 –> 2013-2019 2.0936914 699.4691
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate_star 72 1.0834728 231.8718 2.650796 2000-2012 –> 2013-2019 2.0936914 699.4691
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + silicate_star + phosphate 72 1.0834728 231.8718 2.650796 2000-2012 –> 2013-2019 2.0936914 699.4691
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + silicate_star + phosphate_star 72 1.0834728 231.8718 2.650796 2000-2012 –> 2013-2019 2.0936914 699.4691
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate 72 1.0834728 231.8718 2.650796 2000-2012 –> 2013-2019 2.0936914 699.4691
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate + phosphate_star 72 1.0834728 231.8718 2.650796 2000-2012 –> 2013-2019 2.0936914 699.4691
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate_star 72 1.0834728 231.8718 2.650796 2000-2012 –> 2013-2019 2.0936914 699.4691
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate 72 1.0834728 231.8718 2.650796 2000-2012 –> 2013-2019 2.0936914 699.4691
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate + phosphate_star 72 1.0834728 231.8718 2.650796 2000-2012 –> 2013-2019 2.0936914 699.4691
Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate_star 72 1.0834728 231.8718 2.650796 2000-2012 –> 2013-2019 2.0936914 699.4691
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate + phosphate_star 1046 3.2125528 5427.9212 13.822807 1982-1999 –> 2000-2012 6.4070517 13316.0460
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 1046 3.2125528 5427.9212 13.822807 1982-1999 –> 2000-2012 6.4070517 13316.0460
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate + phosphate_star 1046 3.2125528 5427.9212 13.822807 1982-1999 –> 2000-2012 6.4070517 13316.0460
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1046 3.2125528 5427.9212 13.822807 1982-1999 –> 2000-2012 6.4070517 13316.0460
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1046 3.2125528 5427.9212 13.822807 1982-1999 –> 2000-2012 6.4070517 13316.0460
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1046 3.2125528 5427.9212 13.822807 1982-1999 –> 2000-2012 6.4070517 13316.0460
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1046 3.2125528 5427.9212 13.822807 1982-1999 –> 2000-2012 6.4070517 13316.0460
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1046 3.2125528 5427.9212 13.822807 1982-1999 –> 2000-2012 6.4070517 13316.0460
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1046 3.2125528 5427.9212 13.822807 1982-1999 –> 2000-2012 6.4070517 13316.0460
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1046 3.2125528 5427.9212 13.822807 1982-1999 –> 2000-2012 6.4070517 13316.0460
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate + phosphate_star 567 3.0166904 2879.1941 10.327831 2000-2012 –> 2013-2019 6.2292432 8307.1154
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 567 3.0166904 2879.1941 10.327831 2000-2012 –> 2013-2019 6.2292432 8307.1154
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate + phosphate_star 567 3.0166904 2879.1941 10.327831 2000-2012 –> 2013-2019 6.2292432 8307.1154
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 567 3.0166904 2879.1941 10.327831 2000-2012 –> 2013-2019 6.2292432 8307.1154
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 567 3.0166904 2879.1941 10.327831 2000-2012 –> 2013-2019 6.2292432 8307.1154
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 567 3.0166904 2879.1941 10.327831 2000-2012 –> 2013-2019 6.2292432 8307.1154
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 567 3.0166904 2879.1941 10.327831 2000-2012 –> 2013-2019 6.2292432 8307.1154
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 567 3.0166904 2879.1941 10.327831 2000-2012 –> 2013-2019 6.2292432 8307.1154
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 567 3.0166904 2879.1941 10.327831 2000-2012 –> 2013-2019 6.2292432 8307.1154
Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 567 3.0166904 2879.1941 10.327831 2000-2012 –> 2013-2019 6.2292432 8307.1154
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate + phosphate_star 1397 3.1332904 7171.4961 8.793931 1982-1999 –> 2000-2012 6.0827330 16674.6008
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 1397 3.1332904 7171.4961 8.793931 1982-1999 –> 2000-2012 6.0827330 16674.6008
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate_star + phosphate + phosphate_star 1397 3.1332904 7171.4961 8.793931 1982-1999 –> 2000-2012 6.0827330 16674.6008
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 1397 3.1332904 7171.4961 8.793931 1982-1999 –> 2000-2012 6.0827330 16674.6008
Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate 1397 3.1332904 7171.4961 8.793931 1982-1999 –> 2000-2012 6.0827330 16674.6008
Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate_star 1397 3.1332904 7171.4961 8.793931 1982-1999 –> 2000-2012 6.0827330 16674.6008
Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate_star 1397 3.1332904 7171.4961 8.793931 1982-1999 –> 2000-2012 6.0827330 16674.6008
Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star + phosphate 1397 3.1332904 7171.4961 8.793931 1982-1999 –> 2000-2012 6.0827330 16674.6008
Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate 1397 3.1332904 7171.4961 8.793931 1982-1999 –> 2000-2012 6.0827330 16674.6008
Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate_star 1397 3.1332904 7171.4961 8.793931 1982-1999 –> 2000-2012 6.0827330 16674.6008
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate + phosphate_star 656 3.2691905 3431.7670 9.293088 2000-2012 –> 2013-2019 6.4024809 10603.2631
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 656 3.2691905 3431.7670 9.293088 2000-2012 –> 2013-2019 6.4024809 10603.2631
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate_star + phosphate + phosphate_star 656 3.2691905 3431.7670 9.293088 2000-2012 –> 2013-2019 6.4024809 10603.2631
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 656 3.2691905 3431.7670 9.293088 2000-2012 –> 2013-2019 6.4024809 10603.2631
Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate 656 3.2691905 3431.7670 9.293088 2000-2012 –> 2013-2019 6.4024809 10603.2631
Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate_star 656 3.2691905 3431.7670 9.293088 2000-2012 –> 2013-2019 6.4024809 10603.2631
Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate_star 656 3.2691905 3431.7670 9.293088 2000-2012 –> 2013-2019 6.4024809 10603.2631
Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star + phosphate 656 3.2691905 3431.7670 9.293088 2000-2012 –> 2013-2019 6.4024809 10603.2631
Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star + phosphate_star 656 3.2691905 3431.7670 9.293088 2000-2012 –> 2013-2019 6.4024809 10603.2631
Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate_star 656 3.2691905 3431.7670 9.293088 2000-2012 –> 2013-2019 6.4024809 10603.2631
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate + phosphate_star 2398 1.9577047 10045.0510 12.852844 1982-1999 –> 2000-2012 3.4513206 21493.5208
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 2398 1.9577047 10045.0510 12.852844 1982-1999 –> 2000-2012 3.4513206 21493.5208
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate + phosphate_star 2398 1.9577047 10045.0510 12.852844 1982-1999 –> 2000-2012 3.4513206 21493.5208
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 2398 1.9577047 10045.0510 12.852844 1982-1999 –> 2000-2012 3.4513206 21493.5208
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 2398 1.9577047 10045.0510 12.852844 1982-1999 –> 2000-2012 3.4513206 21493.5208
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate + phosphate_star 2398 1.9577047 10045.0510 12.852844 1982-1999 –> 2000-2012 3.4513206 21493.5208
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 2398 1.9577047 10045.0510 12.852844 1982-1999 –> 2000-2012 3.4513206 21493.5208
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 2398 1.9577047 10045.0510 12.852844 1982-1999 –> 2000-2012 3.4513206 21493.5208
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 2398 1.9577047 10045.0510 12.852844 1982-1999 –> 2000-2012 3.4513206 21493.5208
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate + phosphate_star 2398 1.9577047 10045.0510 12.852844 1982-1999 –> 2000-2012 3.4513206 21493.5208
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1263 2.1936686 5586.6019 19.571794 2000-2012 –> 2013-2019 4.1513732 15631.6529
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1263 2.1936686 5586.6019 19.571794 2000-2012 –> 2013-2019 4.1513732 15631.6529
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate + phosphate_star 1263 2.1936686 5586.6019 19.571794 2000-2012 –> 2013-2019 4.1513732 15631.6529
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1263 2.1936686 5586.6019 19.571794 2000-2012 –> 2013-2019 4.1513732 15631.6529
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 1263 2.1936686 5586.6019 19.571794 2000-2012 –> 2013-2019 4.1513732 15631.6529
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate_star 1263 2.1936686 5586.6019 19.571794 2000-2012 –> 2013-2019 4.1513732 15631.6529
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1263 2.1936686 5586.6019 19.571794 2000-2012 –> 2013-2019 4.1513732 15631.6529
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1263 2.1936686 5586.6019 19.571794 2000-2012 –> 2013-2019 4.1513732 15631.6529
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate + phosphate_star 1263 2.1936686 5586.6019 19.571794 2000-2012 –> 2013-2019 4.1513732 15631.6529
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1263 2.1936686 5586.6019 19.571794 2000-2012 –> 2013-2019 4.1513732 15631.6529
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 2031 1.7317419 8012.2853 15.886046 1982-1999 –> 2000-2012 3.1780603 17367.0116
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate + phosphate_star 2031 1.7317419 8012.2853 15.886046 1982-1999 –> 2000-2012 3.1780603 17367.0116
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 2031 1.7317419 8012.2853 15.886046 1982-1999 –> 2000-2012 3.1780603 17367.0116
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 2031 1.7317419 8012.2853 15.886046 1982-1999 –> 2000-2012 3.1780603 17367.0116
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 2031 1.7317419 8012.2853 15.886046 1982-1999 –> 2000-2012 3.1780603 17367.0116
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 2031 1.7317419 8012.2853 15.886046 1982-1999 –> 2000-2012 3.1780603 17367.0116
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate + phosphate_star 2031 1.7317419 8012.2853 15.886046 1982-1999 –> 2000-2012 3.1780603 17367.0116
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 2031 1.7317419 8012.2853 15.886046 1982-1999 –> 2000-2012 3.1780603 17367.0116
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate + phosphate_star 2031 1.7317419 8012.2853 15.886046 1982-1999 –> 2000-2012 3.1780603 17367.0116
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 2031 1.7317419 8012.2853 15.886046 1982-1999 –> 2000-2012 3.1780603 17367.0116
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1142 2.0775479 4928.8897 9.783184 2000-2012 –> 2013-2019 3.8092897 12941.1749
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1142 2.0775479 4928.8897 9.783184 2000-2012 –> 2013-2019 3.8092897 12941.1749
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate + phosphate_star 1142 2.0775479 4928.8897 9.783184 2000-2012 –> 2013-2019 3.8092897 12941.1749
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1142 2.0775479 4928.8897 9.783184 2000-2012 –> 2013-2019 3.8092897 12941.1749
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 1142 2.0775479 4928.8897 9.783184 2000-2012 –> 2013-2019 3.8092897 12941.1749
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 1142 2.0775479 4928.8897 9.783184 2000-2012 –> 2013-2019 3.8092897 12941.1749
