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1 Required data

Required are:

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

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

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

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

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

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

lm_all <- anti_join(lm_all, lm_rm)

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

3 Apply predictor threshold

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

  • Minimum: 2
  • Maximum: 7
lm_all <- lm_all %>% 
  filter(n >= params_local$MLR_predictors_min,
         n <= params_local$MLR_predictors_max)

This results in a total number of MLR models of:

  • 358

4 Fit all models

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

  • cstar_tref

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

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

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

5 Prepare coeffcients

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

5.1 Formatting

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

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

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

5.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

# remove models with predictors fitted as NA

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

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

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

5.3 RMSE tables

5.3.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab model nr_obs rmse aic resid_max eras rmse_sum aic_sum
Atlantic (-Inf,26] cstar_tref ~ sal + aou + 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_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_star 158 1.0102185 467.5972 3.339750 1982-1999 –> 2000-2012 2.3458438 1194.2659
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 158 1.0093505 469.3256 3.392692 1982-1999 –> 2000-2012 2.3449212 1197.9773
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 158 1.0093505 469.3256 3.392692 1982-1999 –> 2000-2012 2.3449212 1197.9773
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 158 1.0093505 469.3256 3.392692 1982-1999 –> 2000-2012 2.3449212 1197.9773
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 158 1.0093505 469.3256 3.392692 1982-1999 –> 2000-2012 2.3449212 1197.9773
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 158 1.0093505 469.3256 3.392692 1982-1999 –> 2000-2012 2.3449212 1197.9773
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 158 1.0093505 469.3256 3.392692 1982-1999 –> 2000-2012 2.3449212 1197.9773
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 158 1.0093505 469.3256 3.392692 1982-1999 –> 2000-2012 2.3449212 1197.9773
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 72 1.0788874 231.2611 2.583446 2000-2012 –> 2013-2019 2.0926164 699.9545
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate 72 1.0788874 231.2611 2.583446 2000-2012 –> 2013-2019 2.0926164 699.9545
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate 72 1.0788874 231.2611 2.583446 2000-2012 –> 2013-2019 2.0926164 699.9545
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 72 1.0760286 232.8790 2.653279 2000-2012 –> 2013-2019 2.0853791 702.2046
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 72 1.0760286 232.8790 2.653279 2000-2012 –> 2013-2019 2.0853791 702.2046
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 72 1.0760286 232.8790 2.653279 2000-2012 –> 2013-2019 2.0853791 702.2046
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 72 1.0760286 232.8790 2.653279 2000-2012 –> 2013-2019 2.0853791 702.2046
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 72 1.0760286 232.8790 2.653279 2000-2012 –> 2013-2019 2.0853791 702.2046
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 72 1.0760286 232.8790 2.653279 2000-2012 –> 2013-2019 2.0853791 702.2046
Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 72 1.0760286 232.8790 2.653279 2000-2012 –> 2013-2019 2.0853791 702.2046
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 1046 3.2125948 5425.9486 13.863059 1982-1999 –> 2000-2012 6.4258946 13329.9712
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 1046 3.2125948 5425.9486 13.863059 1982-1999 –> 2000-2012 6.4258946 13329.9712
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 1046 3.2125948 5425.9486 13.863059 1982-1999 –> 2000-2012 6.4258946 13329.9712
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 + 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 567 3.0466697 2888.4080 10.761888 2000-2012 –> 2013-2019 6.2592646 8314.3566
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 567 3.0466697 2888.4080 10.761888 2000-2012 –> 2013-2019 6.2592646 8314.3566
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 567 3.0466697 2888.4080 10.761888 2000-2012 –> 2013-2019 6.2592646 8314.3566
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 ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1397 3.1332896 7173.4954 8.794157 1982-1999 –> 2000-2012 6.0826758 16678.5275
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1397 3.1332896 7173.4954 8.794157 1982-1999 –> 2000-2012 6.0826758 16678.5275
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1397 3.1332896 7173.4954 8.794157 1982-1999 –> 2000-2012 6.0826758 16678.5275
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1397 3.1332896 7173.4954 8.794157 1982-1999 –> 2000-2012 6.0826758 16678.5275
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1397 3.1332896 7173.4954 8.794157 1982-1999 –> 2000-2012 6.0826758 16678.5275
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1397 3.1332896 7173.4954 8.794157 1982-1999 –> 2000-2012 6.0826758 16678.5275
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1397 3.1332896 7173.4954 8.794157 1982-1999 –> 2000-2012 6.0826758 16678.5275
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 + 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 ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 656 3.2676102 3433.1326 9.323441 2000-2012 –> 2013-2019 6.4008998 10606.6280
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 656 3.2676102 3433.1326 9.323441 2000-2012 –> 2013-2019 6.4008998 10606.6280
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 656 3.2676102 3433.1326 9.323441 2000-2012 –> 2013-2019 6.4008998 10606.6280
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 656 3.2676102 3433.1326 9.323441 2000-2012 –> 2013-2019 6.4008998 10606.6280
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 656 3.2676102 3433.1326 9.323441 2000-2012 –> 2013-2019 6.4008998 10606.6280
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 656 3.2676102 3433.1326 9.323441 2000-2012 –> 2013-2019 6.4008998 10606.6280
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 656 3.2676102 3433.1326 9.323441 2000-2012 –> 2013-2019 6.4008998 10606.6280
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_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 + silicate + phosphate + phosphate_star 2398 1.9733020 10081.1101 13.668184 1982-1999 –> 2000-2012 3.4867147 21610.2701
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_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_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_star + 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 + phosphate 2398 1.9733020 10081.1101 13.668184 1982-1999 –> 2000-2012 3.4867147 21610.2701
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + phosphate_star 2398 1.9733020 10081.1101 13.668184 1982-1999 –> 2000-2012 3.4867147 21610.2701
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_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 + phosphate + phosphate_star 1263 2.2447360 5642.7318 22.401900 2000-2012 –> 2013-2019 4.2180380 15723.8419
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_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 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 + phosphate 1263 2.2447360 5642.7318 22.401900 2000-2012 –> 2013-2019 4.2180380 15723.8419
Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate + phosphate_star 1263 2.2447360 5642.7318 22.401900 2000-2012 –> 2013-2019 4.2180380 15723.8419
