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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, aou, nitrate, 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()

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

# 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)

# 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)[100]
        
        # 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)
          
          # calculate max VIF
          if (is.na(max(i_lm_fit$coefficients))){
            i_vif_max <- as.double("NA")
          } else{
          i_vif_max <- max(vif(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,
              vif_max = i_vif_max,
              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_vif_max,
  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,
    vif_max,
    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)

5.3 VIF threshold

To avoid multicollinearity among predictors, models were excluded with a VIF above:

  • 10

After removing models affected by multicollinearity, the targeted number of MLRs (10) was undercut in following fitting units:

# remove models with predictors fitted as NA
lm_all_fitted_wide <- lm_all_fitted_wide %>%
  filter(vif_max <= params_local$vif_max)

lm_all_fitted_wide_check <- lm_all_fitted_wide %>%
  group_by(era, basin, gamma_slab) %>% 
  count() %>% 
  filter(n < params_local$MLR_number)
# calculate RMSE sum for adjacent eras
lm_all_fitted_wide_eras <- lm_all_fitted_wide %>%
  select(basin, gamma_slab, n_predictors, 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() %>%
  filter(eras != "1982-1999 --> 2010-2019")

# 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)
}

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab n_predictors model nr_obs rmse aic resid_max eras rmse_sum aic_sum
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 123 1.0325315 370.93422 3.7503608 1982-1999 –> 2000-2009 2.3684292 1095.6877
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 123 1.0373298 370.07477 4.0246479 1982-1999 –> 2000-2009 2.3736782 1092.9686
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 123 1.0372836 372.06381 4.0109558 1982-1999 –> 2000-2009 2.3729762 1096.7534
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 123 1.0385588 372.36605 3.9128757 1982-1999 –> 2000-2009 2.3758121 1097.5414
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 123 1.0400680 372.72326 3.9488110 1982-1999 –> 2000-2009 2.3776095 1097.9883
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 123 1.0434351 371.51837 4.1855013 1982-1999 –> 2000-2009 2.3813481 1094.8990
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 123 1.0306965 370.49664 3.6254661 1982-1999 –> 2000-2009 2.3668840 1095.3404
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 123 1.0434089 373.51218 4.1753889 1982-1999 –> 2000-2009 2.3803532 1098.5915
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 123 1.0447623 373.83108 4.2064565 1982-1999 –> 2000-2009 2.3819670 1098.9914
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 123 1.0420859 373.20008 3.9903602 1982-1999 –> 2000-2009 2.3804372 1098.7169
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 107 1.0777950 333.68514 2.7979340 2000-2009 –> 2010-2019 2.1103265 704.6194
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 107 1.2078500 356.06502 3.5405245 2000-2009 –> 2010-2019 2.2451798 726.1398
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 107 1.1371667 345.16037 3.1990511 2000-2009 –> 2010-2019 2.1744503 717.2242
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 107 1.0822293 334.56380 2.8176754 2000-2009 –> 2010-2019 2.1207882 706.9298
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 107 1.0844509 335.00263 2.8255859 2000-2009 –> 2010-2019 2.1245189 707.7259
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 107 1.2078499 358.06500 3.5419266 2000-2009 –> 2010-2019 2.2385464 728.5616
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 107 1.1426679 346.19312 3.3759785 2000-2009 –> 2010-2019 2.1860767 719.7053
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 107 1.1451135 346.65066 3.4383340 2000-2009 –> 2010-2019 2.1898759 720.4817
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 107 1.0867390 335.45368 2.8301557 2000-2009 –> 2010-2019 2.1288249 708.6538
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 107 1.1463671 346.88480 3.4643264 2000-2009 –> 2010-2019 2.1930429 721.1660
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 815 3.2791804 4262.64723 13.8876613 1982-1999 –> 2000-2009 6.5536198 12154.4250
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 815 3.5320379 4383.72607 13.5273360 1982-1999 –> 2000-2009 6.9872164 12437.9755
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 815 3.4275004 4332.75475 15.7898853 1982-1999 –> 2000-2009 6.8742375 12377.6072
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 815 3.3476224 4296.31791 14.5381337 1982-1999 –> 2000-2009 6.7188387 12276.1754
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 815 3.3507501 4297.84008 14.5880596 1982-1999 –> 2000-2009 6.7261712 12281.4670
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 815 3.2859748 4266.02106 15.0425320 1982-1999 –> 2000-2009 6.6322208 12223.3967
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 815 3.5850337 4408.00143 14.1797645 1982-1999 –> 2000-2009 7.1263407 12536.7071
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 815 3.5920483 4411.18763 14.2822538 1982-1999 –> 2000-2009 7.1439351 12548.9142
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 815 3.3664307 4305.45029 14.7679093 1982-1999 –> 2000-2009 6.7650113 12309.7546
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 815 3.5932347 4411.72591 14.3159075 1982-1999 –> 2000-2009 7.1493161 12553.0215
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 787 3.2904227 4122.06850 10.8468281 2000-2009 –> 2010-2019 6.5696031 8384.7157
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 787 3.6014952 4264.25272 11.3693942 2000-2009 –> 2010-2019 7.1335331 8647.9788
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 787 3.3927451 4168.26961 10.6588097 2000-2009 –> 2010-2019 6.8202455 8501.0244
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 787 3.3468051 4148.81099 10.1581172 2000-2009 –> 2010-2019 6.6944275 8445.1289
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 787 3.3488661 4149.77996 10.1603706 2000-2009 –> 2010-2019 6.6996161 8447.6200
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 787 3.2513762 4103.27857 10.6036625 2000-2009 –> 2010-2019 6.5373510 8369.2996
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 787 3.6403207 4281.13023 10.6704463 2000-2009 –> 2010-2019 7.2253544 8689.1317
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 787 3.6451910 4283.23466 10.6822226 2000-2009 –> 2010-2019 7.2372393 8694.4223
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 787 3.3610062 4155.47562 10.1897234 2000-2009 –> 2010-2019 6.7274369 8460.9259
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 787 3.6454426 4283.34327 10.6854424 2000-2009 –> 2010-2019 7.2386773 8695.0692
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1030 3.1365598 5291.85417 9.4127431 1982-1999 –> 2000-2009 6.1986724 14630.6263
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1030 3.2179610 5342.63412 10.2321299 1982-1999 –> 2000-2009 6.3324329 14741.6973
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1030 3.1947655 5329.73161 9.6388502 1982-1999 –> 2000-2009 6.2907003 14708.8620
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 1030 3.2133679 5339.69170 10.0941448 1982-1999 –> 2000-2009 6.3191433 14728.4817
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1030 3.1434743 5296.39042 10.3581653 1982-1999 –> 2000-2009 6.1946657 14622.0357
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1030 3.1585861 5306.26980 10.5142706 1982-1999 –> 2000-2009 6.2273760 14653.0449
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1030 3.1751598 5317.05076 10.7028918 1982-1999 –> 2000-2009 6.2654689 14689.4991
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1030 3.1796343 5319.95175 10.7482671 1982-1999 –> 2000-2009 6.2766172 14700.3257
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1030 3.1959460 5330.49264 9.7158789 1982-1999 –> 2000-2009 6.3189154 14741.5663
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1030 3.0858055 5258.24758 9.3381923 1982-1999 –> 2000-2009 6.0681722 14500.0707
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 976 3.4576824 5205.41636 9.1800528 2000-2009 –> 2010-2019 6.5942422 10497.2705
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 976 3.4747931 5215.05220 9.6016629 2000-2009 –> 2010-2019 6.6695586 10544.7838
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 976 3.5199757 5238.27039 11.2426091 2000-2009 –> 2010-2019 6.7333436 10577.9621
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 976 3.5053683 5232.15303 11.4141756 2000-2009 –> 2010-2019 6.6488427 10528.5435
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 976 3.5116420 5235.64347 11.3969463 2000-2009 –> 2010-2019 6.6702281 10541.9133
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 976 3.5264869 5243.87785 11.4502921 2000-2009 –> 2010-2019 6.7016467 10560.9286
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 976 3.5302430 5245.95582 11.4589008 2000-2009 –> 2010-2019 6.7098773 10565.9076
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 976 3.5029977 5230.83247 9.2235033 2000-2009 –> 2010-2019 6.6989437 10561.3251
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 976 3.5220570 5241.42422 9.2200905 2000-2009 –> 2010-2019 6.7456376 10589.6526
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 976 3.5013623 5229.92098 10.8565185 2000-2009 –> 2010-2019 6.5871678 10488.1686
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1620 2.0707904 6969.85517 13.2193344 1982-1999 –> 2000-2009 3.7303070 17485.3409
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1620 2.1299666 7059.14524 14.9056340 1982-1999 –> 2000-2009 3.8345830 17718.8730
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1620 2.1026792 7019.36878 16.8649638 1982-1999 –> 2000-2009 3.9430999 18099.1679
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 1620 2.1107392 7029.76464 16.9316002 1982-1999 –> 2000-2009 3.9534249 18114.2719
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1620 1.9837680 6830.75452 13.8624424 1982-1999 –> 2000-2009 3.6371854 17326.1581