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate_star 1142 2.0775479 4928.8897 9.783184 2000-2012 –> 2013-2019 3.8092897 12941.1749
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1142 2.0775479 4928.8897 9.783184 2000-2012 –> 2013-2019 3.8092897 12941.1749
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate + phosphate_star 1142 2.0775479 4928.8897 9.783184 2000-2012 –> 2013-2019 3.8092897 12941.1749
Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1142 2.0775479 4928.8897 9.783184 2000-2012 –> 2013-2019 3.8092897 12941.1749
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate + phosphate_star 2025 2.1391730 8844.3992 17.846793 1982-1999 –> 2000-2012 3.7585043 19804.2779
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 2025 2.1391730 8844.3992 17.846793 1982-1999 –> 2000-2012 3.7585043 19804.2779
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate + phosphate_star 2025 2.1391730 8844.3992 17.846793 1982-1999 –> 2000-2012 3.7585043 19804.2779
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 2025 2.1391730 8844.3992 17.846793 1982-1999 –> 2000-2012 3.7585043 19804.2779
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 2025 2.1391730 8844.3992 17.846793 1982-1999 –> 2000-2012 3.7585043 19804.2779
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 2025 2.1391730 8844.3992 17.846793 1982-1999 –> 2000-2012 3.7585043 19804.2779
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate_star 2025 2.1391730 8844.3992 17.846793 1982-1999 –> 2000-2012 3.7585043 19804.2779
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 2025 2.1391730 8844.3992 17.846793 1982-1999 –> 2000-2012 3.7585043 19804.2779
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate + phosphate_star 2025 2.1391730 8844.3992 17.846793 1982-1999 –> 2000-2012 3.7585043 19804.2779
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 2025 2.1391730 8844.3992 17.846793 1982-1999 –> 2000-2012 3.7585043 19804.2779
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate + phosphate_star 1109 2.7064010 5371.4902 19.005456 2000-2012 –> 2013-2019 4.8456617 14214.0555
Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate 1109 2.7064010 5371.4902 19.005456 2000-2012 –> 2013-2019 4.8456617 14214.0555
Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate + phosphate_star 1109 2.7064010 5371.4902 19.005456 2000-2012 –> 2013-2019 4.8456617 14214.0555
Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate_star 1109 2.7064010 5371.4902 19.005456 2000-2012 –> 2013-2019 4.8456617 14214.0555
Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + silicate_star + phosphate 1109 2.7064010 5371.4902 19.005456 2000-2012 –> 2013-2019 4.8456617 14214.0555
Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 1109 2.7064010 5371.4902 19.005456 2000-2012 –> 2013-2019 4.8456617 14214.0555
Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + silicate_star + phosphate_star 1109 2.7064010 5371.4902 19.005456 2000-2012 –> 2013-2019 4.8456617 14214.0555
Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate 1109 2.7064010 5371.4902 19.005456 2000-2012 –> 2013-2019 4.8456617 14214.0555
Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate + phosphate_star 1109 2.7064010 5371.4902 19.005456 2000-2012 –> 2013-2019 4.8456617 14214.0555
Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate_star 1109 2.7064010 5371.4902 19.005456 2000-2012 –> 2013-2019 4.8456617 14214.0555
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate + phosphate_star 2804 2.3645727 12801.6371 15.906935 1982-1999 –> 2000-2012 4.4225209 28805.9963
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 2804 2.3645727 12801.6371 15.906935 1982-1999 –> 2000-2012 4.4225209 28805.9963
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate + phosphate_star 2804 2.3645727 12801.6371 15.906935 1982-1999 –> 2000-2012 4.4225209 28805.9963
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 2804 2.3645727 12801.6371 15.906935 1982-1999 –> 2000-2012 4.4225209 28805.9963
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate + phosphate_star 2804 2.3645727 12801.6371 15.906935 1982-1999 –> 2000-2012 4.4225209 28805.9963
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 2804 2.3645727 12801.6371 15.906935 1982-1999 –> 2000-2012 4.4225209 28805.9963
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 2804 2.3645727 12801.6371 15.906935 1982-1999 –> 2000-2012 4.4225209 28805.9963
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 2804 2.3645727 12801.6371 15.906935 1982-1999 –> 2000-2012 4.4225209 28805.9963
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate + phosphate_star 2804 2.3645727 12801.6371 15.906935 1982-1999 –> 2000-2012 4.4225209 28805.9963
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 2804 2.3645727 12801.6371 15.906935 1982-1999 –> 2000-2012 4.4225209 28805.9963
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate + phosphate_star 1515 2.6926942 7316.7268 20.089368 2000-2012 –> 2013-2019 5.0573857 20116.6457
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate + phosphate_star 1515 2.6926942 7316.7268 20.089368 2000-2012 –> 2013-2019 5.0573857 20116.6457
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 1515 2.6926942 7316.7268 20.089368 2000-2012 –> 2013-2019 5.0573857 20116.6457
Atlantic (27.5,27.75] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate 1515 2.6926942 7316.7268 20.089368 2000-2012 –> 2013-2019 5.0573857 20116.6457
Atlantic (27.5,27.75] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate 1515 2.6926942 7316.7268 20.089368 2000-2012 –> 2013-2019 5.0573857 20116.6457
Atlantic (27.5,27.75] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate + phosphate_star 1515 2.6926942 7316.7268 20.089368 2000-2012 –> 2013-2019 5.0573857 20116.6457
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 1515 2.6919437 7315.8822 19.886060 2000-2012 –> 2013-2019 5.0569129 20116.4595
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + silicate_star + phosphate 1515 2.6919437 7315.8822 19.886060 2000-2012 –> 2013-2019 5.0569129 20116.4595
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate 1515 2.6919437 7315.8822 19.886060 2000-2012 –> 2013-2019 5.0569129 20116.4595
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate 1515 2.6919437 7315.8822 19.886060 2000-2012 –> 2013-2019 5.0569129 20116.4595
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate + phosphate_star 1036 1.4819371 3773.0620 12.346257 1982-1999 –> 2000-2012 2.9888702 8619.6617
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 1036 1.4819371 3773.0620 12.346257 1982-1999 –> 2000-2012 2.9888702 8619.6617
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate + phosphate_star 1036 1.4819371 3773.0620 12.346257 1982-1999 –> 2000-2012 2.9888702 8619.6617
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1036 1.4819371 3773.0620 12.346257 1982-1999 –> 2000-2012 2.9888702 8619.6617
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1036 1.4819371 3773.0620 12.346257 1982-1999 –> 2000-2012 2.9888702 8619.6617
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate + phosphate_star 1036 1.4819371 3773.0620 12.346257 1982-1999 –> 2000-2012 2.9888702 8619.6617
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 1036 1.4819371 3773.0620 12.346257 1982-1999 –> 2000-2012 2.9888702 8619.6617
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 1036 1.4819371 3773.0620 12.346257 1982-1999 –> 2000-2012 2.9888702 8619.6617
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1036 1.4819371 3773.0620 12.346257 1982-1999 –> 2000-2012 2.9888702 8619.6617
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate + phosphate_star 1036 1.4819371 3773.0620 12.346257 1982-1999 –> 2000-2012 2.9888702 8619.6617
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate + phosphate_star 513 1.6130343 1964.3791 10.721751 2000-2012 –> 2013-2019 3.0949714 5737.4410
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 513 1.6130343 1964.3791 10.721751 2000-2012 –> 2013-2019 3.0949714 5737.4410
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate + phosphate_star 513 1.6130343 1964.3791 10.721751 2000-2012 –> 2013-2019 3.0949714 5737.4410
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 513 1.6130343 1964.3791 10.721751 2000-2012 –> 2013-2019 3.0949714 5737.4410
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 513 1.6130343 1964.3791 10.721751 2000-2012 –> 2013-2019 3.0949714 5737.4410
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 513 1.6130343 1964.3791 10.721751 2000-2012 –> 2013-2019 3.0949714 5737.4410
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 513 1.6130343 1964.3791 10.721751 2000-2012 –> 2013-2019 3.0949714 5737.4410
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate + phosphate_star 513 1.6130343 1964.3791 10.721751 2000-2012 –> 2013-2019 3.0949714 5737.4410
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 513 1.6130343 1964.3791 10.721751 2000-2012 –> 2013-2019 3.0949714 5737.4410
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate + phosphate_star 513 1.6130343 1964.3791 10.721751 2000-2012 –> 2013-2019 3.0949714 5737.4410
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate + phosphate_star 983 2.9167184 4912.1558 23.324808 1982-1999 –> 2000-2012 5.5922061 11351.1595
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 983 2.9167184 4912.1558 23.324808 1982-1999 –> 2000-2012 5.5922061 11351.1595
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate + phosphate_star 983 2.9167184 4912.1558 23.324808 1982-1999 –> 2000-2012 5.5922061 11351.1595
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 983 2.9167184 4912.1558 23.324808 1982-1999 –> 2000-2012 5.5922061 11351.1595
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 983 2.9167184 4912.1558 23.324808 1982-1999 –> 2000-2012 5.5922061 11351.1595
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 983 2.9167184 4912.1558 23.324808 1982-1999 –> 2000-2012 5.5922061 11351.1595
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 983 2.9167184 4912.1558 23.324808 1982-1999 –> 2000-2012 5.5922061 11351.1595
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 983 2.9167184 4912.1558 23.324808 1982-1999 –> 2000-2012 5.5922061 11351.1595
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate + phosphate_star 983 2.9167184 4912.1558 23.324808 1982-1999 –> 2000-2012 5.5922061 11351.1595
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 983 2.9167184 4912.1558 23.324808 1982-1999 –> 2000-2012 5.5922061 11351.1595
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate + phosphate_star 569 3.1989479 2956.0435 29.016215 2000-2012 –> 2013-2019 6.1156663 7868.1993
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 569 3.1989479 2956.0435 29.016215 2000-2012 –> 2013-2019 6.1156663 7868.1993
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate + phosphate_star 569 3.1989479 2956.0435 29.016215 2000-2012 –> 2013-2019 6.1156663 7868.1993
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 569 3.1989479 2956.0435 29.016215 2000-2012 –> 2013-2019 6.1156663 7868.1993
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 569 3.1989479 2956.0435 29.016215 2000-2012 –> 2013-2019 6.1156663 7868.1993
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate_star 569 3.1989479 2956.0435 29.016215 2000-2012 –> 2013-2019 6.1156663 7868.1993
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 569 3.1989479 2956.0435 29.016215 2000-2012 –> 2013-2019 6.1156663 7868.1993
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 569 3.1989479 2956.0435 29.016215 2000-2012 –> 2013-2019 6.1156663 7868.1993
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate + phosphate_star 569 3.1989479 2956.0435 29.016215 2000-2012 –> 2013-2019 6.1156663 7868.1993
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 569 3.1989479 2956.0435 29.016215 2000-2012 –> 2013-2019 6.1156663 7868.1993
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate + phosphate_star 1204 3.5310176 6472.7033 22.926889 1982-1999 –> 2000-2012 6.7144051 15128.4199
