Last updated: 2021-03-08

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1 Required data

Required are:

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

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

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

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

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

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


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

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

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

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

3 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 112

4 Fit all models

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

  • cstar_tref

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

# loop across all basins, era, gamma slabs, and MLRs
# fit all MLR models
for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    #i_basin <- unique(GLODAP$basin)[1]
    #i_era   <- unique(GLODAP$era)[1]
    print(i_basin)
    print(i_era)
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin, era == i_era)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      # number of observations used for each fitting model
      i_nr_obs = nrow(GLODAP_basin_era_slab)
      
      for (i_predictors in unique(lm_all$predictors)) {
        #i_predictors <- unique(lm_all$predictors)[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
Indian (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1044 1.6354181 4003.827717 13.6384438 1982-1999 –> 2000-2012 3.3382919 9617.93184
Indian (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1044 1.6354181 4003.827717 13.6384438 1982-1999 –> 2000-2012 3.3382919 9617.93184
Indian (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1044 1.6354181 4003.827717 13.6384438 1982-1999 –> 2000-2012 3.3382919 9617.93184
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 1044 1.5109360 3838.522443 12.8763876 1982-1999 –> 2000-2012 3.1052750 9263.61409
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1044 1.4889335 3807.893110 12.7014444 1982-1999 –> 2000-2012 3.0672054 9203.91533
Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1044 1.4871828 3805.436553 12.6795222 1982-1999 –> 2000-2012 3.0631114 9197.19454
Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1044 1.4871828 3805.436553 12.6795222 1982-1999 –> 2000-2012 3.0631114 9197.19454
Indian (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1044 1.4871828 3805.436553 12.6795222 1982-1999 –> 2000-2012 3.0631114 9197.19454
Indian (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1044 1.6500910 4022.477635 9.2137539 1982-1999 –> 2000-2012 3.4352933 9772.08726
Indian (-Inf,26] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1044 1.6500910 4022.477635 9.2137539 1982-1999 –> 2000-2012 3.4352933 9772.08726
Indian (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 560 1.6800988 2184.326047 6.3616345 2000-2012 –> 2013-2019 3.3155169 6188.15376
Indian (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 560 1.6800988 2184.326047 6.3616345 2000-2012 –> 2013-2019 3.3155169 6188.15376
Indian (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 560 1.6800988 2184.326047 6.3616345 2000-2012 –> 2013-2019 3.3155169 6188.15376
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 560 1.5866610 2120.238756 5.9198322 2000-2012 –> 2013-2019 3.0975969 5958.76120
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 560 1.5717769 2109.682746 5.7998442 2000-2012 –> 2013-2019 3.0607104 5917.57586
Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + phosphate 560 1.7509154 2230.566517 7.7844247 2000-2012 –> 2013-2019 3.4097338 6264.05866
Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 560 1.7509154 2230.566517 7.7844247 2000-2012 –> 2013-2019 3.4097338 6264.05866
Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 560 1.5712491 2109.306557 5.7910076 2000-2012 –> 2013-2019 3.0584318 5914.74311
Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 560 1.5712491 2109.306557 5.7910076 2000-2012 –> 2013-2019 3.0584318 5914.74311
Indian (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 560 1.5712491 2109.306557 5.7910076 2000-2012 –> 2013-2019 3.0584318 5914.74311
Indian (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1622 1.4792039 5887.075767 10.7800607 1982-1999 –> 2000-2012 3.1017627 14468.12470
Indian (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1622 1.4792039 5887.075767 10.7800607 1982-1999 –> 2000-2012 3.1017627 14468.12470
Indian (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1622 1.4792039 5887.075767 10.7800607 1982-1999 –> 2000-2012 3.1017627 14468.12470
Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1622 1.4255373 5767.192928 10.0105331 1982-1999 –> 2000-2012 2.9778967 14149.12551
Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1622 1.4173944 5748.609446 9.7705730 1982-1999 –> 2000-2012 2.9570703 14093.60761
Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1622 1.4172107 5748.189111 9.7627627 1982-1999 –> 2000-2012 2.9553366 14088.65267
Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1622 1.4172107 5748.189111 9.7627627 1982-1999 –> 2000-2012 2.9553366 14088.65267
Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1622 1.4172107 5748.189111 9.7627627 1982-1999 –> 2000-2012 2.9553366 14088.65267
Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1622 1.5496307 6037.962503 8.5312892 1982-1999 –> 2000-2012 3.1644542 14597.49796
Indian (26,26.5] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1622 1.5496307 6037.962503 8.5312892 1982-1999 –> 2000-2012 3.1644542 14597.49796
Indian (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 810 1.5707955 3044.243536 10.8127925 2000-2012 –> 2013-2019 3.0499994 8931.31930
Indian (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 810 1.5707955 3044.243536 10.8127925 2000-2012 –> 2013-2019 3.0499994 8931.31930
Indian (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 810 1.5707955 3044.243536 10.8127925 2000-2012 –> 2013-2019 3.0499994 8931.31930
Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 810 1.5595078 3032.560210 10.1441479 2000-2012 –> 2013-2019 2.9850451 8799.75314
Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 810 1.5612150 3034.332682 9.9154634 2000-2012 –> 2013-2019 2.9786094 8782.94213
Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 810 1.5611360 3034.250719 9.9215099 2000-2012 –> 2013-2019 2.9783467 8782.43983
Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 810 1.5611360 3034.250719 9.9215099 2000-2012 –> 2013-2019 2.9783467 8782.43983
Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 810 1.5611360 3034.250719 9.9215099 2000-2012 –> 2013-2019 2.9783467 8782.43983
Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 810 1.6006707 3072.765243 9.8667345 2000-2012 –> 2013-2019 3.0738647 8944.63390
Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 810 1.6625156 3136.178064 9.0905839 2000-2012 –> 2013-2019 3.2121463 9174.14057
Indian (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1120 1.5037394 4106.241432 10.2191409 1982-1999 –> 2000-2012 2.9233690 9608.71715
Indian (26.5,26.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1120 1.5037394 4106.241432 10.2191409 1982-1999 –> 2000-2012 2.9233690 9608.71715
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1120 1.4841734 4076.904141 9.8793993 1982-1999 –> 2000-2012 2.8932026 9556.13037
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1120 1.4778690 4067.369011 9.7341503 1982-1999 –> 2000-2012 2.8845954 9541.52114
Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1120 1.4782514 4067.948430 9.7454062 1982-1999 –> 2000-2012 2.8848018 9541.71265
Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1120 1.4782514 4067.948430 9.7454062 1982-1999 –> 2000-2012 2.8848018 9541.71265
Indian (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1120 1.4782514 4067.948430 9.7454062 1982-1999 –> 2000-2012 2.8848018 9541.71265
Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1120 1.4603327 4040.630378 8.7831226 1982-1999 –> 2000-2012 2.8702535 9521.81868
Indian (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1120 1.4603327 4040.630378 8.7831226 1982-1999 –> 2000-2012 2.8702535 9521.81868
Indian (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1120 1.4603327 4040.630378 8.7831226 1982-1999 –> 2000-2012 2.8702535 9521.81868
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 608 1.3428473 2097.896546 8.2221222 2000-2012 –> 2013-2019 2.8270206 6174.80069
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 608 1.3365564 2092.186577 8.0891100 2000-2012 –> 2013-2019 2.8144255 6159.55559
Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 608 1.3375376 2093.078916 8.1144601 2000-2012 –> 2013-2019 2.8157890 6161.02735
Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 608 1.3375376 2093.078916 8.1144601 2000-2012 –> 2013-2019 2.8157890 6161.02735
Indian (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 608 1.3375376 2093.078916 8.1144601 2000-2012 –> 2013-2019 2.8157890 6161.02735
Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 608 1.3252350 2081.842457 7.4988234 2000-2012 –> 2013-2019 2.7855677 6122.47283
Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 608 1.3427983 2095.852173 8.1384783 2000-2012 –> 2013-2019 2.8288819 6173.63763
Indian (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 608 1.3252350 2081.842457 7.4988234 2000-2012 –> 2013-2019 2.7855677 6122.47283
Indian (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 608 1.3252350 2081.842457 7.4988234 2000-2012 –> 2013-2019 2.7855677 6122.47283
Indian (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate_star 608 1.3443308 2097.239235 8.1661772 2000-2012 –> 2013-2019 2.8310111 6175.92370
Indian (26.75,27] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1476 1.6727280 5721.380141 8.5775035 1982-1999 –> 2000-2012 3.2042555 13654.99633
Indian (26.75,27] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1476 1.6727280 5721.380141 8.5775035 1982-1999 –> 2000-2012 3.2042555 13654.99633
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 1476 1.6621643 5702.678344 8.5149555 1982-1999 –> 2000-2012 3.1794878 13596.30310
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1476 1.6578088 5694.932975 8.5017342 1982-1999 –> 2000-2012 3.1700895 13574.26940
Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1476 1.6587574 5696.621632 8.5036481 1982-1999 –> 2000-2012 3.1712192 13576.47202
Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1476 1.6587574 5696.621632 8.5036481 1982-1999 –> 2000-2012 3.1712192 13576.47202
Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1476 1.6587574 5696.621632 8.5036481 1982-1999 –> 2000-2012 3.1712192 13576.47202
Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1476 1.6455301 5672.987210 8.6686029 1982-1999 –> 2000-2012 3.1371141 13493.17905
Indian (26.75,27] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1476 1.6455301 5672.987210 8.6686029 1982-1999 –> 2000-2012 3.1371141 13493.17905
Indian (26.75,27] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1476 1.6455301 5672.987210 8.6686029 1982-1999 –> 2000-2012 3.1371141 13493.17905
Indian (26.75,27] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 815 1.6963416 3188.282343 8.4426934 2000-2012 –> 2013-2019 3.3690696 8909.66248
Indian (26.75,27] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 815 1.6963416 3188.282343 8.4426934 2000-2012 –> 2013-2019 3.3690696 8909.66248
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 815 1.6878983 3180.148990 8.4207312 2000-2012 –> 2013-2019 3.3500626 8882.82733
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 815 1.6836758 3176.066164 8.4302429 2000-2012 –> 2013-2019 3.3414846 8870.99914
Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 815 1.6852815 3177.620005 8.4252874 2000-2012 –> 2013-2019 3.3440390 8874.24164
Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 815 1.6852815 3177.620005 8.4252874 2000-2012 –> 2013-2019 3.3440390 8874.24164
Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 815 1.6852815 3177.620005 8.4252874 2000-2012 –> 2013-2019 3.3440390 8874.24164
Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 815 1.6648953 3157.782252 8.9325749 2000-2012 –> 2013-2019 3.3104253 8830.76946
Indian (26.75,27] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 815 1.6648953 3157.782252 8.9325749 2000-2012 –> 2013-2019 3.3104253 8830.76946
Indian (26.75,27] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 815 1.6648953 3157.782252 8.9325749 2000-2012 –> 2013-2019 3.3104253 8830.76946
Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1912 2.0613721 8206.194852 10.7956227 1982-1999 –> 2000-2012 3.9305293 18560.90242
Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate_star 1912 2.0614040 8204.254080 10.7650749 1982-1999 –> 2000-2012 3.9306097 18557.09285
Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 1912 2.0607936 8205.121462 10.8468673 1982-1999 –> 2000-2012 3.9305008 18561.31732
Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1912 2.0603849 8204.362989 10.7384899 1982-1999 –> 2000-2012 3.9294204 18558.74129
Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + phosphate 1912 2.0613721 8206.194852 10.7956227 1982-1999 –> 2000-2012 3.9305293 18560.90242
Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 1912 2.0613721 8206.194852 10.7956227 1982-1999 –> 2000-2012 3.9305293 18560.90242
Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate_star 1912 2.0613994 8204.245529 10.8237293 1982-1999 –> 2000-2012 3.9307516 18557.48065
Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1912 2.0605716 8204.709618 10.8016599 1982-1999 –> 2000-2012 3.9297009 18559.34145
Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1912 2.0605716 8204.709618 10.8016599 1982-1999 –> 2000-2012 3.9297009 18559.34145
Indian (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1912 2.0605716 8204.709618 10.8016599 1982-1999 –> 2000-2012 3.9297009 18559.34145
Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1039 2.1715889 4573.958271 8.6681479 2000-2012 –> 2013-2019 4.2329610 12780.15312
Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate_star 1039 2.1718432 4572.201637 8.7156973 2000-2012 –> 2013-2019 4.2332472 12776.45572
Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 1039 2.1724301 4574.763119 8.7638117 2000-2012 –> 2013-2019 4.2332237 12779.88458
Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1039 2.1718306 4574.189555 8.7057642 2000-2012 –> 2013-2019 4.2322154 12778.55254
Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + phosphate 1039 2.1715889 4573.958271 8.6681479 2000-2012 –> 2013-2019 4.2329610 12780.15312
Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 1039 2.1715889 4573.958271 8.6681479 2000-2012 –> 2013-2019 4.2329610 12780.15312
Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 1039 2.1724122 4572.746014 8.7530867 2000-2012 –> 2013-2019 4.2338117 12776.99154
Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1039 2.1724122 4574.746014 8.7531218 2000-2012 –> 2013-2019 4.2329839 12779.45563
Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1039 2.1724122 4574.746014 8.7531218 2000-2012 –> 2013-2019 4.2329839 12779.45563
Indian (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1039 2.1724122 4574.746014 8.7531218 2000-2012 –> 2013-2019 4.2329839 12779.45563
Indian (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1725 1.9175755 7155.500619 9.2578001 1982-1999 –> 2000-2012 3.4223080 15360.59614
Indian (27.25,27.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1725 1.9175755 7155.500619 9.2578001 1982-1999 –> 2000-2012 3.4223080 15360.59614
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1725 1.9056824 7134.036521 8.6827523 1982-1999 –> 2000-2012 3.4212292 15371.22848
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1725 1.8965345 7117.435531 8.5648062 1982-1999 –> 2000-2012 3.4035510 15329.32891
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1725 1.8960131 7116.486946 8.5087440 1982-1999 –> 2000-2012 3.4023396 15326.32779
Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + phosphate 1725 1.9056824 7134.036521 8.6827523 1982-1999 –> 2000-2012 3.4212292 15371.22848
Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 1725 1.9056824 7134.036521 8.6827523 1982-1999 –> 2000-2012 3.4212292 15371.22848
Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1725 1.8953935 7115.359337 8.4066645 1982-1999 –> 2000-2012 3.4031789 15329.53897
Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1725 1.8953935 7115.359337 8.4066645 1982-1999 –> 2000-2012 3.4031789 15329.53897
Indian (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1725 1.8953935 7115.359337 8.4066645 1982-1999 –> 2000-2012 3.4031789 15329.53897
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 896 2.1246377 3907.191369 7.5892815 2000-2012 –> 2013-2019 4.0303201 11041.22789
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 896 2.1278795 3909.923552 7.8582187 2000-2012 –> 2013-2019 4.0244140 11027.35908
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 896 2.1243191 3906.922619 7.7686884 2000-2012 –> 2013-2019 4.0203322 11023.40957
Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 896 2.1246377 3907.191369 7.5892815 2000-2012 –> 2013-2019 4.0303201 11041.22789
Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 896 2.1200346 3903.304706 7.6457522 2000-2012 –> 2013-2019 4.0154281 11018.66404
Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 896 2.1200346 3903.304706 7.6457522 2000-2012 –> 2013-2019 4.0154281 11018.66404
Indian (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 896 2.1200346 3903.304706 7.6457522 2000-2012 –> 2013-2019 4.0154281 11018.66404
Indian (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 896 2.1151356 3899.159004 8.2096799 2000-2012 –> 2013-2019 4.0237853 11038.56320
Indian (27.25,27.5] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 896 2.1151356 3899.159004 8.2096799 2000-2012 –> 2013-2019 4.0237853 11038.56320
Indian (27.25,27.5] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 896 2.1151356 3899.159004 8.2096799 2000-2012 –> 2013-2019 4.0237853 11038.56320
Indian (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1981 1.4200931 7025.396657 6.2943202 1982-1999 –> 2000-2012 2.5228085 15329.75691
Indian (27.5,27.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1981 1.4200931 7025.396657 6.2943202 1982-1999 –> 2000-2012 2.5228085 15329.75691
Indian (27.5,27.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1981 1.4200931 7025.396657 6.2943202 1982-1999 –> 2000-2012 2.5228085 15329.75691
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1981 1.3997748 6968.300145 6.0794204 1982-1999 –> 2000-2012 2.5037975 15279.13648
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1981 1.4031717 6977.903214 6.0440410 1982-1999 –> 2000-2012 2.5080103 15292.77733
Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1981 1.4036523 6979.260068 6.0508553 1982-1999 –> 2000-2012 2.5085077 15294.21724
Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1981 1.4036523 6979.260068 6.0508553 1982-1999 –> 2000-2012 2.5085077 15294.21724
Indian (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1981 1.4036523 6979.260068 6.0508553 1982-1999 –> 2000-2012 2.5085077 15294.21724
Indian (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 1981 1.4123116 7001.627005 6.4253903 1982-1999 –> 2000-2012 2.5171717 15314.60771
Indian (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1981 1.4435444 7090.290659 5.7402877 1982-1999 –> 2000-2012 2.5458746 15392.74067
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1044 1.6504838 4022.974602 6.7652975 2000-2012 –> 2013-2019 3.0812712 11078.09624
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1044 1.6084047 3969.050607 7.1611085 2000-2012 –> 2013-2019 3.0081795 10937.35075
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1044 1.6126156 3974.510024 6.9241536 2000-2012 –> 2013-2019 3.0157873 10952.41324
Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + phosphate 1044 1.6504838 4022.974602 6.7652975 2000-2012 –> 2013-2019 3.0812712 11078.09624
Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 1044 1.6504838 4022.974602 6.7652975 2000-2012 –> 2013-2019 3.0812712 11078.09624
Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 1044 1.6506536 4021.189385 6.8082082 2000-2012 –> 2013-2019 3.0815440 11074.59632
Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1044 1.6134524 3975.593173 6.9084851 2000-2012 –> 2013-2019 3.0171047 10954.85324
Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1044 1.6134524 3975.593173 6.9084851 2000-2012 –> 2013-2019 3.0171047 10954.85324
Indian (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1044 1.6134524 3975.593173 6.9084851 2000-2012 –> 2013-2019 3.0171047 10954.85324
Indian (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 1044 1.6350909 4001.409938 7.3388069 2000-2012 –> 2013-2019 3.0474025 11003.03694
Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 682 1.0229309 1980.356633 3.6544691 1982-1999 –> 2000-2012 1.7951732 4347.81350
Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate_star 682 1.0363150 1996.087673 3.6962894 1982-1999 –> 2000-2012 1.8591352 4490.19928
Indian (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 682 1.0229309 1980.356633 3.6544691 1982-1999 –> 2000-2012 1.7951732 4347.81350
Indian (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 682 1.0229309 1980.356633 3.6544691 1982-1999 –> 2000-2012 1.7951732 4347.81350
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 682 1.0237664 1981.470251 3.6509811 1982-1999 –> 2000-2012 1.7940840 4343.86634
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 682 1.0224044 1979.654456 3.6557852 1982-1999 –> 2000-2012 1.7930155 4342.82280
Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 682 1.0233439 1980.907237 3.6516718 1982-1999 –> 2000-2012 1.7935175 4342.92400
Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 682 1.0233439 1980.907237 3.6516718 1982-1999 –> 2000-2012 1.7935175 4342.92400
Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate 682 1.0531482 2018.065429 3.7124352 1982-1999 –> 2000-2012 1.8703707 4498.33356
Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 682 1.0233439 1980.907237 3.6516718 1982-1999 –> 2000-2012 1.7935175 4342.92400
Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 358 1.2361962 1179.779955 4.5664947 2000-2012 –> 2013-2019 2.2744842 3178.46200
Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 358 1.2351134 1181.152526 4.5564617 2000-2012 –> 2013-2019 2.2580442 3161.50916
Indian (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 358 1.2351134 1181.152526 4.5564617 2000-2012 –> 2013-2019 2.2580442 3161.50916
Indian (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 358 1.2351134 1181.152526 4.5564617 2000-2012 –> 2013-2019 2.2580442 3161.50916
Indian (27.75,27.85] cstar_tref ~ sal + silicate + phosphate + phosphate_star 358 1.2484540 1186.844653 4.5648820 2000-2012 –> 2013-2019 2.2751789 3170.25101
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 358 1.2360257 1181.681206 4.5705993 2000-2012 –> 2013-2019 2.2597920 3163.15146
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 358 1.2244901 1174.967556 4.3716185 2000-2012 –> 2013-2019 2.2468945 3154.62201
Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 358 1.2301082 1178.245127 4.4657840 2000-2012 –> 2013-2019 2.2534521 3159.15236
Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 358 1.2301082 1178.245127 4.4657840 2000-2012 –> 2013-2019 2.2534521 3159.15236
Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 358 1.2301082 1178.245127 4.4657840 2000-2012 –> 2013-2019 2.2534521 3159.15236
Indian (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 900 1.2929414 3030.545007 5.8258184 1982-1999 –> 2000-2012 2.2914714 6265.03095
Indian (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 900 1.2929414 3030.545007 5.8258184 1982-1999 –> 2000-2012 2.2914714 6265.03095
Indian (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 900 1.2929414 3030.545007 5.8258184 1982-1999 –> 2000-2012 2.2914714 6265.03095
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 900 1.2843219 3018.504869 5.8927358 1982-1999 –> 2000-2012 2.2691395 6221.57448
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 900 1.2872954 3022.667579 5.8780997 1982-1999 –> 2000-2012 2.2742221 6230.59738
Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate 900 1.4314783 3213.763166 6.4318888 1982-1999 –> 2000-2012 2.4712599 6540.22380
Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 900 1.2853056 3019.883051 5.8988249 1982-1999 –> 2000-2012 2.2698391 6222.29691
Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 900 1.2853056 3019.883051 5.8988249 1982-1999 –> 2000-2012 2.2698391 6222.29691
Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 900 1.3472837 3102.652221 7.8838420 1982-1999 –> 2000-2012 2.3340519 6308.21735
Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 900 1.2853056 3019.883051 5.8988249 1982-1999 –> 2000-2012 2.2698391 6222.29691
Indian (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 485 1.5954292 1843.498889 4.6567055 2000-2012 –> 2013-2019 2.8883706 4874.04390
Indian (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate_star 485 1.6516206 1875.074655 4.9886689 2000-2012 –> 2013-2019 3.0403332 5032.24286
Indian (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 485 1.5954292 1843.498889 4.6567055 2000-2012 –> 2013-2019 2.8883706 4874.04390
Indian (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 485 1.5954292 1843.498889 4.6567055 2000-2012 –> 2013-2019 2.8883706 4874.04390
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 485 1.5944490 1842.902753 4.7803092 2000-2012 –> 2013-2019 2.8787709 4861.40762
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 485 1.5945687 1842.975552 4.7170540 2000-2012 –> 2013-2019 2.8818641 4865.64313
Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 485 1.5944099 1842.878968 4.7517189 2000-2012 –> 2013-2019 2.8797155 4862.76202
Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 485 1.5944099 1842.878968 4.7517189 2000-2012 –> 2013-2019 2.8797155 4862.76202
Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate 485 1.7637126 1938.768772 7.2076905 2000-2012 –> 2013-2019 3.1109963 5041.42099
Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 485 1.5944099 1842.878968 4.7517189 2000-2012 –> 2013-2019 2.8797155 4862.76202
Indian (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 831 1.2314355 2718.271998 4.7386077 1982-1999 –> 2000-2012 2.1848414 6154.84688
Indian (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 831 1.2744440 2773.327524 5.5197098 1982-1999 –> 2000-2012 2.3637115 6540.41968
Indian (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 831 1.2314355 2718.271998 4.7386077 1982-1999 –> 2000-2012 2.1848414 6154.84688
Indian (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 831 1.2314355 2718.271998 4.7386077 1982-1999 –> 2000-2012 2.1848414 6154.84688
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 831 1.2356671 2723.973309 4.8817525 1982-1999 –> 2000-2012 2.1877874 6157.18048
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 831 1.2331124 2720.533643 4.8136234 1982-1999 –> 2000-2012 2.1855445 6154.55806
Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + silicate 831 1.3254993 2840.609520 3.7188101 1982-1999 –> 2000-2012 2.3323393 6413.29451
Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 831 1.2345775 2722.507103 4.8556555 1982-1999 –> 2000-2012 2.1867844 6155.94124
Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 831 1.2345775 2722.507103 4.8556555 1982-1999 –> 2000-2012 2.1867844 6155.94124
Indian (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 831 1.2345775 2722.507103 4.8556555 1982-1999 –> 2000-2012 2.1867844 6155.94124
Indian (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 463 1.4726260 1686.342774 6.5869935 2000-2012 –> 2013-2019 2.7040615 4404.61477
Indian (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 463 1.4868495 1693.243714 6.7338429 2000-2012 –> 2013-2019 2.7612935 4466.57124
Indian (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 463 1.4726260 1686.342774 6.5869935 2000-2012 –> 2013-2019 2.7040615 4404.61477
Indian (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 463 1.4726260 1686.342774 6.5869935 2000-2012 –> 2013-2019 2.7040615 4404.61477
Indian (27.95,28.05] cstar_tref ~ sal + oxygen + silicate + phosphate 463 1.5938778 1757.610418 7.0074107 2000-2012 –> 2013-2019 2.9682085 4656.34714
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 463 1.4785135 1690.037528 6.5973323 2000-2012 –> 2013-2019 2.7141806 4414.01084
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 463 1.4738304 1687.099806 6.5941700 2000-2012 –> 2013-2019 2.7069428 4407.63345
Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 463 1.4762236 1688.602248 6.5955152 2000-2012 –> 2013-2019 2.7108011 4411.10935
Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 463 1.4762236 1688.602248 6.5955152 2000-2012 –> 2013-2019 2.7108011 4411.10935
Indian (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 463 1.4762236 1688.602248 6.5955152 2000-2012 –> 2013-2019 2.7108011 4411.10935
Indian (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 562 0.9577013 1560.308342 3.3609095 1982-1999 –> 2000-2012 1.7333969 3582.67086
Indian (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate_star 562 0.9698361 1572.460864 3.4375440 1982-1999 –> 2000-2012 1.7462488 3594.41630
Indian (28.05,28.1] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 562 0.9577013 1560.308342 3.3609095 1982-1999 –> 2000-2012 1.7333969 3582.67086
Indian (28.05,28.1] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 562 0.9577013 1560.308342 3.3609095 1982-1999 –> 2000-2012 1.7333969 3582.67086
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 562 0.9647823 1568.588340 3.3627010 1982-1999 –> 2000-2012 1.7443756 3599.59192
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 562 0.9600125 1563.017629 3.3484843 1982-1999 –> 2000-2012 1.7361482 3586.35794
Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate 562 0.9591910 1562.055364 2.9502069 1982-1999 –> 2000-2012 1.7505495 3618.88219
Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 562 0.9621312 1565.495468 3.3529068 1982-1999 –> 2000-2012 1.7402054 3593.13642
Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 562 0.9621312 1565.495468 3.3529068 1982-1999 –> 2000-2012 1.7402054 3593.13642
Indian (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 562 0.9621312 1565.495468 3.3529068 1982-1999 –> 2000-2012 1.7402054 3593.13642
Indian (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 329 1.1236368 1024.364990 3.5419674 2000-2012 –> 2013-2019 2.0813381 2584.67333
Indian (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate_star 329 1.1256685 1023.553646 3.4819915 2000-2012 –> 2013-2019 2.0955046 2596.01451
Indian (28.05,28.1] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 329 1.1236368 1024.364990 3.5419674 2000-2012 –> 2013-2019 2.0813381 2584.67333
Indian (28.05,28.1] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 329 1.1236368 1024.364990 3.5419674 2000-2012 –> 2013-2019 2.0813381 2584.67333
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 329 1.1318768 1029.172724 3.5727378 2000-2012 –> 2013-2019 2.0966591 2597.76106
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 329 1.1246754 1024.972919 3.5298817 2000-2012 –> 2013-2019 2.0846879 2587.99055
Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + silicate 329 1.1582942 1044.353618 3.3584855 2000-2012 –> 2013-2019 2.1174852 2606.40898
Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 329 1.1276735 1026.724647 3.5542945 2000-2012 –> 2013-2019 2.0898047 2592.22012
Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 329 1.1276735 1026.724647 3.5542945 2000-2012 –> 2013-2019 2.0898047 2592.22012
Indian (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 329 1.1276735 1026.724647 3.5542945 2000-2012 –> 2013-2019 2.0898047 2592.22012
Indian (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4415 1.0699884 13140.557198 3.7497282 1982-1999 –> 2000-2012 1.9816557 29631.82322
Indian (28.1, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 4415 1.0699884 13140.557198 3.7497282 1982-1999 –> 2000-2012 1.9816557 29631.82322
Indian (28.1, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 4415 1.0699884 13140.557198 3.7497282 1982-1999 –> 2000-2012 1.9816557 29631.82322
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 4415 1.0698595 13139.493357 3.7450743 1982-1999 –> 2000-2012 1.9812114 29626.46139
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4415 1.0699309 13140.082916 3.7518502 1982-1999 –> 2000-2012 1.9812031 29625.96431
Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + silicate 4415 1.0841077 13256.313407 4.7600796 1982-1999 –> 2000-2012 1.9954366 29742.96840
Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4415 1.0699320 13140.092040 3.7522123 1982-1999 –> 2000-2012 1.9812009 29625.92876
Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4415 1.0699320 13140.092040 3.7522123 1982-1999 –> 2000-2012 1.9812009 29625.92876
Indian (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4415 1.0699320 13140.092040 3.7522123 1982-1999 –> 2000-2012 1.9812009 29625.92876
Indian (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate_star 4415 1.0699970 13138.628594 3.7870124 1982-1999 –> 2000-2012 1.9814571 29625.07117
Indian (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2354 1.2604760 7784.214770 4.6597053 2000-2012 –> 2013-2019 2.3304644 20924.77197
Indian (28.1, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 2354 1.2604760 7784.214770 4.6597053 2000-2012 –> 2013-2019 2.3304644 20924.77197
Indian (28.1, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 2354 1.2604760 7784.214770 4.6597053 2000-2012 –> 2013-2019 2.3304644 20924.77197
Indian (28.1, Inf] cstar_tref ~ sal + oxygen + silicate + phosphate 2354 1.2612741 7785.195037 4.8141424 2000-2012 –> 2013-2019 2.3337646 20944.37617
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 2354 1.2603844 7783.872617 4.6587326 2000-2012 –> 2013-2019 2.3302439 20923.36597
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2354 1.2605017 7784.310859 4.6628332 2000-2012 –> 2013-2019 2.3304326 20924.39378
Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2354 1.2605034 7784.317161 4.6630424 2000-2012 –> 2013-2019 2.3304354 20924.40920
Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2354 1.2605034 7784.317161 4.6630424 2000-2012 –> 2013-2019 2.3304354 20924.40920
Indian (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2354 1.2605034 7784.317161 4.6630424 2000-2012 –> 2013-2019 2.3304354 20924.40920
Indian (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate_star 2354 1.2606783 7782.970573 4.6976217 2000-2012 –> 2013-2019 2.3306754 20921.59917
N_Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 151 0.9101119 414.074753 4.3706124 1982-1999 –> 2000-2012 2.1842341 1062.65162
N_Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 151 0.9101119 414.074753 4.3706124 1982-1999 –> 2000-2012 2.1842341 1062.65162
N_Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 151 0.9101119 414.074753 4.3706124 1982-1999 –> 2000-2012 2.1842341 1062.65162
N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 151 0.9452139 425.503535 3.3757931 1982-1999 –> 2000-2012 2.2157163 1072.99360
N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 151 0.9223816 418.118953 4.5967096 1982-1999 –> 2000-2012 2.2017011 1068.25089
N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 151 0.9254893 419.134757 4.6491647 1982-1999 –> 2000-2012 2.2058209 1069.56878
N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + phosphate 151 0.9452139 425.503535 3.3757931 1982-1999 –> 2000-2012 2.2157163 1072.99360
N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 151 0.9280473 419.968329 4.6816788 1982-1999 –> 2000-2012 2.2102369 1070.95629
N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 151 0.9280473 419.968329 4.6816788 1982-1999 –> 2000-2012 2.2102369 1070.95629
N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 151 0.9280473 419.968329 4.6816788 1982-1999 –> 2000-2012 2.2102369 1070.95629
N_Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 67 1.1971439 228.249535 3.3322122 2000-2012 –> 2013-2019 2.1072558 642.32429
N_Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 67 1.1971439 228.249535 3.3322122 2000-2012 –> 2013-2019 2.1072558 642.32429
N_Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 67 1.1971439 228.249535 3.3322122 2000-2012 –> 2013-2019 2.1072558 642.32429
N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 67 1.2273180 231.585162 3.5112903 2000-2012 –> 2013-2019 2.1725319 657.08870
N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 67 1.2051273 229.140177 3.4890597 2000-2012 –> 2013-2019 2.1275088 647.25913
N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 67 1.2078949 229.447563 3.5387950 2000-2012 –> 2013-2019 2.1333842 648.58232
N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + phosphate 67 1.2273180 231.585162 3.5112903 2000-2012 –> 2013-2019 2.1725319 657.08870
N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 67 1.2093534 229.609263 3.5573122 2000-2012 –> 2013-2019 2.1374007 649.57759
N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 67 1.2093534 229.609263 3.5573122 2000-2012 –> 2013-2019 2.1374007 649.57759
N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 67 1.2093534 229.609263 3.5573122 2000-2012 –> 2013-2019 2.1374007 649.57759
N_Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 600 1.4220442 2139.240716 6.4392339 1982-1999 –> 2000-2012 3.1404205 5540.67083
N_Atlantic (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 600 1.4220442 2139.240716 6.4392339 1982-1999 –> 2000-2012 3.1404205 5540.67083
N_Atlantic (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 600 1.4220442 2139.240716 6.4392339 1982-1999 –> 2000-2012 3.1404205 5540.67083
N_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 600 1.4156659 2133.846227 6.6293465 1982-1999 –> 2000-2012 3.1404874 5541.74553
N_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 600 1.4158337 2133.988518 6.6606397 1982-1999 –> 2000-2012 3.1434230 5544.65847
N_Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 600 1.4159932 2134.123681 6.6737889 1982-1999 –> 2000-2012 3.1448246 5546.03559
N_Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 600 1.4159932 2134.123681 6.6737889 1982-1999 –> 2000-2012 3.1448246 5546.03559
N_Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 600 1.4159932 2134.123681 6.6737889 1982-1999 –> 2000-2012 3.1448246 5546.03559
N_Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 600 1.6854117 2343.138059 7.8085934 1982-1999 –> 2000-2012 3.8350778 6131.52393
N_Atlantic (26,26.5] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 600 1.6854117 2343.138059 7.8085934 1982-1999 –> 2000-2012 3.8350778 6131.52393
N_Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 308 1.4100355 1099.732918 5.3209021 2000-2012 –> 2013-2019 2.8320797 3238.97363
N_Atlantic (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 308 1.4100355 1099.732918 5.3209021 2000-2012 –> 2013-2019 2.8320797 3238.97363
N_Atlantic (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 308 1.4100355 1099.732918 5.3209021 2000-2012 –> 2013-2019 2.8320797 3238.97363
N_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 308 1.3978453 1094.384230 5.2036261 2000-2012 –> 2013-2019 2.8135111 3228.23046
N_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 308 1.3971991 1094.099383 5.1831200 2000-2012 –> 2013-2019 2.8130328 3228.08790
N_Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + silicate 308 1.5787685 1169.359518 7.3346125 2000-2012 –> 2013-2019 3.2536132 3504.95030
N_Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 308 1.3970736 1094.044091 5.1766196 2000-2012 –> 2013-2019 2.8130669 3228.16777
N_Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 308 1.3970736 1094.044091 5.1766196 2000-2012 –> 2013-2019 2.8130669 3228.16777
N_Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 308 1.3970736 1094.044091 5.1766196 2000-2012 –> 2013-2019 2.8130669 3228.16777
N_Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 308 1.6289607 1188.638541 7.1900752 2000-2012 –> 2013-2019 3.3143724 3531.77660
N_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 677 2.1750724 2987.384685 6.6216532 1982-1999 –> 2000-2012 4.1900177 7121.75210
N_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 677 2.1710382 2984.870984 6.6173626 1982-1999 –> 2000-2012 4.1816869 7115.08871
N_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 677 2.1710382 2984.870984 6.6173626 1982-1999 –> 2000-2012 4.1816869 7115.08871
N_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 677 2.1710382 2984.870984 6.6173626 1982-1999 –> 2000-2012 4.1816869 7115.08871
N_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 677 2.1294808 2958.701852 6.8476480 1982-1999 –> 2000-2012 4.1291805 7078.30459
N_Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 677 2.1294808 2958.701852 6.8476480 1982-1999 –> 2000-2012 4.1291805 7078.30459
N_Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 677 2.1294808 2958.701852 6.8476480 1982-1999 –> 2000-2012 4.1291805 7078.30459
N_Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate 677 2.1790335 2987.848219 6.3587031 1982-1999 –> 2000-2012 4.1902413 7116.60641
N_Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate + phosphate_star 677 2.1790335 2987.848219 6.3587031 1982-1999 –> 2000-2012 4.1902413 7116.60641
N_Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate_star 677 2.1790335 2987.848219 6.3587031 1982-1999 –> 2000-2012 4.1902413 7116.60641
N_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 345 2.2631814 1556.639948 5.9103494 2000-2012 –> 2013-2019 4.4382539 4544.02463
N_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 345 2.2566806 1554.655133 5.8804433 2000-2012 –> 2013-2019 4.4277188 4539.52612
N_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 345 2.2566806 1554.655133 5.8804433 2000-2012 –> 2013-2019 4.4277188 4539.52612
N_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 345 2.2566806 1554.655133 5.8804433 2000-2012 –> 2013-2019 4.4277188 4539.52612
N_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 345 2.2124803 1541.006381 6.1523595 2000-2012 –> 2013-2019 4.3419611 4499.70823
N_Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 345 2.2124803 1541.006381 6.1523595 2000-2012 –> 2013-2019 4.3419611 4499.70823
N_Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 345 2.2124803 1541.006381 6.1523595 2000-2012 –> 2013-2019 4.3419611 4499.70823
N_Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate 345 2.2598374 1553.619669 5.9752686 2000-2012 –> 2013-2019 4.4388709 4541.46789
N_Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate + phosphate_star 345 2.2598374 1553.619669 5.9752686 2000-2012 –> 2013-2019 4.4388709 4541.46789
N_Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + phosphate_star 345 2.2598374 1553.619669 5.9752686 2000-2012 –> 2013-2019 4.4388709 4541.46789
N_Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 1162 1.4439916 4163.476795 17.9289277 1982-1999 –> 2000-2012 2.6778249 9036.60485
N_Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1162 1.3866793 4071.356412 8.9976738 1982-1999 –> 2000-2012 2.5698469 8821.36367
N_Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate_star 1162 1.4990374 4250.422159 21.2664275 1982-1999 –> 2000-2012 2.7924816 9264.34358
N_Atlantic (26.75,27] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1162 1.3866793 4071.356412 8.9976738 1982-1999 –> 2000-2012 2.5698469 8821.36367
N_Atlantic (26.75,27] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1162 1.3866793 4071.356412 8.9976738 1982-1999 –> 2000-2012 2.5698469 8821.36367
N_Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 1162 1.4312976 4144.956460 16.7141107 1982-1999 –> 2000-2012 2.6123591 8889.64712
N_Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1162 1.4711426 4208.768644 20.2365518 1982-1999 –> 2000-2012 2.6533938 8956.46382
N_Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1162 1.5140672 4275.607336 23.4231532 1982-1999 –> 2000-2012 2.6980689 9027.71732
N_Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1162 1.5140672 4275.607336 23.4231532 1982-1999 –> 2000-2012 2.6980689 9027.71732
N_Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1162 1.5140672 4275.607336 23.4231532 1982-1999 –> 2000-2012 2.6980689 9027.71732
N_Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 578 1.4855064 2109.786560 6.5698159 2000-2012 –> 2013-2019 2.9294980 6273.26335
N_Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 578 1.4794161 2107.037454 6.8384155 2000-2012 –> 2013-2019 2.8660954 6178.39387
N_Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate_star 578 1.4815031 2106.667081 6.6684823 2000-2012 –> 2013-2019 2.9805405 6357.08924
N_Atlantic (26.75,27] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 578 1.4794161 2107.037454 6.8384155 2000-2012 –> 2013-2019 2.8660954 6178.39387
N_Atlantic (26.75,27] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 578 1.4794161 2107.037454 6.8384155 2000-2012 –> 2013-2019 2.8660954 6178.39387
N_Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 578 1.4835162 2110.236812 6.7464539 2000-2012 –> 2013-2019 2.9148139 6255.19327
N_Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 578 1.4814028 2108.588796 6.7112082 2000-2012 –> 2013-2019 2.9525454 6317.35744
N_Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 578 1.4769243 2105.088738 6.6827033 2000-2012 –> 2013-2019 2.9909915 6380.69607
N_Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 578 1.4769243 2105.088738 6.6827033 2000-2012 –> 2013-2019 2.9909915 6380.69607
N_Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 578 1.4769243 2105.088738 6.6827033 2000-2012 –> 2013-2019 2.9909915 6380.69607
N_Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 1084 1.6634248 4191.507516 8.2768561 1982-1999 –> 2000-2012 3.0704666 9192.56067
N_Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1084 1.6612133 4190.623373 8.5461531 1982-1999 –> 2000-2012 3.0227119 9100.42789
N_Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate_star 1084 1.6627317 4190.604005 8.7975930 1982-1999 –> 2000-2012 3.2136755 9467.61540
N_Atlantic (27,27.25] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1084 1.6612133 4190.623373 8.5461531 1982-1999 –> 2000-2012 3.0227119 9100.42789
N_Atlantic (27,27.25] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1084 1.6612133 4190.623373 8.5461531 1982-1999 –> 2000-2012 3.0227119 9100.42789
N_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 1084 1.6633710 4193.437424 8.3183980 1982-1999 –> 2000-2012 3.0115061 9075.28799
N_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1084 1.6566237 4184.625287 8.2993899 1982-1999 –> 2000-2012 3.0171110 9092.32402
N_Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1084 1.6505770 4176.697606 8.2989689 1982-1999 –> 2000-2012 3.0285691 9120.62751
N_Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1084 1.6505770 4176.697606 8.2989689 1982-1999 –> 2000-2012 3.0285691 9120.62751
N_Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1084 1.6505770 4176.697606 8.2989689 1982-1999 –> 2000-2012 3.0285691 9120.62751
N_Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 635 1.9438699 2660.196556 16.4569019 2000-2012 –> 2013-2019 3.6050833 6850.81993
N_Atlantic (27,27.25] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 635 1.9438699 2660.196556 16.4569019 2000-2012 –> 2013-2019 3.6050833 6850.81993
N_Atlantic (27,27.25] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 635 1.9438699 2660.196556 16.4569019 2000-2012 –> 2013-2019 3.6050833 6850.81993
N_Atlantic (27,27.25] cstar_tref ~ sal + silicate + phosphate + phosphate_star 635 1.9666728 2673.007791 15.3260008 2000-2012 –> 2013-2019 3.6405272 6878.06610
N_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 635 1.9608034 2671.211911 16.1643213 2000-2012 –> 2013-2019 3.6241744 6864.64934
N_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 635 1.9601484 2670.787553 16.1252517 2000-2012 –> 2013-2019 3.6167721 6855.41284
N_Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate 635 1.9069766 2635.861111 16.2670127 2000-2012 –> 2013-2019 3.5148905 6755.78471
N_Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 635 1.9543947 2667.054183 16.1315308 2000-2012 –> 2013-2019 3.6049717 6843.75179
N_Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 635 1.9543947 2667.054183 16.1315308 2000-2012 –> 2013-2019 3.6049717 6843.75179
N_Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 635 1.9543947 2667.054183 16.1315308 2000-2012 –> 2013-2019 3.6049717 6843.75179
N_Atlantic (27.25,27.5] cstar_tref ~ sal + aou + phosphate + phosphate_star 1119 3.1277533 5739.609276 20.5023698 1982-1999 –> 2000-2012 5.7523650 13108.23679
N_Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1119 3.1240071 5738.927170 20.3351567 1982-1999 –> 2000-2012 5.7470008 13107.65161
N_Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + phosphate 1119 3.1277533 5739.609276 20.5023698 1982-1999 –> 2000-2012 5.7523650 13108.23679
N_Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + phosphate + phosphate_star 1119 3.1277533 5739.609276 20.5023698 1982-1999 –> 2000-2012 5.7523650 13108.23679
N_Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + phosphate_star 1119 3.1277533 5739.609276 20.5023698 1982-1999 –> 2000-2012 5.7523650 13108.23679
N_Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1119 3.1240071 5738.927170 20.3351567 1982-1999 –> 2000-2012 5.7470008 13107.65161
N_Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1119 3.1240071 5738.927170 20.3351567 1982-1999 –> 2000-2012 5.7470008 13107.65161
N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1119 3.1155257 5732.842929 20.0882485 1982-1999 –> 2000-2012 5.7127118 13071.05391
N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + phosphate 1119 3.1155257 5732.842929 20.0882485 1982-1999 –> 2000-2012 5.7127118 13071.05391
N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 1119 3.1155257 5732.842929 20.0882485 1982-1999 –> 2000-2012 5.7127118 13071.05391
N_Atlantic (27.25,27.5] cstar_tref ~ sal + aou + phosphate + phosphate_star 632 4.0743204 3581.084103 20.9566734 2000-2012 –> 2013-2019 7.2020736 9320.69338
N_Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 632 4.0610725 3576.967457 21.6129422 2000-2012 –> 2013-2019 7.1934648 9319.89358
N_Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 632 4.0405909 3572.576472 20.4704985 2000-2012 –> 2013-2019 7.1645980 9311.50364
N_Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + phosphate 632 4.0743204 3581.084103 20.9566734 2000-2012 –> 2013-2019 7.2020736 9320.69338
N_Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 632 4.0405909 3572.576472 20.4704985 2000-2012 –> 2013-2019 7.1645980 9311.50364
N_Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 632 4.0405909 3572.576472 20.4704985 2000-2012 –> 2013-2019 7.1645980 9311.50364
N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 632 4.0431418 3573.374184 20.0778385 2000-2012 –> 2013-2019 7.1586675 9306.21711
N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 632 4.0546093 3576.954186 21.1380071 2000-2012 –> 2013-2019 7.1840895 9319.79882
N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + phosphate 632 4.0431418 3573.374184 20.0778385 2000-2012 –> 2013-2019 7.1586675 9306.21711
N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 632 4.0431418 3573.374184 20.0778385 2000-2012 –> 2013-2019 7.1586675 9306.21711
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1522 2.3884397 6983.478033 14.1807935 1982-1999 –> 2000-2012 4.5081076 16151.37305
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate_star 1522 2.5073292 7129.348883 12.6464004 1982-1999 –> 2000-2012 4.7216855 16479.58018
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1522 2.4463093 7056.351879 13.7207269 1982-1999 –> 2000-2012 4.6462420 16381.01881
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + phosphate 1522 2.3884397 6983.478033 14.1807935 1982-1999 –> 2000-2012 4.5081076 16151.37305
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 1522 2.3884397 6983.478033 14.1807935 1982-1999 –> 2000-2012 4.5081076 16151.37305
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate_star 1522 2.5186788 7143.096587 12.8295385 1982-1999 –> 2000-2012 4.7417174 16509.83420
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1522 2.4755598 7092.533103 13.9376856 1982-1999 –> 2000-2012 4.6912777 16447.35733
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1522 2.4755598 7092.533103 13.9376856 1982-1999 –> 2000-2012 4.6912777 16447.35733
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 1522 2.5186788 7143.096587 12.8295385 1982-1999 –> 2000-2012 4.7417174 16509.83420
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1522 2.4755598 7092.533103 13.9376856 1982-1999 –> 2000-2012 4.6912777 16447.35733
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 829 2.6989762 4012.782706 18.6391489 2000-2012 –> 2013-2019 5.0874159 10996.26074
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate_star 829 2.9226663 4142.798961 16.6627729 2000-2012 –> 2013-2019 5.4299955 11272.14784
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 829 2.8476428 4101.683082 17.4009770 2000-2012 –> 2013-2019 5.2939521 11158.03496
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + phosphate 829 2.6989762 4012.782706 18.6391489 2000-2012 –> 2013-2019 5.0874159 10996.26074
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 829 2.6989762 4012.782706 18.6391489 2000-2012 –> 2013-2019 5.0874159 10996.26074
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 829 2.9347858 4149.660026 16.9117809 2000-2012 –> 2013-2019 5.4534645 11292.75661
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + phosphate_star 829 2.9347858 4149.660026 16.9117809 2000-2012 –> 2013-2019 5.4534645 11292.75661
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 829 2.8860846 4123.915599 17.7561636 2000-2012 –> 2013-2019 5.3616445 11216.44870
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 829 2.8860846 4123.915599 17.7561636 2000-2012 –> 2013-2019 5.3616445 11216.44870
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 829 2.8860846 4123.915599 17.7561636 2000-2012 –> 2013-2019 5.3616445 11216.44870
N_Atlantic (27.75,27.85] cstar_tref ~ oxygen + aou + silicate + phosphate_star 485 1.8277286 1973.352156 20.1407935 1982-1999 –> 2000-2012 3.7731647 4461.64869
N_Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 485 1.8261160 1974.495928 19.4179420 1982-1999 –> 2000-2012 3.7566340 4455.64747
N_Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 485 1.8261160 1974.495928 19.4179420 1982-1999 –> 2000-2012 3.7566340 4455.64747
N_Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 485 1.8261160 1974.495928 19.4179420 1982-1999 –> 2000-2012 3.7566340 4455.64747
N_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 485 1.8264372 1974.666568 18.0996396 1982-1999 –> 2000-2012 3.7472800 4449.84920
N_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + phosphate 485 1.8264372 1974.666568 18.0996396 1982-1999 –> 2000-2012 3.7472800 4449.84920
N_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 485 1.8264372 1974.666568 18.0996396 1982-1999 –> 2000-2012 3.7472800 4449.84920
N_Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 485 1.7825705 1951.085110 17.3439594 1982-1999 –> 2000-2012 3.7208213 4436.98578
N_Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 485 1.7825705 1951.085110 17.3439594 1982-1999 –> 2000-2012 3.7208213 4436.98578
N_Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 485 1.7825705 1951.085110 17.3439594 1982-1999 –> 2000-2012 3.7208213 4436.98578
N_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 215 1.9532580 912.028041 14.1458700 2000-2012 –> 2013-2019 3.7796953 2886.69461
N_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + phosphate 215 1.9532580 912.028041 14.1458700 2000-2012 –> 2013-2019 3.7796953 2886.69461
N_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 215 1.9532580 912.028041 14.1458700 2000-2012 –> 2013-2019 3.7796953 2886.69461
N_Atlantic (27.75,27.85] cstar_tref ~ temp + aou + phosphate + phosphate_star 215 1.9681074 913.284696 13.6490013 2000-2012 –> 2013-2019 3.7980092 2887.78949
N_Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 215 1.9338373 907.731266 13.6642213 2000-2012 –> 2013-2019 3.7164078 2858.81638
N_Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + aou + phosphate 215 1.9681074 913.284696 13.6490013 2000-2012 –> 2013-2019 3.7980092 2887.78949
N_Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + aou + phosphate + phosphate_star 215 1.9681074 913.284696 13.6490013 2000-2012 –> 2013-2019 3.7980092 2887.78949
N_Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + aou + phosphate_star 215 1.9681074 913.284696 13.6490013 2000-2012 –> 2013-2019 3.7980092 2887.78949
N_Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 215 1.9338373 907.731266 13.6642213 2000-2012 –> 2013-2019 3.7164078 2858.81638
N_Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 215 1.9338373 907.731266 13.6642213 2000-2012 –> 2013-2019 3.7164078 2858.81638
N_Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 457 2.1965308 2030.117395 9.0384517 1982-1999 –> 2000-2012 3.9931483 4610.31810
N_Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 457 2.1965308 2030.117395 9.0384517 1982-1999 –> 2000-2012 3.9931483 4610.31810
N_Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 457 2.1965308 2030.117395 9.0384517 1982-1999 –> 2000-2012 3.9931483 4610.31810
N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 457 2.0013060 1945.042994 9.9714015 1982-1999 –> 2000-2012 3.8361090 4552.16383
N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 457 2.0263013 1956.387695 11.5480206 1982-1999 –> 2000-2012 3.8750012 4573.16675
N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + phosphate 457 2.6660561 2207.178446 13.5268035 1982-1999 –> 2000-2012 5.0146001 5130.27810
N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 457 2.6660561 2207.178446 13.5268035 1982-1999 –> 2000-2012 5.0146001 5130.27810
N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 457 2.0913547 1985.270006 13.3536830 1982-1999 –> 2000-2012 3.9561932 4613.17468
N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 457 2.0913547 1985.270006 13.3536830 1982-1999 –> 2000-2012 3.9561932 4613.17468
N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 457 2.0913547 1985.270006 13.3536830 1982-1999 –> 2000-2012 3.9561932 4613.17468
N_Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 258 1.7763265 1042.638762 9.0080167 2000-2012 –> 2013-2019 3.9728572 3072.75616
N_Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 258 1.7763265 1042.638762 9.0080167 2000-2012 –> 2013-2019 3.9728572 3072.75616
N_Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 258 1.7763265 1042.638762 9.0080167 2000-2012 –> 2013-2019 3.9728572 3072.75616
N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 258 2.1530436 1141.883626 7.4730961 2000-2012 –> 2013-2019 4.8190996 3349.06207
N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 258 1.9425024 1088.784432 10.8629366 2000-2012 –> 2013-2019 3.9438084 3033.82743
N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 258 1.9810057 1098.912275 11.1667406 2000-2012 –> 2013-2019 4.0073070 3055.29997
N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + phosphate 258 2.1530436 1141.883626 7.4730961 2000-2012 –> 2013-2019 4.8190996 3349.06207
N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 258 2.0223983 1109.582876 11.5609510 2000-2012 –> 2013-2019 4.1137530 3094.85288
N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 258 2.0223983 1109.582876 11.5609510 2000-2012 –> 2013-2019 4.1137530 3094.85288
N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 258 2.0223983 1109.582876 11.5609510 2000-2012 –> 2013-2019 4.1137530 3094.85288
N_Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 477 2.3684226 2190.229214 24.8959808 1982-1999 –> 2000-2012 5.0018593 5379.24278