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1620 2.0480431 6934.06741 13.8717407 1982-1999 –> 2000-2009 3.7631707 17629.3230
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1620 2.1379191 7073.21968 21.3758326 1982-1999 –> 2000-2009 3.8980712 17909.8032
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1620 2.1718356 7124.21635 24.2844539 1982-1999 –> 2000-2009 3.9473961 18008.3368
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1620 2.1582677 7103.91206 13.5413072 1982-1999 –> 2000-2009 3.9393229 18004.8843
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1620 2.1293496 7060.20650 15.0247517 1982-1999 –> 2000-2009 3.6214756 16995.7988
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1635 2.4780300 7621.33597 23.0126087 2000-2009 –> 2010-2019 4.5488204 14591.1911
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1635 2.5945390 7769.57591 27.8116015 2000-2009 –> 2010-2019 4.7245056 14828.7211
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1635 2.4087249 7528.57785 22.2345572 2000-2009 –> 2010-2019 4.5114040 14547.9466
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 1635 2.4410726 7570.19974 24.6840365 2000-2009 –> 2010-2019 4.5518118 14599.9644
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1635 2.4271146 7553.44833 25.3806732 2000-2009 –> 2010-2019 4.4108826 14384.2029
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1635 2.4404694 7571.39162 24.8589985 2000-2009 –> 2010-2019 4.4885125 14505.4590
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1635 2.4768331 7619.75614 25.0789119 2000-2009 –> 2010-2019 4.6147522 14692.9758
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1635 2.4885373 7635.17197 25.1117025 2000-2009 –> 2010-2019 4.6603728 14759.3883
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1635 2.5944751 7771.49539 23.4368659 2000-2009 –> 2010-2019 4.7527428 14875.4074
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1635 2.1699807 7187.25780 21.9087669 2000-2009 –> 2010-2019 4.2993303 14247.4643
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1310 2.0235913 5578.38826 14.7418180 1982-1999 –> 2000-2009 3.8261257 14600.8694
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1310 2.1020380 5678.03624 14.3371111 1982-1999 –> 2000-2009 3.7649156 14338.7479
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1310 1.8977711 5410.20075 11.7220882 1982-1999 –> 2000-2009 3.5652614 14083.3392
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1310 1.9895142 5531.89205 9.1174848 1982-1999 –> 2000-2009 3.7091375 14341.1343
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1310 1.9729970 5512.04966 9.4699382 1982-1999 –> 2000-2009 3.5841308 14030.9524
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1310 2.1049014 5681.60277 14.0399091 1982-1999 –> 2000-2009 3.7517166 14298.7717
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1310 2.1258188 5707.51036 13.4193646 1982-1999 –> 2000-2009 3.7900331 14371.8268
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1310 1.9801555 5521.53839 9.1630311 1982-1999 –> 2000-2009 3.5799241 14008.6842
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1310 2.0014523 5549.56640 8.4302172 1982-1999 –> 2000-2009 3.6307686 14118.8127
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1310 2.0060601 5555.59125 8.2837623 1982-1999 –> 2000-2009 3.6488182 14161.6951
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1389 2.4256621 6417.40958 17.2555058 2000-2009 –> 2010-2019 4.4492533 11995.7978
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1389 2.1740686 6113.20703 9.9864554 2000-2009 –> 2010-2019 4.0718397 11523.4078
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1389 2.2670798 6229.58358 10.9186762 2000-2009 –> 2010-2019 4.3556942 11890.8349
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1389 2.3218868 6293.94328 13.6907831 2000-2009 –> 2010-2019 4.3114010 11825.8353
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1389 2.3217985 6295.83758 13.7217883 2000-2009 –> 2010-2019 4.2947955 11807.8872
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1389 2.4507807 6446.02883 9.8093589 2000-2009 –> 2010-2019 4.5556821 12127.6316
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1389 2.3694354 6352.25771 18.9284195 2000-2009 –> 2010-2019 4.4569633 12012.1457
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1389 2.3197153 6293.34392 13.8485309 2000-2009 –> 2010-2019 4.2998707 11814.8823
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1389 2.3403077 6317.89582 13.8502390 2000-2009 –> 2010-2019 4.3417600 11867.4622
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1389 2.3443341 6322.67111 13.8448010 2000-2009 –> 2010-2019 4.3503941 11878.2624
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1275 2.3147283 5772.48862 21.6946217 1982-1999 –> 2000-2009 4.0418635 14626.8698
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1275 2.0372654 5446.89467 17.8478620 1982-1999 –> 2000-2009 3.6728112 14056.1911
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1275 2.0392457 5447.37223 15.8708639 1982-1999 –> 2000-2009 3.7975182 14380.1222
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1275 1.9938291 5391.93855 14.8929389 1982-1999 –> 2000-2009 3.6234657 13984.9539
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1275 1.9844616 5379.92972 13.5391748 1982-1999 –> 2000-2009 3.6216558 13993.7571
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1275 1.9922350 5389.89888 14.5393708 1982-1999 –> 2000-2009 3.6395398 14031.4186
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1275 1.9823385 5377.20014 10.1186253 1982-1999 –> 2000-2009 3.6749096 14140.6525
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1275 2.2472019 5696.99219 14.4512490 1982-1999 –> 2000-2009 3.9889563 14589.2859
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1275 2.2544179 5705.16735 16.2664244 1982-1999 –> 2000-2009 3.9929150 14589.0413
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1275 2.2690784 5721.69634 13.1665075 1982-1999 –> 2000-2009 4.0875187 14807.7921
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1250 2.4015662 5749.64906 17.0815914 2000-2009 –> 2010-2019 4.5944668 11382.2665
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1250 2.3564422 5704.22871 19.5077175 2000-2009 –> 2010-2019 4.3937076 11151.1234
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1250 2.4058244 5754.07796 17.3496007 2000-2009 –> 2010-2019 4.6689870 11467.1174
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1250 2.3950915 5744.89987 17.6260487 2000-2009 –> 2010-2019 4.5879047 11379.4156
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1250 2.3990587 5749.03751 17.8411943 2000-2009 –> 2010-2019 4.6432046 11442.5595
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1250 2.3429659 5687.89037 17.6716977 2000-2009 –> 2010-2019 4.3822116 11135.2626
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1250 2.3428801 5689.79881 17.6381147 2000-2009 –> 2010-2019 4.3367093 11081.7374
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1250 2.3424528 5689.34282 17.4658744 2000-2009 –> 2010-2019 4.3269144 11069.2725
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1250 2.3427322 5689.64098 17.7782514 2000-2009 –> 2010-2019 4.3349672 11079.5399
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1250 2.3494265 5696.77452 13.8161648 2000-2009 –> 2010-2019 4.3317650 11073.9747
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1631 2.3635114 7448.38161 16.0785370 1982-1999 –> 2000-2009 4.4957313 19609.3839
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1631 2.3227246 7391.59835 15.6824095 1982-1999 –> 2000-2009 4.4391052 19510.9797
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1631 2.3770071 7464.95467 16.3633211 1982-1999 –> 2000-2009 4.5338576 19688.0686
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1631 2.3765963 7466.39086 16.5634871 1982-1999 –> 2000-2009 4.5205645 19658.0650
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1631 2.3195190 7387.09325 15.3880332 1982-1999 –> 2000-2009 4.3931866 19392.6658
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1631 2.3758461 7463.36102 16.3042128 1982-1999 –> 2000-2009 4.5362786 19695.7376
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1631 2.3753897 7464.73427 16.5139599 1982-1999 –> 2000-2009 4.5229479 19665.7475
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1631 2.3777184 7465.93068 16.3993879 1982-1999 –> 2000-2009 4.5330340 19685.0708
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1631 2.3773179 7467.38121 16.5970764 1982-1999 –> 2000-2009 4.5195626 19654.5661
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1631 2.3815850 7471.23100 16.9473153 1982-1999 –> 2000-2009 4.5548613 19736.6942
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1563 2.5577218 7385.28136 17.9653840 2000-2009 –> 2010-2019 4.9212332 14833.6630
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1563 2.4783429 7286.72872 17.1760384 2000-2009 –> 2010-2019 4.8010676 14678.3271
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1563 2.5607097 7386.93108 17.8394753 2000-2009 –> 2010-2019 4.9377168 14851.8858
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1563 2.5380805 7361.18359 19.3771331 2000-2009 –> 2010-2019 4.9146768 14827.5744
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1563 2.5605680 7388.75810 17.6933272 2000-2009 –> 2010-2019 4.8800870 14775.8513
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1563 2.5622860 7388.85467 17.8412610 2000-2009 –> 2010-2019 4.9381321 14852.2157
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1563 2.5390749 7362.40808 19.3865132 2000-2009 –> 2010-2019 4.9144646 14827.1424
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1563 2.5631854 7389.95182 17.8942192 2000-2009 –> 2010-2019 4.9409038 14855.8825
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1563 2.5406227 7364.31310 19.4291039 2000-2009 –> 2010-2019 4.9179407 14831.6943
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1563 2.5731430 7402.07238 20.3618397 2000-2009 –> 2010-2019 4.9547281 14873.3034
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 548 1.6254268 2101.56101 12.2841042 1982-1999 –> 2000-2009 3.3380428 5865.0974
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 548 1.6298895 2102.56603 12.8120279 1982-1999 –> 2000-2009 3.3437122 5865.4520
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 548 1.6268177 2102.49849 13.5249128 1982-1999 –> 2000-2009 3.2966110 5817.5176
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 548 1.5567313 2054.23339 11.6102624 1982-1999 –> 2000-2009 3.2353366 5779.3373