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_star 1263 2.1936686 5586.6019 19.571794 2000-2012 –> 2013-2019 4.1513732 15631.6529
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 2031 1.7886736 8141.6771 12.395499 1982-1999 –> 2000-2012 3.2352503 17495.3358
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate 2031 1.7886736 8141.6771 12.395499 1982-1999 –> 2000-2012 3.2352503 17495.3358
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate 2031 1.7886736 8141.6771 12.395499 1982-1999 –> 2000-2012 3.2352503 17495.3358
Atlantic (27,27.25] cstar_tref ~ sal + temp + 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 + 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_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_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_star 2031 1.7317419 8012.2853 15.886046 1982-1999 –> 2000-2012 3.1780603 17367.0116
Atlantic (27,27.25] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate_star 1142 2.1464785 5001.4401 9.449703 2000-2012 –> 2013-2019 3.9150570 13097.2238
Atlantic (27,27.25] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate 1142 2.1464785 5001.4401 9.449703 2000-2012 –> 2013-2019 3.9150570 13097.2238
Atlantic (27,27.25] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate_star 1142 2.1464785 5001.4401 9.449703 2000-2012 –> 2013-2019 3.9150570 13097.2238
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_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_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_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_star 1142 2.0775479 4928.8897 9.783184 2000-2012 –> 2013-2019 3.8092897 12941.1749
Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate_star 2025 2.1392607 8842.5653 18.152763 1982-1999 –> 2000-2012 3.7620627 19812.7677
Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate 2025 2.1392607 8842.5653 18.152763 1982-1999 –> 2000-2012 3.7620627 19812.7677
Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate_star 2025 2.1392607 8842.5653 18.152763 1982-1999 –> 2000-2012 3.7620627 19812.7677
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + 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 + 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_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_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 + 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 + 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 + 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_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_star 1109 2.7064010 5371.4902 19.005456 2000-2012 –> 2013-2019 4.8456617 14214.0555
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1109 2.7053602 5372.6371 20.139108 2000-2012 –> 2013-2019 4.8445332 14217.0362
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1109 2.7053602 5372.6371 20.139108 2000-2012 –> 2013-2019 4.8445332 14217.0362
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1109 2.7053602 5372.6371 20.139108 2000-2012 –> 2013-2019 4.8445332 14217.0362
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1109 2.7053602 5372.6371 20.139108 2000-2012 –> 2013-2019 4.8445332 14217.0362
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1109 2.7053602 5372.6371 20.139108 2000-2012 –> 2013-2019 4.8445332 14217.0362
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1109 2.7053602 5372.6371 20.139108 2000-2012 –> 2013-2019 4.8445332 14217.0362
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1109 2.7053602 5372.6371 20.139108 2000-2012 –> 2013-2019 4.8445332 14217.0362
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 2804 2.3649692 12800.5773 15.837292 1982-1999 –> 2000-2012 4.4315783 28834.3000
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate_star + phosphate 2804 2.3649692 12800.5773 15.837292 1982-1999 –> 2000-2012 4.4315783 28834.3000
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate 2804 2.3649692 12800.5773 15.837292 1982-1999 –> 2000-2012 4.4315783 28834.3000
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + 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 + 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_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_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 + temp + oxygen + aou + silicate + silicate_star + 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 + 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 (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1515 2.6919437 7317.8822 19.885854 2000-2012 –> 2013-2019 5.0565164 20119.5192
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1515 2.6919437 7317.8822 19.885854 2000-2012 –> 2013-2019 5.0565164 20119.5192
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1515 2.6919437 7317.8822 19.885854 2000-2012 –> 2013-2019 5.0565164 20119.5192
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1515 2.6919437 7317.8822 19.885854 2000-2012 –> 2013-2019 5.0565164 20119.5192
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1515 2.6919437 7317.8822 19.885854 2000-2012 –> 2013-2019 5.0565164 20119.5192
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1515 2.6919437 7317.8822 19.885854 2000-2012 –> 2013-2019 5.0565164 20119.5192
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1515 2.6919437 7317.8822 19.885854 2000-2012 –> 2013-2019 5.0565164 20119.5192
Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate 1036 1.4933765 3786.9948 13.193790 1982-1999 –> 2000-2012 3.0083549 8645.6517
Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate 1036 1.4933765 3786.9948 13.193790 1982-1999 –> 2000-2012 3.0083549 8645.6517
Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate 1036 1.4933765 3786.9948 13.193790 1982-1999 –> 2000-2012 3.0083549 8645.6517
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_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_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 + 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 + silicate + silicate_star + 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 + oxygen + aou + nitrate + silicate_star + phosphate 513 1.6586171 1990.9707 11.471286 2000-2012 –> 2013-2019 3.1519935 5777.9654
Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate 513 1.6586171 1990.9707 11.471286 2000-2012 –> 2013-2019 3.1519935 5777.9654
Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate_star 513 1.6586171 1990.9707 11.471286 2000-2012 –> 2013-2019 3.1519935 5777.9654
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 + 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_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_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_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 + silicate + phosphate + phosphate_star 983 2.9168969 4910.2762 23.384895 1982-1999 –> 2000-2012 5.6443939 11398.7229
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 + phosphate 983 2.9209554 4913.0097 23.348570 1982-1999 –> 2000-2012 5.6332688 11386.5402
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate_star 983 2.9209554 4913.0097 23.348570 1982-1999 –> 2000-2012 5.6332688 11386.5402
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 + 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_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_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 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 + 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 + silicate_star + phosphate + phosphate_star 569 3.2995683 2989.2869 28.835013 2000-2012 –> 2013-2019 6.2165224 7899.6016
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate 569 3.2165771 2960.2977 28.808840 2000-2012 –> 2013-2019 6.1375326 7873.3074
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate_star 569 3.2165771 2960.2977 28.808840 2000-2012 –> 2013-2019 6.1375326 7873.3074
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + 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 + 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_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 + 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_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_star + phosphate_star 1204 3.7823633 6636.2844 25.986558 1982-1999 –> 2000-2012 7.1374854 15466.1228