N_Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 477 2.3684226 2190.229214 24.8959808 1982-1999 –> 2000-2012 5.0018593 5379.24278
N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 477 2.2801108 2153.977112 22.5677440 1982-1999 –> 2000-2012 4.8478032 5309.36545
N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 477 2.2662985 2148.180424 22.1203606 1982-1999 –> 2000-2012 4.8263490 5299.60457
N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 477 2.2495499 2141.103920 21.6232599 1982-1999 –> 2000-2012 4.7978954 5286.43312
N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 477 2.2495499 2141.103920 21.6232599 1982-1999 –> 2000-2012 4.7978954 5286.43312
N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 477 2.2495499 2141.103920 21.6232599 1982-1999 –> 2000-2012 4.7978954 5286.43312
N_Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 477 2.0213557 2039.062453 7.7831402 1982-1999 –> 2000-2012 4.5431401 5170.45647
N_Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 477 2.0213557 2039.062453 7.7831402 1982-1999 –> 2000-2012 4.5431401 5170.45647
N_Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 477 2.0213557 2039.062453 7.7831402 1982-1999 –> 2000-2012 4.5431401 5170.45647
N_Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 247 1.9279598 1039.248046 8.8339301 2000-2012 –> 2013-2019 4.2963824 3229.47726
N_Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 247 1.9279598 1039.248046 8.8339301 2000-2012 –> 2013-2019 4.2963824 3229.47726
N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 247 1.8612780 1021.859742 7.4838497 2000-2012 –> 2013-2019 4.1413889 3175.83685
N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 247 1.8508055 1019.072395 7.2113298 2000-2012 –> 2013-2019 4.1171040 3167.25282
N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 247 1.8390741 1015.931174 6.9144425 2000-2012 –> 2013-2019 4.0886240 3157.03509
N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 247 1.8390741 1015.931174 6.9144425 2000-2012 –> 2013-2019 4.0886240 3157.03509
N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 247 1.8390741 1015.931174 6.9144425 2000-2012 –> 2013-2019 4.0886240 3157.03509
N_Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 247 1.8085958 1007.675703 6.4007433 2000-2012 –> 2013-2019 3.8299515 3046.73816
N_Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 247 1.8085958 1007.675703 6.4007433 2000-2012 –> 2013-2019 3.8299515 3046.73816
N_Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 247 1.8085958 1007.675703 6.4007433 2000-2012 –> 2013-2019 3.8299515 3046.73816
N_Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 240 0.1684980 -159.708461 0.6569877 1982-1999 –> 2000-2012 0.2807884 -607.88124
N_Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 240 0.1684980 -159.708461 0.6569877 1982-1999 –> 2000-2012 0.2807884 -607.88124
N_Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 240 0.1684980 -159.708461 0.6569877 1982-1999 –> 2000-2012 0.2807884 -607.88124
N_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 240 0.1708204 -153.137986 0.6458206 1982-1999 –> 2000-2012 0.2832760 -600.42540
N_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 240 0.1728526 -147.461121 0.6412674 1982-1999 –> 2000-2012 0.2855703 -593.34726
N_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 240 0.1729988 -147.055425 0.6387608 1982-1999 –> 2000-2012 0.2857195 -592.92566
N_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 240 0.1729988 -147.055425 0.6387608 1982-1999 –> 2000-2012 0.2857195 -592.92566
N_Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 240 0.1442191 -234.392041 0.6192473 1982-1999 –> 2000-2012 0.2582868 -673.11083
N_Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 240 0.1442191 -234.392041 0.6192473 1982-1999 –> 2000-2012 0.2582868 -673.11083
N_Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 240 0.1442191 -234.392041 0.6192473 1982-1999 –> 2000-2012 0.2582868 -673.11083
N_Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 145 0.1802765 -71.354310 0.5267244 2000-2012 –> 2013-2019 0.3487745 -231.06277
N_Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 145 0.1802765 -71.354310 0.5267244 2000-2012 –> 2013-2019 0.3487745 -231.06277
N_Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 145 0.1802765 -71.354310 0.5267244 2000-2012 –> 2013-2019 0.3487745 -231.06277
N_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 145 0.1837942 -65.749969 0.5216044 2000-2012 –> 2013-2019 0.3546146 -218.88796
N_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 145 0.1865512 -61.432221 0.5222426 2000-2012 –> 2013-2019 0.3594038 -208.89334
N_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 145 0.1868798 -60.921888 0.5205108 2000-2012 –> 2013-2019 0.3598786 -207.97731
N_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 145 0.1868798 -60.921888 0.5205108 2000-2012 –> 2013-2019 0.3598786 -207.97731
N_Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 145 0.1444772 -135.551522 0.4654185 2000-2012 –> 2013-2019 0.2886963 -369.94356
N_Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 145 0.1444772 -135.551522 0.4654185 2000-2012 –> 2013-2019 0.2886963 -369.94356
N_Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 145 0.1444772 -135.551522 0.4654185 2000-2012 –> 2013-2019 0.2886963 -369.94356
N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 385 0.1227808 -508.380700 0.8550489 1982-1999 –> 2000-2012 0.2350838 -1280.41955
N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 385 0.1250170 -494.482578 0.9126943 1982-1999 –> 2000-2012 0.2538569 -1125.85459
N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + phosphate 385 0.1227808 -508.380700 0.8550489 1982-1999 –> 2000-2012 0.2350838 -1280.41955
N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 385 0.1227808 -508.380700 0.8550489 1982-1999 –> 2000-2012 0.2350838 -1280.41955
N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 385 0.1249529 -494.877354 0.9120193 1982-1999 –> 2000-2012 0.2537098 -1126.90933
N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 385 0.1249529 -494.877354 0.9120193 1982-1999 –> 2000-2012 0.2537098 -1126.90933
N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 385 0.1249529 -494.877354 0.9120193 1982-1999 –> 2000-2012 0.2537098 -1126.90933
N_Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 385 0.1230815 -506.496690 0.8766718 1982-1999 –> 2000-2012 0.2453719 -1191.29282
N_Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 385 0.1230815 -506.496690 0.8766718 1982-1999 –> 2000-2012 0.2453719 -1191.29282
N_Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 385 0.1230815 -506.496690 0.8766718 1982-1999 –> 2000-2012 0.2453719 -1191.29282
N_Atlantic (28.1,28.15] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 197 0.1156369 -276.914480 0.4504561 2000-2012 –> 2013-2019 0.2421331 -762.34021
N_Atlantic (28.1,28.15] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 197 0.1156369 -276.914480 0.4504561 2000-2012 –> 2013-2019 0.2421331 -762.34021
N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 197 0.1163619 -274.451985 0.4476079 2000-2012 –> 2013-2019 0.2419452 -765.45445
N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 197 0.1169062 -272.613330 0.4460368 2000-2012 –> 2013-2019 0.2419232 -767.09591
N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 197 0.1169793 -272.367141 0.4456903 2000-2012 –> 2013-2019 0.2419322 -767.24449
N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 197 0.1169793 -272.367141 0.4456903 2000-2012 –> 2013-2019 0.2419322 -767.24449
N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 197 0.1169793 -272.367141 0.4456903 2000-2012 –> 2013-2019 0.2419322 -767.24449
N_Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 197 0.1185705 -267.043617 0.4284851 2000-2012 –> 2013-2019 0.2416521 -773.54031
N_Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 197 0.1185705 -267.043617 0.4284851 2000-2012 –> 2013-2019 0.2416521 -773.54031
N_Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 197 0.1185705 -267.043617 0.4284851 2000-2012 –> 2013-2019 0.2416521 -773.54031
N_Atlantic (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 926 0.2161502 -194.985914 1.0573713 1982-1999 –> 2000-2012 0.5949225 1048.65145
N_Atlantic (28.15,28.2] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 926 0.2161502 -194.985914 1.0573713 1982-1999 –> 2000-2012 0.5949225 1048.65145
N_Atlantic (28.15,28.2] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 926 0.2161502 -194.985914 1.0573713 1982-1999 –> 2000-2012 0.5949225 1048.65145
N_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 926 0.2160676 -195.693804 1.0576810 1982-1999 –> 2000-2012 0.5947130 1047.02376
N_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 926 0.2161690 -194.824738 1.0575585 1982-1999 –> 2000-2012 0.5946634 1046.79862
N_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 926 0.2161398 -195.075145 1.0576604 1982-1999 –> 2000-2012 0.5946333 1046.54192
N_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 926 0.2161398 -195.075145 1.0576604 1982-1999 –> 2000-2012 0.5946333 1046.54192
N_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 926 0.2161398 -195.075145 1.0576604 1982-1999 –> 2000-2012 0.5946333 1046.54192
N_Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 926 0.2179033 -180.025845 1.0571994 1982-1999 –> 2000-2012 0.5952454 1053.23100
N_Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 926 0.2179033 -180.025845 1.0571994 1982-1999 –> 2000-2012 0.5952454 1053.23100
N_Atlantic (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 512 0.3564643 410.715439 2.1540049 2000-2012 –> 2013-2019 0.5726145 215.72953
N_Atlantic (28.15,28.2] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 512 0.3564643 410.715439 2.1540049 2000-2012 –> 2013-2019 0.5726145 215.72953
N_Atlantic (28.15,28.2] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 512 0.3564643 410.715439 2.1540049 2000-2012 –> 2013-2019 0.5726145 215.72953
N_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 512 0.3565435 410.942742 2.1450554 2000-2012 –> 2013-2019 0.5726110 215.24894
N_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 512 0.3566287 411.187464 2.1361921 2000-2012 –> 2013-2019 0.5727977 216.36273
N_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 512 0.3566329 411.199662 2.1358485 2000-2012 –> 2013-2019 0.5727727 216.12452
N_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 512 0.3566329 411.199662 2.1358485 2000-2012 –> 2013-2019 0.5727727 216.12452
N_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 512 0.3566329 411.199662 2.1358485 2000-2012 –> 2013-2019 0.5727727 216.12452
N_Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 512 0.3577440 414.384954 2.0564534 2000-2012 –> 2013-2019 0.5756473 234.35911
N_Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 512 0.3577440 414.384954 2.0564534 2000-2012 –> 2013-2019 0.5756473 234.35911
N_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 229 0.2265342 -16.191714 1.3411456 1982-1999 –> 2000-2012 0.6039560 254.75623
N_Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 229 0.2265342 -16.191714 1.3411456 1982-1999 –> 2000-2012 0.6039560 254.75623
N_Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 229 0.2265342 -16.191714 1.3411456 1982-1999 –> 2000-2012 0.6039560 254.75623
N_Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + silicate + phosphate 229 0.2270927 -17.063993 1.3226420 1982-1999 –> 2000-2012 0.6191850 273.92542
N_Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + silicate + phosphate + phosphate_star 229 0.2270927 -17.063993 1.3226420 1982-1999 –> 2000-2012 0.6191850 273.92542
N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 229 0.2257564 -17.767061 1.3448865 1982-1999 –> 2000-2012 0.6030452 252.97724
N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 229 0.2271591 -14.930133 1.3328942 1982-1999 –> 2000-2012 0.6045891 256.03049
N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 229 0.2266239 -16.010442 1.3387707 1982-1999 –> 2000-2012 0.6039972 254.86329
N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 229 0.2266239 -16.010442 1.3387707 1982-1999 –> 2000-2012 0.6039972 254.86329
N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 229 0.2266239 -16.010442 1.3387707 1982-1999 –> 2000-2012 0.6039972 254.86329
N_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 135 0.2906778 63.517681 0.7587064 2000-2012 –> 2013-2019 0.5172120 47.32597
N_Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 135 0.2906778 63.517681 0.7587064 2000-2012 –> 2013-2019 0.5172120 47.32597
N_Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 135 0.2906778 63.517681 0.7587064 2000-2012 –> 2013-2019 0.5172120 47.32597
N_Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + silicate + phosphate 135 0.3056624 75.089372 0.7621227 2000-2012 –> 2013-2019 0.5327550 58.02538
N_Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + silicate + phosphate + phosphate_star 135 0.3056624 75.089372 0.7621227 2000-2012 –> 2013-2019 0.5327550 58.02538
N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 135 0.2901211 63.000096 0.7601263 2000-2012 –> 2013-2019 0.5158775 45.23304
N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 135 0.2907844 63.616608 0.7590960 2000-2012 –> 2013-2019 0.5179434 48.68647
N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 135 0.2904850 63.338488 0.7591761 2000-2012 –> 2013-2019 0.5171089 47.32805
N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 135 0.2904850 63.338488 0.7591761 2000-2012 –> 2013-2019 0.5171089 47.32805
N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 135 0.2904850 63.338488 0.7591761 2000-2012 –> 2013-2019 0.5171089 47.32805
N_Pacific (-Inf,26] cstar_tref ~ oxygen + aou + silicate + phosphate 2374 4.9766935 14368.547775 20.6436602 1982-1999 –> 2000-2012 10.4516296 34661.06044
N_Pacific (-Inf,26] cstar_tref ~ oxygen + aou + silicate + phosphate + phosphate_star 2374 4.9766935 14368.547775 20.6436602 1982-1999 –> 2000-2012 10.4516296 34661.06044
N_Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2374 4.9230584 14319.099607 21.4803077 1982-1999 –> 2000-2012 10.3242340 34525.41935
N_Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 2374 4.9230584 14319.099607 21.4803077 1982-1999 –> 2000-2012 10.3242340 34525.41935
N_Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 2374 4.9230584 14319.099607 21.4803077 1982-1999 –> 2000-2012 10.3242340 34525.41935
N_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 2374 4.9936395 14386.687544 21.6692027 1982-1999 –> 2000-2012 10.4387819 34645.72080
N_Pacific (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate 2374 4.9936897 14384.735289 21.6954283 1982-1999 –> 2000-2012 10.4397932 34642.91606
N_Pacific (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2374 4.9501937 14345.198126 21.1144348 1982-1999 –> 2000-2012 10.3751159 34580.04162
N_Pacific (-Inf,26] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 2374 4.9501937 14345.198126 21.1144348 1982-1999 –> 2000-2012 10.3751159 34580.04162
N_Pacific (-Inf,26] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 2374 4.9501937 14345.198126 21.1144348 1982-1999 –> 2000-2012 10.3751159 34580.04162
N_Pacific (-Inf,26] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1224 4.7267236 7287.874134 16.1181476 2000-2012 –> 2013-2019 9.7034171 21656.42191
N_Pacific (-Inf,26] cstar_tref ~ oxygen + aou + silicate + phosphate 1224 4.7267236 7287.874134 16.1181476 2000-2012 –> 2013-2019 9.7034171 21656.42191
N_Pacific (-Inf,26] cstar_tref ~ oxygen + aou + silicate + phosphate + phosphate_star 1224 4.7267236 7287.874134 16.1181476 2000-2012 –> 2013-2019 9.7034171 21656.42191
N_Pacific (-Inf,26] cstar_tref ~ oxygen + aou + silicate + phosphate_star 1224 4.7267236 7287.874134 16.1181476 2000-2012 –> 2013-2019 9.7034171 21656.42191
N_Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1224 4.6839576 7267.624533 16.4239785 2000-2012 –> 2013-2019 9.6070159 21586.72414
N_Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1224 4.6839576 7267.624533 16.4239785 2000-2012 –> 2013-2019 9.6070159 21586.72414
N_Pacific (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1224 4.6839576 7267.624533 16.4239785 2000-2012 –> 2013-2019 9.6070159 21586.72414
N_Pacific (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1224 4.6967777 7274.315634 16.4200098 2000-2012 –> 2013-2019 9.6469714 21619.51376
N_Pacific (-Inf,26] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1224 4.6967777 7274.315634 16.4200098 2000-2012 –> 2013-2019 9.6469714 21619.51376
N_Pacific (-Inf,26] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1224 4.6967777 7274.315634 16.4200098 2000-2012 –> 2013-2019 9.6469714 21619.51376
N_Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 2014 2.5572577 9511.516529 28.3508489 1982-1999 –> 2000-2012 4.6691250 21770.63702
N_Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2014 2.5678233 9528.124421 28.0207803 1982-1999 –> 2000-2012 4.6652649 21748.50488
N_Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2014 2.5763366 9541.456557 27.8766194 1982-1999 –> 2000-2012 4.6688856 21748.63758
N_Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2014 2.5763366 9541.456557 27.8766194 1982-1999 –> 2000-2012 4.6688856 21748.63758
N_Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2014 2.5763366 9541.456557 27.8766194 1982-1999 –> 2000-2012 4.6688856 21748.63758
N_Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 2014 2.5768287 9540.225856 29.0288440 1982-1999 –> 2000-2012 4.6908486 21803.10457
N_Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2014 2.5678372 9528.146217 29.2115945 1982-1999 –> 2000-2012 4.6692383 21759.18624
N_Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 2014 2.5949505 9568.454002 28.7619868 1982-1999 –> 2000-2012 4.6985257 21803.33884
N_Pacific (26,26.5] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 2014 2.5678372 9528.146217 29.2115945 1982-1999 –> 2000-2012 4.6692383 21759.18624
N_Pacific (26,26.5] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 2014 2.5678372 9528.146217 29.2115945 1982-1999 –> 2000-2012 4.6692383 21759.18624
N_Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1071 2.0154810 4554.603879 28.8402200 2000-2012 –> 2013-2019 4.5727387 14066.12041
N_Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1071 2.0123896 4551.315966 27.8278794 2000-2012 –> 2013-2019 4.5802130 14079.44039
N_Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1071 2.0135269 4552.526101 27.4685781 2000-2012 –> 2013-2019 4.5898634 14093.98266
N_Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1071 2.0135269 4552.526101 27.4685781 2000-2012 –> 2013-2019 4.5898634 14093.98266
N_Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1071 2.0135269 4552.526101 27.4685781 2000-2012 –> 2013-2019 4.5898634 14093.98266
N_Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 1071 2.0173274 4554.565300 29.3078957 2000-2012 –> 2013-2019 4.5941561 14094.79116
N_Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1071 2.0163482 4555.525340 29.0608297 2000-2012 –> 2013-2019 4.5841854 14083.67156
N_Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 1071 2.0186917 4556.013416 28.6367872 2000-2012 –> 2013-2019 4.6136421 14124.46742
N_Pacific (26,26.5] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1071 2.0163482 4555.525340 29.0608297 2000-2012 –> 2013-2019 4.5841854 14083.67156
N_Pacific (26,26.5] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1071 2.0163482 4555.525340 29.0608297 2000-2012 –> 2013-2019 4.5841854 14083.67156
N_Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1834 1.9587176 7684.626104 13.6892887 1982-1999 –> 2000-2012 3.6560430 17641.17867
N_Pacific (26.5,26.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1834 1.9587176 7684.626104 13.6892887 1982-1999 –> 2000-2012 3.6560430 17641.17867
N_Pacific (26.5,26.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1834 1.9587176 7684.626104 13.6892887 1982-1999 –> 2000-2012 3.6560430 17641.17867
N_Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1834 2.0089363 7777.483032 13.8844350 1982-1999 –> 2000-2012 3.7308109 17807.32820
N_Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1834 2.0507488 7853.042395 13.9940656 1982-1999 –> 2000-2012 3.8003115 17964.30820
N_Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1834 2.0667647 7881.577414 14.8978860 1982-1999 –> 2000-2012 3.8341554 18044.58946
N_Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1834 2.0667647 7881.577414 14.8978860 1982-1999 –> 2000-2012 3.8341554 18044.58946
N_Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1834 2.0667647 7881.577414 14.8978860 1982-1999 –> 2000-2012 3.8341554 18044.58946
N_Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1834 2.1789128 8075.400385 20.0024058 1982-1999 –> 2000-2012 4.0961394 18653.75256
N_Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1834 2.1789128 8075.400385 20.0024058 1982-1999 –> 2000-2012 4.0961394 18653.75256
N_Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1008 2.1863697 4451.580985 15.0194431 2000-2012 –> 2013-2019 4.1450873 12136.20709
N_Pacific (26.5,26.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1008 2.1863697 4451.580985 15.0194431 2000-2012 –> 2013-2019 4.1450873 12136.20709
N_Pacific (26.5,26.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1008 2.1863697 4451.580985 15.0194431 2000-2012 –> 2013-2019 4.1450873 12136.20709
N_Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1008 2.2301529 4491.553530 15.1076351 2000-2012 –> 2013-2019 4.2390892 12269.03656
N_Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1008 2.2639824 4521.904889 15.0797379 2000-2012 –> 2013-2019 4.3147312 12374.94728
N_Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1008 2.2742376 4531.016144 15.0933098 2000-2012 –> 2013-2019 4.3410023 12412.59356
N_Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1008 2.2742376 4531.016144 15.0933098 2000-2012 –> 2013-2019 4.3410023 12412.59356
N_Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1008 2.2742376 4531.016144 15.0933098 2000-2012 –> 2013-2019 4.3410023 12412.59356
N_Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1008 2.4152856 4652.324211 18.4844696 2000-2012 –> 2013-2019 4.5941983 12727.72460
N_Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1008 2.4152856 4652.324211 18.4844696 2000-2012 –> 2013-2019 4.5941983 12727.72460
N_Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 2119 2.0901346 9149.835793 20.7432855 1982-1999 –> 2000-2012 4.0180296 21194.81518
N_Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2119 2.0239676 9015.504764 18.8901403 1982-1999 –> 2000-2012 3.7319828 20360.36505
N_Pacific (26.75,27] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 2119 2.0239676 9015.504764 18.8901403 1982-1999 –> 2000-2012 3.7319828 20360.36505
N_Pacific (26.75,27] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 2119 2.0239676 9015.504764 18.8901403 1982-1999 –> 2000-2012 3.7319828 20360.36505
N_Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 2119 2.0449119 9059.134721 19.7155672 1982-1999 –> 2000-2012 3.7936665 20540.66493
N_Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2119 2.0831475 9137.644911 20.4545336 1982-1999 –> 2000-2012 3.8761692 20764.11580
N_Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 2119 2.3061548 9568.656063 15.7172368 1982-1999 –> 2000-2012 4.2950615 21796.28001
N_Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2119 2.0940147 9159.695748 20.5404756 1982-1999 –> 2000-2012 3.9037197 20839.86547
N_Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2119 2.0940147 9159.695748 20.5404756 1982-1999 –> 2000-2012 3.9037197 20839.86547
N_Pacific (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2119 2.0940147 9159.695748 20.5404756 1982-1999 –> 2000-2012 3.9037197 20839.86547
N_Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 1117 2.3379426 5079.180814 13.3195347 2000-2012 –> 2013-2019 4.4280772 14229.01661
N_Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1117 2.2769751 5022.150738 14.8098380 2000-2012 –> 2013-2019 4.3009427 14037.65550
N_Pacific (26.75,27] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1117 2.2769751 5022.150738 14.8098380 2000-2012 –> 2013-2019 4.3009427 14037.65550
N_Pacific (26.75,27] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1117 2.2769751 5022.150738 14.8098380 2000-2012 –> 2013-2019 4.3009427 14037.65550
N_Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 1117 2.3020987 5046.665166 14.4734661 2000-2012 –> 2013-2019 4.3470105 14105.79989
N_Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1117 2.3523742 5094.928390 14.2734716 2000-2012 –> 2013-2019 4.4355217 14232.57330
N_Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1117 2.3630534 5105.047267 14.1857822 2000-2012 –> 2013-2019 4.4570681 14264.74302
N_Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1117 2.3630534 5105.047267 14.1857822 2000-2012 –> 2013-2019 4.4570681 14264.74302
N_Pacific (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1117 2.3630534 5105.047267 14.1857822 2000-2012 –> 2013-2019 4.4570681 14264.74302
N_Pacific (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate_star 1117 2.4723299 5204.038317 12.9813902 2000-2012 –> 2013-2019 4.7499244 14717.88170
N_Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 2043 1.4747154 7397.050968 17.0304721 1982-1999 –> 2000-2012 2.7711180 16959.89643
N_Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2043 1.4674325 7378.822097 15.7706923 1982-1999 –> 2000-2012 2.7395815 16836.20852
N_Pacific (27,27.25] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 2043 1.4674325 7378.822097 15.7706923 1982-1999 –> 2000-2012 2.7395815 16836.20852
N_Pacific (27,27.25] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 2043 1.4674325 7378.822097 15.7706923 1982-1999 –> 2000-2012 2.7395815 16836.20852
N_Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2043 1.4206825 7246.530311 15.6972858 1982-1999 –> 2000-2012 2.6587054 16549.19449
N_Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 2043 1.4605361 7359.574278 15.3110263 1982-1999 –> 2000-2012 2.7431148 16863.41985
N_Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2043 1.4747807 7399.231784 15.0787934 1982-1999 –> 2000-2012 2.7782543 16995.02805
N_Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + phosphate 2043 1.4206825 7246.530311 15.6972858 1982-1999 –> 2000-2012 2.6587054 16549.19449
N_Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 2043 1.4206825 7246.530311 15.6972858 1982-1999 –> 2000-2012 2.6587054 16549.19449
N_Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2043 1.4765723 7404.192504 15.0166230 1982-1999 –> 2000-2012 2.7852451 17022.63989
N_Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1139 1.7657032 4541.496709 13.2669924 2000-2012 –> 2013-2019 3.2331357 11920.31881
N_Pacific (27,27.25] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1139 1.7657032 4541.496709 13.2669924 2000-2012 –> 2013-2019 3.2331357 11920.31881
N_Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1139 1.7007709 4456.145877 13.4631039 2000-2012 –> 2013-2019 3.1214534 11702.67619
N_Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 1139 1.7415530 4510.124602 13.0150082 2000-2012 –> 2013-2019 3.2020892 11869.69888
N_Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1139 1.7502684 4521.496094 12.8976482 2000-2012 –> 2013-2019 3.2250491 11920.72788
N_Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + phosphate 1139 1.7007709 4456.145877 13.4631039 2000-2012 –> 2013-2019 3.1214534 11702.67619
N_Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 1139 1.7007709 4456.145877 13.4631039 2000-2012 –> 2013-2019 3.1214534 11702.67619
N_Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1139 1.7501478 4521.339084 12.8744549 2000-2012 –> 2013-2019 3.2267200 11925.53159
N_Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1139 1.7501478 4521.339084 12.8744549 2000-2012 –> 2013-2019 3.2267200 11925.53159
N_Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1139 1.7501478 4521.339084 12.8744549 2000-2012 –> 2013-2019 3.2267200 11925.53159
N_Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1542 1.3128880 5229.561584 11.0392337 1982-1999 –> 2000-2012 2.6100425 12373.06931
N_Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1542 1.3128880 5229.561584 11.0392337 1982-1999 –> 2000-2012 2.6100425 12373.06931
N_Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1542 1.3128880 5229.561584 11.0392337 1982-1999 –> 2000-2012 2.6100425 12373.06931
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1542 1.3132954 5230.518482 11.2756393 1982-1999 –> 2000-2012 2.6162294 12392.90208
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1542 1.3129894 5229.799819 11.2017807 1982-1999 –> 2000-2012 2.6137518 12385.10063
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1542 1.3131102 5230.083450 11.2386501 1982-1999 –> 2000-2012 2.6145254 12387.51476
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1542 1.3131102 5230.083450 11.2386501 1982-1999 –> 2000-2012 2.6145254 12387.51476
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate 1542 1.3266471 5259.713781 10.6195113 1982-1999 –> 2000-2012 2.6592785 12515.78914
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1542 1.3131102 5230.083450 11.2386501 1982-1999 –> 2000-2012 2.6145254 12387.51476
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate_star 1542 1.3659163 5349.676132 12.4135123 1982-1999 –> 2000-2012 2.7000702 12610.59972
N_Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 828 1.4437774 2971.949534 10.6650891 2000-2012 –> 2013-2019 2.7566654 8201.51112
N_Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 828 1.4437774 2971.949534 10.6650891 2000-2012 –> 2013-2019 2.7566654 8201.51112
N_Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 828 1.4437774 2971.949534 10.6650891 2000-2012 –> 2013-2019 2.7566654 8201.51112
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 828 1.4445461 2972.830977 10.9038918 2000-2012 –> 2013-2019 2.7578415 8203.34946
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 828 1.4442076 2972.442853 10.8601095 2000-2012 –> 2013-2019 2.7571970 8202.24267