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 1204 3.5310176 6472.7033 22.926889 1982-1999 –> 2000-2012 6.7144051 15128.4199
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate + phosphate_star 1204 3.5310176 6472.7033 22.926889 1982-1999 –> 2000-2012 6.7144051 15128.4199
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1204 3.5310176 6472.7033 22.926889 1982-1999 –> 2000-2012 6.7144051 15128.4199
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1204 3.5310176 6472.7033 22.926889 1982-1999 –> 2000-2012 6.7144051 15128.4199
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate_star 1204 3.5310176 6472.7033 22.926889 1982-1999 –> 2000-2012 6.7144051 15128.4199
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1204 3.5310176 6472.7033 22.926889 1982-1999 –> 2000-2012 6.7144051 15128.4199
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate + phosphate_star 1204 3.5310176 6472.7033 22.926889 1982-1999 –> 2000-2012 6.7144051 15128.4199
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1204 3.5310176 6472.7033 22.926889 1982-1999 –> 2000-2012 6.7144051 15128.4199
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1204 3.5310176 6472.7033 22.926889 1982-1999 –> 2000-2012 6.7144051 15128.4199
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate + phosphate_star 666 3.1959182 3455.6429 27.018389 2000-2012 –> 2013-2019 6.7269357 9928.3462
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 666 3.1959182 3455.6429 27.018389 2000-2012 –> 2013-2019 6.7269357 9928.3462
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate + phosphate_star 666 3.1959182 3455.6429 27.018389 2000-2012 –> 2013-2019 6.7269357 9928.3462
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 666 3.1959182 3455.6429 27.018389 2000-2012 –> 2013-2019 6.7269357 9928.3462
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 666 3.1959182 3455.6429 27.018389 2000-2012 –> 2013-2019 6.7269357 9928.3462
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 666 3.1959182 3455.6429 27.018389 2000-2012 –> 2013-2019 6.7269357 9928.3462
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 666 3.1959182 3455.6429 27.018389 2000-2012 –> 2013-2019 6.7269357 9928.3462
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate_star 666 3.1959182 3455.6429 27.018389 2000-2012 –> 2013-2019 6.7269357 9928.3462
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 666 3.1959182 3455.6429 27.018389 2000-2012 –> 2013-2019 6.7269357 9928.3462
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 666 3.1959182 3455.6429 27.018389 2000-2012 –> 2013-2019 6.7269357 9928.3462
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 804 0.9873842 2277.2379 8.903940 1982-1999 –> 2000-2012 1.8184314 4948.5258
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate_star + phosphate + phosphate_star 804 0.9874834 2277.3995 8.901381 1982-1999 –> 2000-2012 1.8182268 4947.9005
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 804 0.9868544 2278.3749 8.854339 1982-1999 –> 2000-2012 1.8168843 4949.0267
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate + phosphate 804 0.9873842 2277.2379 8.903940 1982-1999 –> 2000-2012 1.8184314 4948.5258
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate + phosphate + phosphate_star 804 0.9873842 2277.2379 8.903940 1982-1999 –> 2000-2012 1.8184314 4948.5258
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate + phosphate_star 804 0.9873842 2277.2379 8.903940 1982-1999 –> 2000-2012 1.8184314 4948.5258
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 804 0.9868544 2278.3749 8.854339 1982-1999 –> 2000-2012 1.8168843 4949.0267
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate 804 0.9874834 2277.3995 8.901381 1982-1999 –> 2000-2012 1.8182268 4947.9005
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate + phosphate_star 804 0.9874834 2277.3995 8.901381 1982-1999 –> 2000-2012 1.8182268 4947.9005
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate_star 804 0.9874834 2277.3995 8.901381 1982-1999 –> 2000-2012 1.8182268 4947.9005
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 434 1.0173491 1262.5685 9.266596 2000-2012 –> 2013-2019 2.0047333 3539.8065
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate_star + phosphate + phosphate_star 434 1.0173601 1262.5779 9.260481 2000-2012 –> 2013-2019 2.0048435 3539.9774
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 434 1.0166672 1263.9865 9.190678 2000-2012 –> 2013-2019 2.0035216 3542.3614
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 434 1.0166672 1263.9865 9.190678 2000-2012 –> 2013-2019 2.0035216 3542.3614
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate + phosphate 434 1.0173491 1262.5685 9.266596 2000-2012 –> 2013-2019 2.0047333 3539.8065
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate + phosphate + phosphate_star 434 1.0173491 1262.5685 9.266596 2000-2012 –> 2013-2019 2.0047333 3539.8065
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate + phosphate_star 434 1.0173491 1262.5685 9.266596 2000-2012 –> 2013-2019 2.0047333 3539.8065
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate 434 1.0173601 1262.5779 9.260481 2000-2012 –> 2013-2019 2.0048435 3539.9774
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate + phosphate_star 434 1.0173601 1262.5779 9.260481 2000-2012 –> 2013-2019 2.0048435 3539.9774
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate_star 434 1.0173601 1262.5779 9.260481 2000-2012 –> 2013-2019 2.0048435 3539.9774
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate + phosphate_star 936 0.7332530 2093.4379 7.182115 1982-1999 –> 2000-2012 1.2960746 4297.7757
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 936 0.7332530 2093.4379 7.182115 1982-1999 –> 2000-2012 1.2960746 4297.7757
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate + phosphate_star 936 0.7332530 2093.4379 7.182115 1982-1999 –> 2000-2012 1.2960746 4297.7757
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 936 0.7332530 2093.4379 7.182115 1982-1999 –> 2000-2012 1.2960746 4297.7757
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 936 0.7332530 2093.4379 7.182115 1982-1999 –> 2000-2012 1.2960746 4297.7757
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate + phosphate_star 936 0.7332530 2093.4379 7.182115 1982-1999 –> 2000-2012 1.2960746 4297.7757
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 936 0.7332530 2093.4379 7.182115 1982-1999 –> 2000-2012 1.2960746 4297.7757
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 936 0.7332530 2093.4379 7.182115 1982-1999 –> 2000-2012 1.2960746 4297.7757
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate + phosphate_star 936 0.7332530 2093.4379 7.182115 1982-1999 –> 2000-2012 1.2960746 4297.7757
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 936 0.7332530 2093.4379 7.182115 1982-1999 –> 2000-2012 1.2960746 4297.7757
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 497 0.8098062 1218.7303 8.335684 2000-2012 –> 2013-2019 1.5430592 3312.1683
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 497 0.8098062 1218.7303 8.335684 2000-2012 –> 2013-2019 1.5430592 3312.1683
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 497 0.8098062 1218.7303 8.335684 2000-2012 –> 2013-2019 1.5430592 3312.1683
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate_star 497 0.8098062 1218.7303 8.335684 2000-2012 –> 2013-2019 1.5430592 3312.1683
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 497 0.8098062 1218.7303 8.335684 2000-2012 –> 2013-2019 1.5430592 3312.1683
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate + phosphate_star 497 0.8098062 1218.7303 8.335684 2000-2012 –> 2013-2019 1.5430592 3312.1683
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 497 0.8098062 1218.7303 8.335684 2000-2012 –> 2013-2019 1.5430592 3312.1683
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 497 0.8098062 1218.7303 8.335684 2000-2012 –> 2013-2019 1.5430592 3312.1683
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate + phosphate_star 497 0.8098062 1218.7303 8.335684 2000-2012 –> 2013-2019 1.5430592 3312.1683
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 497 0.8098062 1218.7303 8.335684 2000-2012 –> 2013-2019 1.5430592 3312.1683
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1540 0.3383167 1050.3104 1.617842 1982-1999 –> 2000-2012 0.7244768 3147.4620
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate + phosphate_star 1540 0.3383167 1050.3104 1.617842 1982-1999 –> 2000-2012 0.7244768 3147.4620
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 1540 0.3383167 1050.3104 1.617842 1982-1999 –> 2000-2012 0.7244768 3147.4620
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 1540 0.3383167 1050.3104 1.617842 1982-1999 –> 2000-2012 0.7244768 3147.4620
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1540 0.3383167 1050.3104 1.617842 1982-1999 –> 2000-2012 0.7244768 3147.4620
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate + phosphate_star 1540 0.3383167 1050.3104 1.617842 1982-1999 –> 2000-2012 0.7244768 3147.4620
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1540 0.3383167 1050.3104 1.617842 1982-1999 –> 2000-2012 0.7244768 3147.4620
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1540 0.3383167 1050.3104 1.617842 1982-1999 –> 2000-2012 0.7244768 3147.4620
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate + phosphate_star 1540 0.3383167 1050.3104 1.617842 1982-1999 –> 2000-2012 0.7244768 3147.4620
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1540 0.3383167 1050.3104 1.617842 1982-1999 –> 2000-2012 0.7244768 3147.4620
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 819 0.5837815 1460.6029 5.171558 2000-2012 –> 2013-2019 0.9220982 2510.9133
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate + phosphate_star 819 0.5837815 1460.6029 5.171558 2000-2012 –> 2013-2019 0.9220982 2510.9133
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 819 0.5837815 1460.6029 5.171558 2000-2012 –> 2013-2019 0.9220982 2510.9133
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 819 0.5837815 1460.6029 5.171558 2000-2012 –> 2013-2019 0.9220982 2510.9133
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 819 0.5837815 1460.6029 5.171558 2000-2012 –> 2013-2019 0.9220982 2510.9133
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate_star 819 0.5837815 1460.6029 5.171558 2000-2012 –> 2013-2019 0.9220982 2510.9133
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 819 0.5837815 1460.6029 5.171558 2000-2012 –> 2013-2019 0.9220982 2510.9133
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate + phosphate_star 819 0.5837815 1460.6029 5.171558 2000-2012 –> 2013-2019 0.9220982 2510.9133
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 819 0.5837815 1460.6029 5.171558 2000-2012 –> 2013-2019 0.9220982 2510.9133
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 819 0.5837815 1460.6029 5.171558 2000-2012 –> 2013-2019 0.9220982 2510.9133
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate + phosphate_star 2693 0.3159903 1455.4947 2.104197 1982-1999 –> 2000-2012 0.5862118 2293.0711
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 2693 0.3159903 1455.4947 2.104197 1982-1999 –> 2000-2012 0.5862118 2293.0711
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate + phosphate_star 2693 0.3159903 1455.4947 2.104197 1982-1999 –> 2000-2012 0.5862118 2293.0711
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 2693 0.3159903 1455.4947 2.104197 1982-1999 –> 2000-2012 0.5862118 2293.0711
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate + phosphate_star 2693 0.3159903 1455.4947 2.104197 1982-1999 –> 2000-2012 0.5862118 2293.0711
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 2693 0.3159903 1455.4947 2.104197 1982-1999 –> 2000-2012 0.5862118 2293.0711
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 2693 0.3159903 1455.4947 2.104197 1982-1999 –> 2000-2012 0.5862118 2293.0711