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 + phosphate 1204 3.5541213 6486.4077 21.514886 1982-1999 –> 2000-2012 6.8749279 15281.7859
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate_star 1204 3.5541213 6486.4077 21.514886 1982-1999 –> 2000-2012 6.8749279 15281.7859
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + 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 + 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_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 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_star + phosphate_star 666 3.2653123 3482.2555 28.858479 2000-2012 –> 2013-2019 7.0476756 10118.5400
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 + phosphate 666 3.2934675 3493.6915 24.233945 2000-2012 –> 2013-2019 6.8475888 9980.0992
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + nitrate + phosphate_star 666 3.2934675 3493.6915 24.233945 2000-2012 –> 2013-2019 6.8475888 9980.0992
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_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 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + 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 + silicate + 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 + silicate_star + phosphate + 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 + 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 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 + 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 + nitrate + silicate_star + phosphate 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 + nitrate + 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 + silicate_star + phosphate 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 + 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_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 + silicate_star + phosphate + 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 + phosphate 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 + 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 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_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 + silicate_star + phosphate 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 + silicate_star + phosphate_star 434 1.0166672 1263.9865 9.190678 2000-2012 –> 2013-2019 2.0035216 3542.3614
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 + aou + silicate_star + phosphate + phosphate_star 936 0.7354662 2097.0797 6.988028 1982-1999 –> 2000-2012 1.3151633 4375.9339
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + 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 + 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_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_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_star + phosphate 936 0.7354662 2097.0797 6.988028 1982-1999 –> 2000-2012 1.3151633 4375.9339
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate_star 936 0.7354662 2097.0797 6.988028 1982-1999 –> 2000-2012 1.3151633 4375.9339
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + 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 + aou + silicate_star + phosphate + phosphate_star 497 0.8106658 1217.7849 8.187468 2000-2012 –> 2013-2019 1.5461320 3314.8646
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_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_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_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_star + phosphate 497 0.8106658 1217.7849 8.187468 2000-2012 –> 2013-2019 1.5461320 3314.8646
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate_star 497 0.8106658 1217.7849 8.187468 2000-2012 –> 2013-2019 1.5461320 3314.8646
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + 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 + 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_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_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_star 1540 0.3383167 1050.3104 1.617842 1982-1999 –> 2000-2012 0.7244768 3147.4620
Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star + phosphate 1540 0.3426059 1087.1135 1.730599 1982-1999 –> 2000-2012 0.7339173 3241.2092
Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate 1540 0.3426059 1087.1135 1.730599 1982-1999 –> 2000-2012 0.7339173 3241.2092
Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate_star 1540 0.3426059 1087.1135 1.730599 1982-1999 –> 2000-2012 0.7339173 3241.2092
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + 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 819 0.5919930 1481.4826 5.113831 2000-2012 –> 2013-2019 0.9419591 2634.0632
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_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 819 0.5919930 1481.4826 5.113831 2000-2012 –> 2013-2019 0.9419591 2634.0632
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_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 819 0.5919930 1481.4826 5.113831 2000-2012 –> 2013-2019 0.9419591 2634.0632
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 (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 819 0.5837815 1460.6029 5.171558 2000-2012 –> 2013-2019 0.9220982 2510.9133
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + 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 + 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_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_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 + 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 + silicate + 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 + oxygen + nitrate + silicate + phosphate 2693 0.3223335 1560.5427 2.108922 1982-1999 –> 2000-2012 0.6153076 2996.1299
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate + phosphate_star 2693 0.3223335 1560.5427 2.108922 1982-1999 –> 2000-2012 0.6153076 2996.1299
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star + phosphate 2693 0.3223335 1560.5427 2.108922 1982-1999 –> 2000-2012 0.6153076 2996.1299
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_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_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 + 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 + silicate + silicate_star + 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 + nitrate + silicate + phosphate 1557 0.3472468 1140.8362 2.736144 2000-2012 –> 2013-2019 0.6695803 2701.3789
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate + phosphate_star 1557 0.3472468 1140.8362 2.736144 2000-2012 –> 2013-2019 0.6695803 2701.3789
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star + phosphate_star 1557 0.3472468 1140.8362 2.736144 2000-2012 –> 2013-2019 0.6695803 2701.3789
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_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_star 5288 5.8704994 33741.5762 32.823104 1982-1999 –> 2000-2012 12.0405560 80348.7455
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 5288 5.8703920 33743.3827 32.845116 1982-1999 –> 2000-2012 12.0393795 80350.0591
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 5288 5.8703920 33743.3827 32.845116 1982-1999 –> 2000-2012 12.0393795 80350.0591
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 5288 5.8703920 33743.3827 32.845116 1982-1999 –> 2000-2012 12.0393795 80350.0591
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 5288 5.8703920 33743.3827 32.845116 1982-1999 –> 2000-2012 12.0393795 80350.0591
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 5288 5.8703920 33743.3827 32.845116 1982-1999 –> 2000-2012 12.0393795 80350.0591
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 5288 5.8703920 33743.3827 32.845116 1982-1999 –> 2000-2012 12.0393795 80350.0591
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 5288 5.8703920 33743.3827 32.845116 1982-1999 –> 2000-2012 12.0393795 80350.0591
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_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_star 2816 5.5779109 17687.8240 25.740680 2000-2012 –> 2013-2019 11.4484102 51429.4002
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 2816 5.5768716 17688.7746 25.837968 2000-2012 –> 2013-2019 11.4472636 51432.1573
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 2816 5.5768716 17688.7746 25.837968 2000-2012 –> 2013-2019 11.4472636 51432.1573