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 548 1.6383866 2110.26499 13.4595536 1982-1999 –> 2000-2009 3.3158143 5834.0241
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 548 1.6594286 2124.25137 13.5394226 1982-1999 –> 2000-2009 3.3485919 5861.3687
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 548 1.6633256 2126.82221 13.6473592 1982-1999 –> 2000-2009 3.3493972 5860.4294
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 548 1.6615127 2125.62701 13.5340628 1982-1999 –> 2000-2009 3.3519287 5864.1647
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 548 1.6239131 2100.53988 12.3640764 1982-1999 –> 2000-2009 3.3401023 5868.0697
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 548 1.6176283 2096.28995 12.8816205 1982-1999 –> 2000-2009 3.3011216 5826.9650
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 538 1.6736070 2094.89759 12.0843234 2000-2009 –> 2010-2019 3.2990338 4196.4586
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 538 1.6741054 2093.21799 11.9174318 2000-2009 –> 2010-2019 3.3039949 4195.7840
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 538 1.6419754 2074.36632 14.0267093 2000-2009 –> 2010-2019 3.2687932 4176.8648
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 538 1.6793648 2098.59309 12.2678456 2000-2009 –> 2010-2019 3.3152856 4207.2073
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 538 1.6797545 2096.84273 12.1200909 2000-2009 –> 2010-2019 3.3203182 4206.5631
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 538 1.6538498 2082.11966 10.7575457 2000-2009 –> 2010-2019 3.2105810 4136.3531
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 538 1.6484113 2078.57557 14.2646978 2000-2009 –> 2010-2019 3.2867980 4188.8406
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 538 1.6603170 2086.31906 14.6703865 2000-2009 –> 2010-2019 3.3197456 4210.5704
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 538 1.6597785 2085.97001 14.9045477 2000-2009 –> 2010-2019 3.3231041 4212.7922
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 538 1.6617483 2087.24626 14.7086232 2000-2009 –> 2010-2019 3.3232610 4212.8733
Atlantic (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 508 2.5612214 2411.17354 19.1656246 1982-1999 –> 2000-2009 5.4891733 7222.1706
Atlantic (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 508 2.5951281 2422.53560 18.4224106 1982-1999 –> 2000-2009 5.5537328 7251.5704
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 508 2.4911894 2383.00599 18.4030570 1982-1999 –> 2000-2009 5.4447613 7210.7651
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 508 2.4683819 2373.66139 19.4845189 1982-1999 –> 2000-2009 5.5596257 7289.0746
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 508 2.6084585 2429.74112 18.2727719 1982-1999 –> 2000-2009 5.5612373 7256.9835
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 508 2.4713471 2374.88114 19.4844663 1982-1999 –> 2000-2009 5.5630706 7290.5929
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 508 2.6406626 2442.20791 19.4908277 1982-1999 –> 2000-2009 5.5687151 7253.2710
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 508 2.6215708 2434.83560 19.8781217 1982-1999 –> 2000-2009 5.5563207 7250.2946
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 508 2.4714104 2372.90717 19.5024441 1982-1999 –> 2000-2009 5.5649150 7287.7270
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 508 2.4038991 2346.76709 18.8270916 1982-1999 –> 2000-2009 5.3572685 7174.3942
Atlantic (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 601 3.0882079 3074.92844 17.7305537 2000-2009 –> 2010-2019 5.6494292 5486.1020
Atlantic (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 601 3.1147584 3083.21834 18.3655751 2000-2009 –> 2010-2019 5.7098865 5505.7539
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 601 3.0957711 3077.86860 18.3064684 2000-2009 –> 2010-2019 5.5869605 5460.8746
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 601 3.2499560 3136.29113 19.0435684 2000-2009 –> 2010-2019 5.7183379 5509.9525
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 601 3.1058006 3081.75648 18.3506348 2000-2009 –> 2010-2019 5.7142590 5511.4976
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 601 3.2547546 3138.06461 19.1671118 2000-2009 –> 2010-2019 5.7261017 5512.9458
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 601 3.1294755 3090.88436 17.9380104 2000-2009 –> 2010-2019 5.7701382 5533.0923
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 601 3.1756178 3108.47775 18.4104546 2000-2009 –> 2010-2019 5.7971886 5543.3133
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 601 3.2579695 3137.25131 19.0250062 2000-2009 –> 2010-2019 5.7293799 5510.1585
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 601 3.0792576 3071.43973 18.1625335 2000-2009 –> 2010-2019 5.4831568 5418.2068
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 561 2.6960216 2718.82307 14.1476079 1982-1999 –> 2000-2009 5.0014526 7209.6765
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 561 2.6453162 2697.52011 13.4121854 1982-1999 –> 2000-2009 4.9334479 7173.4149
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 561 2.6143425 2684.30522 13.1988990 1982-1999 –> 2000-2009 4.8886657 7148.1786
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 561 2.6290709 2690.60848 13.3133227 1982-1999 –> 2000-2009 4.9131887 7163.0164
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 561 2.5282987 2646.75634 12.2799290 1982-1999 –> 2000-2009 4.8054773 7113.1216
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 561 2.6799343 2710.10799 13.7947032 1982-1999 –> 2000-2009 4.9571200 7174.4794
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 561 2.7384120 2736.32736 16.5331060 1982-1999 –> 2000-2009 5.0180796 7204.8622
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 561 2.6709758 2708.35105 14.2072892 1982-1999 –> 2000-2009 4.9183744 7148.5729
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 561 2.7274741 2729.83682 14.1434745 1982-1999 –> 2000-2009 5.0122870 7200.8491
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 561 2.7053917 2722.71585 15.6967089 1982-1999 –> 2000-2009 4.9757724 7183.1435
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 548 2.1074426 2386.19742 15.2963531 2000-2009 –> 2010-2019 4.8034642 5105.0205
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 548 2.0767262 2370.10545 14.9859962 2000-2009 –> 2010-2019 4.7220425 5067.6256
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 548 2.0545426 2358.33500 14.7605150 2000-2009 –> 2010-2019 4.6688851 5042.6402
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 548 2.0676604 2365.31046 14.8956707 2000-2009 –> 2010-2019 4.6967313 5055.9189
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 548 2.0516182 2356.77384 14.4200503 2000-2009 –> 2010-2019 4.5799168 5003.5302
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 548 2.0552036 2356.68755 14.6860391 2000-2009 –> 2010-2019 4.7351380 5066.7955
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 548 2.0821711 2372.97526 16.2718120 2000-2009 –> 2010-2019 4.8205831 5109.3026
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 548 2.0410787 2351.12900 15.2708109 2000-2009 –> 2010-2019 4.7120545 5059.4800
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 548 2.0701712 2364.64052 15.2862981 2000-2009 –> 2010-2019 4.7976452 5094.4773
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 548 2.0648255 2363.80677 15.8061680 2000-2009 –> 2010-2019 4.7702173 5086.5226
Atlantic (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 341 0.1938848 -137.09874 1.0740810 1982-1999 –> 2000-2009 0.3066705 -1034.5117
Atlantic (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 341 0.2087418 -88.74406 1.2493465 1982-1999 –> 2000-2009 0.3245420 -956.6632
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 341 0.2012880 -111.54243 1.3589563 1982-1999 –> 2000-2009 0.3163031 -985.5845
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 341 0.2074614 -90.94040 1.3273753 1982-1999 –> 2000-2009 0.3237063 -952.2822
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 341 0.2022809 -108.18661 1.2556499 1982-1999 –> 2000-2009 0.3185701 -969.0743
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 341 0.1916940 -144.84882 1.0942655 1982-1999 –> 2000-2009 0.3035026 -1052.6509
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 341 0.1950798 -132.90819 1.1252386 1982-1999 –> 2000-2009 0.3108164 -999.4828
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 341 0.2081839 -88.56935 1.2646455 1982-1999 –> 2000-2009 0.3237401 -957.0068
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 341 0.1938815 -137.11033 1.1107131 1982-1999 –> 2000-2009 0.3087341 -1012.8405
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 341 0.2024689 -109.55325 1.2406897 1982-1999 –> 2000-2009 0.3207104 -952.5614
Atlantic (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 324 0.2183248 -52.63573 1.4538320 2000-2009 –> 2010-2019 0.4122096 -189.7345
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 324 0.2296583 -19.84120 0.9442634 2000-2009 –> 2010-2019 0.4312638 -130.3091
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 324 0.2306831 -18.95608 0.9145692 2000-2009 –> 2010-2019 0.4339468 -125.8372
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 324 0.2258683 -30.62419 1.3447007 2000-2009 –> 2010-2019 0.4271564 -142.1666
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 324 0.2178556 -54.02993 1.0425746 2000-2009 –> 2010-2019 0.4147025 -180.7880
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 324 0.2275059 -25.94305 1.3360741 2000-2009 –> 2010-2019 0.4297868 -134.1297
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 324 0.2163809 -58.43127 1.3636699 2000-2009 –> 2010-2019 0.4080749 -203.2801
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 324 0.2197135 -48.52695 1.3007987 2000-2009 –> 2010-2019 0.4147934 -181.4351
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 324 0.2184982 -52.12135 1.3089909 2000-2009 –> 2010-2019 0.4123797 -189.2317
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 324 0.2280760 -26.32138 1.4090507 2000-2009 –> 2010-2019 0.4305449 -135.8746
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 415 0.1291945 -506.82341 1.1169000 1982-1999 –> 2000-2009 0.2538426 -1519.6459
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 415 0.1318290 -490.06797 1.0521829 1982-1999 –> 2000-2009 0.2667151 -1380.6979
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 415 0.1311043 -494.64378 1.1353266 1982-1999 –> 2000-2009 0.2568580 -1493.7965