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 2693 0.3159903 1455.4947 2.104197 1982-1999 –> 2000-2012 0.5862118 2293.0711
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate + phosphate_star 2693 0.3159903 1455.4947 2.104197 1982-1999 –> 2000-2012 0.5862118 2293.0711
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 2693 0.3159903 1455.4947 2.104197 1982-1999 –> 2000-2012 0.5862118 2293.0711
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate + phosphate_star 1557 0.3330850 1013.1749 2.720445 2000-2012 –> 2013-2019 0.6490752 2468.6696
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 1557 0.3330850 1013.1749 2.720445 2000-2012 –> 2013-2019 0.6490752 2468.6696
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate + phosphate_star 1557 0.3330850 1013.1749 2.720445 2000-2012 –> 2013-2019 0.6490752 2468.6696
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1557 0.3330850 1013.1749 2.720445 2000-2012 –> 2013-2019 0.6490752 2468.6696
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1557 0.3330850 1013.1749 2.720445 2000-2012 –> 2013-2019 0.6490752 2468.6696
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate + phosphate_star 1557 0.3330850 1013.1749 2.720445 2000-2012 –> 2013-2019 0.6490752 2468.6696
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 1557 0.3330850 1013.1749 2.720445 2000-2012 –> 2013-2019 0.6490752 2468.6696
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 1557 0.3330850 1013.1749 2.720445 2000-2012 –> 2013-2019 0.6490752 2468.6696
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1557 0.3330850 1013.1749 2.720445 2000-2012 –> 2013-2019 0.6490752 2468.6696
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate + phosphate_star 1557 0.3330850 1013.1749 2.720445 2000-2012 –> 2013-2019 0.6490752 2468.6696
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + nitrate + silicate + phosphate + phosphate_star 5288 5.8704994 33741.5762 32.823104 1982-1999 –> 2000-2012 12.0405560 80348.7455
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 5288 5.8704994 33741.5762 32.823104 1982-1999 –> 2000-2012 12.0405560 80348.7455
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate + phosphate_star 5288 5.8704994 33741.5762 32.823104 1982-1999 –> 2000-2012 12.0405560 80348.7455
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 5288 5.8704994 33741.5762 32.823104 1982-1999 –> 2000-2012 12.0405560 80348.7455
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate 5288 5.8704994 33741.5762 32.823104 1982-1999 –> 2000-2012 12.0405560 80348.7455
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate_star 5288 5.8704994 33741.5762 32.823104 1982-1999 –> 2000-2012 12.0405560 80348.7455
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate 5288 5.8704994 33741.5762 32.823104 1982-1999 –> 2000-2012 12.0405560 80348.7455
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate_star 5288 5.8704994 33741.5762 32.823104 1982-1999 –> 2000-2012 12.0405560 80348.7455
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate 5288 5.8704994 33741.5762 32.823104 1982-1999 –> 2000-2012 12.0405560 80348.7455
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate_star 5288 5.8704994 33741.5762 32.823104 1982-1999 –> 2000-2012 12.0405560 80348.7455
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + nitrate + silicate + phosphate + phosphate_star 2816 5.5779109 17687.8240 25.740680 2000-2012 –> 2013-2019 11.4484102 51429.4002
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate + phosphate_star 2816 5.5779109 17687.8240 25.740680 2000-2012 –> 2013-2019 11.4484102 51429.4002
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate 2816 5.5779109 17687.8240 25.740680 2000-2012 –> 2013-2019 11.4484102 51429.4002
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate_star 2816 5.5779109 17687.8240 25.740680 2000-2012 –> 2013-2019 11.4484102 51429.4002
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + silicate_star + phosphate_star 2816 5.5779109 17687.8240 25.740680 2000-2012 –> 2013-2019 11.4484102 51429.4002
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate 2816 5.5779109 17687.8240 25.740680 2000-2012 –> 2013-2019 11.4484102 51429.4002
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate_star 2816 5.5779109 17687.8240 25.740680 2000-2012 –> 2013-2019 11.4484102 51429.4002
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate 2816 5.5779109 17687.8240 25.740680 2000-2012 –> 2013-2019 11.4484102 51429.4002
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate + phosphate_star 2816 5.5779109 17687.8240 25.740680 2000-2012 –> 2013-2019 11.4484102 51429.4002
Indo-Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate_star 2816 5.5779109 17687.8240 25.740680 2000-2012 –> 2013-2019 11.4484102 51429.4002
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate + phosphate_star 5525 4.3695428 31992.2458 49.315429 1982-1999 –> 2000-2012 8.3981502 75388.0758
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 5525 4.3695428 31992.2458 49.315429 1982-1999 –> 2000-2012 8.3981502 75388.0758
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate + phosphate_star 5525 4.3695428 31992.2458 49.315429 1982-1999 –> 2000-2012 8.3981502 75388.0758
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 5525 4.3695428 31992.2458 49.315429 1982-1999 –> 2000-2012 8.3981502 75388.0758
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 5525 4.3695428 31992.2458 49.315429 1982-1999 –> 2000-2012 8.3981502 75388.0758
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 5525 4.3695428 31992.2458 49.315429 1982-1999 –> 2000-2012 8.3981502 75388.0758
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 5525 4.3695428 31992.2458 49.315429 1982-1999 –> 2000-2012 8.3981502 75388.0758
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 5525 4.3695428 31992.2458 49.315429 1982-1999 –> 2000-2012 8.3981502 75388.0758
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate + phosphate_star 5525 4.3695428 31992.2458 49.315429 1982-1999 –> 2000-2012 8.3981502 75388.0758
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 5525 4.3695428 31992.2458 49.315429 1982-1999 –> 2000-2012 8.3981502 75388.0758
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 2918 4.2073013 16684.2151 55.736884 2000-2012 –> 2013-2019 8.5768441 48676.4609
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate + phosphate_star 2918 4.2073013 16684.2151 55.736884 2000-2012 –> 2013-2019 8.5768441 48676.4609
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 2918 4.2073013 16684.2151 55.736884 2000-2012 –> 2013-2019 8.5768441 48676.4609
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 2918 4.2073013 16684.2151 55.736884 2000-2012 –> 2013-2019 8.5768441 48676.4609
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate_star 2918 4.2073013 16684.2151 55.736884 2000-2012 –> 2013-2019 8.5768441 48676.4609
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 2918 4.2073013 16684.2151 55.736884 2000-2012 –> 2013-2019 8.5768441 48676.4609
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 2918 4.2073013 16684.2151 55.736884 2000-2012 –> 2013-2019 8.5768441 48676.4609
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 2918 4.2073013 16684.2151 55.736884 2000-2012 –> 2013-2019 8.5768441 48676.4609
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate + phosphate_star 2918 4.2073013 16684.2151 55.736884 2000-2012 –> 2013-2019 8.5768441 48676.4609
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 2918 4.2073013 16684.2151 55.736884 2000-2012 –> 2013-2019 8.5768441 48676.4609
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 4544 3.7883819 25017.9750 25.871154 1982-1999 –> 2000-2012 7.4920814 59346.7074
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate + phosphate_star 4544 3.7883819 25017.9750 25.871154 1982-1999 –> 2000-2012 7.4920814 59346.7074
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 4544 3.7883819 25017.9750 25.871154 1982-1999 –> 2000-2012 7.4920814 59346.7074
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 4544 3.7883819 25017.9750 25.871154 1982-1999 –> 2000-2012 7.4920814 59346.7074
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 4544 3.7883819 25017.9750 25.871154 1982-1999 –> 2000-2012 7.4920814 59346.7074
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate_star 4544 3.7883819 25017.9750 25.871154 1982-1999 –> 2000-2012 7.4920814 59346.7074
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 4544 3.7883819 25017.9750 25.871154 1982-1999 –> 2000-2012 7.4920814 59346.7074
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 4544 3.7883819 25017.9750 25.871154 1982-1999 –> 2000-2012 7.4920814 59346.7074
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 4544 3.7883819 25017.9750 25.871154 1982-1999 –> 2000-2012 7.4920814 59346.7074
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 4544 3.7883819 25017.9750 25.871154 1982-1999 –> 2000-2012 7.4920814 59346.7074
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 2447 4.1092818 13878.7222 29.174056 2000-2012 –> 2013-2019 7.8976637 38896.6972
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate + phosphate_star 2447 4.1092818 13878.7222 29.174056 2000-2012 –> 2013-2019 7.8976637 38896.6972
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 2447 4.1092818 13878.7222 29.174056 2000-2012 –> 2013-2019 7.8976637 38896.6972
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 2447 4.1092818 13878.7222 29.174056 2000-2012 –> 2013-2019 7.8976637 38896.6972
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 2447 4.1092818 13878.7222 29.174056 2000-2012 –> 2013-2019 7.8976637 38896.6972
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate_star 2447 4.1092818 13878.7222 29.174056 2000-2012 –> 2013-2019 7.8976637 38896.6972
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 2447 4.1092818 13878.7222 29.174056 2000-2012 –> 2013-2019 7.8976637 38896.6972
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate + phosphate_star 2447 4.1092818 13878.7222 29.174056 2000-2012 –> 2013-2019 7.8976637 38896.6972
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 2447 4.1092818 13878.7222 29.174056 2000-2012 –> 2013-2019 7.8976637 38896.6972
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 2447 4.1092818 13878.7222 29.174056 2000-2012 –> 2013-2019 7.8976637 38896.6972
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 5354 4.0686072 30238.5379 20.211284 1982-1999 –> 2000-2012 7.5960628 70615.3985
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate + phosphate_star 5354 4.0686072 30238.5379 20.211284 1982-1999 –> 2000-2012 7.5960628 70615.3985
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 5354 4.0686072 30238.5379 20.211284 1982-1999 –> 2000-2012 7.5960628 70615.3985
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 5354 4.0686072 30238.5379 20.211284 1982-1999 –> 2000-2012 7.5960628 70615.3985
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate_star 5354 4.0686072 30238.5379 20.211284 1982-1999 –> 2000-2012 7.5960628 70615.3985
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 5354 4.0686072 30238.5379 20.211284 1982-1999 –> 2000-2012 7.5960628 70615.3985
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 5354 4.0686072 30238.5379 20.211284 1982-1999 –> 2000-2012 7.5960628 70615.3985
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 5354 4.0686072 30238.5379 20.211284 1982-1999 –> 2000-2012 7.5960628 70615.3985
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate + phosphate_star 5354 4.0686072 30238.5379 20.211284 1982-1999 –> 2000-2012 7.5960628 70615.3985
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 5354 4.0686072 30238.5379 20.211284 1982-1999 –> 2000-2012 7.5960628 70615.3985
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 2868 4.4456859 16714.7657 18.413340 2000-2012 –> 2013-2019 8.5142930 46953.3037