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 2816 5.5768716 17688.7746 25.837968 2000-2012 –> 2013-2019 11.4472636 51432.1573
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 2816 5.5768716 17688.7746 25.837968 2000-2012 –> 2013-2019 11.4472636 51432.1573
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 2816 5.5768716 17688.7746 25.837968 2000-2012 –> 2013-2019 11.4472636 51432.1573
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 2816 5.5768716 17688.7746 25.837968 2000-2012 –> 2013-2019 11.4472636 51432.1573
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 2816 5.5768716 17688.7746 25.837968 2000-2012 –> 2013-2019 11.4472636 51432.1573
Indo-Pacific (26,26.5] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate 5525 4.3935346 32050.7520 50.440434 1982-1999 –> 2000-2012 8.4460883 75535.9915
Indo-Pacific (26,26.5] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate 5525 4.3935346 32050.7520 50.440434 1982-1999 –> 2000-2012 8.4460883 75535.9915
Indo-Pacific (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate 5525 4.3935346 32050.7520 50.440434 1982-1999 –> 2000-2012 8.4460883 75535.9915
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 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_star 5525 4.3695428 31992.2458 49.315429 1982-1999 –> 2000-2012 8.3981502 75388.0758
Indo-Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 2918 4.2159915 16694.2570 56.960184 2000-2012 –> 2013-2019 8.6095261 48745.0090
Indo-Pacific (26,26.5] cstar_tref ~ sal + oxygen + aou + nitrate + silicate + phosphate_star 2918 4.2159915 16694.2570 56.960184 2000-2012 –> 2013-2019 8.6095261 48745.0090
Indo-Pacific (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate_star 2918 4.2159915 16694.2570 56.960184 2000-2012 –> 2013-2019 8.6095261 48745.0090
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + 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 + 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_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_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 + oxygen + aou + nitrate + silicate + phosphate_star 4544 3.7973242 25037.4014 25.787956 1982-1999 –> 2000-2012 7.5031722 59371.4273
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate_star 4544 3.7973242 25037.4014 25.787956 1982-1999 –> 2000-2012 7.5031722 59371.4273
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate_star 4544 3.7973242 25037.4014 25.787956 1982-1999 –> 2000-2012 7.5031722 59371.4273
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + 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 + 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_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 + aou + silicate + silicate_star + phosphate + phosphate_star 2447 4.1263148 13896.9659 30.566323 2000-2012 –> 2013-2019 7.9236390 38934.3673
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star + phosphate 2447 4.1263148 13896.9659 30.566323 2000-2012 –> 2013-2019 7.9236390 38934.3673
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate 2447 4.1263148 13896.9659 30.566323 2000-2012 –> 2013-2019 7.9236390 38934.3673
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + 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 + 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_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_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 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 + 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 + aou + silicate_star + phosphate + phosphate_star 5354 4.0803138 30267.3040 20.032662 1982-1999 –> 2000-2012 7.6119339 70659.9358
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_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_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_star + phosphate 5354 4.0803138 30267.3040 20.032662 1982-1999 –> 2000-2012 7.6119339 70659.9358
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate_star 5354 4.0803138 30267.3040 20.032662 1982-1999 –> 2000-2012 7.6119339 70659.9358
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + 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 + aou + silicate_star + phosphate + phosphate_star 2868 4.4647302 16737.2851 18.804923 2000-2012 –> 2013-2019 8.5450441 47004.5891
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_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_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_star + phosphate 2868 4.4647302 16737.2851 18.804923 2000-2012 –> 2013-2019 8.5450441 47004.5891
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate_star 2868 4.4647302 16737.2851 18.804923 2000-2012 –> 2013-2019 8.5450441 47004.5891
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_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_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_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 + 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_star 6466 3.6843471 35232.2482 42.550831 1982-1999 –> 2000-2012 6.7021130 79849.7973
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 6466 3.7081089 35313.3840 40.775761 1982-1999 –> 2000-2012 6.7773901 80228.0938
Indo-Pacific (27,27.25] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate 6466 3.7081089 35313.3840 40.775761 1982-1999 –> 2000-2012 6.7773901 80228.0938
Indo-Pacific (27,27.25] cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star + phosphate 6466 3.7081089 35313.3840 40.775761 1982-1999 –> 2000-2012 6.7773901 80228.0938
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 3470 4.3044979 19995.4772 31.639625 2000-2012 –> 2013-2019 7.9888450 55227.7255
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate_star + phosphate + phosphate_star 3470 4.3045251 19993.5212 31.732421 2000-2012 –> 2013-2019 8.0217133 55338.5303
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_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_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_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_star + phosphate 3470 4.3045251 19993.5212 31.732421 2000-2012 –> 2013-2019 8.0217133 55338.5303
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate_star 3470 4.3045251 19993.5212 31.732421 2000-2012 –> 2013-2019 8.0217133 55338.5303
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 + aou + silicate_star + phosphate + phosphate_star 5847 3.1706623 30103.2475 32.279761 1982-1999 –> 2000-2012 5.9602908 68708.7115
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + 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 + 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_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_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_star + phosphate 5847 3.1706623 30103.2475 32.279761 1982-1999 –> 2000-2012 5.9602908 68708.7115
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate_star 5847 3.1706623 30103.2475 32.279761 1982-1999 –> 2000-2012 5.9602908 68708.7115
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 + aou + silicate_star + phosphate + phosphate_star 3127 3.6548375 16995.5484 31.772847 2000-2012 –> 2013-2019 6.8254998 47098.7960
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + 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 + 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_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_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_star + phosphate 3127 3.6548375 16995.5484 31.772847 2000-2012 –> 2013-2019 6.8254998 47098.7960
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate_star 3127 3.6548375 16995.5484 31.772847 2000-2012 –> 2013-2019 6.8254998 47098.7960
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + 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 + aou + silicate_star + phosphate + phosphate_star 5836 2.9785504 29317.1000 13.147913 1982-1999 –> 2000-2012 5.1754023 65091.7752
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_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_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_star + phosphate 5836 2.9785504 29317.1000 13.147913 1982-1999 –> 2000-2012 5.1754023 65091.7752
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate_star 5836 2.9785504 29317.1000 13.147913 1982-1999 –> 2000-2012 5.1754023 65091.7752