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate 828 1.4973341 3032.266617 9.3615598 2000-2012 –> 2013-2019 2.9043977 8475.47450
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 828 1.4444941 2972.771426 10.9057383 2000-2012 –> 2013-2019 2.7576043 8202.85488
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 828 1.4444941 2972.771426 10.9057383 2000-2012 –> 2013-2019 2.7576043 8202.85488
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate 828 1.4449885 2971.338108 10.7501035 2000-2012 –> 2013-2019 2.7716356 8231.05189
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 828 1.4444941 2972.771426 10.9057383 2000-2012 –> 2013-2019 2.7576043 8202.85488
N_Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1401 0.9578953 3869.332814 6.6613904 1982-1999 –> 2000-2012 1.8475196 9039.18344
N_Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1401 0.9578953 3869.332814 6.6613904 1982-1999 –> 2000-2012 1.8475196 9039.18344
N_Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1401 0.9578953 3869.332814 6.6613904 1982-1999 –> 2000-2012 1.8475196 9039.18344
N_Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + silicate + phosphate_star 1401 0.9962638 3977.377197 7.0826896 1982-1999 –> 2000-2012 1.8967177 9193.14304
N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1401 0.9733360 3914.139089 6.9969060 1982-1999 –> 2000-2012 1.8745824 9135.38864
N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1401 0.9666080 3894.703637 6.8551893 1982-1999 –> 2000-2012 1.8607254 9084.50427
N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1401 0.9673524 3896.860704 6.8621637 1982-1999 –> 2000-2012 1.8614581 9086.60911
N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1401 0.9673524 3896.860704 6.8621637 1982-1999 –> 2000-2012 1.8614581 9086.60911
N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1401 0.9673524 3896.860704 6.8621637 1982-1999 –> 2000-2012 1.8614581 9086.60911
N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 1401 0.9749695 3916.837629 6.7452697 1982-1999 –> 2000-2012 1.8690871 9104.63889
N_Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 744 0.9423807 2037.073789 6.6529809 2000-2012 –> 2013-2019 1.9002760 5906.40660
N_Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 744 0.9423807 2037.073789 6.6529809 2000-2012 –> 2013-2019 1.9002760 5906.40660
N_Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 744 0.9423807 2037.073789 6.6529809 2000-2012 –> 2013-2019 1.9002760 5906.40660
N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 744 0.9620465 2067.806057 6.7392607 2000-2012 –> 2013-2019 1.9353825 5981.94515
N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 744 0.9553068 2057.345131 6.7429077 2000-2012 –> 2013-2019 1.9219148 5952.04877
N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 744 0.9572536 2060.374451 6.7506722 2000-2012 –> 2013-2019 1.9246061 5957.23515
N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 744 0.9572536 2060.374451 6.7506722 2000-2012 –> 2013-2019 1.9246061 5957.23515
N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate 744 0.9957393 2117.027092 6.2873964 2000-2012 –> 2013-2019 2.0138633 6155.22146
N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 744 0.9572536 2060.374451 6.7506722 2000-2012 –> 2013-2019 1.9246061 5957.23515
N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 744 1.0183104 2150.379959 7.4688187 2000-2012 –> 2013-2019 1.9932799 6067.21759
N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 570 0.6564110 1151.686232 2.5751447 1982-1999 –> 2000-2012 1.2956010 2622.76363
N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou 570 0.7706582 1332.608099 2.1849576 1982-1999 –> 2000-2012 1.4603692 2915.79218
N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + phosphate 570 0.6564110 1151.686232 2.5751447 1982-1999 –> 2000-2012 1.2956010 2622.76363
N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 570 0.6564110 1151.686232 2.5751447 1982-1999 –> 2000-2012 1.2956010 2622.76363
N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate 570 0.5506518 951.405888 3.9462028 1982-1999 –> 2000-2012 1.1548732 2338.09199
N_Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 570 0.6060569 1060.699178 5.6086088 1982-1999 –> 2000-2012 1.4007557 2858.41870
N_Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + aou + phosphate 570 0.7679713 1328.626662 3.9223054 1982-1999 –> 2000-2012 1.6030038 3198.60742
N_Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + aou + phosphate + phosphate_star 570 0.7679713 1328.626662 3.9223054 1982-1999 –> 2000-2012 1.6030038 3198.60742
N_Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 570 0.6060569 1060.699178 5.6086088 1982-1999 –> 2000-2012 1.4007557 2858.41870
N_Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 570 0.6060569 1060.699178 5.6086088 1982-1999 –> 2000-2012 1.4007557 2858.41870
N_Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 330 0.8615939 852.178394 7.0510043 2000-2012 –> 2013-2019 1.5895730 2121.83787
N_Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 330 0.8615939 852.178394 7.0510043 2000-2012 –> 2013-2019 1.5895730 2121.83787
N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 330 0.6865383 702.277893 2.7810821 2000-2012 –> 2013-2019 1.3429493 1853.96412
N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou 330 0.7869075 790.334033 2.3868672 2000-2012 –> 2013-2019 1.5575657 2122.94213
N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + phosphate 330 0.6865383 702.277893 2.7810821 2000-2012 –> 2013-2019 1.3429493 1853.96412
N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 330 0.6865383 702.277893 2.7810821 2000-2012 –> 2013-2019 1.3429493 1853.96412
N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + silicate 330 0.6376274 653.498695 4.2965027 2000-2012 –> 2013-2019 1.1882792 1604.90458
N_Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 330 0.7333969 745.854421 5.5500412 2000-2012 –> 2013-2019 1.3394539 1806.55360
N_Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 330 0.7333969 745.854421 5.5500412 2000-2012 –> 2013-2019 1.3394539 1806.55360
N_Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 330 0.7333969 745.854421 5.5500412 2000-2012 –> 2013-2019 1.3394539 1806.55360
N_Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 809 0.4761029 1109.090451 2.6710878 1982-1999 –> 2000-2012 0.8901273 2406.77851
N_Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + phosphate 809 0.4761029 1109.090451 2.6710878 1982-1999 –> 2000-2012 0.8901273 2406.77851
N_Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 809 0.4761029 1109.090451 2.6710878 1982-1999 –> 2000-2012 0.8901273 2406.77851
N_Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate 809 0.4152558 887.846141 2.2442100 1982-1999 –> 2000-2012 0.8021770 2023.72277
N_Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + phosphate_star 809 0.5152446 1234.924695 3.3612665 1982-1999 –> 2000-2012 0.9753021 2782.58286
N_Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 809 0.4390653 978.055131 3.6431545 1982-1999 –> 2000-2012 0.8618624 2325.85633
N_Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + aou + phosphate 809 0.5152446 1234.924695 3.3612665 1982-1999 –> 2000-2012 0.9753021 2782.58286
N_Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + aou + phosphate_star 809 0.5152446 1234.924695 3.3612665 1982-1999 –> 2000-2012 0.9753021 2782.58286
N_Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 809 0.4390653 978.055131 3.6431545 1982-1999 –> 2000-2012 0.8618624 2325.85633
N_Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 809 0.4390653 978.055131 3.6431545 1982-1999 –> 2000-2012 0.8618624 2325.85633
N_Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 428 0.4522424 549.343775 2.5328945 2000-2012 –> 2013-2019 0.9283454 1658.43423
N_Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + phosphate 428 0.4522424 549.343775 2.5328945 2000-2012 –> 2013-2019 0.9283454 1658.43423
N_Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 428 0.4522424 549.343775 2.5328945 2000-2012 –> 2013-2019 0.9283454 1658.43423
N_Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate 428 0.4257104 497.590851 2.2663809 2000-2012 –> 2013-2019 0.8409662 1385.43699
N_Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + phosphate_star 428 0.4862731 609.448411 3.0699428 2000-2012 –> 2013-2019 1.0015177 1844.37311
N_Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 428 0.4457494 536.964754 3.3257590 2000-2012 –> 2013-2019 0.8848147 1515.01989
N_Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + aou + phosphate 428 0.4862731 609.448411 3.0699428 2000-2012 –> 2013-2019 1.0015177 1844.37311
N_Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + aou + phosphate_star 428 0.4862731 609.448411 3.0699428 2000-2012 –> 2013-2019 1.0015177 1844.37311
N_Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 428 0.4457494 536.964754 3.3257590 2000-2012 –> 2013-2019 0.8848147 1515.01989
N_Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 428 0.4457494 536.964754 3.3257590 2000-2012 –> 2013-2019 0.8848147 1515.01989
N_Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 531 0.3607923 438.253927 2.0653408 1982-1999 –> 2000-2012 0.7234609 1058.45367
N_Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 531 0.3607923 438.253927 2.0653408 1982-1999 –> 2000-2012 0.7234609 1058.45367
N_Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 531 0.3607923 438.253927 2.0653408 1982-1999 –> 2000-2012 0.7234609 1058.45367
N_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 531 0.3606567 437.854582 2.0658661 1982-1999 –> 2000-2012 0.7231821 1057.46291
N_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 531 0.3605977 437.680913 2.0661624 1982-1999 –> 2000-2012 0.7230642 1057.04563
N_Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 531 0.3605719 437.604791 2.0662109 1982-1999 –> 2000-2012 0.7230161 1056.87764
N_Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 531 0.3605719 437.604791 2.0662109 1982-1999 –> 2000-2012 0.7230161 1056.87764
N_Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 531 0.3605719 437.604791 2.0662109 1982-1999 –> 2000-2012 0.7230161 1056.87764
N_Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 531 0.3625069 443.288966 2.0792803 1982-1999 –> 2000-2012 0.7255734 1065.13104
N_Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 531 0.3625069 443.288966 2.0792803 1982-1999 –> 2000-2012 0.7255734 1065.13104
N_Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 284 0.3119731 158.328984 1.9291430 2000-2012 –> 2013-2019 0.6727655 596.58291
N_Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 284 0.3119731 158.328984 1.9291430 2000-2012 –> 2013-2019 0.6727655 596.58291
N_Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 284 0.3119731 158.328984 1.9291430 2000-2012 –> 2013-2019 0.6727655 596.58291
N_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 284 0.3117708 157.960538 1.9261865 2000-2012 –> 2013-2019 0.6724275 595.81512
N_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 284 0.3116475 157.735848 1.9251608 2000-2012 –> 2013-2019 0.6722452 595.41676
N_Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 284 0.3116037 157.656045 1.9246759 2000-2012 –> 2013-2019 0.6721756 595.26084
N_Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 284 0.3116037 157.656045 1.9246759 2000-2012 –> 2013-2019 0.6721756 595.26084
N_Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 284 0.3116037 157.656045 1.9246759 2000-2012 –> 2013-2019 0.6721756 595.26084
N_Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 284 0.3125017 159.290522 1.9515251 2000-2012 –> 2013-2019 0.6750087 602.57949
N_Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 284 0.3125017 159.290522 1.9515251 2000-2012 –> 2013-2019 0.6750087 602.57949
N_Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 485 0.2953213 207.269755 2.3510360 1982-1999 –> 2000-2012 0.6842572 868.62116
N_Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 485 0.2953213 207.269755 2.3510360 1982-1999 –> 2000-2012 0.6842572 868.62116
N_Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 485 0.2953213 207.269755 2.3510360 1982-1999 –> 2000-2012 0.6842572 868.62116
N_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 485 0.3006152 224.503858 2.3348566 1982-1999 –> 2000-2012 0.6764834 839.23934
N_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 485 0.2953519 207.370199 2.3510053 1982-1999 –> 2000-2012 0.6843298 868.86902
N_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 485 0.2953758 207.448787 2.3509040 1982-1999 –> 2000-2012 0.6843969 869.09898
N_Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + phosphate 485 0.3006152 224.503858 2.3348566 1982-1999 –> 2000-2012 0.6764834 839.23934
N_Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 485 0.3006152 224.503858 2.3348566 1982-1999 –> 2000-2012 0.6764834 839.23934
N_Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 485 0.2953820 207.469259 2.3508856 1982-1999 –> 2000-2012 0.6844150 869.16100
N_Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 485 0.2953820 207.469259 2.3508856 1982-1999 –> 2000-2012 0.6844150 869.16100
N_Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 270 0.3030877 135.611024 2.3479393 2000-2012 –> 2013-2019 0.5984090 342.88078
N_Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 270 0.3030877 135.611024 2.3479393 2000-2012 –> 2013-2019 0.5984090 342.88078
N_Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 270 0.3030877 135.611024 2.3479393 2000-2012 –> 2013-2019 0.5984090 342.88078
N_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 270 0.3031204 135.669252 2.3476438 2000-2012 –> 2013-2019 0.5984723 343.03945
N_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 270 0.3031438 135.710866 2.3473441 2000-2012 –> 2013-2019 0.5985196 343.15965
N_Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 270 0.3031500 135.722015 2.3472732 2000-2012 –> 2013-2019 0.5985321 343.19128
N_Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 270 0.3031500 135.722015 2.3472732 2000-2012 –> 2013-2019 0.5985321 343.19128
N_Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 270 0.3031500 135.722015 2.3472732 2000-2012 –> 2013-2019 0.5985321 343.19128
N_Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 270 0.3035787 136.485094 2.3425026 2000-2012 –> 2013-2019 0.5993472 345.22259
N_Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 270 0.3035787 136.485094 2.3425026 2000-2012 –> 2013-2019 0.5993472 345.22259
N_Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4796 0.2198486 -905.660252 2.4053624 1982-1999 –> 2000-2012 0.4534362 -1352.78448
N_Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + phosphate 4796 0.2198486 -905.660252 2.4053624 1982-1999 –> 2000-2012 0.4534362 -1352.78448
N_Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 4796 0.2198486 -905.660252 2.4053624 1982-1999 –> 2000-2012 0.4534362 -1352.78448
N_Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + phosphate_star 4796 0.2237195 -740.239814 2.2567699 1982-1999 –> 2000-2012 0.4579350 -1154.25735
N_Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4796 0.2036810 -1638.333468 2.6378670 1982-1999 –> 2000-2012 0.4262954 -2714.72236
N_Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + aou + phosphate 4796 0.2237195 -740.239814 2.2567699 1982-1999 –> 2000-2012 0.4579350 -1154.25735
N_Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + aou + phosphate + phosphate_star 4796 0.2237195 -740.239814 2.2567699 1982-1999 –> 2000-2012 0.4579350 -1154.25735
N_Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + aou + phosphate_star 4796 0.2237195 -740.239814 2.2567699 1982-1999 –> 2000-2012 0.4579350 -1154.25735
N_Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 4796 0.2036810 -1638.333468 2.6378670 1982-1999 –> 2000-2012 0.4262954 -2714.72236
N_Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 4796 0.2036810 -1638.333468 2.6378670 1982-1999 –> 2000-2012 0.4262954 -2714.72236
N_Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2635 0.2197889 -492.705835 1.7181379 2000-2012 –> 2013-2019 0.4396375 -1398.36609
N_Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2635 0.2128754 -661.137442 2.4345867 2000-2012 –> 2013-2019 0.4413507 -1197.61266
N_Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + phosphate 2635 0.2197889 -492.705835 1.7181379 2000-2012 –> 2013-2019 0.4396375 -1398.36609
N_Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 2635 0.2197889 -492.705835 1.7181379 2000-2012 –> 2013-2019 0.4396375 -1398.36609
N_Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2635 0.2127204 -664.975708 2.4312788 2000-2012 –> 2013-2019 0.4410077 -1209.34687
N_Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2635 0.2127204 -664.975708 2.4312788 2000-2012 –> 2013-2019 0.4410077 -1209.34687
N_Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2635 0.2127204 -664.975708 2.4312788 2000-2012 –> 2013-2019 0.4410077 -1209.34687
N_Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2635 0.1969421 -1071.129575 1.9619338 2000-2012 –> 2013-2019 0.4006231 -2709.46304
N_Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 2635 0.1969421 -1071.129575 1.9619338 2000-2012 –> 2013-2019 0.4006231 -2709.46304
N_Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 2635 0.1969421 -1071.129575 1.9619338 2000-2012 –> 2013-2019 0.4006231 -2709.46304
S_Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 7 0.0454901 -9.398500 0.0814508 1982-1999 –> 2000-2012 1.0050382 51.44145
S_Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate 7 0.1157549 1.677211 0.2062635 1982-1999 –> 2000-2012 1.0920701 61.10615
S_Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 7 0.0454901 -9.398500 0.0814508 1982-1999 –> 2000-2012 1.0050382 51.44145
S_Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 7 0.0454901 -9.398500 0.0814508 1982-1999 –> 2000-2012 1.0050382 51.44145
S_Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 7 0.0382719 -11.817425 0.0662726 1982-1999 –> 2000-2012 0.9993122 49.07536
S_Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7 0.0398470 -11.252783 0.0696905 1982-1999 –> 2000-2012 1.0008093 49.63724
S_Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + silicate 7 0.0747635 -2.442823 0.1537181 1982-1999 –> 2000-2012 1.0503348 58.96020
S_Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 7 0.0407550 -10.937350 0.0720772 1982-1999 –> 2000-2012 1.0022751 49.97241
S_Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 7 0.0407550 -10.937350 0.0720772 1982-1999 –> 2000-2012 1.0022751 49.97241
S_Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7 0.0407550 -10.937350 0.0720772 1982-1999 –> 2000-2012 1.0022751 49.97241
S_Atlantic (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 5 0.0000000 -Inf 0.0000000 2000-2012 –> 2013-2019 0.0669552 -Inf
S_Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + phosphate 5 0.0000000 -Inf 0.0000000 2000-2012 –> 2013-2019 0.0669552 -Inf
S_Atlantic (-Inf,26] cstar_tref ~ sal + oxygen + aou + phosphate_star 5 0.0000000 -Inf 0.0000000 2000-2012 –> 2013-2019 0.0669552 -Inf
S_Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 5 0.0000000 -Inf 0.0000000 2000-2012 –> 2013-2019 0.0740928 -Inf
S_Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate_star 5 0.0000000 -Inf 0.0000000 2000-2012 –> 2013-2019 0.0728556 -Inf
S_Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 5 0.0000000 -Inf 0.0000000 2000-2012 –> 2013-2019 0.0730110 -Inf
S_Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate_star 5 0.0000000 -Inf 0.0000000 2000-2012 –> 2013-2019 0.0730110 -Inf
S_Atlantic (-Inf,26] cstar_tref ~ sal + temp + phosphate + phosphate_star 5 0.0000000 -Inf 0.0000000 2000-2012 –> 2013-2019 0.0730110 -Inf
S_Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate 5 0.0000000 -Inf 0.0000000 2000-2012 –> 2013-2019 0.0908666 -Inf
S_Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate_star 5 0.0000000 -Inf 0.0000000 2000-2012 –> 2013-2019 0.0685740 -Inf
S_Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate 446 1.7977586 1800.887465 4.7580352 1982-1999 –> 2000-2012 3.9519220 4703.23017
S_Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 446 1.7965261 1802.275684 4.7095034 1982-1999 –> 2000-2012 3.9345001 4696.64558
S_Atlantic (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 446 1.7965261 1802.275684 4.7095034 1982-1999 –> 2000-2012 3.9345001 4696.64558
S_Atlantic (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 446 1.7965261 1802.275684 4.7095034 1982-1999 –> 2000-2012 3.9345001 4696.64558
S_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 446 1.7930407 1800.543475 4.6315917 1982-1999 –> 2000-2012 3.9376351 4699.00070
S_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 446 1.7986811 1803.345048 4.6707596 1982-1999 –> 2000-2012 3.9477285 4704.54439
S_Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 446 1.8052966 1806.619794 4.7271038 1982-1999 –> 2000-2012 3.9619352 4712.48071
S_Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 446 1.8052966 1806.619794 4.7271038 1982-1999 –> 2000-2012 3.9619352 4712.48071
S_Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 446 1.8052966 1806.619794 4.7271038 1982-1999 –> 2000-2012 3.9619352 4712.48071
S_Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 446 1.8356024 1821.469627 4.9878780 1982-1999 –> 2000-2012 3.9647223 4710.35325
S_Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 259 1.8298057 1061.990830 5.6211040 2000-2012 –> 2013-2019 3.6263318 2864.26651
S_Atlantic (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 259 1.8298057 1061.990830 5.6211040 2000-2012 –> 2013-2019 3.6263318 2864.26651
S_Atlantic (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 259 1.8298057 1061.990830 5.6211040 2000-2012 –> 2013-2019 3.6263318 2864.26651
S_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 259 1.8484484 1067.241686 5.5750784 2000-2012 –> 2013-2019 3.6414891 2867.78516
S_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 259 1.8550900 1069.099578 5.6032789 2000-2012 –> 2013-2019 3.6537711 2872.44463
S_Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 259 1.8643763 1071.686112 5.6704370 2000-2012 –> 2013-2019 3.6696729 2878.30591
S_Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 259 1.8643763 1071.686112 5.6704370 2000-2012 –> 2013-2019 3.6696729 2878.30591
S_Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 259 1.7878665 1049.980086 6.4770958 2000-2012 –> 2013-2019 3.6234689 2871.44971
S_Atlantic (26,26.5] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 259 1.7878665 1049.980086 6.4770958 2000-2012 –> 2013-2019 3.6234689 2871.44971
S_Atlantic (26,26.5] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 259 1.7878665 1049.980086 6.4770958 2000-2012 –> 2013-2019 3.6234689 2871.44971
S_Atlantic (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 720 1.5285740 2666.314264 4.6156104 1982-1999 –> 2000-2012 3.2222920 6278.16384
S_Atlantic (26.5,26.75] cstar_tref ~ oxygen + aou + silicate + phosphate 720 1.5285740 2666.314264 4.6156104 1982-1999 –> 2000-2012 3.2222920 6278.16384
S_Atlantic (26.5,26.75] cstar_tref ~ oxygen + aou + silicate + phosphate + phosphate_star 720 1.5285740 2666.314264 4.6156104 1982-1999 –> 2000-2012 3.2222920 6278.16384
S_Atlantic (26.5,26.75] cstar_tref ~ oxygen + aou + silicate + phosphate_star 720 1.5285740 2666.314264 4.6156104 1982-1999 –> 2000-2012 3.2222920 6278.16384
S_Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 720 1.5228930 2662.952507 4.6945331 1982-1999 –> 2000-2012 3.2164913 6276.67134
S_Atlantic (26.5,26.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 720 1.5228930 2662.952507 4.6945331 1982-1999 –> 2000-2012 3.2164913 6276.67134
S_Atlantic (26.5,26.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 720 1.5228930 2662.952507 4.6945331 1982-1999 –> 2000-2012 3.2164913 6276.67134
S_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 720 1.4802532 2622.058396 3.8826996 1982-1999 –> 2000-2012 3.1543494 6214.35053
S_Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 720 1.4802532 2622.058396 3.8826996 1982-1999 –> 2000-2012 3.1543494 6214.35053
S_Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 720 1.4802532 2622.058396 3.8826996 1982-1999 –> 2000-2012 3.1543494 6214.35053
S_Atlantic (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 311 1.5271970 1157.955717 4.2625091 2000-2012 –> 2013-2019 3.0557709 3824.26998
S_Atlantic (26.5,26.75] cstar_tref ~ oxygen + aou + silicate + phosphate 311 1.5271970 1157.955717 4.2625091 2000-2012 –> 2013-2019 3.0557709 3824.26998
S_Atlantic (26.5,26.75] cstar_tref ~ oxygen + aou + silicate + phosphate + phosphate_star 311 1.5271970 1157.955717 4.2625091 2000-2012 –> 2013-2019 3.0557709 3824.26998
S_Atlantic (26.5,26.75] cstar_tref ~ oxygen + aou + silicate + phosphate_star 311 1.5271970 1157.955717 4.2625091 2000-2012 –> 2013-2019 3.0557709 3824.26998
S_Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 311 1.5210347 1157.440880 4.3253634 2000-2012 –> 2013-2019 3.0439277 3820.39339
S_Atlantic (26.5,26.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 311 1.5210347 1157.440880 4.3253634 2000-2012 –> 2013-2019 3.0439277 3820.39339
S_Atlantic (26.5,26.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 311 1.5210347 1157.440880 4.3253634 2000-2012 –> 2013-2019 3.0439277 3820.39339
S_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 311 1.5063747 1151.416831 3.8835439 2000-2012 –> 2013-2019 2.9866278 3773.47523
S_Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 311 1.5063747 1151.416831 3.8835439 2000-2012 –> 2013-2019 2.9866278 3773.47523
S_Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 311 1.5063747 1151.416831 3.8835439 2000-2012 –> 2013-2019 2.9866278 3773.47523
S_Atlantic (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1236 1.3817693 4318.973858 11.7334992 1982-1999 –> 2000-2012 2.5373576 9484.42821
S_Atlantic (26.75,27] cstar_tref ~ oxygen + aou + silicate + phosphate 1236 1.3817693 4318.973858 11.7334992 1982-1999 –> 2000-2012 2.5373576 9484.42821
S_Atlantic (26.75,27] cstar_tref ~ oxygen + aou + silicate + phosphate + phosphate_star 1236 1.3817693 4318.973858 11.7334992 1982-1999 –> 2000-2012 2.5373576 9484.42821
S_Atlantic (26.75,27] cstar_tref ~ oxygen + aou + silicate + phosphate_star 1236 1.3817693 4318.973858 11.7334992 1982-1999 –> 2000-2012 2.5373576 9484.42821
S_Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1236 1.3773422 4313.040859 11.7174773 1982-1999 –> 2000-2012 2.5311716 9475.47502
S_Atlantic (26.75,27] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1236 1.3773422 4313.040859 11.7174773 1982-1999 –> 2000-2012 2.5311716 9475.47502
S_Atlantic (26.75,27] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1236 1.3773422 4313.040859 11.7174773 1982-1999 –> 2000-2012 2.5311716 9475.47502
S_Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1236 1.1919014 3955.575259 10.2047380 1982-1999 –> 2000-2012 2.2560604 8851.35769
S_Atlantic (26.75,27] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1236 1.1919014 3955.575259 10.2047380 1982-1999 –> 2000-2012 2.2560604 8851.35769
S_Atlantic (26.75,27] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1236 1.1919014 3955.575259 10.2047380 1982-1999 –> 2000-2012 2.2560604 8851.35769
S_Atlantic (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 685 2.0094011 2911.982102 22.4605840 2000-2012 –> 2013-2019 3.3911705 7230.95596
S_Atlantic (26.75,27] cstar_tref ~ oxygen + aou + silicate + phosphate 685 2.0094011 2911.982102 22.4605840 2000-2012 –> 2013-2019 3.3911705 7230.95596
S_Atlantic (26.75,27] cstar_tref ~ oxygen + aou + silicate + phosphate + phosphate_star 685 2.0094011 2911.982102 22.4605840 2000-2012 –> 2013-2019 3.3911705 7230.95596
S_Atlantic (26.75,27] cstar_tref ~ oxygen + aou + silicate + phosphate_star 685 2.0094011 2911.982102 22.4605840 2000-2012 –> 2013-2019 3.3911705 7230.95596
S_Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 685 1.9887020 2899.796384 22.2113858 2000-2012 –> 2013-2019 3.3660442 7212.83724
S_Atlantic (26.75,27] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 685 1.9887020 2899.796384 22.2113858 2000-2012 –> 2013-2019 3.3660442 7212.83724
S_Atlantic (26.75,27] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 685 1.9887020 2899.796384 22.2113858 2000-2012 –> 2013-2019 3.3660442 7212.83724
S_Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 685 1.7125120 2694.952780 19.6497745 2000-2012 –> 2013-2019 2.9044134 6650.52804
S_Atlantic (26.75,27] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 685 1.7125120 2694.952780 19.6497745 2000-2012 –> 2013-2019 2.9044134 6650.52804
S_Atlantic (26.75,27] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 685 1.7125120 2694.952780 19.6497745 2000-2012 –> 2013-2019 2.9044134 6650.52804
S_Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 947 1.3480459 3265.124094 7.6590577 1982-1999 –> 2000-2012 2.6204346 7240.80897
S_Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 947 1.3212195 3229.053085 6.8019016 1982-1999 –> 2000-2012 2.5906954 7201.26491
S_Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate_star 947 1.3289088 3238.043898 7.1705862 1982-1999 –> 2000-2012 2.6184662 7245.73539
S_Atlantic (27,27.25] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 947 1.3212195 3229.053085 6.8019016 1982-1999 –> 2000-2012 2.5906954 7201.26491
S_Atlantic (27,27.25] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 947 1.3212195 3229.053085 6.8019016 1982-1999 –> 2000-2012 2.5906954 7201.26491
S_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 947 1.3137948 3218.379610 6.7072021 1982-1999 –> 2000-2012 2.5847251 7193.32583
S_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 947 1.3155694 3220.936089 6.7079570 1982-1999 –> 2000-2012 2.5910088 7204.33968
S_Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 947 1.3172858 3223.405638 6.7135124 1982-1999 –> 2000-2012 2.5950916 7211.23570
S_Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 947 1.3172858 3223.405638 6.7135124 1982-1999 –> 2000-2012 2.5950916 7211.23570
S_Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 947 1.3172858 3223.405638 6.7135124 1982-1999 –> 2000-2012 2.5950916 7211.23570
S_Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 507 1.6417010 1955.476848 8.2986233 2000-2012 –> 2013-2019 2.9629205 5184.52993