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate + phosphate_star 2868 4.4456859 16714.7657 18.413340 2000-2012 –> 2013-2019 8.5142930 46953.3037
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 2868 4.4456859 16714.7657 18.413340 2000-2012 –> 2013-2019 8.5142930 46953.3037
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 2868 4.4456859 16714.7657 18.413340 2000-2012 –> 2013-2019 8.5142930 46953.3037
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate_star 2868 4.4456859 16714.7657 18.413340 2000-2012 –> 2013-2019 8.5142930 46953.3037
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 2868 4.4456859 16714.7657 18.413340 2000-2012 –> 2013-2019 8.5142930 46953.3037
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 2868 4.4456859 16714.7657 18.413340 2000-2012 –> 2013-2019 8.5142930 46953.3037
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 2868 4.4456859 16714.7657 18.413340 2000-2012 –> 2013-2019 8.5142930 46953.3037
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate + phosphate_star 2868 4.4456859 16714.7657 18.413340 2000-2012 –> 2013-2019 8.5142930 46953.3037
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 2868 4.4456859 16714.7657 18.413340 2000-2012 –> 2013-2019 8.5142930 46953.3037
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate + phosphate_star 6466 3.6843471 35232.2482 42.550831 1982-1999 –> 2000-2012 6.7021130 79849.7973
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 6466 3.6843471 35232.2482 42.550831 1982-1999 –> 2000-2012 6.7021130 79849.7973
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate + phosphate_star 6466 3.6843471 35232.2482 42.550831 1982-1999 –> 2000-2012 6.7021130 79849.7973
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 6466 3.6843471 35232.2482 42.550831 1982-1999 –> 2000-2012 6.7021130 79849.7973
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 6466 3.6843471 35232.2482 42.550831 1982-1999 –> 2000-2012 6.7021130 79849.7973
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate + phosphate_star 6466 3.6843471 35232.2482 42.550831 1982-1999 –> 2000-2012 6.7021130 79849.7973
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 6466 3.6843471 35232.2482 42.550831 1982-1999 –> 2000-2012 6.7021130 79849.7973
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 6466 3.6843471 35232.2482 42.550831 1982-1999 –> 2000-2012 6.7021130 79849.7973
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 6466 3.6843471 35232.2482 42.550831 1982-1999 –> 2000-2012 6.7021130 79849.7973
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate + phosphate_star 6466 3.6843471 35232.2482 42.550831 1982-1999 –> 2000-2012 6.7021130 79849.7973
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 3470 4.3044979 19995.4772 31.639625 2000-2012 –> 2013-2019 7.9888450 55227.7255
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate + phosphate_star 3470 4.3044979 19995.4772 31.639625 2000-2012 –> 2013-2019 7.9888450 55227.7255
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 3470 4.3044979 19995.4772 31.639625 2000-2012 –> 2013-2019 7.9888450 55227.7255
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 3470 4.3044979 19995.4772 31.639625 2000-2012 –> 2013-2019 7.9888450 55227.7255
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate_star 3470 4.3044979 19995.4772 31.639625 2000-2012 –> 2013-2019 7.9888450 55227.7255
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 3470 4.3044979 19995.4772 31.639625 2000-2012 –> 2013-2019 7.9888450 55227.7255
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate + phosphate_star 3470 4.3044979 19995.4772 31.639625 2000-2012 –> 2013-2019 7.9888450 55227.7255
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 3470 4.3044979 19995.4772 31.639625 2000-2012 –> 2013-2019 7.9888450 55227.7255
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 3470 4.3044979 19995.4772 31.639625 2000-2012 –> 2013-2019 7.9888450 55227.7255
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate + phosphate_star 3470 4.3044979 19995.4772 31.639625 2000-2012 –> 2013-2019 7.9888450 55227.7255
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate + phosphate_star 5847 3.1694873 30100.9131 32.456526 1982-1999 –> 2000-2012 5.9497930 68655.5399
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 5847 3.1694873 30100.9131 32.456526 1982-1999 –> 2000-2012 5.9497930 68655.5399
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate + phosphate_star 5847 3.1694873 30100.9131 32.456526 1982-1999 –> 2000-2012 5.9497930 68655.5399
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 5847 3.1694873 30100.9131 32.456526 1982-1999 –> 2000-2012 5.9497930 68655.5399
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 5847 3.1694873 30100.9131 32.456526 1982-1999 –> 2000-2012 5.9497930 68655.5399
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate + phosphate_star 5847 3.1694873 30100.9131 32.456526 1982-1999 –> 2000-2012 5.9497930 68655.5399
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 5847 3.1694873 30100.9131 32.456526 1982-1999 –> 2000-2012 5.9497930 68655.5399
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 5847 3.1694873 30100.9131 32.456526 1982-1999 –> 2000-2012 5.9497930 68655.5399
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate + phosphate_star 5847 3.1694873 30100.9131 32.456526 1982-1999 –> 2000-2012 5.9497930 68655.5399
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 5847 3.1694873 30100.9131 32.456526 1982-1999 –> 2000-2012 5.9497930 68655.5399
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate + phosphate_star 3127 3.6527302 16993.9415 32.104464 2000-2012 –> 2013-2019 6.8222175 47094.8546
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 3127 3.6527302 16993.9415 32.104464 2000-2012 –> 2013-2019 6.8222175 47094.8546
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate + phosphate_star 3127 3.6527302 16993.9415 32.104464 2000-2012 –> 2013-2019 6.8222175 47094.8546
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 3127 3.6527302 16993.9415 32.104464 2000-2012 –> 2013-2019 6.8222175 47094.8546
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 3127 3.6527302 16993.9415 32.104464 2000-2012 –> 2013-2019 6.8222175 47094.8546
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate + phosphate_star 3127 3.6527302 16993.9415 32.104464 2000-2012 –> 2013-2019 6.8222175 47094.8546
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 3127 3.6527302 16993.9415 32.104464 2000-2012 –> 2013-2019 6.8222175 47094.8546
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 3127 3.6527302 16993.9415 32.104464 2000-2012 –> 2013-2019 6.8222175 47094.8546
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate + phosphate_star 3127 3.6527302 16993.9415 32.104464 2000-2012 –> 2013-2019 6.8222175 47094.8546
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 3127 3.6527302 16993.9415 32.104464 2000-2012 –> 2013-2019 6.8222175 47094.8546
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 5836 2.9783170 29318.1854 12.869829 1982-1999 –> 2000-2012 5.1744982 65089.9113
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate + phosphate_star 5836 2.9783170 29318.1854 12.869829 1982-1999 –> 2000-2012 5.1744982 65089.9113
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 5836 2.9783170 29318.1854 12.869829 1982-1999 –> 2000-2012 5.1744982 65089.9113
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 5836 2.9783170 29318.1854 12.869829 1982-1999 –> 2000-2012 5.1744982 65089.9113
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate_star 5836 2.9783170 29318.1854 12.869829 1982-1999 –> 2000-2012 5.1744982 65089.9113
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 5836 2.9783170 29318.1854 12.869829 1982-1999 –> 2000-2012 5.1744982 65089.9113
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 5836 2.9783170 29318.1854 12.869829 1982-1999 –> 2000-2012 5.1744982 65089.9113
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 5836 2.9783170 29318.1854 12.869829 1982-1999 –> 2000-2012 5.1744982 65089.9113
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate + phosphate_star 5836 2.9783170 29318.1854 12.869829 1982-1999 –> 2000-2012 5.1744982 65089.9113
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 5836 2.9783170 29318.1854 12.869829 1982-1999 –> 2000-2012 5.1744982 65089.9113
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate_star + phosphate + phosphate_star 3104 3.4604594 16531.3901 13.773141 2000-2012 –> 2013-2019 6.4390098 45848.4901
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 3104 3.4602176 16532.9562 13.845770 2000-2012 –> 2013-2019 6.4385346 45851.1416
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 3104 3.4602176 16532.9562 13.845770 2000-2012 –> 2013-2019 6.4385346 45851.1416
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate_star 3104 3.4602176 16532.9562 13.845770 2000-2012 –> 2013-2019 6.4385346 45851.1416
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 3104 3.4602176 16532.9562 13.845770 2000-2012 –> 2013-2019 6.4385346 45851.1416
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 3104 3.4602176 16532.9562 13.845770 2000-2012 –> 2013-2019 6.4385346 45851.1416
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 3104 3.4602176 16532.9562 13.845770 2000-2012 –> 2013-2019 6.4385346 45851.1416
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate 3104 3.4604594 16531.3901 13.773141 2000-2012 –> 2013-2019 6.4390098 45848.4901
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate + phosphate_star 3104 3.4604594 16531.3901 13.773141 2000-2012 –> 2013-2019 6.4390098 45848.4901
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate_star 3104 3.4604594 16531.3901 13.773141 2000-2012 –> 2013-2019 6.4390098 45848.4901
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate + phosphate_star 2317 2.6289513 11072.5162 21.934772 1982-1999 –> 2000-2012 4.5090898 23929.3942
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 2317 2.6289513 11072.5162 21.934772 1982-1999 –> 2000-2012 4.5090898 23929.3942
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate + phosphate_star 2317 2.6289513 11072.5162 21.934772 1982-1999 –> 2000-2012 4.5090898 23929.3942
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 2317 2.6289513 11072.5162 21.934772 1982-1999 –> 2000-2012 4.5090898 23929.3942
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 2317 2.6289513 11072.5162 21.934772 1982-1999 –> 2000-2012 4.5090898 23929.3942
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate + phosphate_star 2317 2.6289513 11072.5162 21.934772 1982-1999 –> 2000-2012 4.5090898 23929.3942
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 2317 2.6289513 11072.5162 21.934772 1982-1999 –> 2000-2012 4.5090898 23929.3942
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 2317 2.6289513 11072.5162 21.934772 1982-1999 –> 2000-2012 4.5090898 23929.3942
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate_star 2317 2.6289513 11072.5162 21.934772 1982-1999 –> 2000-2012 4.5090898 23929.3942
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 2317 2.6289513 11072.5162 21.934772 1982-1999 –> 2000-2012 4.5090898 23929.3942
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate + phosphate_star 1264 2.9672019 6354.5784 33.274356 2000-2012 –> 2013-2019 5.5961533 17427.0947
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 1264 2.9672019 6354.5784 33.274356 2000-2012 –> 2013-2019 5.5961533 17427.0947
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate + phosphate_star 1264 2.9672019 6354.5784 33.274356 2000-2012 –> 2013-2019 5.5961533 17427.0947
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1264 2.9672019 6354.5784 33.274356 2000-2012 –> 2013-2019 5.5961533 17427.0947
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1264 2.9672019 6354.5784 33.274356 2000-2012 –> 2013-2019 5.5961533 17427.0947
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1264 2.9672019 6354.5784 33.274356 2000-2012 –> 2013-2019 5.5961533 17427.0947