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + 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 + 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_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 + 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_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 + 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 + silicate_star + phosphate + phosphate_star 2317 2.6293823 11071.2758 22.116790 1982-1999 –> 2000-2012 4.5112768 23932.0000
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_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 + oxygen + aou + nitrate + 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 + 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 + 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 + silicate_star + phosphate 2317 2.6293823 11071.2758 22.116790 1982-1999 –> 2000-2012 4.5112768 23932.0000
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate_star 2317 2.6293823 11071.2758 22.116790 1982-1999 –> 2000-2012 4.5112768 23932.0000
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 + aou + silicate_star + phosphate + phosphate_star 1264 2.9748467 6359.0833 32.119181 2000-2012 –> 2013-2019 5.6042290 17430.3591
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 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate 1264 2.9748467 6359.0833 32.119181 2000-2012 –> 2013-2019 5.6042290 17430.3591
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate_star 1264 2.9748467 6359.0833 32.119181 2000-2012 –> 2013-2019 5.6042290 17430.3591
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 2907 2.7004857 14043.5202 28.455559 1982-1999 –> 2000-2012 4.7932875 31364.2073
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 2907 2.7004857 14043.5202 28.455559 1982-1999 –> 2000-2012 4.7932875 31364.2073
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 2907 2.7004857 14043.5202 28.455559 1982-1999 –> 2000-2012 4.7932875 31364.2073
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 2907 2.7004857 14043.5202 28.455559 1982-1999 –> 2000-2012 4.7932875 31364.2073
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 2907 2.7004857 14043.5202 28.455559 1982-1999 –> 2000-2012 4.7932875 31364.2073
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 2907 2.7004857 14043.5202 28.455559 1982-1999 –> 2000-2012 4.7932875 31364.2073
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 2907 2.7004857 14043.5202 28.455559 1982-1999 –> 2000-2012 4.7932875 31364.2073
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_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 ~ sal + temp + aou + silicate + silicate_star + phosphate + phosphate_star 1542 3.1760747 7958.0189 31.994368 2000-2012 –> 2013-2019 5.8765604 22001.5392
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate 1542 3.1760747 7958.0189 31.994368 2000-2012 –> 2013-2019 5.8765604 22001.5392
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate + phosphate_star 1542 3.1760747 7958.0189 31.994368 2000-2012 –> 2013-2019 5.8765604 22001.5392
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate 1542 3.1760747 7958.0189 31.994368 2000-2012 –> 2013-2019 5.8765604 22001.5392
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1542 3.1760747 7958.0189 31.994368 2000-2012 –> 2013-2019 5.8765604 22001.5392
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate 1542 3.1760747 7958.0189 31.994368 2000-2012 –> 2013-2019 5.8765604 22001.5392
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate + silicate_star + phosphate_star 1542 3.1760747 7958.0189 31.994368 2000-2012 –> 2013-2019 5.8765604 22001.5392
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 + 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 + 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 + silicate_star + phosphate + phosphate_star 2467 2.1646542 10827.3766 8.110250 1982-1999 –> 2000-2012 4.0281263 25308.5953
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 + 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_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_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 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 + silicate_star + phosphate 2467 2.1646542 10827.3766 8.110250 1982-1999 –> 2000-2012 4.0281263 25308.5953
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + silicate_star + phosphate_star 2467 2.1646542 10827.3766 8.110250 1982-1999 –> 2000-2012 4.0281263 25308.5953
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 1354 2.3828037 6209.7818 8.123602 2000-2012 –> 2013-2019 4.5373781 17014.1295
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate 1354 2.3828037 6209.7818 8.123602 2000-2012 –> 2013-2019 4.5373781 17014.1295
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate + silicate_star + phosphate_star 1354 2.3828037 6209.7818 8.123602 2000-2012 –> 2013-2019 4.5373781 17014.1295
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + 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 + 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_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_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_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 + 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 + 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_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_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 + 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 + silicate + 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 ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 1718 1.6851843 6684.6350 9.508440 1982-1999 –> 2000-2012 3.1119376 15763.9638
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star + phosphate 1718 1.6851843 6684.6350 9.508440 1982-1999 –> 2000-2012 3.1119376 15763.9638
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star + phosphate_star 1718 1.6851843 6684.6350 9.508440 1982-1999 –> 2000-2012 3.1119376 15763.9638
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + 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 + 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_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_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 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 (28.05,28.1] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate_star 966 1.8716119 3968.3669 9.781216 2000-2012 –> 2013-2019 3.5567962 10653.0019
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star + phosphate 966 1.8716119 3968.3669 9.781216 2000-2012 –> 2013-2019 3.5567962 10653.0019
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star + phosphate_star 966 1.8716119 3968.3669 9.781216 2000-2012 –> 2013-2019 3.5567962 10653.0019
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + 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 + 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_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_star 14627 1.1913295 46649.1221 13.074387 1982-1999 –> 2000-2012 2.2118753 105202.4830
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate_star 14627 1.1936124 46703.1286 13.187468 1982-1999 –> 2000-2012 2.2141619 105254.6322
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star + phosphate_star 14627 1.1936124 46703.1286 13.187468 1982-1999 –> 2000-2012 2.2141619 105254.6322
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate_star 14627 1.1936124 46703.1286 13.187468 1982-1999 –> 2000-2012 2.2141619 105254.6322
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + 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 + 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_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_star 7804 1.3463098 26806.1024 10.367173 2000-2012 –> 2013-2019 2.5376393 73455.2245
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + aou + nitrate + silicate + phosphate_star 7804 1.3486947 26831.7271 10.395678 2000-2012 –> 2013-2019 2.5423072 73534.8557
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star + phosphate_star 7804 1.3486947 26831.7271 10.395678 2000-2012 –> 2013-2019 2.5423072 73534.8557
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + aou + silicate + silicate_star + phosphate_star 7804 1.3486947 26831.7271 10.395678 2000-2012 –> 2013-2019 2.5423072 73534.8557