S_Atlantic (27,27.25] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 507 1.6417010 1955.476848 8.2986233 2000-2012 –> 2013-2019 2.9629205 5184.52993
S_Atlantic (27,27.25] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 507 1.6417010 1955.476848 8.2986233 2000-2012 –> 2013-2019 2.9629205 5184.52993
S_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate 507 1.6262341 1943.878396 8.1480768 2000-2012 –> 2013-2019 2.9658577 5197.13216
S_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 507 1.6257795 1945.594881 8.1887255 2000-2012 –> 2013-2019 2.9395743 5163.97449
S_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 507 1.6260034 1945.734544 8.1767628 2000-2012 –> 2013-2019 2.9415728 5166.67063
S_Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + silicate 507 1.6174026 1940.356700 8.1165196 2000-2012 –> 2013-2019 2.9559168 5194.04131
S_Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 507 1.6271537 1946.451640 8.1750129 2000-2012 –> 2013-2019 2.9444396 5169.85728
S_Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 507 1.6271537 1946.451640 8.1750129 2000-2012 –> 2013-2019 2.9444396 5169.85728
S_Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 507 1.6271537 1946.451640 8.1750129 2000-2012 –> 2013-2019 2.9444396 5169.85728
S_Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 906 1.4383545 3241.778208 6.6048476 1982-1999 –> 2000-2012 2.5556355 7338.44193
S_Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 906 1.3953070 3188.720039 7.2418751 1982-1999 –> 2000-2012 2.5114150 7284.57914
S_Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate_star 906 1.4063044 3200.945700 6.8387693 1982-1999 –> 2000-2012 2.5526643 7366.21128
S_Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 906 1.3953070 3188.720039 7.2418751 1982-1999 –> 2000-2012 2.5114150 7284.57914
S_Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 906 1.3953070 3188.720039 7.2418751 1982-1999 –> 2000-2012 2.5114150 7284.57914
S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 906 1.4046898 3200.864151 7.2299141 1982-1999 –> 2000-2012 2.5201258 7295.11499
S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 906 1.4002558 3195.135385 7.1649360 1982-1999 –> 2000-2012 2.5154636 7288.84002
S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 906 1.3989397 3193.431409 7.1634267 1982-1999 –> 2000-2012 2.5147596 7288.60129
S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 906 1.3989397 3193.431409 7.1634267 1982-1999 –> 2000-2012 2.5147596 7288.60129
S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 906 1.3989397 3193.431409 7.1634267 1982-1999 –> 2000-2012 2.5147596 7288.60129
S_Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 477 1.5601509 1791.989915 5.9522980 2000-2012 –> 2013-2019 2.9554579 4980.70995
S_Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + silicate 477 1.5613245 1790.707261 6.0021511 2000-2012 –> 2013-2019 2.9741044 4999.97737
S_Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 477 1.5601509 1791.989915 5.9522980 2000-2012 –> 2013-2019 2.9554579 4980.70995
S_Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 477 1.5601509 1791.989915 5.9522980 2000-2012 –> 2013-2019 2.9554579 4980.70995
S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 477 1.5716346 1798.986210 6.0395958 2000-2012 –> 2013-2019 2.9763244 4999.85036
S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 477 1.5708664 1798.519808 6.0484362 2000-2012 –> 2013-2019 2.9711222 4993.65519
S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + silicate 477 1.5609092 1792.453510 6.0098208 2000-2012 –> 2013-2019 2.9560634 4980.97504
S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 477 1.5700843 1798.044709 6.0416652 2000-2012 –> 2013-2019 2.9690239 4991.47612
S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 477 1.5700843 1798.044709 6.0416652 2000-2012 –> 2013-2019 2.9690239 4991.47612
S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 477 1.5700843 1798.044709 6.0416652 2000-2012 –> 2013-2019 2.9690239 4991.47612
S_Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1282 0.9201810 3438.872452 3.9132695 1982-1999 –> 2000-2012 1.6723830 7138.98365
S_Atlantic (27.5,27.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1282 0.9201810 3438.872452 3.9132695 1982-1999 –> 2000-2012 1.6723830 7138.98365
S_Atlantic (27.5,27.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1282 0.9201810 3438.872452 3.9132695 1982-1999 –> 2000-2012 1.6723830 7138.98365
S_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1282 0.9324236 3472.760195 3.9445661 1982-1999 –> 2000-2012 1.6896968 7194.70925
S_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1282 0.9539416 3531.258669 3.9954979 1982-1999 –> 2000-2012 1.7321785 7341.95457
S_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1282 0.9615194 3551.545542 4.0040907 1982-1999 –> 2000-2012 1.7466128 7390.74999
S_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1282 0.9615194 3551.545542 4.0040907 1982-1999 –> 2000-2012 1.7466128 7390.74999
S_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1282 0.9615194 3551.545542 4.0040907 1982-1999 –> 2000-2012 1.7466128 7390.74999
S_Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1282 1.0201799 3703.384511 3.9554379 1982-1999 –> 2000-2012 1.8230803 7615.47957
S_Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1282 1.0201799 3703.384511 3.9554379 1982-1999 –> 2000-2012 1.8230803 7615.47957
S_Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 686 1.1060713 2097.100936 4.7712683 2000-2012 –> 2013-2019 2.1458235 5847.21033
S_Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 686 1.0831928 2070.424322 4.7951558 2000-2012 –> 2013-2019 2.0033739 5509.29677
S_Atlantic (27.5,27.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 686 1.0831928 2070.424322 4.7951558 2000-2012 –> 2013-2019 2.0033739 5509.29677
S_Atlantic (27.5,27.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 686 1.0831928 2070.424322 4.7951558 2000-2012 –> 2013-2019 2.0033739 5509.29677
S_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 686 1.0889272 2077.668429 4.8504419 2000-2012 –> 2013-2019 2.0213507 5550.42862
S_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 686 1.1042096 2096.789705 5.0042849 2000-2012 –> 2013-2019 2.0581512 5628.04837
S_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 686 1.1111980 2105.445524 5.0462500 2000-2012 –> 2013-2019 2.0727173 5656.99107
S_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 686 1.1111980 2105.445524 5.0462500 2000-2012 –> 2013-2019 2.0727173 5656.99107
S_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 686 1.1111980 2105.445524 5.0462500 2000-2012 –> 2013-2019 2.0727173 5656.99107
S_Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 686 1.1994330 2210.280444 4.5487912 2000-2012 –> 2013-2019 2.2196129 5913.66495
S_Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 551 0.8299125 1372.218917 3.8367797 1982-1999 –> 2000-2012 1.5207354 2909.46383
S_Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 551 0.8299125 1372.218917 3.8367797 1982-1999 –> 2000-2012 1.5207354 2909.46383
S_Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 551 0.8299125 1372.218917 3.8367797 1982-1999 –> 2000-2012 1.5207354 2909.46383
S_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 551 0.8343143 1378.048375 3.7886756 1982-1999 –> 2000-2012 1.5243987 2913.74036
S_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 551 0.8502864 1398.945693 3.6364629 1982-1999 –> 2000-2012 1.5539026 2962.83406
S_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 551 0.8539396 1403.670132 3.6128093 1982-1999 –> 2000-2012 1.5607124 2974.05805
S_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 551 0.8539396 1403.670132 3.6128093 1982-1999 –> 2000-2012 1.5607124 2974.05805
S_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 551 0.8539396 1403.670132 3.6128093 1982-1999 –> 2000-2012 1.5607124 2974.05805
S_Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 551 0.8969537 1457.826647 3.7803260 1982-1999 –> 2000-2012 1.6451776 3110.96829
S_Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 551 0.8969537 1457.826647 3.7803260 1982-1999 –> 2000-2012 1.6451776 3110.96829
S_Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 298 0.8876510 788.658123 3.1765617 2000-2012 –> 2013-2019 1.7175636 2160.87704
S_Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 298 0.8876510 788.658123 3.1765617 2000-2012 –> 2013-2019 1.7175636 2160.87704
S_Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 298 0.8876510 788.658123 3.1765617 2000-2012 –> 2013-2019 1.7175636 2160.87704
S_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 298 0.8956174 793.983159 3.1835430 2000-2012 –> 2013-2019 1.7299317 2172.03153
S_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 298 0.9272163 814.648619 3.0551880 2000-2012 –> 2013-2019 1.7775028 2213.59431
S_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 298 0.9325876 818.091214 3.0433083 2000-2012 –> 2013-2019 1.7865272 2221.76135
S_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 298 0.9325876 818.091214 3.0433083 2000-2012 –> 2013-2019 1.7865272 2221.76135
S_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 298 0.9325876 818.091214 3.0433083 2000-2012 –> 2013-2019 1.7865272 2221.76135
S_Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 298 1.0203048 871.667798 3.5630612 2000-2012 –> 2013-2019 1.9172585 2329.49444
S_Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 298 1.0203048 871.667798 3.5630612 2000-2012 –> 2013-2019 1.9172585 2329.49444
S_Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 526 0.9209742 1420.119253 3.2180464 1982-1999 –> 2000-2012 1.5958339 2861.87713
S_Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 526 0.9209742 1420.119253 3.2180464 1982-1999 –> 2000-2012 1.5958339 2861.87713
S_Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 526 0.9209742 1420.119253 3.2180464 1982-1999 –> 2000-2012 1.5958339 2861.87713
S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 526 0.9779836 1483.303300 3.6559133 1982-1999 –> 2000-2012 1.6740469 2968.12368
S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 526 0.9866376 1492.571301 3.3283429 1982-1999 –> 2000-2012 1.7025812 3016.59152
S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate 526 0.9119592 1409.770971 4.1155017 1982-1999 –> 2000-2012 1.7053263 3076.72834
S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 526 0.9903604 1496.533241 3.3205316 1982-1999 –> 2000-2012 1.7093999 3026.55985
S_Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 526 1.0266066 1534.347588 10.7252365 1982-1999 –> 2000-2012 1.6816073 2934.52833
S_Atlantic (27.85,27.95] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 526 1.0266066 1534.347588 10.7252365 1982-1999 –> 2000-2012 1.6816073 2934.52833
S_Atlantic (27.85,27.95] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 526 1.0266066 1534.347588 10.7252365 1982-1999 –> 2000-2012 1.6816073 2934.52833
S_Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 311 1.0281875 913.869863 4.5372290 2000-2012 –> 2013-2019 1.9491617 2333.98912
S_Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate 311 1.0973639 952.370326 3.4899297 2000-2012 –> 2013-2019 2.0814148 2440.18000
S_Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 311 1.0281875 913.869863 4.5372290 2000-2012 –> 2013-2019 1.9491617 2333.98912
S_Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 311 1.0281875 913.869863 4.5372290 2000-2012 –> 2013-2019 1.9491617 2333.98912
S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 311 1.0919152 951.274236 5.0959587 2000-2012 –> 2013-2019 2.0698988 2434.57754
S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 311 1.1027908 957.438766 4.6797884 2000-2012 –> 2013-2019 2.0894284 2450.01007
S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + silicate 311 1.0044862 899.363955 3.7251985 2000-2012 –> 2013-2019 1.9164454 2309.13493
S_Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 311 0.9931445 892.300974 9.5660318 2000-2012 –> 2013-2019 2.0197511 2426.64856
S_Atlantic (27.85,27.95] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 311 0.9931445 892.300974 9.5660318 2000-2012 –> 2013-2019 2.0197511 2426.64856
S_Atlantic (27.85,27.95] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 311 0.9931445 892.300974 9.5660318 2000-2012 –> 2013-2019 2.0197511 2426.64856
S_Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 727 0.9089993 1938.409118 5.9157178 1982-1999 –> 2000-2012 1.8261028 4646.52913
S_Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 727 0.9089993 1938.409118 5.9157178 1982-1999 –> 2000-2012 1.8261028 4646.52913
S_Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 727 0.9089993 1938.409118 5.9157178 1982-1999 –> 2000-2012 1.8261028 4646.52913
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 727 0.8147772 1779.298383 3.8653072 1982-1999 –> 2000-2012 1.5942670 4158.68039
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 727 0.9431795 1992.079634 6.1692655 1982-1999 –> 2000-2012 1.8939052 4773.00231
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + phosphate 727 0.8147772 1779.298383 3.8653072 1982-1999 –> 2000-2012 1.5942670 4158.68039
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 727 0.8147772 1779.298383 3.8653072 1982-1999 –> 2000-2012 1.5942670 4158.68039
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 727 0.9488611 2000.812053 6.2050600 1982-1999 –> 2000-2012 1.9069183 4797.26753
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 727 0.9488611 2000.812053 6.2050600 1982-1999 –> 2000-2012 1.9069183 4797.26753
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 727 0.9488611 2000.812053 6.2050600 1982-1999 –> 2000-2012 1.9069183 4797.26753
S_Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 419 0.9789564 1185.247763 6.4031504 2000-2012 –> 2013-2019 1.8879557 3123.65688
S_Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 419 0.9789564 1185.247763 6.4031504 2000-2012 –> 2013-2019 1.8879557 3123.65688
S_Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 419 0.9789564 1185.247763 6.4031504 2000-2012 –> 2013-2019 1.8879557 3123.65688
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 419 0.9256221 1138.302131 4.0746929 2000-2012 –> 2013-2019 1.7403993 2917.60051
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 419 1.0203895 1219.985035 6.6955209 2000-2012 –> 2013-2019 1.9635690 3212.06467
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + phosphate 419 0.9256221 1138.302131 4.0746929 2000-2012 –> 2013-2019 1.7403993 2917.60051
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 419 0.9256221 1138.302131 4.0746929 2000-2012 –> 2013-2019 1.7403993 2917.60051
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 419 1.0249209 1223.698228 6.7211826 2000-2012 –> 2013-2019 1.9737820 3224.51028
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 419 1.0249209 1223.698228 6.7211826 2000-2012 –> 2013-2019 1.9737820 3224.51028
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 419 1.0249209 1223.698228 6.7211826 2000-2012 –> 2013-2019 1.9737820 3224.51028
S_Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 564 0.7093901 1227.264134 3.1957090 1982-1999 –> 2000-2012 1.3826659 2827.43861
S_Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 564 0.7093901 1227.264134 3.1957090 1982-1999 –> 2000-2012 1.3826659 2827.43861
S_Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 564 0.7093901 1227.264134 3.1957090 1982-1999 –> 2000-2012 1.3826659 2827.43861
S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 564 0.6187876 1073.130424 2.5374363 1982-1999 –> 2000-2012 1.2118339 2476.63680
S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 564 0.7204725 1244.750066 3.2315154 1982-1999 –> 2000-2012 1.4041150 2868.60865
S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + phosphate 564 0.6187876 1073.130424 2.5374363 1982-1999 –> 2000-2012 1.2118339 2476.63680
S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 564 0.6187876 1073.130424 2.5374363 1982-1999 –> 2000-2012 1.2118339 2476.63680
S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 564 0.7229305 1248.591915 3.2382381 1982-1999 –> 2000-2012 1.4102708 2880.81173
S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 564 0.7229305 1248.591915 3.2382381 1982-1999 –> 2000-2012 1.4102708 2880.81173
S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 564 0.7229305 1248.591915 3.2382381 1982-1999 –> 2000-2012 1.4102708 2880.81173
S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 289 0.6578631 592.104106 3.2763774 2000-2012 –> 2013-2019 1.2766508 1665.23453
S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + phosphate 289 0.6578631 592.104106 3.2763774 2000-2012 –> 2013-2019 1.2766508 1665.23453
S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 289 0.6578631 592.104106 3.2763774 2000-2012 –> 2013-2019 1.2766508 1665.23453
S_Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate + phosphate_star 289 0.7273142 648.113215 3.2645624 2000-2012 –> 2013-2019 1.4599943 1909.81584
S_Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 289 0.7219159 645.807102 3.6709856 2000-2012 –> 2013-2019 1.4538012 1908.28550
S_Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + aou + phosphate 289 0.7273142 648.113215 3.2645624 2000-2012 –> 2013-2019 1.4599943 1909.81584
S_Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + aou + phosphate + phosphate_star 289 0.7273142 648.113215 3.2645624 2000-2012 –> 2013-2019 1.4599943 1909.81584
S_Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + aou + phosphate_star 289 0.7273142 648.113215 3.2645624 2000-2012 –> 2013-2019 1.4599943 1909.81584
S_Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 289 0.7219159 645.807102 3.6709856 2000-2012 –> 2013-2019 1.4538012 1908.28550
S_Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 289 0.7219159 645.807102 3.6709856 2000-2012 –> 2013-2019 1.4538012 1908.28550
S_Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 551 0.4701062 745.884336 1.6285058 1982-1999 –> 2000-2012 0.9117717 1702.20304
S_Atlantic (28.1,28.15] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 551 0.4701062 745.884336 1.6285058 1982-1999 –> 2000-2012 0.9117717 1702.20304
S_Atlantic (28.1,28.15] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 551 0.4701062 745.884336 1.6285058 1982-1999 –> 2000-2012 0.9117717 1702.20304
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 551 0.4390216 670.496563 1.3820013 1982-1999 –> 2000-2012 0.8488311 1509.58380
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 551 0.4740042 754.984123 1.6415726 1982-1999 –> 2000-2012 0.9197727 1725.78352
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + phosphate 551 0.4390216 670.496563 1.3820013 1982-1999 –> 2000-2012 0.8488311 1509.58380
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 551 0.4390216 670.496563 1.3820013 1982-1999 –> 2000-2012 0.8488311 1509.58380
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 551 0.4752713 757.925999 1.6473269 1982-1999 –> 2000-2012 0.9230560 1735.79267
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 551 0.4752713 757.925999 1.6473269 1982-1999 –> 2000-2012 0.9230560 1735.79267
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 551 0.4752713 757.925999 1.6473269 1982-1999 –> 2000-2012 0.9230560 1735.79267
S_Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 300 0.4836574 429.536078 2.5598100 2000-2012 –> 2013-2019 0.9537636 1175.42041
S_Atlantic (28.1,28.15] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 300 0.4836574 429.536078 2.5598100 2000-2012 –> 2013-2019 0.9537636 1175.42041
S_Atlantic (28.1,28.15] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 300 0.4836574 429.536078 2.5598100 2000-2012 –> 2013-2019 0.9537636 1175.42041
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 300 0.4520963 389.047064 2.2520481 2000-2012 –> 2013-2019 0.8911179 1059.54363
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 300 0.4885659 435.594539 2.5737045 2000-2012 –> 2013-2019 0.9625700 1190.57866
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + phosphate 300 0.4520963 389.047064 2.2520481 2000-2012 –> 2013-2019 0.8911179 1059.54363
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 300 0.4520963 389.047064 2.2520481 2000-2012 –> 2013-2019 0.8911179 1059.54363
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 300 0.4896053 436.869664 2.5763301 2000-2012 –> 2013-2019 0.9648765 1194.79566
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 300 0.4896053 436.869664 2.5763301 2000-2012 –> 2013-2019 0.9648765 1194.79566
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 300 0.4896053 436.869664 2.5763301 2000-2012 –> 2013-2019 0.9648765 1194.79566
S_Atlantic (28.15,28.2] cstar_tref ~ oxygen + aou + silicate + phosphate_star 614 0.2822348 201.016934 1.4100058 1982-1999 –> 2000-2012 0.5698940 507.74028
S_Atlantic (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 614 0.2822257 202.977154 1.4050836 1982-1999 –> 2000-2012 0.5693899 508.76615
S_Atlantic (28.15,28.2] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 614 0.2822257 202.977154 1.4050836 1982-1999 –> 2000-2012 0.5693899 508.76615
S_Atlantic (28.15,28.2] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 614 0.2822257 202.977154 1.4050836 1982-1999 –> 2000-2012 0.5693899 508.76615
S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 614 0.2812026 198.517718 1.4386929 1982-1999 –> 2000-2012 0.5693423 510.08511
S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + phosphate 614 0.2812026 198.517718 1.4386929 1982-1999 –> 2000-2012 0.5693423 510.08511
S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 614 0.2812026 198.517718 1.4386929 1982-1999 –> 2000-2012 0.5693423 510.08511
S_Atlantic (28.15,28.2] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 614 0.2810627 197.906649 1.4369091 1982-1999 –> 2000-2012 0.5687107 506.56368
S_Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 614 0.2810627 197.906649 1.4369091 1982-1999 –> 2000-2012 0.5687107 506.56368
S_Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 614 0.2810627 197.906649 1.4369091 1982-1999 –> 2000-2012 0.5687107 506.56368
S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 307 0.3001294 146.253698 0.8696950 2000-2012 –> 2013-2019 0.5813320 344.77142
S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + phosphate 307 0.3001294 146.253698 0.8696950 2000-2012 –> 2013-2019 0.5813320 344.77142
S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 307 0.3001294 146.253698 0.8696950 2000-2012 –> 2013-2019 0.5813320 344.77142
S_Atlantic (28.15,28.2] cstar_tref ~ temp + aou + phosphate + phosphate_star 307 0.3001869 144.371414 0.8674229 2000-2012 –> 2013-2019 0.5821791 344.33232
S_Atlantic (28.15,28.2] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 307 0.2969001 139.611548 0.8552211 2000-2012 –> 2013-2019 0.5779629 337.51820
S_Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + aou + phosphate 307 0.3001869 144.371414 0.8674229 2000-2012 –> 2013-2019 0.5821791 344.33232
S_Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + aou + phosphate + phosphate_star 307 0.3001869 144.371414 0.8674229 2000-2012 –> 2013-2019 0.5821791 344.33232
S_Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + aou + phosphate_star 307 0.3001869 144.371414 0.8674229 2000-2012 –> 2013-2019 0.5821791 344.33232
S_Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 307 0.2969001 139.611548 0.8552211 2000-2012 –> 2013-2019 0.5779629 337.51820
S_Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 307 0.2969001 139.611548 0.8552211 2000-2012 –> 2013-2019 0.5779629 337.51820
S_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2464 0.4980608 3571.549664 2.3819975 1982-1999 –> 2000-2012 0.9065694 7169.72612
S_Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 2464 0.4980608 3571.549664 2.3819975 1982-1999 –> 2000-2012 0.9065694 7169.72612
S_Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 2464 0.4980608 3571.549664 2.3819975 1982-1999 –> 2000-2012 0.9065694 7169.72612
S_Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + silicate + phosphate 2464 0.5019309 3607.693842 2.5822715 1982-1999 –> 2000-2012 0.9213212 7383.79379
S_Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + silicate + phosphate + phosphate_star 2464 0.5019309 3607.693842 2.5822715 1982-1999 –> 2000-2012 0.9213212 7383.79379
S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 2464 0.4982258 3573.181979 2.3833798 1982-1999 –> 2000-2012 0.9066888 7170.59487
S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2464 0.4979093 3570.050648 2.3774280 1982-1999 –> 2000-2012 0.9065650 7170.69092
S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2464 0.4980140 3571.086559 2.3798477 1982-1999 –> 2000-2012 0.9065713 7170.07894
S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2464 0.4980140 3571.086559 2.3798477 1982-1999 –> 2000-2012 0.9065713 7170.07894
S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2464 0.4980140 3571.086559 2.3798477 1982-1999 –> 2000-2012 0.9065713 7170.07894
S_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1422 0.5570246 2385.306235 2.7565863 2000-2012 –> 2013-2019 1.0550854 5956.85590
S_Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1422 0.5570246 2385.306235 2.7565863 2000-2012 –> 2013-2019 1.0550854 5956.85590
S_Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1422 0.5570246 2385.306235 2.7565863 2000-2012 –> 2013-2019 1.0550854 5956.85590
S_Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + silicate + phosphate 1422 0.5570401 2383.385704 2.7647644 2000-2012 –> 2013-2019 1.0589710 5991.07955
S_Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + silicate + phosphate + phosphate_star 1422 0.5570401 2383.385704 2.7647644 2000-2012 –> 2013-2019 1.0589710 5991.07955
S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 1422 0.5566853 2383.573443 2.7608126 2000-2012 –> 2013-2019 1.0549111 5956.75542
S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1422 0.5573552 2386.993717 2.7563953 2000-2012 –> 2013-2019 1.0552645 5957.04436
S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1422 0.5570304 2385.335973 2.7582598 2000-2012 –> 2013-2019 1.0550444 5956.42253
S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1422 0.5570304 2385.335973 2.7582598 2000-2012 –> 2013-2019 1.0550444 5956.42253
S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1422 0.5570304 2385.335973 2.7582598 2000-2012 –> 2013-2019 1.0550444 5956.42253
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1870 5.4971138 11694.624825 19.9073127 1982-1999 –> 2000-2012 10.9990168 27372.52413
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate_star 1870 5.4972843 11692.740871 19.9725681 1982-1999 –> 2000-2012 11.0003617 27369.71025
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 1870 5.4561503 11666.650659 19.3918975 1982-1999 –> 2000-2012 10.9328595 27321.53757
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1870 5.4551054 11665.934388 19.4447732 1982-1999 –> 2000-2012 10.9302474 27319.38630
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + phosphate 1870 5.4971138 11694.624825 19.9073127 1982-1999 –> 2000-2012 10.9990168 27372.52413
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 1870 5.4971138 11694.624825 19.9073127 1982-1999 –> 2000-2012 10.9990168 27372.52413
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1870 5.4557406 11666.369866 19.4019476 1982-1999 –> 2000-2012 10.9322215 27321.04770
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1870 5.4557406 11666.369866 19.4019476 1982-1999 –> 2000-2012 10.9322215 27321.04770
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate 1870 5.4754915 11677.884946 20.4867275 1982-1999 –> 2000-2012 10.9534591 27331.92381
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1870 5.4557406 11666.369866 19.4019476 1982-1999 –> 2000-2012 10.9322215 27321.04770
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1032 5.0247336 6274.753859 17.6227799 2000-2012 –> 2013-2019 10.5218474 17969.37868
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate_star 1032 5.0341944 6276.636367 17.4218895 2000-2012 –> 2013-2019 10.5314787 17969.37724
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 1032 5.0082244 6267.961222 17.6862677 2000-2012 –> 2013-2019 10.4643747 17934.61188
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1032 5.0024823 6265.593409 17.6353592 2000-2012 –> 2013-2019 10.4575877 17931.52780
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + phosphate 1032 5.0247336 6274.753859 17.6227799 2000-2012 –> 2013-2019 10.5218474 17969.37868
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 1032 5.0247336 6274.753859 17.6227799 2000-2012 –> 2013-2019 10.5218474 17969.37868
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1032 5.0058206 6266.970336 17.6785311 2000-2012 –> 2013-2019 10.4615613 17933.34020
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1032 5.0058206 6266.970336 17.6785311 2000-2012 –> 2013-2019 10.4615613 17933.34020
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate 1032 5.0487214 6282.583811 18.1623565 2000-2012 –> 2013-2019 10.5242129 17960.46876
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1032 5.0058206 6266.970336 17.6785311 2000-2012 –> 2013-2019 10.4615613 17933.34020
S_Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate 1889 3.6642381 10278.937808 11.3782641 1982-1999 –> 2000-2012 7.0846784 24249.62787
S_Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1889 3.6602376 10276.810849 11.5356814 1982-1999 –> 2000-2012 7.0713867 24235.16625
S_Pacific (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1889 3.6602376 10276.810849 11.5356814 1982-1999 –> 2000-2012 7.0713867 24235.16625
S_Pacific (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1889 3.6602376 10276.810849 11.5356814 1982-1999 –> 2000-2012 7.0713867 24235.16625
S_Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1889 3.6578987 10274.395847 11.5917490 1982-1999 –> 2000-2012 7.0653202 24226.98926
S_Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1889 3.6558749 10272.305057 11.6054027 1982-1999 –> 2000-2012 7.0616163 24222.29937
S_Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + silicate 1889 3.6259936 10241.298659 12.6786222 1982-1999 –> 2000-2012 6.9808744 24111.99829