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1264 2.9672019 6354.5784 33.274356 2000-2012 –> 2013-2019 5.5961533 17427.0947
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1264 2.9672019 6354.5784 33.274356 2000-2012 –> 2013-2019 5.5961533 17427.0947
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1264 2.9672019 6354.5784 33.274356 2000-2012 –> 2013-2019 5.5961533 17427.0947
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1264 2.9672019 6354.5784 33.274356 2000-2012 –> 2013-2019 5.5961533 17427.0947
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate + phosphate_star 2907 2.7011461 14042.9418 28.633357 1982-1999 –> 2000-2012 4.7939723 31361.7225
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 2907 2.7011461 14042.9418 28.633357 1982-1999 –> 2000-2012 4.7939723 31361.7225
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate_star + phosphate + phosphate_star 2907 2.7011461 14042.9418 28.633357 1982-1999 –> 2000-2012 4.7939723 31361.7225
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 2907 2.7011461 14042.9418 28.633357 1982-1999 –> 2000-2012 4.7939723 31361.7225
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate 2907 2.7011461 14042.9418 28.633357 1982-1999 –> 2000-2012 4.7939723 31361.7225
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate + phosphate_star 2907 2.7011461 14042.9418 28.633357 1982-1999 –> 2000-2012 4.7939723 31361.7225
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 2907 2.7011461 14042.9418 28.633357 1982-1999 –> 2000-2012 4.7939723 31361.7225
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 2907 2.7011461 14042.9418 28.633357 1982-1999 –> 2000-2012 4.7939723 31361.7225
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star + phosphate 2907 2.7011461 14042.9418 28.633357 1982-1999 –> 2000-2012 4.7939723 31361.7225
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star + phosphate + phosphate_star 2907 2.7011461 14042.9418 28.633357 1982-1999 –> 2000-2012 4.7939723 31361.7225
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1542 3.1767686 7954.6926 31.850384 2000-2012 –> 2013-2019 5.8794254 21998.8853
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate + phosphate_star 1542 3.1761372 7956.0795 31.940854 2000-2012 –> 2013-2019 5.8772832 21999.0214
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 1542 3.1761372 7956.0795 31.940854 2000-2012 –> 2013-2019 5.8772832 21999.0214
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate_star + phosphate + phosphate_star 1542 3.1761372 7956.0795 31.940854 2000-2012 –> 2013-2019 5.8772832 21999.0214
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 1542 3.1761372 7956.0795 31.940854 2000-2012 –> 2013-2019 5.8772832 21999.0214
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + aou + nitrate + phosphate 1542 3.1767686 7954.6926 31.850384 2000-2012 –> 2013-2019 5.8794254 21998.8853
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + aou + nitrate + phosphate + phosphate_star 1542 3.1767686 7954.6926 31.850384 2000-2012 –> 2013-2019 5.8794254 21998.8853
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + aou + nitrate + phosphate_star 1542 3.1767686 7954.6926 31.850384 2000-2012 –> 2013-2019 5.8794254 21998.8853
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate 1542 3.1761372 7956.0795 31.940854 2000-2012 –> 2013-2019 5.8772832 21999.0214
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star + phosphate 1542 3.1761372 7956.0795 31.940854 2000-2012 –> 2013-2019 5.8772832 21999.0214
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate + phosphate_star 2467 2.1513187 10798.8864 8.032399 1982-1999 –> 2000-2012 4.0117616 25270.5770
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 2467 2.1513187 10798.8864 8.032399 1982-1999 –> 2000-2012 4.0117616 25270.5770
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate + phosphate_star 2467 2.1513187 10798.8864 8.032399 1982-1999 –> 2000-2012 4.0117616 25270.5770
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 2467 2.1513187 10798.8864 8.032399 1982-1999 –> 2000-2012 4.0117616 25270.5770
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 2467 2.1513187 10798.8864 8.032399 1982-1999 –> 2000-2012 4.0117616 25270.5770
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 2467 2.1513187 10798.8864 8.032399 1982-1999 –> 2000-2012 4.0117616 25270.5770
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 2467 2.1513187 10798.8864 8.032399 1982-1999 –> 2000-2012 4.0117616 25270.5770
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 2467 2.1513187 10798.8864 8.032399 1982-1999 –> 2000-2012 4.0117616 25270.5770
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate + phosphate_star 2467 2.1513187 10798.8864 8.032399 1982-1999 –> 2000-2012 4.0117616 25270.5770
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 2467 2.1513187 10798.8864 8.032399 1982-1999 –> 2000-2012 4.0117616 25270.5770
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1354 2.3752818 6203.2199 8.355865 2000-2012 –> 2013-2019 4.5266005 17002.1063
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate + phosphate_star 1354 2.3752818 6203.2199 8.355865 2000-2012 –> 2013-2019 4.5266005 17002.1063
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1354 2.3752818 6203.2199 8.355865 2000-2012 –> 2013-2019 4.5266005 17002.1063
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 1354 2.3752818 6203.2199 8.355865 2000-2012 –> 2013-2019 4.5266005 17002.1063
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 1354 2.3752818 6203.2199 8.355865 2000-2012 –> 2013-2019 4.5266005 17002.1063
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1354 2.3752818 6203.2199 8.355865 2000-2012 –> 2013-2019 4.5266005 17002.1063
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate + phosphate_star 1354 2.3752818 6203.2199 8.355865 2000-2012 –> 2013-2019 4.5266005 17002.1063
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1354 2.3752818 6203.2199 8.355865 2000-2012 –> 2013-2019 4.5266005 17002.1063
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate + phosphate_star 1354 2.3752818 6203.2199 8.355865 2000-2012 –> 2013-2019 4.5266005 17002.1063
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1354 2.3752818 6203.2199 8.355865 2000-2012 –> 2013-2019 4.5266005 17002.1063
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate + phosphate_star 1718 1.6596412 6634.1553 10.112265 1982-1999 –> 2000-2012 3.0763941 15679.5548
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 1718 1.6596412 6634.1553 10.112265 1982-1999 –> 2000-2012 3.0763941 15679.5548
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate + phosphate_star 1718 1.6596412 6634.1553 10.112265 1982-1999 –> 2000-2012 3.0763941 15679.5548
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1718 1.6596412 6634.1553 10.112265 1982-1999 –> 2000-2012 3.0763941 15679.5548
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate + phosphate_star 1718 1.6596412 6634.1553 10.112265 1982-1999 –> 2000-2012 3.0763941 15679.5548
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 1718 1.6596412 6634.1553 10.112265 1982-1999 –> 2000-2012 3.0763941 15679.5548
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 1718 1.6596412 6634.1553 10.112265 1982-1999 –> 2000-2012 3.0763941 15679.5548
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1718 1.6596412 6634.1553 10.112265 1982-1999 –> 2000-2012 3.0763941 15679.5548
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate + phosphate_star 1718 1.6596412 6634.1553 10.112265 1982-1999 –> 2000-2012 3.0763941 15679.5548
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1718 1.6596412 6634.1553 10.112265 1982-1999 –> 2000-2012 3.0763941 15679.5548
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 966 1.8625995 3961.0413 10.132291 2000-2012 –> 2013-2019 3.5222407 10595.1966
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate + phosphate_star 966 1.8625995 3961.0413 10.132291 2000-2012 –> 2013-2019 3.5222407 10595.1966
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 966 1.8625995 3961.0413 10.132291 2000-2012 –> 2013-2019 3.5222407 10595.1966
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 966 1.8625995 3961.0413 10.132291 2000-2012 –> 2013-2019 3.5222407 10595.1966
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate + phosphate_star 966 1.8625995 3961.0413 10.132291 2000-2012 –> 2013-2019 3.5222407 10595.1966
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate_star 966 1.8625995 3961.0413 10.132291 2000-2012 –> 2013-2019 3.5222407 10595.1966
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 966 1.8625995 3961.0413 10.132291 2000-2012 –> 2013-2019 3.5222407 10595.1966
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate + phosphate_star 966 1.8625995 3961.0413 10.132291 2000-2012 –> 2013-2019 3.5222407 10595.1966
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 966 1.8625995 3961.0413 10.132291 2000-2012 –> 2013-2019 3.5222407 10595.1966
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 966 1.8625995 3961.0413 10.132291 2000-2012 –> 2013-2019 3.5222407 10595.1966
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 14627 1.1913295 46649.1221 13.074387 1982-1999 –> 2000-2012 2.2118753 105202.4830
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate + phosphate_star 14627 1.1913295 46649.1221 13.074387 1982-1999 –> 2000-2012 2.2118753 105202.4830
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 14627 1.1913295 46649.1221 13.074387 1982-1999 –> 2000-2012 2.2118753 105202.4830
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 14627 1.1913295 46649.1221 13.074387 1982-1999 –> 2000-2012 2.2118753 105202.4830
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate_star 14627 1.1913295 46649.1221 13.074387 1982-1999 –> 2000-2012 2.2118753 105202.4830
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 14627 1.1913295 46649.1221 13.074387 1982-1999 –> 2000-2012 2.2118753 105202.4830
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 14627 1.1913295 46649.1221 13.074387 1982-1999 –> 2000-2012 2.2118753 105202.4830
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 14627 1.1913295 46649.1221 13.074387 1982-1999 –> 2000-2012 2.2118753 105202.4830
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate + phosphate_star 14627 1.1913295 46649.1221 13.074387 1982-1999 –> 2000-2012 2.2118753 105202.4830
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 14627 1.1913295 46649.1221 13.074387 1982-1999 –> 2000-2012 2.2118753 105202.4830
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 7804 1.3463098 26806.1024 10.367173 2000-2012 –> 2013-2019 2.5376393 73455.2245
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate + phosphate_star 7804 1.3463098 26806.1024 10.367173 2000-2012 –> 2013-2019 2.5376393 73455.2245
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 7804 1.3463098 26806.1024 10.367173 2000-2012 –> 2013-2019 2.5376393 73455.2245
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate 7804 1.3463098 26806.1024 10.367173 2000-2012 –> 2013-2019 2.5376393 73455.2245
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + silicate_star + phosphate_star 7804 1.3463098 26806.1024 10.367173 2000-2012 –> 2013-2019 2.5376393 73455.2245
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 7804 1.3463098 26806.1024 10.367173 2000-2012 –> 2013-2019 2.5376393 73455.2245
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 7804 1.3463098 26806.1024 10.367173 2000-2012 –> 2013-2019 2.5376393 73455.2245
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 7804 1.3463098 26806.1024 10.367173 2000-2012 –> 2013-2019 2.5376393 73455.2245
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate + phosphate_star 7804 1.3463098 26806.1024 10.367173 2000-2012 –> 2013-2019 2.5376393 73455.2245
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 7804 1.3463098 26806.1024 10.367173 2000-2012 –> 2013-2019 2.5376393 73455.2245