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 2.3451980 1196.8638
Atlantic (-Inf,26] 2000-2012 –> 2013-2019 2.0875503 701.5296
Atlantic (26,26.5] 1982-1999 –> 2000-2012 6.4127045 13320.2235
Atlantic (26,26.5] 2000-2012 –> 2013-2019 6.2382496 8309.2877
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 6.0826930 16677.3495
Atlantic (26.5,26.75] 2000-2012 –> 2013-2019 6.4013741 10605.6185
Atlantic (26.75,27] 1982-1999 –> 2000-2012 3.4619388 21528.5456
Atlantic (26.75,27] 2000-2012 –> 2013-2019 4.1713726 15659.3096
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.1952173 17405.5089
Atlantic (27,27.25] 2000-2012 –> 2013-2019 3.8410199 12987.9896
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 3.7595718 19806.8249
Atlantic (27.25,27.5] 2000-2012 –> 2013-2019 4.8448718 14216.1420
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 4.4252381 28814.4874
Atlantic (27.5,27.75] 2000-2012 –> 2013-2019 5.0566353 20118.6013
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 2.9947156 8627.4587
Atlantic (27.75,27.85] 2000-2012 –> 2013-2019 3.1120780 5749.5983
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 5.6056374 11362.9920
Atlantic (27.85,27.95] 2000-2012 –> 2013-2019 6.1301252 7872.3612
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 6.7888177 15192.8634
Atlantic (27.95,28.05] 2000-2012 –> 2013-2019 6.7831403 9957.7161
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 1.8172870 4948.6889
Atlantic (28.05,28.1] 2000-2012 –> 2013-2019 2.0038851 3541.5949
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 1.3018012 4321.2232
Atlantic (28.1,28.15] 2000-2012 –> 2013-2019 1.5439811 3312.9772
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 0.7273089 3175.5862
Atlantic (28.15,28.2] 2000-2012 –> 2013-2019 0.9280565 2547.8583
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 0.5949405 2503.9887
Atlantic (28.2, Inf] 2000-2012 –> 2013-2019 0.6552268 2538.4824
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 12.0397325 80349.6650
Indo-Pacific (-Inf,26] 2000-2012 –> 2013-2019 11.4476076 51431.3302
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 8.4125316 75432.4505
Indo-Pacific (26,26.5] 2000-2012 –> 2013-2019 8.5866487 48697.0253
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 7.4954087 59354.1234
Indo-Pacific (26.5,26.75] 2000-2012 –> 2013-2019 7.9054563 38907.9982
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 7.6008242 70628.7597
Indo-Pacific (26.75,27] 2000-2012 –> 2013-2019 8.5235183 46968.6893
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 6.7246961 79963.2862
Indo-Pacific (27,27.25] 2000-2012 –> 2013-2019 7.9987055 55260.9669
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 5.9529424 68671.4914
Indo-Pacific (27.25,27.5] 2000-2012 –> 2013-2019 6.8232022 47096.0370
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 5.1747694 65090.4704
Indo-Pacific (27.5,27.75] 2000-2012 –> 2013-2019 6.4386771 45850.3462
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 4.5097459 23930.1759
Indo-Pacific (27.75,27.85] 2000-2012 –> 2013-2019 5.5985760 17428.0740
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 4.7934930 31363.4619
Indo-Pacific (27.85,27.95] 2000-2012 –> 2013-2019 5.8767773 22000.7838
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 4.0166710 25281.9825
Indo-Pacific (27.95,28.05] 2000-2012 –> 2013-2019 4.5298338 17005.7133
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 3.0870571 15704.8775
Indo-Pacific (28.05,28.1] 2000-2012 –> 2013-2019 3.5326073 10612.5382
Indo-Pacific (28.1, Inf] 1982-1999 –> 2000-2012 2.2125613 105218.1278
Indo-Pacific (28.1, Inf] 2000-2012 –> 2013-2019 2.5390396 73479.1139