S_Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1889 3.6536520 10270.007237 11.6236811 1982-1999 –> 2000-2012 7.0561850 24215.03443
S_Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1889 3.6536520 10270.007237 11.6236811 1982-1999 –> 2000-2012 7.0561850 24215.03443
S_Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1889 3.6536520 10270.007237 11.6236811 1982-1999 –> 2000-2012 7.0561850 24215.03443
S_Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate 1037 3.8064247 5727.174297 11.2782466 2000-2012 –> 2013-2019 7.4706628 16006.11210
S_Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1037 3.7983444 5724.766904 11.6301236 2000-2012 –> 2013-2019 7.4585820 16001.57775
S_Pacific (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1037 3.7983444 5724.766904 11.6301236 2000-2012 –> 2013-2019 7.4585820 16001.57775
S_Pacific (26,26.5] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1037 3.7983444 5724.766904 11.6301236 2000-2012 –> 2013-2019 7.4585820 16001.57775
S_Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1037 3.8009557 5726.192294 11.5927055 2000-2012 –> 2013-2019 7.4588544 16000.58814
S_Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1037 3.7994469 5725.368829 11.5657737 2000-2012 –> 2013-2019 7.4553218 15997.67389
S_Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + aou + silicate 1037 3.7600879 5703.771918 11.3799610 2000-2012 –> 2013-2019 7.3860815 15945.07058
S_Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1037 3.7977901 5724.464237 11.5491625 2000-2012 –> 2013-2019 7.4514421 15994.47147
S_Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1037 3.7977901 5724.464237 11.5491625 2000-2012 –> 2013-2019 7.4514421 15994.47147
S_Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1037 3.7977901 5724.464237 11.5491625 2000-2012 –> 2013-2019 7.4514421 15994.47147
S_Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1590 2.1311624 6932.427342 9.6538315 1982-1999 –> 2000-2012 4.0269287 15942.34193
S_Pacific (26.5,26.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1590 2.1311624 6932.427342 9.6538315 1982-1999 –> 2000-2012 4.0269287 15942.34193
S_Pacific (26.5,26.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1590 2.1311624 6932.427342 9.6538315 1982-1999 –> 2000-2012 4.0269287 15942.34193
S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1590 2.1325944 6934.563384 9.6463868 1982-1999 –> 2000-2012 4.0184309 15921.52829
S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1590 2.1338868 6936.489914 9.6430321 1982-1999 –> 2000-2012 4.0161595 15915.18870
S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1590 2.1341903 6936.942172 9.6408420 1982-1999 –> 2000-2012 4.0156474 15913.74693
S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1590 2.1341903 6936.942172 9.6408420 1982-1999 –> 2000-2012 4.0156474 15913.74693
S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1590 2.1341903 6936.942172 9.6408420 1982-1999 –> 2000-2012 4.0156474 15913.74693
S_Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1590 2.1586288 6973.149307 9.5001191 1982-1999 –> 2000-2012 4.0686356 16015.76749
S_Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1590 2.1586288 6973.149307 9.5001191 1982-1999 –> 2000-2012 4.0686356 16015.76749
S_Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 831 2.6265139 3977.198552 8.2050012 2000-2012 –> 2013-2019 4.7576763 10909.62589
S_Pacific (26.5,26.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 831 2.6265139 3977.198552 8.2050012 2000-2012 –> 2013-2019 4.7576763 10909.62589
S_Pacific (26.5,26.75] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 831 2.6265139 3977.198552 8.2050012 2000-2012 –> 2013-2019 4.7576763 10909.62589
S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 831 2.6272453 3977.661293 8.1529431 2000-2012 –> 2013-2019 4.7598397 10912.22468
S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 831 2.6279750 3978.122827 8.1210270 2000-2012 –> 2013-2019 4.7618618 10914.61274
S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 831 2.6281349 3978.223941 8.1149416 2000-2012 –> 2013-2019 4.7623252 10915.16611
S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 831 2.6281349 3978.223941 8.1149416 2000-2012 –> 2013-2019 4.7623252 10915.16611
S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 831 2.6281349 3978.223941 8.1149416 2000-2012 –> 2013-2019 4.7623252 10915.16611
S_Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 831 2.6579238 3996.956097 8.3371966 2000-2012 –> 2013-2019 4.8165526 10970.10540
S_Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 831 2.6579238 3996.956097 8.3371966 2000-2012 –> 2013-2019 4.8165526 10970.10540
S_Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1759 3.1522411 9044.889603 10.8627154 1982-1999 –> 2000-2012 5.5794439 20522.72073
S_Pacific (26.75,27] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1759 3.1522411 9044.889603 10.8627154 1982-1999 –> 2000-2012 5.5794439 20522.72073
S_Pacific (26.75,27] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1759 3.1522411 9044.889603 10.8627154 1982-1999 –> 2000-2012 5.5794439 20522.72073
S_Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 1759 3.1579221 9051.224034 10.8993042 1982-1999 –> 2000-2012 5.5787001 20515.87684
S_Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1759 3.1610572 9054.714909 10.9182093 1982-1999 –> 2000-2012 5.5803492 20516.31467
S_Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1759 3.1612621 9054.942946 10.9224636 1982-1999 –> 2000-2012 5.5803981 20516.22209
S_Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1759 3.1612621 9054.942946 10.9224636 1982-1999 –> 2000-2012 5.5803981 20516.22209
S_Pacific (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1759 3.1612621 9054.942946 10.9224636 1982-1999 –> 2000-2012 5.5803981 20516.22209
S_Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1759 3.1785926 9074.176522 11.5374925 1982-1999 –> 2000-2012 5.6147177 20570.25080
S_Pacific (26.75,27] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1759 3.1785926 9074.176522 11.5374925 1982-1999 –> 2000-2012 5.6147177 20570.25080
S_Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 936 3.3284291 4921.333773 14.7035304 2000-2012 –> 2013-2019 6.4806702 13966.22338
S_Pacific (26.75,27] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 936 3.3284291 4921.333773 14.7035304 2000-2012 –> 2013-2019 6.4806702 13966.22338
S_Pacific (26.75,27] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 936 3.3284291 4921.333773 14.7035304 2000-2012 –> 2013-2019 6.4806702 13966.22338
S_Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 936 3.3321973 4923.451915 14.7710016 2000-2012 –> 2013-2019 6.4901193 13974.67595
S_Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 936 3.3342174 4924.586448 14.8063759 2000-2012 –> 2013-2019 6.4952746 13979.30136
S_Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 936 3.3341251 4924.534625 14.8095200 2000-2012 –> 2013-2019 6.4953872 13979.47757
S_Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 936 3.3341251 4924.534625 14.8095200 2000-2012 –> 2013-2019 6.4953872 13979.47757
S_Pacific (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 936 3.3341251 4924.534625 14.8095200 2000-2012 –> 2013-2019 6.4953872 13979.47757
S_Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 936 3.3373778 4926.360017 15.0033904 2000-2012 –> 2013-2019 6.5159704 14000.53654
S_Pacific (26.75,27] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 936 3.3373778 4926.360017 15.0033904 2000-2012 –> 2013-2019 6.5159704 14000.53654
S_Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2511 3.8104700 13858.102604 13.1052041 1982-1999 –> 2000-2012 6.7913846 31264.45693
S_Pacific (27,27.25] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 2511 3.8104700 13858.102604 13.1052041 1982-1999 –> 2000-2012 6.7913846 31264.45693
S_Pacific (27,27.25] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 2511 3.8104700 13858.102604 13.1052041 1982-1999 –> 2000-2012 6.7913846 31264.45693
S_Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2511 3.8103446 13857.937277 13.0404867 1982-1999 –> 2000-2012 6.7907989 31263.22227
S_Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 2511 3.8114945 13859.452587 13.1055618 1982-1999 –> 2000-2012 6.7912275 31263.06125
S_Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + phosphate 2511 3.8103446 13857.937277 13.0404867 1982-1999 –> 2000-2012 6.7907989 31263.22227
S_Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 2511 3.8103446 13857.937277 13.0404867 1982-1999 –> 2000-2012 6.7907989 31263.22227
S_Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2511 3.8118296 13859.894073 13.1156416 1982-1999 –> 2000-2012 6.7914123 31263.15334
S_Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2511 3.8118296 13859.894073 13.1156416 1982-1999 –> 2000-2012 6.7914123 31263.15334
S_Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2511 3.8118296 13859.894073 13.1156416 1982-1999 –> 2000-2012 6.7914123 31263.15334
S_Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + phosphate_star 1292 4.3425033 7473.014512 15.2474344 2000-2012 –> 2013-2019 8.1531211 21329.31180
S_Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1292 4.3413976 7474.356500 15.3173071 2000-2012 –> 2013-2019 8.1518677 21332.45910
S_Pacific (27,27.25] cstar_tref ~ sal + oxygen + aou + phosphate 1292 4.3425033 7473.014512 15.2474344 2000-2012 –> 2013-2019 8.1531211 21329.31180
S_Pacific (27,27.25] cstar_tref ~ sal + oxygen + aou + phosphate + phosphate_star 1292 4.3425033 7473.014512 15.2474344 2000-2012 –> 2013-2019 8.1531211 21329.31180
S_Pacific (27,27.25] cstar_tref ~ sal + oxygen + aou + phosphate_star 1292 4.3425033 7473.014512 15.2474344 2000-2012 –> 2013-2019 8.1531211 21329.31180
S_Pacific (27,27.25] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1292 4.3413976 7474.356500 15.3173071 2000-2012 –> 2013-2019 8.1518677 21332.45910
S_Pacific (27,27.25] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1292 4.3413976 7474.356500 15.3173071 2000-2012 –> 2013-2019 8.1518677 21332.45910
S_Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1292 4.3391432 7473.014286 14.9969552 2000-2012 –> 2013-2019 8.1494878 21330.95156
S_Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + phosphate 1292 4.3391432 7473.014286 14.9969552 2000-2012 –> 2013-2019 8.1494878 21330.95156
S_Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 1292 4.3391432 7473.014286 14.9969552 2000-2012 –> 2013-2019 8.1494878 21330.95156
S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2580 2.9242916 12872.672490 23.5076828 1982-1999 –> 2000-2012 5.4176246 29345.20818
S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 2580 2.9588053 12933.216314 27.0970427 1982-1999 –> 2000-2012 5.4576047 29421.20459
S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2580 2.9460166 12910.865296 27.1976365 1982-1999 –> 2000-2012 5.4414956 29389.47129
S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + phosphate 2580 2.9242916 12872.672490 23.5076828 1982-1999 –> 2000-2012 5.4176246 29345.20818
S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 2580 2.9242916 12872.672490 23.5076828 1982-1999 –> 2000-2012 5.4176246 29345.20818
S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate_star 2580 2.9703758 12951.355309 23.3996770 1982-1999 –> 2000-2012 5.4740280 29451.03355
S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2580 2.9427629 12905.163238 27.2668744 1982-1999 –> 2000-2012 5.4377864 29382.48118
S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2580 2.9427629 12905.163238 27.2668744 1982-1999 –> 2000-2012 5.4377864 29382.48118
S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + phosphate_star 2580 2.9703758 12951.355309 23.3996770 1982-1999 –> 2000-2012 5.4740280 29451.03355
S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2580 2.9427629 12905.163238 27.2668744 1982-1999 –> 2000-2012 5.4377864 29382.48118
S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1403 3.3540502 7391.274669 24.2596396 2000-2012 –> 2013-2019 6.2783418 20263.94716
S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1403 3.4100487 7437.736322 26.2779780 2000-2012 –> 2013-2019 6.3560654 20348.60162
S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + phosphate 1403 3.3540502 7391.274669 24.2596396 2000-2012 –> 2013-2019 6.2783418 20263.94716
S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 1403 3.3540502 7391.274669 24.2596396 2000-2012 –> 2013-2019 6.2783418 20263.94716
S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 1403 3.4127254 7437.937958 24.3473396 2000-2012 –> 2013-2019 6.3831011 20389.29327
S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate_star 1403 3.4127254 7437.937958 24.3473396 2000-2012 –> 2013-2019 6.3831011 20389.29327
S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1403 3.4061689 7434.541965 26.3571648 2000-2012 –> 2013-2019 6.3489319 20339.70520
S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1403 3.4061689 7434.541965 26.3571648 2000-2012 –> 2013-2019 6.3489319 20339.70520
S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + phosphate_star 1403 3.4127254 7437.937958 24.3473396 2000-2012 –> 2013-2019 6.3831011 20389.29327
S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1403 3.4061689 7434.541965 26.3571648 2000-2012 –> 2013-2019 6.3489319 20339.70520
S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 2454 2.4398660 11355.807165 9.0196867 1982-1999 –> 2000-2012 4.3875437 25518.35665
S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2454 2.4285256 11332.941878 8.9309754 1982-1999 –> 2000-2012 4.3752298 25492.09963
S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + phosphate 2454 2.4413255 11358.742281 7.2620775 1982-1999 –> 2000-2012 4.3924034 25533.12466
S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 2454 2.4413255 11358.742281 7.2620775 1982-1999 –> 2000-2012 4.3924034 25533.12466
S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2454 2.4236276 11323.033090 8.8956943 1982-1999 –> 2000-2012 4.3686093 25476.18558
S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2454 2.4236276 11323.033090 8.8956943 1982-1999 –> 2000-2012 4.3686093 25476.18558
S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2454 2.4236276 11323.033090 8.8956943 1982-1999 –> 2000-2012 4.3686093 25476.18558
S_Pacific (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2454 2.3742578 11222.023792 7.0468983 1982-1999 –> 2000-2012 4.2866371 25260.49660
S_Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 2454 2.3742578 11222.023792 7.0468983 1982-1999 –> 2000-2012 4.2866371 25260.49660
S_Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 2454 2.3742578 11222.023792 7.0468983 1982-1999 –> 2000-2012 4.2866371 25260.49660
S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1316 2.8790894 6531.917916 9.2900337 2000-2012 –> 2013-2019 5.3189554 17887.72508
S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1316 2.8587700 6513.276562 9.0473450 2000-2012 –> 2013-2019 5.2872957 17846.21844
S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + phosphate 1316 2.8971002 6548.331755 11.0837842 2000-2012 –> 2013-2019 5.3384258 17907.07404
S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 1316 2.8971002 6548.331755 11.0837842 2000-2012 –> 2013-2019 5.3384258 17907.07404
S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1316 2.8510840 6506.190704 8.9554466 2000-2012 –> 2013-2019 5.2747116 17829.22379
S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1316 2.8510840 6506.190704 8.9554466 2000-2012 –> 2013-2019 5.2747116 17829.22379
S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1316 2.8510840 6506.190704 8.9554466 2000-2012 –> 2013-2019 5.2747116 17829.22379
S_Pacific (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1316 2.7863224 6445.716037 9.7045895 2000-2012 –> 2013-2019 5.1605802 17667.73983
S_Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1316 2.7863224 6445.716037 9.7045895 2000-2012 –> 2013-2019 5.1605802 17667.73983
S_Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1316 2.7863224 6445.716037 9.7045895 2000-2012 –> 2013-2019 5.1605802 17667.73983
S_Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1065 1.7274519 4200.698127 10.7621130 1982-1999 –> 2000-2012 3.1355637 9029.78663
S_Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1065 1.7274519 4200.698127 10.7621130 1982-1999 –> 2000-2012 3.1355637 9029.78663
S_Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1065 1.7274519 4200.698127 10.7621130 1982-1999 –> 2000-2012 3.1355637 9029.78663
S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1065 1.7310276 4205.102457 10.7747554 1982-1999 –> 2000-2012 3.1392117 9034.33150
S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1065 1.7281928 4201.611434 10.7305224 1982-1999 –> 2000-2012 3.1368886 9031.83365
S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + phosphate 1065 1.7476089 4225.408462 11.3563743 1982-1999 –> 2000-2012 3.1574687 9057.88863
S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 1065 1.7476089 4225.408462 11.3563743 1982-1999 –> 2000-2012 3.1574687 9057.88863
S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1065 1.7278814 4201.227618 10.7317452 1982-1999 –> 2000-2012 3.1367671 9031.81843
S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1065 1.7278814 4201.227618 10.7317452 1982-1999 –> 2000-2012 3.1367671 9031.81843
S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1065 1.7278814 4201.227618 10.7317452 1982-1999 –> 2000-2012 3.1367671 9031.81843
S_Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 576 1.9812262 2436.257946 4.9795277 2000-2012 –> 2013-2019 3.7086781 6636.95607
S_Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 576 1.9812262 2436.257946 4.9795277 2000-2012 –> 2013-2019 3.7086781 6636.95607
S_Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 576 1.9812262 2436.257946 4.9795277 2000-2012 –> 2013-2019 3.7086781 6636.95607
S_Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + silicate + phosphate 576 2.0184197 2455.683939 5.2650235 2000-2012 –> 2013-2019 3.7464888 6655.14295
S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 576 1.9874004 2439.842417 5.0627526 2000-2012 –> 2013-2019 3.7184280 6644.94487
S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 576 1.9860079 2439.034988 5.0757117 2000-2012 –> 2013-2019 3.7142007 6640.64642
S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 576 1.9861890 2439.140021 5.0733880 2000-2012 –> 2013-2019 3.7140704 6640.36764
S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 576 1.9861890 2439.140021 5.0733880 2000-2012 –> 2013-2019 3.7140704 6640.36764
S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 576 1.9861890 2439.140021 5.0733880 2000-2012 –> 2013-2019 3.7140704 6640.36764
S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 576 1.9878678 2438.113331 4.9763381 2000-2012 –> 2013-2019 3.7223038 6645.40562
S_Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1198 1.5152764 4409.549223 13.2036715 1982-1999 –> 2000-2012 2.7750137 9963.71783
S_Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1198 1.5152764 4409.549223 13.2036715 1982-1999 –> 2000-2012 2.7750137 9963.71783
S_Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1198 1.5152764 4409.549223 13.2036715 1982-1999 –> 2000-2012 2.7750137 9963.71783
S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1198 1.5166953 4411.791768 13.0635912 1982-1999 –> 2000-2012 2.7777833 9969.55884
S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1198 1.5153228 4409.622523 13.4099250 1982-1999 –> 2000-2012 2.7758660 9965.93881
S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1198 1.5157229 4410.255136 13.5095872 1982-1999 –> 2000-2012 2.7772931 9969.30602
S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + phosphate 1198 1.5166953 4411.791768 13.0635912 1982-1999 –> 2000-2012 2.7777833 9969.55884
S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 1198 1.5166953 4411.791768 13.0635912 1982-1999 –> 2000-2012 2.7777833 9969.55884
S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1198 1.5159002 4410.535349 13.5425492 1982-1999 –> 2000-2012 2.7778510 9970.59912
S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1198 1.5159002 4410.535349 13.5425492 1982-1999 –> 2000-2012 2.7778510 9970.59912
S_Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 629 1.7582504 2508.938263 7.4528642 2000-2012 –> 2013-2019 3.2735268 6918.48749
S_Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 629 1.7582504 2508.938263 7.4528642 2000-2012 –> 2013-2019 3.2735268 6918.48749
S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 629 1.7533682 2505.440233 7.8070354 2000-2012 –> 2013-2019 3.2700635 6917.23200
S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 629 1.7554310 2506.919405 7.4747385 2000-2012 –> 2013-2019 3.2707538 6916.54193
S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 629 1.7539964 2505.890894 7.4819831 2000-2012 –> 2013-2019 3.2697193 6916.14603
S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + phosphate 629 1.7533682 2505.440233 7.8070354 2000-2012 –> 2013-2019 3.2700635 6917.23200
S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 629 1.7533682 2505.440233 7.8070354 2000-2012 –> 2013-2019 3.2700635 6917.23200
S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 629 1.7536137 2505.616377 7.4905755 2000-2012 –> 2013-2019 3.2695139 6916.15173
S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 629 1.7536137 2505.616377 7.4905755 2000-2012 –> 2013-2019 3.2695139 6916.15173
S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 629 1.7536137 2505.616377 7.4905755 2000-2012 –> 2013-2019 3.2695139 6916.15173
S_Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1105 1.9465093 4621.797452 8.1266655 1982-1999 –> 2000-2012 3.5473577 10478.04569
S_Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1105 1.9465093 4621.797452 8.1266655 1982-1999 –> 2000-2012 3.5473577 10478.04569
S_Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1105 1.9465093 4621.797452 8.1266655 1982-1999 –> 2000-2012 3.5473577 10478.04569
S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 1105 1.9491318 4624.772839 8.1810028 1982-1999 –> 2000-2012 3.5526414 10486.15692
S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1105 1.9475431 4622.970831 8.1741902 1982-1999 –> 2000-2012 3.5497287 10481.80071
S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1105 1.9482218 4623.740878 8.1797391 1982-1999 –> 2000-2012 3.5511689 10484.04002
S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1105 1.9482218 4623.740878 8.1797391 1982-1999 –> 2000-2012 3.5511689 10484.04002
S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1105 1.9482218 4623.740878 8.1797391 1982-1999 –> 2000-2012 3.5511689 10484.04002
S_Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1105 1.9433905 4618.253560 7.6344009 1982-1999 –> 2000-2012 3.5640650 10512.56030
S_Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1105 1.9433905 4618.253560 7.6344009 1982-1999 –> 2000-2012 3.5640650 10512.56030
S_Pacific (27.95,28.05] cstar_tref ~ aou + silicate + phosphate + phosphate_star 607 2.1641661 2671.841981 6.9650947 2000-2012 –> 2013-2019 4.1114663 7292.53721
S_Pacific (27.95,28.05] cstar_tref ~ oxygen + aou + silicate + phosphate 607 2.1641661 2671.841981 6.9650947 2000-2012 –> 2013-2019 4.1114663 7292.53721
S_Pacific (27.95,28.05] cstar_tref ~ oxygen + aou + silicate + phosphate + phosphate_star 607 2.1641661 2671.841981 6.9650947 2000-2012 –> 2013-2019 4.1114663 7292.53721
S_Pacific (27.95,28.05] cstar_tref ~ oxygen + aou + silicate + phosphate_star 607 2.1641661 2671.841981 6.9650947 2000-2012 –> 2013-2019 4.1114663 7292.53721
S_Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 607 2.1637074 2673.584691 7.0294435 2000-2012 –> 2013-2019 4.1102168 7295.38214
S_Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 607 2.1637074 2673.584691 7.0294435 2000-2012 –> 2013-2019 4.1102168 7295.38214
S_Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 607 2.1637074 2673.584691 7.0294435 2000-2012 –> 2013-2019 4.1102168 7295.38214
S_Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 607 2.1479572 2664.715346 6.9875152 2000-2012 –> 2013-2019 4.0913477 7282.96891
S_Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 607 2.1479572 2664.715346 6.9875152 2000-2012 –> 2013-2019 4.0913477 7282.96891
S_Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 607 2.1479572 2664.715346 6.9875152 2000-2012 –> 2013-2019 4.0913477 7282.96891
S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 671 1.5384475 2496.313905 8.6737306 1982-1999 –> 2000-2012 2.8527605 5928.66432
S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + phosphate 671 1.5384475 2496.313905 8.6737306 1982-1999 –> 2000-2012 2.8527605 5928.66432
S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 671 1.5384475 2496.313905 8.6737306 1982-1999 –> 2000-2012 2.8527605 5928.66432
S_Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + phosphate_star 671 1.5386696 2494.507641 8.6759926 1982-1999 –> 2000-2012 2.8545341 5927.24114
S_Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 671 1.5381332 2496.039759 8.6940086 1982-1999 –> 2000-2012 2.8500392 5924.68725
S_Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + aou + phosphate 671 1.5386696 2494.507641 8.6759926 1982-1999 –> 2000-2012 2.8545341 5927.24114
S_Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + aou + phosphate + phosphate_star 671 1.5386696 2494.507641 8.6759926 1982-1999 –> 2000-2012 2.8545341 5927.24114
S_Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + aou + phosphate_star 671 1.5386696 2494.507641 8.6759926 1982-1999 –> 2000-2012 2.8545341 5927.24114
S_Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 671 1.5381332 2496.039759 8.6940086 1982-1999 –> 2000-2012 2.8500392 5924.68725
S_Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 671 1.5381332 2496.039759 8.6940086 1982-1999 –> 2000-2012 2.8500392 5924.68725
S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 367 1.7559191 1468.737325 9.1623710 2000-2012 –> 2013-2019 3.2943666 3965.05123
S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + phosphate 367 1.7559191 1468.737325 9.1623710 2000-2012 –> 2013-2019 3.2943666 3965.05123
S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 367 1.7559191 1468.737325 9.1623710 2000-2012 –> 2013-2019 3.2943666 3965.05123
S_Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + phosphate_star 367 1.7560000 1466.771151 9.1510668 2000-2012 –> 2013-2019 3.2946696 3961.27879
S_Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 367 1.7553787 1468.511398 9.1496439 2000-2012 –> 2013-2019 3.2935119 3964.55116
S_Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + aou + phosphate 367 1.7560000 1466.771151 9.1510668 2000-2012 –> 2013-2019 3.2946696 3961.27879
S_Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + aou + phosphate + phosphate_star 367 1.7560000 1466.771151 9.1510668 2000-2012 –> 2013-2019 3.2946696 3961.27879
S_Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + aou + phosphate_star 367 1.7560000 1466.771151 9.1510668 2000-2012 –> 2013-2019 3.2946696 3961.27879
S_Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + aou + silicate + phosphate 367 1.7553787 1468.511398 9.1496439 2000-2012 –> 2013-2019 3.2935119 3964.55116
S_Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 367 1.7553787 1468.511398 9.1496439 2000-2012 –> 2013-2019 3.2935119 3964.55116
S_Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5416 1.0273211 15675.913868 10.4734040 1982-1999 –> 2000-2012 1.8746525 34702.09749
S_Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 5416 1.0273211 15675.913868 10.4734040 1982-1999 –> 2000-2012 1.8746525 34702.09749
S_Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 5416 1.0273211 15675.913868 10.4734040 1982-1999 –> 2000-2012 1.8746525 34702.09749
S_Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 5416 1.0264825 15667.068114 10.4710334 1982-1999 –> 2000-2012 1.8728759 34676.44957
S_Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5416 1.0257031 15658.839917 10.4687062 1982-1999 –> 2000-2012 1.8710532 34649.51186
S_Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 5416 1.0256603 15658.388460 10.4692519 1982-1999 –> 2000-2012 1.8709419 34647.82943
S_Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 5416 1.0256603 15658.388460 10.4692519 1982-1999 –> 2000-2012 1.8709419 34647.82943
S_Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5416 1.0256603 15658.388460 10.4692519 1982-1999 –> 2000-2012 1.8709419 34647.82943
S_Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate_star 5416 1.0417597 15825.093549 9.6971342 1982-1999 –> 2000-2012 1.9159534 35322.73401
S_Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 5416 1.0584105 15998.856282 10.9627721 1982-1999 –> 2000-2012 1.9248298 35362.98261
S_Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2815 1.1694723 8884.015268 8.8684206 2000-2012 –> 2013-2019 2.1967934 24559.92914
S_Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate 2815 1.1694723 8884.015268 8.8684206 2000-2012 –> 2013-2019 2.1967934 24559.92914
S_Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 2815 1.1694723 8884.015268 8.8684206 2000-2012 –> 2013-2019 2.1967934 24559.92914
S_Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 2815 1.1686981 8880.286905 8.8670734 2000-2012 –> 2013-2019 2.1951806 24547.35502
S_Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2815 1.1681171 8877.487134 8.8696620 2000-2012 –> 2013-2019 2.1938201 24536.32705
S_Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2815 1.1681046 8877.427190 8.8702020 2000-2012 –> 2013-2019 2.1937649 24535.81565
S_Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2815 1.1681046 8877.427190 8.8702020 2000-2012 –> 2013-2019 2.1937649 24535.81565
S_Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2815 1.1681046 8877.427190 8.8702020 2000-2012 –> 2013-2019 2.1937649 24535.81565
S_Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate_star 2815 1.1694632 8881.971494 8.7312915 2000-2012 –> 2013-2019 2.2112229 24707.06504
S_Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 2815 1.2163788 9105.418494 9.2006133 2000-2012 –> 2013-2019 2.2747893 25104.27478