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 2.3458438 1194.2659
Atlantic (-Inf,26] 2000-2012 –> 2013-2019 2.0936914 699.4691
Atlantic (26,26.5] 1982-1999 –> 2000-2012 6.4070517 13316.0460
Atlantic (26,26.5] 2000-2012 –> 2013-2019 6.2292432 8307.1154
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 6.0827330 16674.6008
Atlantic (26.5,26.75] 2000-2012 –> 2013-2019 6.4024809 10603.2631
Atlantic (26.75,27] 1982-1999 –> 2000-2012 3.4513206 21493.5208
Atlantic (26.75,27] 2000-2012 –> 2013-2019 4.1513732 15631.6529
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.1780603 17367.0116
Atlantic (27,27.25] 2000-2012 –> 2013-2019 3.8092897 12941.1749
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 3.7585043 19804.2779
Atlantic (27.25,27.5] 2000-2012 –> 2013-2019 4.8456617 14214.0555
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 4.4225209 28805.9963
Atlantic (27.5,27.75] 2000-2012 –> 2013-2019 5.0571966 20116.5712
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 2.9888702 8619.6617
Atlantic (27.75,27.85] 2000-2012 –> 2013-2019 3.0949714 5737.4410
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 5.5922061 11351.1595
Atlantic (27.85,27.95] 2000-2012 –> 2013-2019 6.1156663 7868.1993
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 6.7144051 15128.4199
Atlantic (27.95,28.05] 2000-2012 –> 2013-2019 6.7269357 9928.3462
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 1.8180401 4948.3759
Atlantic (28.05,28.1] 2000-2012 –> 2013-2019 2.0045350 3540.3858
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 1.2960746 4297.7757
Atlantic (28.1,28.15] 2000-2012 –> 2013-2019 1.5430592 3312.1683
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 0.7244768 3147.4620
Atlantic (28.15,28.2] 2000-2012 –> 2013-2019 0.9220982 2510.9133
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 0.5862118 2293.0711
Atlantic (28.2, Inf] 2000-2012 –> 2013-2019 0.6490752 2468.6696
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 12.0405560 80348.7455
Indo-Pacific (-Inf,26] 2000-2012 –> 2013-2019 11.4484102 51429.4002
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 8.3981502 75388.0758
Indo-Pacific (26,26.5] 2000-2012 –> 2013-2019 8.5768441 48676.4609
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 7.4920814 59346.7074
Indo-Pacific (26.5,26.75] 2000-2012 –> 2013-2019 7.8976637 38896.6972
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 7.5960628 70615.3985
Indo-Pacific (26.75,27] 2000-2012 –> 2013-2019 8.5142930 46953.3037
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 6.7021130 79849.7973
Indo-Pacific (27,27.25] 2000-2012 –> 2013-2019 7.9888450 55227.7255
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 5.9497930 68655.5399
Indo-Pacific (27.25,27.5] 2000-2012 –> 2013-2019 6.8222175 47094.8546
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 5.1744982 65089.9113
Indo-Pacific (27.5,27.75] 2000-2012 –> 2013-2019 6.4387246 45850.0810
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 4.5090898 23929.3942
Indo-Pacific (27.75,27.85] 2000-2012 –> 2013-2019 5.5961533 17427.0947
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 4.7939723 31361.7225
Indo-Pacific (27.85,27.95] 2000-2012 –> 2013-2019 5.8781401 21998.9670
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 4.0117616 25270.5770
Indo-Pacific (27.95,28.05] 2000-2012 –> 2013-2019 4.5266005 17002.1063
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 3.0763941 15679.5548
Indo-Pacific (28.05,28.1] 2000-2012 –> 2013-2019 3.5222407 10595.1966
Indo-Pacific (28.1, Inf] 1982-1999 –> 2000-2012 2.2118753 105202.4830
Indo-Pacific (28.1, Inf] 2000-2012 –> 2013-2019 2.5376393 73455.2245