5.4 Target variable coefficients

A data frame to map the target variable is prepared.

# create table with two era belonging to one eras
eras_forward <- lm_all_fitted_wide %>%
  arrange(era) %>% 
  group_by(basin, gamma_slab, model) %>% 
  mutate(eras = paste(era, lead(era), sep = " --> ")) %>% 
  ungroup() %>% 
  select(era, eras) %>% 
  unique()

eras_backward <- lm_all_fitted_wide %>%
  arrange(era) %>% 
  group_by(basin, gamma_slab, model) %>% 
  mutate(eras = paste(lag(era), era, sep = " --> ")) %>% 
  ungroup() %>% 
  select(era, eras) %>% 
  unique()

eras_era <- full_join(eras_backward, eras_forward) %>% 
  filter(str_detect(eras, "NA") == FALSE)

# extend best model selection from eras to era
lm_best_target <- full_join(
  lm_best %>% select(basin, gamma_slab, model, eras),
  eras_era)

lm_best_target <- left_join(lm_best_target, lm_all_fitted_wide)

rm(eras_era, eras_forward, eras_backward,
   lm_all_fitted)

5.5 Plot selected model residuals

# plot model diagnostics, if activated
if (params_local$plot_all_figures == "y") {
  # mutate predictors column
  lm_best_plot <- lm_best_target %>%
    select(basin, gamma_slab, model, eras, era) %>%
    mutate(
      predictors = str_remove(model, paste(params_local$MLR_target, "~ ")),
      predictors = str_replace_all(predictors, "\\+ ", "")
    )
  
  # loop across all basins, era, gamma slabs, and MLRs
  # fit all MLR models
  for (i_basin in unique(GLODAP$basin)) {
    for (i_era in unique(GLODAP$era)) {
      #i_basin <- unique(GLODAP$basin)[1]
      #i_era   <- unique(GLODAP$era)[2]
      print(i_basin)
      print(i_era)
      
      GLODAP_basin_era <- GLODAP %>%
        filter(basin == i_basin, era == i_era)
      
      for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
        #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
        print(i_gamma_slab)
        
        GLODAP_basin_era_slab <- GLODAP_basin_era %>%
          filter(gamma_slab == i_gamma_slab)
        
        lm_best_basin_era_slab <- lm_best_plot %>%
          filter(basin == i_basin, era == i_era, gamma_slab == i_gamma_slab)
        
        for (i_eras in unique(lm_best_basin_era_slab$eras)) {
          #i_eras <- unique(lm_best_basin_era_slab$eras)[1]
          print(i_eras)
          
          lm_best_basin_era_slab_eras <- lm_best_basin_era_slab %>%
            filter(eras == i_eras)
          
          for (i_predictors in unique(lm_best_basin_era_slab_eras$predictors)) {
            #i_predictors <- unique(lm_best_basin_era_slab$predictors)[1]
            print(i_predictors)
            # extract one model definition
            i_lm <- lm_all %>%
              filter(predictors == i_predictors) %>%
              select(lm_coeff) %>%
              pull()
            
             # fit model
          if (params_local$MLR_type == "rlm") {
            i_lm_fit <- MASS::rlm(as.formula(i_lm),
                                  data = GLODAP_basin_era_slab)
          }
          
          if (params_local$MLR_type == "lm") {
            i_lm_fit <- lm(as.formula(i_lm),
                           data = GLODAP_basin_era_slab)
          }
            
            # plot model diagnostics vs predictors
            
            p_model_predictors <- ggnostic(
              i_lm_fit,
              columnsY = c(params_local$MLR_target, ".fitted", ".resid"),
              title = paste(
                "era:",
                i_era,
                "| eras:",
                i_eras,
                "| basin:",
                i_basin,
                "| gamma slab:",
                i_gamma_slab,
                "| predictors:",
                i_predictors
              )
            )
            
            ggsave(
              plot = p_model_predictors,
              path = paste(path_version_figures, "eMLR_diagnostics/", sep = ""),
              filename = paste(
                "MLR_residuals",
                i_era,
                i_eras,
                i_basin,
                i_gamma_slab,
                i_predictors,
                "predictors.png",
                sep = "_"
              ),
              width = 14,
              height = 8
            )

            rm(p_model_predictors)
            
            
            # plot model diagnostics vs location
            
            GLODAP_basin_era_slab <- GLODAP_basin_era_slab %>%
              mutate(fitted = i_lm_fit$fitted.values,
                     residuals = i_lm_fit$residuals)
            
            GLODAP_basin_era_slab_long <- GLODAP_basin_era_slab %>% 
              pivot_longer(cols = c(params_local$MLR_target , fitted, residuals),
                           names_to = "estimate",
                           values_to = "value"
              ) %>% 
              pivot_longer(cols = c(lat, lon, depth),
                           names_to = "coordinate_type",
                           values_to = "coordinate_value"
              )

             p_model_coordinate <- GLODAP_basin_era_slab_long %>%
              ggplot(aes(coordinate_value, value)) +
              geom_bin2d() +
              scale_fill_viridis_c() +
              labs(
                title = paste(
                  "era:",
                  i_era,
                  "| eras:",
                  i_eras,
                  "| basin:",
                  i_basin,
                  "| gamma slab:",
                  i_gamma_slab,
                  "| predictors:",
                  i_predictors
                )
              ) +
              facet_grid(estimate~coordinate_type,
                         scales = "free")

            ggsave(
              plot = p_model_coordinate,
              path = paste(path_version_figures, "eMLR_diagnostics", sep = ""),
              filename = paste(
                "Location_MLR_residuals",
                i_era,
                i_eras,
                i_basin,
                i_gamma_slab,
                i_predictors,
                "predictors.png",
                sep = "_"
              ),
              width = 14,
              height = 8
            )

            rm(p_model_coordinate)
            
          }
          
        }
        
      }
    }
  }
  
  rm(
    lm_best_plot,
    lm_best_basin_era_slab,
    i_rmse,
    GLODAP_basin_era,
    GLODAP_basin_era_slab,
    i_lm,
    lm_all_fitted,
    i_basin,
    i_era,
    i_gamma_slab,
    i_predictors,
    lm_all,
    i_aic,
    i_n_predictors,
    i_resid_max
  )
  
}

Individual residual plots of the MLR models for each basin, era, eras and neutral density (gamma) slab are available at:

/nfs/kryo/work/jenmueller/emlr_cant/model/v_XXX/figures/eMLR_diagnostics/

5.6 Cant coeffcients

A data frame of coefficient offsets is prepared to facilitate the direct mapping of Cant.