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
Indian (-Inf,26] 1982-1999 –> 2000-2012 3.2247277 9445.70831
Indian (-Inf,26] 2000-2012 –> 2013-2019 3.2099621 6071.31450
Indian (26,26.5] 1982-1999 –> 2000-2012 3.0435173 14310.80611
Indian (26,26.5] 2000-2012 –> 2013-2019 3.0334704 8884.27471
Indian (26.5,26.75] 1982-1999 –> 2000-2012 2.8889702 9550.56798
Indian (26.5,26.75] 2000-2012 –> 2013-2019 2.8105409 6153.44181
Indian (26.75,27] 1982-1999 –> 2000-2012 3.1683088 13568.95184
Indian (26.75,27] 2000-2012 –> 2013-2019 3.3393079 8868.81847
Indian (27,27.25] 1982-1999 –> 2000-2012 3.9301973 18559.53637
Indian (27,27.25] 2000-2012 –> 2013-2019 4.2330333 12779.07107
Indian (27.25,27.5] 1982-1999 –> 2000-2012 3.4123731 15347.91513
Indian (27.25,27.5] 2000-2012 –> 2013-2019 4.0223027 11030.49062
Indian (27.5,27.75] 1982-1999 –> 2000-2012 2.5168803 15315.11846
Indian (27.5,27.75] 2000-2012 –> 2013-2019 3.0448041 11006.62457
Indian (27.75,27.85] 1982-1999 –> 2000-2012 1.8082677 4374.74345
Indian (27.75,27.85] 2000-2012 –> 2013-2019 2.2590839 3162.84710
Indian (27.85,27.95] 1982-1999 –> 2000-2012 2.3032605 6276.25966
Indian (27.85,27.95] 2000-2012 –> 2013-2019 2.9216223 4901.11323
Indian (27.95,28.05] 1982-1999 –> 2000-2012 2.2184260 6219.78171
Indian (27.95,28.05] 2000-2012 –> 2013-2019 2.7395213 4439.17350
Indian (28.05,28.1] 1982-1999 –> 2000-2012 1.7398129 3592.66702
Indian (28.05,28.1] 2000-2012 –> 2013-2019 2.0907765 2591.88554
Indian (28.1, Inf] 1982-1999 –> 2000-2012 1.9827878 29639.37212
Indian (28.1, Inf] 2000-2012 –> 2013-2019 2.3307816 20926.12786
N_Atlantic (-Inf,26] 1982-1999 –> 2000-2012 2.2022368 1068.46306
N_Atlantic (-Inf,26] 2000-2012 –> 2013-2019 2.1339926 648.57245
N_Atlantic (26,26.5] 1982-1999 –> 2000-2012 3.2809801 5660.95711
N_Atlantic (26,26.5] 2000-2012 –> 2013-2019 2.9129969 3289.44695
N_Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 4.1693344 7105.17512
N_Atlantic (26.5,26.75] 2000-2012 –> 2013-2019 4.4063906 4528.61313
N_Atlantic (26.75,27] 1982-1999 –> 2000-2012 2.6539807 8969.43023
N_Atlantic (26.75,27] 2000-2012 –> 2013-2019 2.9348659 6288.01731
N_Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.0466602 9149.09543
N_Atlantic (27,27.25] 2000-2012 –> 2013-2019 3.6026529 6843.76281
N_Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 5.7388598 13096.90637
N_Atlantic (27.25,27.5] 2000-2012 –> 2013-2019 7.1751498 9313.42414
N_Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 4.6449518 16367.64585
N_Atlantic (27.5,27.75] 2000-2012 –> 2013-2019 5.2978058 11165.38244
N_Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 3.7447371 4448.90960
N_Atlantic (27.75,27.85] 2000-2012 –> 2013-2019 3.7680346 2878.76909
N_Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 4.1588335 4705.63651
N_Atlantic (27.85,27.95] 2000-2012 –> 2013-2019 4.1849145 3129.00787
N_Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 4.7700977 5273.81243
N_Atlantic (27.95,28.05] 2000-2012 –> 2013-2019 4.0606984 3141.33639
N_Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 0.2757511 -622.26002
N_Atlantic (28.05,28.1] 2000-2012 –> 2013-2019 0.3346188 -264.67549
N_Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 0.2456354 -1192.17197
N_Atlantic (28.1,28.15] 2000-2012 –> 2013-2019 0.2418887 -767.95852
N_Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 0.5948535 1048.58645
N_Atlantic (28.15,28.2] 2000-2012 –> 2013-2019 0.5732865 219.58920
N_Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 0.6069864 258.57171
N_Atlantic (28.2, Inf] 2000-2012 –> 2013-2019 0.5202294 49.39323
N_Pacific (-Inf,26] 1982-1999 –> 2000-2012 10.3879884 34592.71406
N_Pacific (-Inf,26] 2000-2012 –> 2013-2019 9.6575630 21624.44013
N_Pacific (26,26.5] 1982-1999 –> 2000-2012 4.6738136 21764.90567
N_Pacific (26,26.5] 2000-2012 –> 2013-2019 4.5882896 14089.77820
N_Pacific (26.5,26.75] 1982-1999 –> 2000-2012 3.8193996 18013.64459
N_Pacific (26.5,26.75] 2000-2012 –> 2013-2019 4.3200486 12374.58350
N_Pacific (26.75,27] 1982-1999 –> 2000-2012 3.8890034 20789.65675
N_Pacific (26.75,27] 2000-2012 –> 2013-2019 4.4234566 14219.24671
N_Pacific (27,27.25] 1982-1999 –> 2000-2012 2.7272593 16799.71932
N_Pacific (27,27.25] 2000-2012 –> 2013-2019 3.1937930 11851.56877
N_Pacific (27.25,27.5] 1982-1999 –> 2000-2012 2.6263034 12418.61438
N_Pacific (27.25,27.5] 2000-2012 –> 2013-2019 2.7733881 8232.52165
N_Pacific (27.5,27.75] 1982-1999 –> 2000-2012 1.8628046 9089.50525
N_Pacific (27.5,27.75] 2000-2012 –> 2013-2019 1.9339087 5974.73582
N_Pacific (27.75,27.85] 1982-1999 –> 2000-2012 1.3910320 2809.46460
N_Pacific (27.75,27.85] 2000-2012 –> 2013-2019 1.3972201 1895.30756
N_Pacific (27.85,27.95] 1982-1999 –> 2000-2012 0.8984052 2456.93759
N_Pacific (27.85,27.95] 2000-2012 –> 2013-2019 0.9284999 1643.89186
N_Pacific (27.95,28.05] 1982-1999 –> 2000-2012 0.7236824 1059.07646
N_Pacific (27.95,28.05] 2000-2012 –> 2013-2019 0.6729513 597.19221
N_Pacific (28.05,28.1] 1982-1999 –> 2000-2012 0.6819779 859.98715
N_Pacific (28.05,28.1] 2000-2012 –> 2013-2019 0.5986510 343.48604
N_Pacific (28.1, Inf] 1982-1999 –> 2000-2012 0.4470935 -1681.95499
N_Pacific (28.1, Inf] 2000-2012 –> 2013-2019 0.4285155 -1714.91407
S_Atlantic (-Inf,26] 1982-1999 –> 2000-2012 1.0164466 52.30205
S_Atlantic (-Inf,26] 2000-2012 –> 2013-2019 0.0726288 -Inf
S_Atlantic (26,26.5] 1982-1999 –> 2000-2012 3.9491314 4704.45074
S_Atlantic (26,26.5] 2000-2012 –> 2013-2019 3.6384008 2870.39903
S_Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 3.2001690 6258.57210
S_Atlantic (26.5,26.75] 2000-2012 –> 2013-2019 3.0314751 3807.86858
S_Atlantic (26.75,27] 1982-1999 –> 2000-2012 2.4511126 9291.82110
S_Atlantic (26.75,27] 2000-2012 –> 2013-2019 3.2376055 7051.39197
S_Atlantic (27,27.25] 1982-1999 –> 2000-2012 2.5971996 7212.17117
S_Atlantic (27,27.25] 2000-2012 –> 2013-2019 2.9525002 5178.49802
S_Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 2.5222413 7300.81495
S_Atlantic (27.25,27.5] 2000-2012 –> 2013-2019 2.9651060 4989.10162
S_Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 1.7325023 7335.68239
S_Atlantic (27.5,27.75] 2000-2012 –> 2013-2019 2.0673212 5643.82158
S_Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 1.5613000 2974.90766
S_Atlantic (27.75,27.85] 2000-2012 –> 2013-2019 1.7854224 2219.25299
S_Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 1.6623678 2947.72198
S_Atlantic (27.85,27.95] 2000-2012 –> 2013-2019 2.0063926 2391.58156
S_Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 1.7875770 4558.04335
S_Atlantic (27.95,28.05] 2000-2012 –> 2013-2019 1.8769980 3100.93677
S_Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 1.3418427 2742.32701
S_Atlantic (28.05,28.1] 2000-2012 –> 2013-2019 1.4031333 1835.98235
S_Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 0.8970749 1656.85221
S_Atlantic (28.1,28.15] 2000-2012 –> 2013-2019 0.9391844 1147.98578
S_Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 0.5692223 508.39851
S_Atlantic (28.15,28.2] 2000-2012 –> 2013-2019 0.5806601 342.41981
S_Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 0.9095318 7212.82886
S_Atlantic (28.2, Inf] 2000-2012 –> 2013-2019 1.0558507 5963.57942
S_Pacific (-Inf,26] 1982-1999 –> 2000-2012 10.9610642 27342.32734
S_Pacific (-Inf,26] 2000-2012 –> 2013-2019 10.4927880 17950.41423
S_Pacific (26,26.5] 1982-1999 –> 2000-2012 7.0575204 24216.15168
S_Pacific (26,26.5] 2000-2012 –> 2013-2019 7.4500993 15993.75924
S_Pacific (26.5,26.75] 1982-1999 –> 2000-2012 4.0299590 15943.65186
S_Pacific (26.5,26.75] 2000-2012 –> 2013-2019 4.7714811 10924.14242
S_Pacific (26.75,27] 1982-1999 –> 2000-2012 5.5868011 20528.95216
S_Pacific (26.75,27] 2000-2012 –> 2013-2019 6.4945507 13979.21532
S_Pacific (27,27.25] 1982-1999 –> 2000-2012 6.7912015 31263.55588
S_Pacific (27,27.25] 2000-2012 –> 2013-2019 8.1516551 21330.74792
S_Pacific (27.25,27.5] 1982-1999 –> 2000-2012 5.4413389 29389.58111
S_Pacific (27.25,27.5] 2000-2012 –> 2013-2019 6.3387190 20332.74385
S_Pacific (27.5,27.75] 1982-1999 –> 2000-2012 4.3513320 25428.67521
S_Pacific (27.5,27.75] 2000-2012 –> 2013-2019 5.2588978 17803.89825
S_Pacific (27.75,27.85] 1982-1999 –> 2000-2012 3.1408030 9036.67576
S_Pacific (27.75,27.85] 2000-2012 –> 2013-2019 3.7169667 6641.81110
S_Pacific (27.85,27.95] 1982-1999 –> 2000-2012 2.7767252 9967.62731
S_Pacific (27.85,27.95] 2000-2012 –> 2013-2019 3.2706259 6916.98141
S_Pacific (27.95,28.05] 1982-1999 –> 2000-2012 3.5526080 10487.93354
S_Pacific (27.95,28.05] 2000-2012 –> 2013-2019 4.1050559 7290.52020
S_Pacific (28.05,28.1] 1982-1999 –> 2000-2012 2.8526536 5926.90193
S_Pacific (28.05,28.1] 2000-2012 –> 2013-2019 3.2942314 3963.39223
S_Pacific (28.1, Inf] 1982-1999 –> 2000-2012 1.8821496 34806.14588
S_Pacific (28.1, Inf] 2000-2012 –> 2013-2019 2.2046688 24618.22562