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 415 0.1323580 -486.74438 1.1468396 1982-1999 –> 2000-2009 0.2588761 -1476.5156
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 415 0.1339053 -477.09740 1.0703465 1982-1999 –> 2000-2009 0.2697114 -1357.2052
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 415 0.1328696 -483.54247 1.1479537 1982-1999 –> 2000-2009 0.2599627 -1466.2941
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 415 0.1417748 -429.69883 1.2545478 1982-1999 –> 2000-2009 0.2699818 -1398.9431
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 415 0.1467954 -400.81483 1.3664773 1982-1999 –> 2000-2009 0.2665572 -1475.5418
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 415 0.1445007 -413.89189 1.3476647 1982-1999 –> 2000-2009 0.2643564 -1487.4049
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 415 0.1436867 -418.58057 1.3422039 1982-1999 –> 2000-2009 0.2637576 -1489.3170
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 414 0.1391130 -444.32283 0.7862659 2000-2009 –> 2010-2019 0.2683075 -951.1462
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 414 0.1474216 -398.29069 0.7159833 2000-2009 –> 2010-2019 0.2941521 -801.4724
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 414 0.1400241 -438.91811 0.8769197 2000-2009 –> 2010-2019 0.2718531 -928.9861
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 414 0.1411948 -432.02382 0.7856535 2000-2009 –> 2010-2019 0.2722991 -926.6676
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 414 0.1425947 -423.85527 0.7859216 2000-2009 –> 2010-2019 0.2749526 -910.5997
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 414 0.1473044 -396.94938 0.7128680 2000-2009 –> 2010-2019 0.2940126 -798.2571
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 414 0.1418997 -427.90045 0.8706914 2000-2009 –> 2010-2019 0.2758051 -904.9979
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 414 0.1433661 -419.38808 0.8657088 2000-2009 –> 2010-2019 0.2788862 -886.5360
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 414 0.1430605 -421.15468 0.7848043 2000-2009 –> 2010-2019 0.2759301 -904.6971
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 414 0.1435971 -418.05480 0.8655003 2000-2009 –> 2010-2019 0.2792960 -884.1085
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 894 0.1532745 -802.37587 0.9529646 1982-1999 –> 2000-2009 0.3569594 -1385.3698
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 894 0.1592362 -736.15002 0.9284112 1982-1999 –> 2000-2009 0.3516730 -1518.0323
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 894 0.1392591 -973.83514 0.6787087 1982-1999 –> 2000-2009 0.3150708 -2066.8858
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 894 0.1348224 -1031.72684 0.6694043 1982-1999 –> 2000-2009 0.3091863 -2153.4394
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 894 0.1540823 -794.97821 0.9177517 1982-1999 –> 2000-2009 0.3594886 -1350.8011
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 894 0.1531743 -803.54514 0.9521197 1982-1999 –> 2000-2009 0.3568308 -1387.0218
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 894 0.1531551 -803.76925 0.9521901 1982-1999 –> 2000-2009 0.3567902 -1387.6109
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 894 0.1394622 -971.22882 0.7711563 1982-1999 –> 2000-2009 0.3199915 -1972.5040
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 894 0.1535825 -798.78743 0.9579184 1982-1999 –> 2000-2009 0.3575992 -1376.1372
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 894 0.1508569 -830.80314 0.8688521 1982-1999 –> 2000-2009 0.3542019 -1419.5853
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 897 0.1873551 -444.92455 1.6159051 2000-2009 –> 2010-2019 0.3406297 -1247.3004
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 897 0.1875675 -444.89188 1.6102019 2000-2009 –> 2010-2019 0.3439437 -1213.4470
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 897 0.1789072 -529.69739 1.5098035 2000-2009 –> 2010-2019 0.3381434 -1265.8474
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 897 0.1751357 -565.92057 1.6184869 2000-2009 –> 2010-2019 0.3143948 -1539.7557
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 897 0.1758130 -558.99594 1.6224889 2000-2009 –> 2010-2019 0.3106354 -1590.7228
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 897 0.1895353 -426.16938 1.6667827 2000-2009 –> 2010-2019 0.3436175 -1221.1476
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 897 0.1873547 -444.92830 1.6156376 2000-2009 –> 2010-2019 0.3405291 -1248.4734
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 897 0.1873640 -444.83993 1.6165525 2000-2009 –> 2010-2019 0.3405191 -1248.6092
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 897 0.1777250 -539.59154 1.5773548 2000-2009 –> 2010-2019 0.3171872 -1510.8204
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 897 0.1872383 -446.04354 1.6035722 2000-2009 –> 2010-2019 0.3408208 -1244.8310
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 747 0.1414692 -789.88120 0.7547090 1982-1999 –> 2000-2009 0.3238389 -1478.6128
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 747 0.1400386 -803.06702 0.7752462 1982-1999 –> 2000-2009 0.3129821 -1621.3071
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 747 0.1502977 -699.44116 0.6477440 1982-1999 –> 2000-2009 0.3624924 -1012.8332
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 747 0.1686947 -526.92446 0.7415469 1982-1999 –> 2000-2009 0.4023233 -601.8629
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 747 0.1311585 -900.94115 0.8962628 1982-1999 –> 2000-2009 0.2947498 -1856.9428
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 747 0.1371243 -834.48596 0.5226156 1982-1999 –> 2000-2009 0.3450476 -1196.2688
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 747 0.1401813 -801.54470 0.7768304 1982-1999 –> 2000-2009 0.3141707 -1604.8455
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 747 0.1407661 -795.32545 0.7835713 1982-1999 –> 2000-2009 0.3172244 -1563.7098
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 747 0.1648762 -559.13099 0.5572548 1982-1999 –> 2000-2009 0.3964730 -653.7141
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 747 0.1389876 -814.32103 0.7518551 1982-1999 –> 2000-2009 0.3086437 -1680.1185
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 760 0.1794089 -442.70665 1.3798239 2000-2009 –> 2010-2019 0.3208782 -1232.5878
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 760 0.1667603 -551.83432 1.3867726 2000-2009 –> 2010-2019 0.3067988 -1354.9013
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 760 0.2084016 -215.01143 2.1396933 2000-2009 –> 2010-2019 0.3586993 -914.4526
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 760 0.2329760 -45.57945 2.3320636 2000-2009 –> 2010-2019 0.4016708 -572.5039
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 760 0.1509702 -703.03612 0.9125427 2000-2009 –> 2010-2019 0.2821287 -1603.9773
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 760 0.2013553 -265.29380 2.2977931 2000-2009 –> 2010-2019 0.3384795 -1099.7798
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 760 0.1677501 -542.83903 1.3984727 2000-2009 –> 2010-2019 0.3079314 -1344.3837
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 760 0.1697958 -524.41435 1.4160066 2000-2009 –> 2010-2019 0.3105619 -1319.7398
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 760 0.2324126 -47.25997 2.2049455 2000-2009 –> 2010-2019 0.3972888 -606.3910
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 760 0.1648481 -569.36446 1.3601780 2000-2009 –> 2010-2019 0.3038357 -1383.6855
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4068 5.8941008 25991.35732 33.6657807 1982-1999 –> 2000-2009 12.1122929 72695.3372
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 4068 6.2543379 26472.01165 30.1837950 1982-1999 –> 2000-2009 12.7847142 73878.4990
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4068 6.2120635 26418.83199 29.7389004 1982-1999 –> 2000-2009 12.6917293 73715.2026
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4068 5.9957900 26130.52824 34.2073896 1982-1999 –> 2000-2009 12.3132244 73062.2322
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4068 6.0441722 26195.91702 34.4088811 1982-1999 –> 2000-2009 12.4082663 73233.4542
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 4068 6.3781166 26631.45744 30.5255732 1982-1999 –> 2000-2009 13.0271496 74296.9194
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4068 6.2512904 26470.04636 30.0960917 1982-1999 –> 2000-2009 12.7801913 73875.2840
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4068 6.3295850 26571.31326 30.0489387 1982-1999 –> 2000-2009 12.9176702 74106.3359
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4068 6.3896745 26648.18749 30.1573375 1982-1999 –> 2000-2009 13.0307960 74298.5267
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4068 6.0656718 26224.80611 34.4071394 1982-1999 –> 2000-2009 12.4517857 73312.0191
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4035 5.7411292 25568.41721 27.3626658 2000-2009 –> 2010-2019 11.6352300 51559.7745
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 4035 6.0307092 25963.53139 24.7448809 2000-2009 –> 2010-2019 12.2850471 52435.5430
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4035 5.9655736 25877.89601 24.0313097 2000-2009 –> 2010-2019 12.1776371 52296.7280
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4035 5.8410208 25707.62192 28.1915709 2000-2009 –> 2010-2019 11.8368108 51838.1502
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4035 5.8938860 25780.33237 28.8087416 2000-2009 –> 2010-2019 11.9380582 51976.2494
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4035 6.0279105 25961.78547 24.5933215 2000-2009 –> 2010-2019 12.2792009 52431.8318
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4035 6.0843118 26036.94293 24.8105289 2000-2009 –> 2010-2019 12.4138969 52608.2562
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4035 5.9078881 25799.48149 28.3549493 2000-2009 –> 2010-2019 11.9735599 52024.2876
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4035 6.0723773 26019.09785 27.3500671 2000-2009 –> 2010-2019 12.4630464 52666.5516
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4035 6.0711034 26019.40477 27.2485057 2000-2009 –> 2010-2019 12.4573465 52663.2218
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4157 4.6227851 24539.76703 48.8704810 1982-1999 –> 2000-2009 9.0789157 68811.3953