# pivot long format
lm_best_long <- lm_best_target %>%
  pivot_longer(cols = starts_with("coeff_"),
               names_to = "term",
               values_to = "estimate",
               names_prefix = "coeff_")

# subtract coefficients of adjacent era  
lm_best_long <- lm_best_long %>%
  arrange(era) %>%
  group_by(basin, gamma_slab, eras, model, term) %>%
  mutate(delta_coeff = estimate - lag(estimate)) %>%
  ungroup() %>%
  arrange(basin, gamma_slab, model, term, eras) %>%
  drop_na() %>%
  select(-c(era,estimate))

# pivot back to wide format
lm_best_cant <- lm_best_long %>%
  pivot_wider(values_from = delta_coeff,
              names_from = term,
              names_prefix = "delta_coeff_",
              values_fill = 0)

5.7 Write files

lm_best_target %>%
  select(
    basin,
    gamma_slab,
    model,
    eras,
    era,
    starts_with("coeff_")
  ) %>%
  write_csv(paste(path_version_data,
                  "lm_best_target.csv",
                  sep = ""))

lm_best_cant %>%
  select(
    basin,
    gamma_slab,
    model,
    eras,
    starts_with("delta_coeff_")
  ) %>%
  write_csv(paste(path_version_data,
                  "lm_best_cant.csv",
                  sep = ""))

6 Model diagnotics

6.1 Selection criterion vs predictors

The selection criterion (rmse) was plotted against the number of predictors (limited to 2 - 7).

6.1.1 All models

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

Version Author Date
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
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
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
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 5 8 5 7 10 8 7 7
(26,26.5] 10 6 9 4 4 10 7 7 10
(26.5,26.75] 10 5 8 7 5 7 8 7 10
(26.75,27] 10 4 8 6 6 10 8 5 10
(27,27.25] 10 6 6 7 4 10 7 7 10
(27.25,27.5] 10 7 9 5 6 10 6 7 7
(27.5,27.75] 10 6 6 7 4 10 7 7 10
(27.75,27.85] 10 6 9 7 4 10 7 7 7
(27.85,27.95] 10 6 8 6 6 10 6 5 10
(27.95,28.05] 10 7 8 5 6 10 5 6 10
(28.05,28.1] 10 4 8 6 6 10 5 8 10
(28.1,28.15] 10 4 8 6 6 10 5 8 10
(28.15,28.2] 10 5 9 6 5 7 7 8 10
(28.2, Inf] 7 7 9 6 5 10 7 6 10
total 137.00 78.00 113.00 83.00 74.00 134.00 93.00 95.00 131.00
Atlantic - 2000-2012 --> 2013-2019
(-Inf,26] 10 6 6 7 4 10 7 7 10
(26,26.5] 10 6 9 4 4 10 7 7 10
(26.5,26.75] 10 5 8 5 7 7 7 8 10
(26.75,27] 10 4 8 6 6 10 8 5 10
(27,27.25] 10 5 9 5 6 10 8 7 7
(27.25,27.5] 10 7 9 5 6 10 6 7 7
(27.5,27.75] 10 6 6 7 4 10 7 7 10
(27.75,27.85] 10 5 9 6 5 10 7 8 7
(27.85,27.95] 10 6 8 6 6 10 5 6 10
(27.95,28.05] 10 7 8 5 6 10 5 6 10
(28.05,28.1] 10 4 8 6 6 10 8 5 10
(28.1,28.15] 10 4 8 6 6 10 5 8 10
(28.15,28.2] 10 6 9 4 4 10 7 7 10
(28.2, Inf] 7 7 9 5 6 10 7 6 10
total 137.00 78.00 114.00 77.00 76.00 137.00 94.00 94.00 131.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 10 5 8 5 7 10 8 7 7
(26,26.5] 10 6 9 7 4 10 7 7 7
(26.5,26.75] 10 6 9 4 7 10 7 7 7
(26.75,27] 10 4 8 6 6 10 5 8 10
(27,27.25] 10 6 8 7 5 7 7 7 10
(27.25,27.5] 10 4 8 6 6 10 5 8 10
(27.5,27.75] 10 4 8 6 6 10 5 8 10
(27.75,27.85] 10 4 8 6 6 10 5 8 10
(27.85,27.95] 10 6 8 7 5 7 7 7 10
(27.95,28.05] 10 4 8 6 6 10 5 8 10
(28.05,28.1] 10 6 8 6 6 7 6 8 10
(28.1, Inf] 10 6 9 4 7 7 7 7 10
total 120.00 61.00 99.00 70.00 71.00 108.00 74.00 90.00 111.00
Indo-Pacific - 2000-2012 --> 2013-2019
(-Inf,26] 10 6 9 5 6 10 7 7 7
(26,26.5] 10 5 8 5 7 10 8 7 7
(26.5,26.75] 10 5 8 7 5 10 7 8 7
(26.75,27] 10 4 8 6 6 10 5 8 10
(27,27.25] 10 4 8 6 6 10 5 8 10
(27.25,27.5] 10 4 8 6 6 10 5 8 10
(27.5,27.75] 10 4 8 6 6 10 5 8 10
(27.75,27.85] 10 4 8 6 6 10 5 8 10
(27.85,27.95] 10 6 8 7 5 7 7 7 10
(27.95,28.05] 10 4 8 6 6 10 8 8 7
(28.05,28.1] 10 7 9 5 6 7 6 7 10
(28.1, Inf] 10 6 9 4 7 7 7 7 10
total 120.00 59.00 99.00 69.00 72.00 111.00 75.00 91.00 108.00

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
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
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