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 3 - 9).

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
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19

6.1.2 Best models

lm_best_target %>%
  ggplot(aes("",
             !!sym(params_local$MLR_criterion),
             col = basin)) +
  geom_hline(yintercept = 10) +
  geom_boxplot() +
  facet_grid(gamma_slab~era) +
  scale_color_brewer(palette = "Set1") +
  labs(x="Number of predictors pooled")

Version Author Date
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19

6.2 RMSE correlation between eras

RMSE was plotted to compare the agreement for one model applied to two adjacent eras (ie check whether the same predictor combination performs equal in both eras).

6.2.1 All models

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

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

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

6.2.2 Best models

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

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

Version Author Date
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate oxygen phosphate phosphate_star sal silicate silicate_star temp
Atlantic - 1982-1999 --> 2000-2012
(-Inf,26] 10 7 6 6 8 10 8 5 0
(26,26.5] 10 7 6 7 7 10 7 6 10
(26.5,26.75] 10 7 6 7 7 0 8 5 10
(26.75,27] 10 7 6 10 4 10 9 4 10
(27,27.25] 10 7 10 8 2 10 8 5 10
(27.25,27.5] 10 10 7 7 6 10 6 4 10
(27.5,27.75] 10 9 7 10 3 10 7 4 10
(27.75,27.85] 10 9 6 10 4 10 7 4 10
(27.85,27.95] 10 6 6 9 5 10 8 6 10
(27.95,28.05] 10 8 6 6 8 10 6 6 10
(28.05,28.1] 10 1 8 6 6 10 6 5 10
(28.1,28.15] 10 6 6 8 6 10 6 8 10
(28.15,28.2] 10 7 10 8 2 10 7 6 10
(28.2, Inf] 10 10 7 9 4 10 6 4 10
total 140.00 101.00 97.00 111.00 72.00 130.00 99.00 72.00 130.00
Atlantic - 2000-2012 --> 2013-2019
(-Inf,26] 10 7 10 6 4 10 7 6 0
(26,26.5] 10 7 6 7 7 10 7 6 10
(26.5,26.75] 10 8 6 6 8 0 7 5 10
(26.75,27] 10 6 9 6 5 10 9 5 10
(27,27.25] 10 6 9 7 4 10 10 4 10
(27.25,27.5] 10 10 9 7 4 10 6 4 0
(27.5,27.75] 10 6 3 10 3 10 8 6 4
(27.75,27.85] 10 7 6 10 4 10 7 6 10
(27.85,27.95] 10 6 6 6 8 10 8 6 10
(27.95,28.05] 10 9 6 7 7 10 7 4 10
(28.05,28.1] 10 2 8 6 6 10 5 5 10
(28.1,28.15] 10 7 10 6 4 10 7 6 10
(28.15,28.2] 10 9 10 7 3 10 7 4 10
(28.2, Inf] 10 9 6 10 4 10 7 4 10
total 140.00 99.00 104.00 101.00 71.00 130.00 102.00 71.00 114.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 10 7 6 7 7 10 7 6 0
(26,26.5] 10 6 6 7 7 10 8 6 10
(26.5,26.75] 10 8 10 6 4 10 8 4 10
(26.75,27] 10 7 10 6 4 10 8 5 10
(27,27.25] 10 7 6 10 4 10 8 5 10
(27.25,27.5] 10 6 6 8 6 10 6 8 10
(27.5,27.75] 10 7 10 6 4 10 8 5 10
(27.75,27.85] 10 9 6 8 6 10 8 3 10
(27.85,27.95] 10 9 6 10 4 0 7 4 10
(27.95,28.05] 10 6 6 9 5 10 8 6 10
(28.05,28.1] 10 10 7 9 4 10 6 4 10
(28.1, Inf] 10 7 10 6 4 10 8 5 10
total 120.00 89.00 89.00 92.00 59.00 110.00 90.00 61.00 110.00
Indo-Pacific - 2000-2012 --> 2013-2019
(-Inf,26] 10 7 8 6 6 10 7 6 0
(26,26.5] 10 7 10 6 4 10 8 5 10
(26.5,26.75] 10 9 10 6 4 10 7 4 10
(26.75,27] 10 7 10 6 4 10 8 5 10
(27,27.25] 10 8 10 7 3 10 7 5 10
(27.25,27.5] 10 6 6 8 6 10 6 8 10
(27.5,27.75] 10 4 9 5 6 10 5 7 10
(27.75,27.85] 10 7 6 7 7 10 7 6 10
(27.85,27.95] 10 9 5 9 6 0 4 3 10
(27.95,28.05] 10 7 10 8 2 10 8 5 10
(28.05,28.1] 10 9 10 6 4 10 7 4 10
(28.1, Inf] 10 7 10 6 4 10 8 5 10
total 120.00 87.00 104.00 80.00 56.00 110.00 82.00 63.00 110.00

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
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
lm_best %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 

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

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

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

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

other attached packages:
 [1] gt_0.2.2         corrr_0.4.3      broom_0.7.5      kableExtra_1.3.1
 [5] knitr_1.30       olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9 
 [9] metR_0.9.0       scico_1.2.0      patchwork_1.1.1  collapse_1.5.0  
[13] forcats_0.5.0    stringr_1.4.0    dplyr_1.0.2      purrr_0.3.4     
[17] readr_1.4.0      tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3   
[21] tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_2.0-0         withr_2.3.0             
[13] gridExtra_2.3            tidyselect_1.1.0         curl_4.3                
[16] compiler_4.0.3           git2r_0.27.1             cli_2.2.0               
[19] rvest_0.3.6              xml2_1.3.2               sass_0.2.0              
[22] labeling_0.4.2           scales_1.1.1             checkmate_2.0.0         
[25] goftest_1.2-2            digest_0.6.27            foreign_0.8-80          
[28] rmarkdown_2.5            rio_0.5.16               pkgconfig_2.0.3         
[31] htmltools_0.5.0          highr_0.8                dbplyr_1.4.4            
[34] rlang_0.4.10             readxl_1.3.1             rstudioapi_0.13         
[37] farver_2.0.3             generics_0.1.0           jsonlite_1.7.2          
[40] zip_2.1.1                car_3.0-10               magrittr_2.0.1          
[43] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[46] fansi_0.4.1              abind_1.4-5              lifecycle_0.2.0         
[49] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[52] carData_3.0-4            plyr_1.8.6               grid_4.0.3              
[55] blob_1.2.1               parallel_4.0.3           promises_1.1.1          
[58] crayon_1.3.4             lattice_0.20-41          haven_2.3.1             
[61] hms_0.5.3                pillar_1.4.7             reprex_0.3.0            
[64] glue_1.4.2               evaluate_0.14            RcppArmadillo_0.10.1.2.2
[67] data.table_1.13.6        modelr_0.1.8             vctrs_0.3.6             
[70] httpuv_1.5.4             cellranger_1.1.0         gtable_0.3.0            
[73] reshape_0.8.8            assertthat_0.2.1         xfun_0.20               
[76] openxlsx_4.2.3           RcppEigen_0.3.3.9.1      later_1.1.0.1           
[79] viridisLite_0.3.0        ellipsis_0.3.1           here_1.0.1