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4157 4.4613119 24244.16704 44.4049296 1982-1999 –> 2000-2009 8.7037624 67769.2641
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4157 4.7075887 24690.90268 52.0649075 1982-1999 –> 2000-2009 9.1290775 68843.9676
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4157 4.7641844 24790.25950 52.3446029 1982-1999 –> 2000-2009 9.2112824 69031.0623
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4157 4.5311246 24373.26090 40.0508163 1982-1999 –> 2000-2009 8.8255930 68083.4986
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4157 4.6132885 24522.66990 38.7207450 1982-1999 –> 2000-2009 8.9627978 68426.3819
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4157 4.6228779 24539.93395 39.7750084 1982-1999 –> 2000-2009 8.9838985 68483.7992
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4157 4.6120595 24520.45485 47.7004097 1982-1999 –> 2000-2009 9.0088284 68588.3448
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4157 4.6544602 24596.53985 49.2819809 1982-1999 –> 2000-2009 9.0525509 68668.9965
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4157 4.6666426 24618.27212 51.5642726 1982-1999 –> 2000-2009 9.0691965 68706.1378
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4147 4.7453043 24697.72434 48.7894325 2000-2009 –> 2010-2019 9.3680894 49237.4914
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4147 4.9044651 24971.34742 55.7842844 2000-2009 –> 2010-2019 9.6644215 49754.2253
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4147 4.5645777 24375.67208 44.6175767 2000-2009 –> 2010-2019 9.0258896 48619.8391
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4147 4.8739850 24919.64129 50.5697870 2000-2009 –> 2010-2019 9.5815736 49610.5440
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4147 4.6356613 24503.83818 39.8783600 2000-2009 –> 2010-2019 9.1667859 48877.0991
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4147 4.7049007 24626.80338 38.5617199 2000-2009 –> 2010-2019 9.3181892 49149.4733
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4147 4.7098886 24635.59159 38.4696526 2000-2009 –> 2010-2019 9.3327666 49175.5255
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4147 4.7060434 24628.81750 48.3056242 2000-2009 –> 2010-2019 9.3181030 49149.2723
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4147 4.7225019 24657.77357 47.4590040 2000-2009 –> 2010-2019 9.3769621 49254.3134
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4147 4.7277730 24667.02595 47.2622316 2000-2009 –> 2010-2019 9.3944156 49285.2981
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3304 3.8543875 18305.93948 26.9938295 1982-1999 –> 2000-2009 7.7169710 51164.3174
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3304 3.8959568 18376.82470 26.0739816 1982-1999 –> 2000-2009 7.6705002 50961.8407
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3304 3.9239979 18424.21536 19.7815762 1982-1999 –> 2000-2009 7.6795840 50949.5356
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3304 3.9386177 18448.78924 27.2182411 1982-1999 –> 2000-2009 7.7679117 51204.5440
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3304 3.9934221 18540.10334 29.5135010 1982-1999 –> 2000-2009 7.8758301 51459.1758
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3304 3.9919792 18537.71529 29.2575069 1982-1999 –> 2000-2009 7.8765415 51463.3650
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3304 3.9094303 18399.63785 27.2035716 1982-1999 –> 2000-2009 7.7924005 51320.4274
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3304 3.9430053 18456.14648 26.5826140 1982-1999 –> 2000-2009 7.8533094 51460.1030
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3304 3.9163521 18411.32735 27.5597959 1982-1999 –> 2000-2009 7.8409119 51458.4281
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3304 3.9255794 18426.87811 19.9955038 1982-1999 –> 2000-2009 7.7903467 51291.9572
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3289 4.2378948 18844.84805 33.2582352 2000-2009 –> 2010-2019 8.1999554 37330.8519
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3289 4.1174812 18657.23700 32.6237016 2000-2009 –> 2010-2019 7.9718687 36963.1765
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3289 4.1424261 18696.96823 32.7838525 2000-2009 –> 2010-2019 8.0383829 37073.7929
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3289 4.1937765 18778.00926 25.3493782 2000-2009 –> 2010-2019 8.1177744 37202.2246
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3289 4.2076458 18799.72754 33.8073067 2000-2009 –> 2010-2019 8.1462634 37248.5168
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3289 4.1793904 18755.40568 34.2649202 2000-2009 –> 2010-2019 8.0888207 37155.0435
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3289 4.2092170 18802.18350 31.4542460 2000-2009 –> 2010-2019 8.1522223 37258.3300
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3289 4.1870388 18767.43251 32.8738972 2000-2009 –> 2010-2019 8.1033909 37178.7599
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3289 4.1875904 18768.29906 23.3236715 2000-2009 –> 2010-2019 8.1131698 37195.1772
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3289 4.2556428 18874.33864 32.5737310 2000-2009 –> 2010-2019 8.2429372 37404.2946
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3405 4.4515334 19843.99446 20.0404911 1982-1999 –> 2000-2009 8.3672498 55651.8544
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3405 4.4310948 19814.65535 19.4181072 1982-1999 –> 2000-2009 8.3340607 55582.5782
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 3405 4.5268950 19958.31846 18.6046621 1982-1999 –> 2000-2009 8.5054978 55971.0369
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3405 4.2987184 19608.10969 22.0510580 1982-1999 –> 2000-2009 7.9653092 54572.7361
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3405 4.3576440 19698.82522 21.0579523 1982-1999 –> 2000-2009 8.0633970 54798.0573
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3405 4.3536840 19694.63386 20.7258047 1982-1999 –> 2000-2009 8.0547329 54779.5335
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3405 4.1300631 19335.54458 22.9545815 1982-1999 –> 2000-2009 7.6726931 53857.9468
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3405 4.1179500 19315.54222 23.0778112 1982-1999 –> 2000-2009 7.6920875 53951.7955
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 3405 4.1357100 19342.84928 23.1363869 1982-1999 –> 2000-2009 7.7196231 54012.2226
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3405 4.1137006 19308.51105 21.9290321 1982-1999 –> 2000-2009 7.6794083 53914.4024
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3612 4.7725840 21552.71404 21.0474366 2000-2009 –> 2010-2019 9.2241174 41396.7085
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3612 4.7544084 21527.15011 20.4915888 2000-2009 –> 2010-2019 9.1855032 41341.8055
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 3612 4.8788400 21711.78363 18.8780206 2000-2009 –> 2010-2019 9.4057350 41670.1021
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3612 4.6222828 21323.55192 22.1733162 2000-2009 –> 2010-2019 8.9210012 40931.6616
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3612 4.7014331 21444.20582 20.4446770 2000-2009 –> 2010-2019 9.0590770 41143.0310
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3612 4.6989258 21442.35230 20.1493075 2000-2009 –> 2010-2019 9.0526098 41136.9862
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3612 4.4890281 21112.23194 22.6183332 2000-2009 –> 2010-2019 8.6190911 40447.7765
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3612 4.4650031 21073.46578 22.6778736 2000-2009 –> 2010-2019 8.5829531 40389.0080
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 3612 4.4935599 21117.52118 22.8082610 2000-2009 –> 2010-2019 8.6292699 40460.3705
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3612 4.4764669 21091.98941 21.6916624 2000-2009 –> 2010-2019 8.5901674 40400.5005
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3305 4.0406467 18621.41910 55.5884269 1982-1999 –> 2000-2009 7.3030236 48637.9041
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3305 3.8033447 18223.35621 49.4156554 1982-1999 –> 2000-2009 6.8860481 47588.4504
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 3305 4.1206902 18751.08040 42.1783348 1982-1999 –> 2000-2009 7.5215488 49247.0553
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3305 3.9851657 18532.03021 57.4111500 1982-1999 –> 2000-2009 7.1620756 48244.3217
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3305 4.0887569 18701.65670 43.8286562 1982-1999 –> 2000-2009 7.4252208 48979.1433
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3305 3.6141863 17886.15284 40.1619302 1982-1999 –> 2000-2009 6.6074430 46911.6290
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3305 3.6122691 17882.64561 41.9068744 1982-1999 –> 2000-2009 6.6127864 46936.0652
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3305 4.0262355 18599.80211 49.9156914 1982-1999 –> 2000-2009 7.2968291 48647.3002
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 3305 3.6228288 17899.94038 39.3747846 1982-1999 –> 2000-2009 6.6455441 47036.3751
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3305 3.3193717 17323.69994 28.2067888 1982-1999 –> 2000-2009 6.1167420 45568.5297
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3306 5.1801836 20269.70694 44.9519097 2000-2009 –> 2010-2019 9.2208303 38891.1260
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3306 4.7296052 19670.02306 37.9572105 2000-2009 –> 2010-2019 8.5329499 37893.3793
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 3306 4.9389310 19954.37014 34.0026065 2000-2009 –> 2010-2019 9.0596212 38705.4505
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3306 5.1715877 20260.72604 45.8849353 2000-2009 –> 2010-2019 9.1567534 38792.7563
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3306 4.9345637 19950.52090 34.6865331 2000-2009 –> 2010-2019 9.0233207 38652.1776
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3306 4.4222303 19225.71276 35.9910023 2000-2009 –> 2010-2019 8.0364166 37111.8656
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3306 4.4048462 19199.66926 33.9934481 2000-2009 –> 2010-2019 8.0171153 37082.3149
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3306 4.9084063 19915.37840 36.6271888 2000-2009 –> 2010-2019 8.9346418 38515.1805
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 3306 4.4229353 19224.76673 36.2569818 2000-2009 –> 2010-2019 8.0457641 37124.7071