5.4 Target variable coefficients

A data frame to map the target variable is prepared.

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

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

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

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

lm_best_target <- left_join(lm_best_target, lm_all_fitted_wide)

rm(eras_era, eras_forward, eras_backward,
   lm_all_fitted)

5.5 Plot selected model residuals

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

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

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

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

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

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

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

5.6 Cant coeffcients

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

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

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

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

5.7 Write files

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

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

6 Model diagnotics

6.1 Selection criterion vs predictors

The selection criterion (rmse) was plotted against the number of predictors (limited to 2 - 5).

6.1.1 All models

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

Version Author Date
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19

6.1.2 Best models

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

Version Author Date
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19

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
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
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
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou oxygen phosphate phosphate_star sal silicate temp
Indian - 1982-1999 --> 2000-2012
(-Inf,26] 7 5 6 7 8 10 7
(26,26.5] 7 5 6 7 8 10 7
(26.5,26.75] 7 5 6 7 7 10 8
(26.75,27] 7 6 6 6 7 10 8
(27,27.25] 6 5 5 7 10 5 10
(27.25,27.5] 7 5 6 7 10 7 8
(27.5,27.75] 6 4 6 7 9 10 7
(27.75,27.85] 6 4 6 6 10 10 6
(27.85,27.95] 6 5 6 5 10 10 7
(27.95,28.05] 7 5 5 6 10 10 6
(28.05,28.1] 7 5 5 6 10 10 6
(28.1, Inf] 6 5 5 6 10 10 7
total 79.00 59.00 68.00 77.00 109.00 112.00 87.00
Indian - 2000-2012 --> 2013-2019
(-Inf,26] 7 6 6 6 10 8 7
(26,26.5] 6 4 6 7 9 10 7
(26.5,26.75] 6 5 5 7 5 10 10
(26.75,27] 7 6 6 6 7 10 8
(27,27.25] 6 5 6 6 10 5 10
(27.25,27.5] 7 5 6 7 7 8 10
(27.5,27.75] 5 5 6 6 10 6 10
(27.75,27.85] 6 4 7 6 10 10 5
(27.85,27.95] 6 4 6 6 10 10 6
(27.95,28.05] 6 5 6 6 10 10 5
(28.05,28.1] 7 5 5 6 10 10 6
(28.1, Inf] 5 5 6 6 10 10 6
total 74.00 59.00 71.00 75.00 108.00 107.00 90.00
N_Atlantic - 1982-1999 --> 2000-2012
(-Inf,26] 7 5 7 6 10 8 7
(26,26.5] 7 5 6 7 8 10 7
(26.5,26.75] 4 7 6 6 4 10 10
(26.75,27] 7 4 6 6 10 10 5
(27,27.25] 7 4 6 6 10 10 5
(27.25,27.5] 10 7 7 6 10 3 3
(27.5,27.75] 5 5 5 8 10 4 10
(27.75,27.85] 10 7 6 7 6 7 6
(27.85,27.95] 7 6 6 6 10 8 7
(27.95,28.05] 7 5 7 6 7 10 8
(28.05,28.1] 8 6 6 6 7 10 7
(28.1,28.15] 7 6 6 7 7 7 10
(28.15,28.2] 7 6 6 6 8 10 7
(28.2, Inf] 5 6 7 5 10 10 5
total 98.00 79.00 87.00 88.00 117.00 117.00 97.00
N_Atlantic - 2000-2012 --> 2013-2019
(-Inf,26] 7 5 7 6 10 8 7
(26,26.5] 7 5 6 6 9 10 7
(26.5,26.75] 4 7 6 6 4 10 10
(26.75,27] 7 4 6 6 10 10 5
(27,27.25] 6 5 6 6 10 10 6
(27.25,27.5] 10 5 8 5 10 5 4
(27.5,27.75] 5 6 6 6 10 4 10
(27.75,27.85] 10 7 7 6 3 3 10
(27.85,27.95] 7 5 7 6 10 8 7
(27.95,28.05] 7 5 7 6 7 10 8
(28.05,28.1] 8 6 6 6 7 10 7
(28.1,28.15] 7 6 6 6 7 10 8
(28.15,28.2] 7 6 6 6 8 10 7
(28.2, Inf] 5 6 7 5 10 10 5
total 97.00 78.00 91.00 82.00 115.00 118.00 101.00
N_Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 10 6 8 4 4 10 5
(26,26.5] 7 4 6 6 5 10 10
(26.5,26.75] 7 5 6 7 8 10 7
(26.75,27] 7 5 6 6 10 9 6
(27,27.25] 9 5 7 5 10 7 6
(27.25,27.5] 5 4 6 6 10 10 7
(27.5,27.75] 5 5 5 7 10 10 6
(27.75,27.85] 10 8 6 4 5 4 10
(27.85,27.95] 10 7 6 6 4 4 10
(27.95,28.05] 7 6 6 6 8 10 7
(28.05,28.1] 8 5 6 7 10 7 7
(28.1, Inf] 10 7 7 6 3 3 10
total 95.00 67.00 75.00 70.00 87.00 94.00 91.00
N_Pacific - 2000-2012 --> 2013-2019
(-Inf,26] 10 7 7 6 3 10 3
(26,26.5] 7 4 6 6 5 10 10
(26.5,26.75] 7 5 7 6 8 10 7
(26.75,27] 6 4 6 6 10 10 6
(27,27.25] 7 5 6 7 10 7 8
(27.25,27.5] 6 5 6 5 10 10 7
(27.5,27.75] 5 4 6 6 10 10 7
(27.75,27.85] 10 8 5 5 7 6 8
(27.85,27.95] 10 7 6 6 4 4 10
(27.95,28.05] 7 6 6 6 8 10 7
(28.05,28.1] 7 5 6 7 8 10 7
(28.1, Inf] 7 6 6 7 7 7 10
total 89.00 66.00 73.00 73.00 90.00 104.00 90.00
S_Atlantic - 1982-1999 --> 2000-2012
(-Inf,26] 7 6 5 5 10 10 6
(26,26.5] 7 4 7 6 9 10 6
(26.5,26.75] 10 7 7 6 3 10 3
(26.75,27] 10 7 7 6 3 10 3
(27,27.25] 7 4 6 6 10 10 5
(27.25,27.5] 7 4 6 6 10 10 5
(27.5,27.75] 7 5 7 6 8 10 7
(27.75,27.85] 7 6 6 6 8 10 7
(27.85,27.95] 9 5 6 6 7 10 7
(27.95,28.05] 7 6 7 6 10 7 7
(28.05,28.1] 7 6 7 6 10 7 7
(28.1,28.15] 7 6 7 6 10 7 7
(28.15,28.2] 10 7 6 7 6 7 6
(28.2, Inf] 5 6 7 5 10 10 5
total 107.00 79.00 91.00 83.00 114.00 128.00 81.00
S_Atlantic - 2000-2012 --> 2013-2019
(-Inf,26] 5 4 6 6 10 2 7
(26,26.5] 8 5 6 7 7 10 7
(26.5,26.75] 10 7 7 6 3 10 3
(26.75,27] 10 7 7 6 3 10 3
(27,27.25] 7 5 5 5 10 10 7
(27.25,27.5] 7 6 5 5 10 10 6
(27.5,27.75] 7 4 7 6 9 10 6
(27.75,27.85] 7 6 6 6 8 10 7
(27.85,27.95] 10 6 5 5 7 10 6
(27.95,28.05] 7 6 7 6 10 7 7
(28.05,28.1] 10 7 7 6 3 3 10
(28.1,28.15] 7 6 7 6 10 7 7
(28.15,28.2] 10 7 7 6 3 3 10
(28.2, Inf] 5 6 7 5 10 10 5
total 110.00 82.00 89.00 81.00 103.00 112.00 91.00
S_Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 6 4 6 6 10 6 10
(26,26.5] 7 5 6 5 10 10 6
(26.5,26.75] 7 5 7 6 8 10 7
(26.75,27] 7 5 7 6 8 10 7
(27,27.25] 7 6 7 6 10 7 7
(27.25,27.5] 5 5 6 7 10 5 10
(27.5,27.75] 7 6 6 6 7 8 10
(27.75,27.85] 7 6 6 6 10 8 7
(27.85,27.95] 8 6 6 6 10 7 7
(27.95,28.05] 7 6 6 6 8 10 7
(28.05,28.1] 10 7 7 6 3 3 10
(28.1, Inf] 6 5 5 7 9 10 7
total 84.00 66.00 75.00 73.00 103.00 94.00 95.00
S_Pacific - 2000-2012 --> 2013-2019
(-Inf,26] 6 4 6 6 10 6 10
(26,26.5] 7 5 6 5 10 10 6
(26.5,26.75] 7 5 7 6 8 10 7
(26.75,27] 7 5 6 7 8 10 7
(27,27.25] 10 7 7 6 10 3 3
(27.25,27.5] 4 6 6 7 10 4 10
(27.5,27.75] 7 6 6 6 7 8 10
(27.75,27.85] 5 5 6 6 10 10 6
(27.85,27.95] 7 5 7 6 10 7 8
(27.95,28.05] 10 7 7 6 3 10 3
(28.05,28.1] 10 7 7 6 3 3 10
(28.1, Inf] 6 5 5 7 9 10 7
total 86.00 67.00 76.00 74.00 98.00 91.00 87.00

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
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
lm_best %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
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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
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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