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3306 3.8572215 18321.87184 24.7883316 2000-2009 –> 2010-2019 7.1765932 35645.5718
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2710 3.0703121 13782.69025 31.2560998 1982-1999 –> 2000-2009 6.0065372 37342.5515
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2710 2.9873708 13636.26056 29.1692302 1982-1999 –> 2000-2009 5.8867418 37078.9612
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2710 2.9402042 13550.00323 29.0515934 1982-1999 –> 2000-2009 5.7845000 36811.7759
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2710 3.0383271 13727.93123 30.4385119 1982-1999 –> 2000-2009 5.9181494 37106.8086
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2710 2.9928463 13646.18575 30.2074624 1982-1999 –> 2000-2009 5.8449950 36933.9688
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2710 3.1323988 13893.19790 29.3096273 1982-1999 –> 2000-2009 6.0342050 37343.8192
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2710 2.9997033 13658.58941 29.3017971 1982-1999 –> 2000-2009 5.9045892 37119.2175
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2710 3.0326431 13717.78218 29.2804379 1982-1999 –> 2000-2009 5.9617813 37256.8459
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2710 2.8791028 13436.18144 30.1616835 1982-1999 –> 2000-2009 5.6918465 36592.7171
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2710 3.0264947 13706.78244 29.3359280 1982-1999 –> 2000-2009 5.9517320 37233.2741
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2689 3.4476836 14299.41600 29.7337441 2000-2009 –> 2010-2019 6.5179958 28082.1062
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2689 3.2688960 14015.03601 36.0157718 2000-2009 –> 2010-2019 6.2562668 27651.2966
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2689 3.1780302 13863.42610 30.2395257 2000-2009 –> 2010-2019 6.1182344 27413.4293
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2689 3.2832019 14038.52069 28.7570648 2000-2009 –> 2010-2019 6.3215290 27766.4519
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2689 3.2351564 13959.23895 28.2589549 2000-2009 –> 2010-2019 6.2280027 27605.4247
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2689 3.4579396 14317.39033 27.6796463 2000-2009 –> 2010-2019 6.5903383 28210.5882
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2689 3.2898154 14049.34303 35.0420241 2000-2009 –> 2010-2019 6.2895187 27707.9324
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2689 3.3276671 14110.86746 34.8561136 2000-2009 –> 2010-2019 6.3603102 27828.6496
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2689 3.1715327 13852.41947 28.4926927 2000-2009 –> 2010-2019 6.0506354 27288.6009
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2689 3.3212010 14100.40710 34.6080852 2000-2009 –> 2010-2019 6.3476957 27807.1895
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2455 1.9180760 10178.98213 12.6945389 1982-1999 –> 2000-2009 3.6114814 27715.7766
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2455 1.8024135 9873.59993 12.8005600 1982-1999 –> 2000-2009 3.4281450 27043.0966
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2455 1.8277780 9942.21414 9.5689598 1982-1999 –> 2000-2009 3.4782703 27247.8439
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 2455 1.8474303 9992.72492 12.0296908 1982-1999 –> 2000-2009 3.4981424 27297.5535
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2455 1.8189804 9918.52392 14.4095542 1982-1999 –> 2000-2009 3.4428943 27077.9467
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 2455 1.8699257 10052.15079 13.7510023 1982-1999 –> 2000-2009 3.5212956 27360.5676
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2455 1.8250226 9934.80673 9.5259842 1982-1999 –> 2000-2009 3.4759581 27242.8542
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2455 1.8266062 9939.06549 9.5472442 1982-1999 –> 2000-2009 3.4770941 27244.6707
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2455 1.8260200 9937.48932 9.5388757 1982-1999 –> 2000-2009 3.4765311 27243.2215
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2455 1.9141231 10168.85282 12.5517535 1982-1999 –> 2000-2009 3.6066491 27700.9696
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2398 2.2460645 10700.05447 12.9132287 2000-2009 –> 2010-2019 4.1641405 20879.0366
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2398 2.1126340 10406.32796 14.0025218 2000-2009 –> 2010-2019 3.9150476 20279.9279
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2398 2.1203978 10423.92053 12.5218410 2000-2009 –> 2010-2019 3.9481757 20366.1347
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 2398 2.1843959 10564.53256 13.2882456 2000-2009 –> 2010-2019 4.0318262 20557.2575
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2398 2.1489502 10488.07066 15.8582422 2000-2009 –> 2010-2019 3.9679306 20406.5946
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 2398 2.2298224 10663.24681 15.1377772 2000-2009 –> 2010-2019 4.0997481 20715.3976
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2398 2.1178103 10418.06456 12.4400831 2000-2009 –> 2010-2019 3.9428329 20352.8713
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2398 2.1187777 10420.25475 12.4751825 2000-2009 –> 2010-2019 3.9453839 20359.3202
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2398 2.1182922 10419.15580 12.4592226 2000-2009 –> 2010-2019 3.9443122 20356.6451
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2398 2.2415505 10690.40610 12.8675056 2000-2009 –> 2010-2019 4.1556736 20859.2589
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 898 1.4751666 3260.64620 7.3083230 1982-1999 –> 2000-2009 2.8229275 9072.5319
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 898 1.4676250 3251.44088 7.1481337 1982-1999 –> 2000-2009 2.7959102 9014.1857
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 898 1.2224492 2923.15168 5.5948721 1982-1999 –> 2000-2009 2.4197891 8335.5137
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 898 1.4788511 3265.12650 7.4409842 1982-1999 –> 2000-2009 2.8132555 9043.3883
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 898 1.4763640 3262.10345 7.4464636 1982-1999 –> 2000-2009 2.8058351 9027.8612
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 898 1.4777702 3263.81321 7.4798166 1982-1999 –> 2000-2009 2.8074215 9030.0288
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 898 1.3972768 3163.22083 6.9444712 1982-1999 –> 2000-2009 2.7408696 8964.6495
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 898 1.4796904 3266.14551 7.4705289 1982-1999 –> 2000-2009 2.8244257 9070.4435
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 898 1.4030748 3168.65795 6.9627066 1982-1999 –> 2000-2009 2.7476322 8970.5096
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 898 1.3121619 3050.34386 6.8238078 1982-1999 –> 2000-2009 2.5615515 8606.3640
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1009 1.5361353 3743.68431 12.9296437 2000-2009 –> 2010-2019 3.0113019 7004.3305
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1009 1.5363911 3742.02022 12.8415686 2000-2009 –> 2010-2019 3.0129813 7002.3989
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1009 1.5134906 3713.71471 12.2632116 2000-2009 –> 2010-2019 2.9811156 6965.1556
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1009 1.2927124 3395.52470 7.3742653 2000-2009 –> 2010-2019 2.5151617 6318.6764
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1009 1.5216134 3724.51629 12.6819701 2000-2009 –> 2010-2019 3.0004645 6989.6428
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1009 1.5182559 3720.05860 12.7004619 2000-2009 –> 2010-2019 2.9946199 6982.1621
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1009 1.5192535 3721.38404 12.7503451 2000-2009 –> 2010-2019 2.9970236 6985.1972
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1009 1.5783184 3798.35243 11.2437632 2000-2009 –> 2010-2019 2.9755952 6961.5733
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 1009 1.5821543 3801.25096 10.9603455 2000-2009 –> 2010-2019 2.9852291 6969.9089
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1009 1.4557545 3635.22599 9.7195649 2000-2009 –> 2010-2019 2.7679164 6685.5698
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1359 1.3597305 4705.87970 7.8614385 1982-1999 –> 2000-2009 2.5981211 12984.8660
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1359 1.3562892 4698.99204 8.1188472 1982-1999 –> 2000-2009 2.6176077 13070.8409
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1359 1.2823413 4546.60767 6.0401238 1982-1999 –> 2000-2009 2.3678565 12158.6356
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1359 1.3562137 4698.84068 8.5340363 1982-1999 –> 2000-2009 2.5915584 12965.3617
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + silicate 1359 1.3746171 4733.47525 7.9782189 1982-1999 –> 2000-2009 2.6538372 13174.6627
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1359 1.3656472 4717.68106 8.0382414 1982-1999 –> 2000-2009 2.6089141 13016.5604
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1359 1.3646222 4715.64023 8.0208967 1982-1999 –> 2000-2009 2.6053857 13004.3168
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1359 1.4028290 4790.69321 8.5722708 1982-1999 –> 2000-2009 2.6679488 13177.7746
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1359 1.3683537 4721.06249 8.3018830 1982-1999 –> 2000-2009 2.6210941 13056.3670
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1359 1.3660874 4718.55714 8.0688369 1982-1999 –> 2000-2009 2.6081913 13012.6989
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1425 1.5029725 5219.19255 11.3177433 2000-2009 –> 2010-2019 2.8627030 9925.0722
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1425 1.5031006 5219.43535 12.9206170 2000-2009 –> 2010-2019 2.8950884 9989.0422
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1425 1.4824665 5180.04040 11.1123056 2000-2009 –> 2010-2019 2.8387556 9879.0324
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1425 1.3880824 4992.55593 8.8164517 2000-2009 –> 2010-2019 2.6704236 9539.1636
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1425 1.4718237 5159.50628 12.0209655 2000-2009 –> 2010-2019 2.8280374 9858.3470
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + silicate 1425 1.5189199 5247.27332 10.8619868 2000-2009 –> 2010-2019 2.8935370 9980.7486
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1425 1.5057573 5224.46838 11.5056451 2000-2009 –> 2010-2019 2.8714045 9942.1494
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1425 1.5049755 5222.98820 11.4914425 2000-2009 –> 2010-2019 2.8695977 9938.6284
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1425 1.5057598 5222.47305 11.4861422 2000-2009 –> 2010-2019 2.8741136 9943.5355
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1425 1.5057384 5224.43253 11.5424639 2000-2009 –> 2010-2019 2.8718258 9942.9897
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 872 0.6384780 1706.15162 5.1314513 1982-1999 –> 2000-2009 1.2122688 4723.2243
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 872 0.6553103 1749.53355 3.2233514 1982-1999 –> 2000-2009 1.2518201 4899.6593
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 872 0.5827310 1546.81710 3.0634322 1982-1999 –> 2000-2009 1.1248246 4366.2482
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 872 0.5832423 1548.34683 3.1088167 1982-1999 –> 2000-2009 1.1264308 4374.7956
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 872 0.5837502 1549.86485 3.1531298 1982-1999 –> 2000-2009 1.1278513 4382.1520
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 872 0.5985596 1593.55702 5.4805502 1982-1999 –> 2000-2009 1.1487963 4464.8447
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 872 0.5838761 1550.24074 3.1638881 1982-1999 –> 2000-2009 1.1282038 4383.9765
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 872 0.6495321 1736.08754 5.4304950 1982-1999 –> 2000-2009 1.2329069 4810.7733
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 872 0.5781727 1533.12154 2.9283577 1982-1999 –> 2000-2009 1.1106998 4290.6273
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 872 0.6593184 1762.16795 5.5619277 1982-1999 –> 2000-2009 1.2517346 4890.3433
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 938 0.6522310 1874.20801 3.9428769 2000-2009 –> 2010-2019 1.2907090 3580.3596
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 938 0.6391235 1836.12294 3.7479353 2000-2009 –> 2010-2019 1.2759246 3537.6882
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate 938 0.6454597 1852.63005 3.1698214 2000-2009 –> 2010-2019 1.2863574 3563.3786
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 938 0.5996316 1716.46766 2.7687038 2000-2009 –> 2010-2019 1.1823626 3263.2848
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 938 0.6003588 1718.74144 2.7705593 2000-2009 –> 2010-2019 1.1836012 3267.0883
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 938 0.6011216 1721.12337 2.7687527 2000-2009 –> 2010-2019 1.1848718 3270.9882
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 938 0.6053125 1734.15700 4.1000776 2000-2009 –> 2010-2019 1.2038720 3327.7140
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 938 0.6012910 1721.65215 2.7688968 2000-2009 –> 2010-2019 1.1851671 3271.8929
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 938 0.6623404 1903.06225 4.1071609 2000-2009 –> 2010-2019 1.3118725 3639.1498
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 938 0.5884165 1681.04778 2.8671423 2000-2009 –> 2010-2019 1.1665892 3214.1693
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 784 0.4518676 993.32960 2.9269756 1982-1999 –> 2000-2009 0.8995740 2876.6748
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 784 0.4821790 1095.13391 2.8225514 1982-1999 –> 2000-2009 0.9516485 3122.6793
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate 784 0.4618292 1025.52122 2.4932032 1982-1999 –> 2000-2009 0.9187453 2968.7264
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 784 0.4565536 1009.50668 2.3886492 1982-1999 –> 2000-2009 0.9126696 2949.3867
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 784 0.4770016 1078.20651 3.3369647 1982-1999 –> 2000-2009 0.9429142 3082.6471
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 784 0.4566936 1009.98731 2.3903293 1982-1999 –> 2000-2009 0.9128511 2950.1445
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 784 0.4569601 1010.90206 2.3908129 1982-1999 –> 2000-2009 0.9133273 2952.4555
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 784 0.4520006 993.79104 3.0493752 1982-1999 –> 2000-2009 0.9000577 2879.5150
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 784 0.4570179 1011.10042 2.3910982 1982-1999 –> 2000-2009 0.9134318 2952.9641
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 784 0.4535666 999.21403 2.3682555 1982-1999 –> 2000-2009 0.9084935 2931.1645
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 796 0.4405518 967.94422 2.4595617 2000-2009 –> 2010-2019 0.8924193 1961.2738
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 796 0.4726976 1080.06546 2.5144282 2000-2009 –> 2010-2019 0.9548766 2175.1994
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate 796 0.4731804 1079.69075 2.7476265 2000-2009 –> 2010-2019 0.9350096 2105.2120
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 796 0.4695489 1069.42535 2.6500916 2000-2009 –> 2010-2019 0.9261025 2078.9320
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 796 0.4581049 1030.14424 2.7605845 2000-2009 –> 2010-2019 0.9351066 2108.3507
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 796 0.4696039 1069.61202 2.6509005 2000-2009 –> 2010-2019 0.9262975 2079.5993
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 796 0.4697309 1070.04235 2.6510148 2000-2009 –> 2010-2019 0.9266910 2080.9444
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 796 0.4499912 1001.69477 2.4460253 2000-2009 –> 2010-2019 0.9019918 1995.4858
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 796 0.4697563 1070.12852 2.6511253 2000-2009 –> 2010-2019 0.9267742 2081.2289
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 796 0.4698359 1070.39830 2.6322635 2000-2009 –> 2010-2019 0.9234025 2069.6123
Indo-Pacific (28.1, Inf] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 7155 0.6874179 14953.43885 2.9950213 1982-1999 –> 2000-2009 1.3731678 41999.5375
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 7155 0.6698916 14585.86167 2.6896448 1982-1999 –> 2000-2009 1.3314342 40701.2840
Indo-Pacific (28.1, Inf] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 7155 0.7172865 15562.08407 3.2588969 1982-1999 –> 2000-2009 1.4339394 43752.1157
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7155 0.6748924 14692.28953 3.0028811 1982-1999 –> 2000-2009 1.3418573 41019.5609
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 7155 0.7748402 16668.55197 4.5631453 1982-1999 –> 2000-2009 1.5367473 46449.6979
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 7155 0.7084477 15386.65321 3.1508687 1982-1999 –> 2000-2009 1.4115340 43082.6874
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7155 0.7464851 16135.05747 3.7720084 1982-1999 –> 2000-2009 1.4784639 44876.2298
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7155 0.6720520 14631.93683 2.6961261 1982-1999 –> 2000-2009 1.3364494 40859.1108
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7155 0.6768276 14733.26451 2.6889791 1982-1999 –> 2000-2009 1.3466469 41171.3614
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7155 0.6746746 14687.67036 2.7003730 1982-1999 –> 2000-2009 1.3420669 41031.5664
Indo-Pacific (28.1, Inf] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 7256 0.6828261 15067.09028 3.0509368 2000-2009 –> 2010-2019 1.3702441 30020.5291
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 7256 0.6711833 14819.51277 3.0772834 2000-2009 –> 2010-2019 1.3410749 29405.3744
Indo-Pacific (28.1, Inf] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 7256 0.7078407 15589.21375 3.3721621 2000-2009 –> 2010-2019 1.4251271 31151.2978
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7256 0.6731975 14862.99688 3.2195394 2000-2009 –> 2010-2019 1.3480899 29555.2864
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 7256 0.7011653 15453.70828 3.2748883 2000-2009 –> 2010-2019 1.4096130 30840.3615
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7256 0.7528329 16485.50472 4.0996717 2000-2009 –> 2010-2019 1.4993179 32620.5622
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7256 0.6728492 14855.48860 3.0833343 2000-2009 –> 2010-2019 1.3449013 29487.4254
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7256 0.6772317 14949.70221 3.0939910 2000-2009 –> 2010-2019 1.3540593 29682.9667
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 7256 0.7716749 16844.24241 5.0329559 2000-2009 –> 2010-2019 1.5456421 33496.6615
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7256 0.6751626 14905.29640 3.0955128 2000-2009 –> 2010-2019 1.3498371 29592.9668
SO (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 78 0.8396183 208.08438 2.6741871 1982-1999 –> 2000-2009 1.8910583 601.1120
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 78 0.7650573 193.57689 2.0859163 1982-1999 –> 2000-2009 1.7663304 573.9913
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 78 0.7329472 186.88808 1.9145692 1982-1999 –> 2000-2009 1.7215329 564.0124
SO (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 78 0.7522345 190.94009 1.9425567 1982-1999 –> 2000-2009 1.7468217 569.6259
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 78 0.9240433 223.03099 2.3447330 1982-1999 –> 2000-2009 2.0065818 623.5788
SO (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 78 1.0591712 242.32233 3.8762980 1982-1999 –> 2000-2009 2.3805664 692.3100
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 78 1.1265232 253.93964 3.1799441 1982-1999 –> 2000-2009 2.5100452 717.7809
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 78 1.0226157 238.84316 2.7948800 1982-1999 –> 2000-2009 2.2403945 669.7627
SO (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 78 1.1742668 258.41486 4.5871426 1982-1999 –> 2000-2009 2.6575286 738.2159
SO (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 78 1.1038509 250.76797 3.0682127 1982-1999 –> 2000-2009 2.4415885 705.9269
SO (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 72 0.8066933 187.39427 1.8368941 2000-2009 –> 2010-2019 1.6463116 395.4786
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 72 0.7893402 184.26281 1.7967514 2000-2009 –> 2010-2019 1.5543974 377.8397
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 72 0.8178188 189.36666 1.9089629 2000-2009 –> 2010-2019 1.5507660 376.2547
SO (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 72 0.7927055 184.87545 1.8028881 2000-2009 –> 2010-2019 1.5449400 375.8155
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 72 0.9961212 217.76752 2.7000099 2000-2009 –> 2010-2019 1.9201646 440.7985
SO (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 72 1.0484115 223.13492 3.0304865 2000-2009 –> 2010-2019 2.1075827 465.4573
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 72 1.0634570 227.18674 2.3713453 2000-2009 –> 2010-2019 2.1899802 481.1264
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 72 0.9948997 217.59082 2.4104351 2000-2009 –> 2010-2019 2.0175154 456.4340
SO (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 72 1.1275146 233.60942 3.2175443 2000-2009 –> 2010-2019 2.3017814 492.0243
SO (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 72 1.0432136 224.41921 2.3829293 2000-2009 –> 2010-2019 2.1470645 475.1872
SO (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 257 1.7423933 1028.73787 8.5211484 1982-1999 –> 2000-2009 3.7786246 2831.9708
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 257 1.5754155 976.95720 7.6073852 1982-1999 –> 2000-2009 3.3965917 2686.4309
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 257 1.4375659 929.89140 7.0656949 1982-1999 –> 2000-2009 3.0922189 2558.8165
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 257 1.5382990 964.70253 7.3359239 1982-1999 –> 2000-2009 3.3040891 2648.2334
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 257 1.4147921 921.68346 6.3955574 1982-1999 –> 2000-2009 3.0013990 2515.3339
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 257 1.7228381 1020.93653 7.4551373 1982-1999 –> 2000-2009 3.6377498 2770.5689
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 257 1.8855565 1069.32504 7.5897967 1982-1999 –> 2000-2009 3.9533520 2885.4792
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 257 1.7071493 1018.23439 7.0687379 1982-1999 –> 2000-2009 3.5862772 2754.0213
SO (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 257 1.8599376 1060.29347 7.7165758 1982-1999 –> 2000-2009 3.9163578 2869.8139
SO (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 257 1.8403706 1056.85743 7.2906062 1982-1999 –> 2000-2009 3.8503106 2849.1739
SO (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 188 1.5884186 721.51073 6.7761911 2000-2009 –> 2010-2019 3.3308120 1750.2486
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 188 1.4674941 691.73804 5.6730359 2000-2009 –> 2010-2019 3.0429096 1668.6952
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 188 1.3720972 666.46486 4.8672519 2000-2009 –> 2010-2019 2.8096631 1596.3563
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 188 1.4430135 685.41273 5.4964382 2000-2009 –> 2010-2019 2.9813125 1650.1153
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 188 1.3926450 672.05390 4.9677498 2000-2009 –> 2010-2019 2.8074371 1593.7374
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 188 1.6334978 730.03297 5.1951588 2000-2009 –> 2010-2019 3.3563360 1750.9695
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 188 1.7844150 765.25897 5.2330485 2000-2009 –> 2010-2019 3.6699716 1834.5840
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 188 1.6334957 732.03247 5.1944445 2000-2009 –> 2010-2019 3.3406449 1750.2669
SO (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 188 1.7463517 755.15174 5.2311925 2000-2009 –> 2010-2019 3.6062893 1815.4452
SO (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 188 1.7463517 757.15174 5.2311953 2000-2009 –> 2010-2019 3.5867223 1814.0092
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 815 2.4967053 3818.27414 12.3750882 1982-1999 –> 2000-2009 5.2311867 11179.6615
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 815 2.3671763 3731.43721 12.9097261 1982-1999 –> 2000-2009 4.9896244 10966.0691
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 815 2.3520217 3720.96844 11.1863229 1982-1999 –> 2000-2009 4.8397553 10795.8098
SO (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 815 2.4386488 3779.92373 12.4624955 1982-1999 –> 2000-2009 5.1196379 11081.4505
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 815 2.0589035 3504.01272 14.0333251 1982-1999 –> 2000-2009 4.3511824 10330.9223
SO (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 815 2.4345797 3775.20163 12.3077325 1982-1999 –> 2000-2009 5.1293572 11090.2718
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 815 2.4345397 3777.17485 12.3694531 1982-1999 –> 2000-2009 5.1291966 11094.1094
SO (26.75,27] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 815 2.3521796 3719.07793 11.1711976 1982-1999 –> 2000-2009 4.8399717 10791.9903
SO (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 815 2.3096708 3691.35094 9.2239862 1982-1999 –> 2000-2009 4.7448287 10701.4699
SO (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 815 2.5232099 3835.48676 11.9294140 1982-1999 –> 2000-2009 5.2936843 11236.4968
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 796 2.7081112 3858.98238 15.7109300 2000-2009 –> 2010-2019 5.2048165 7677.2565
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 796 2.5579872 3768.18951 16.5390972 2000-2009 –> 2010-2019 4.9251635 7499.6267
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 796 2.4271419 3684.59943 15.0177920 2000-2009 –> 2010-2019 4.7791635 7405.5679
SO (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 796 2.6442983 3821.02005 15.8387726 2000-2009 –> 2010-2019 5.0829471 7600.9438
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 796 2.1552378 3495.44861 18.3073476 2000-2009 –> 2010-2019 4.2141413 6999.4613
SO (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 796 2.6059668 3795.77370 16.9226168 2000-2009 –> 2010-2019 5.0405465 7570.9753
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 796 2.5987395 3793.35234 16.2150824 2000-2009 –> 2010-2019 5.0332791 7570.5272
SO (26.75,27] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 796 2.4271619 3682.61259 15.0082632 2000-2009 –> 2010-2019 4.7793416 7401.6905
SO (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 796 2.3280611 3618.24709 12.4194086 2000-2009 –> 2010-2019 4.6377318 7309.5980
SO (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 796 2.7076583 3858.71615 15.6193681 2000-2009 –> 2010-2019 5.2308682 7694.2029
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2024 1.8639967 8278.64566 10.3968792 1982-1999 –> 2000-2009 3.6741130 22129.4242
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2024 1.6683452 7829.76010 6.9107369 1982-1999 –> 2000-2009 3.2562543 20779.9685
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2024 1.8148895 8170.57076 9.0586294 1982-1999 –> 2000-2009 3.6226872 22012.5359
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2024 1.8621298 8274.58935 8.6298242 1982-1999 –> 2000-2009 3.6994749 22228.0305
SO (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2024 1.8261487 8195.60619 9.0841686 1982-1999 –> 2000-2009 3.6415853 22066.5650
SO (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2024 1.6668654 7826.16807 6.6717997 1982-1999 –> 2000-2009 3.2744545 20861.0711
SO (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2024 1.8640463 8276.75332 10.4025131 1982-1999 –> 2000-2009 3.6875499 22176.1983
SO (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2024 1.8185527 8178.73298 9.8310092 1982-1999 –> 2000-2009 3.6359697 22057.1885
SO (27,27.25] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 2024 1.6683604 7827.79693 6.9020159 1982-1999 –> 2000-2009 3.2781094 20869.9325
SO (27,27.25] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2024 1.6158565 7700.35738 7.0899316 1982-1999 –> 2000-2009 3.2230355 20733.5062
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1775 1.9210299 7368.89002 14.9429104 2000-2009 –> 2010-2019 3.5893752 15198.6501
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1775 1.9930998 7499.63517 11.4599023 2000-2009 –> 2010-2019 3.8753963 15817.8285
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1775 1.9403957 7404.49808 11.7968328 2000-2009 –> 2010-2019 3.7552852 15575.0688
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1775 1.9780270 7472.68640 10.5598878 2000-2009 –> 2010-2019 3.8401568 15747.2757
SO (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1775 1.9505295 7422.98998 11.6637081 2000-2009 –> 2010-2019 3.7766783 15618.5962
SO (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1775 1.9230055 7372.53886 15.6208503 2000-2009 –> 2010-2019 3.5898709 15198.7069
SO (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1775 2.0297548 7564.33000 18.1743043 2000-2009 –> 2010-2019 3.8483075 15743.0630
SO (27,27.25] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 1775 1.9244383 7373.18304 15.5965902 2000-2009 –> 2010-2019 3.5927987 15200.9800
SO (27,27.25] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1775 1.8576089 7249.71164 15.2959730 2000-2009 –> 2010-2019 3.4734654 14950.0690
SO (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1775 2.0672450 7629.30144 18.5737534 2000-2009 –> 2010-2019 3.9250342 15894.4439
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2079 1.7008730 8122.43352 9.4059310 1982-1999 –> 2000-2009 3.1249193 21621.1631
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2079 1.6605362 8022.63697 7.3854048 1982-1999 –> 2000-2009 3.0946702 21575.0707
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2079 1.6917569 8100.08812 10.4548128 1982-1999 –> 2000-2009 3.1291071 21669.5644
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2079 1.7009456 8122.61098 9.3834709 1982-1999 –> 2000-2009 3.1245579 21619.0216
SO (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2079 1.7029974 8125.62347 8.3975178 1982-1999 –> 2000-2009 3.1275764 21625.1988
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2079 1.6723173 8052.03269 8.4649931 1982-1999 –> 2000-2009 3.0947404 21542.0859
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2079 1.6920607 8100.83470 10.4245259 1982-1999 –> 2000-2009 3.1307959 21677.6383
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2079 1.6845878 8082.43041 8.4323284 1982-1999 –> 2000-2009 3.1232189 21658.6838
SO (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2079 1.6847303 8082.78196 8.3366461 1982-1999 –> 2000-2009 3.1242616 21663.7945
SO (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2079 1.6849131 8081.23318 8.0351732 1982-1999 –> 2000-2009 3.1263541 21670.3318
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2105 1.7778206 8410.11566 8.4549576 2000-2009 –> 2010-2019 3.4383568 16432.7526
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2105 1.7941495 8448.60706 9.0389097 2000-2009 –> 2010-2019 3.4890168 16556.3327
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2105 1.7964557 8454.01514 9.0090739 2000-2009 –> 2010-2019 3.4882126 16554.1033
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2105 1.7796273 8414.39198 8.9276900 2000-2009 –> 2010-2019 3.4519446 16466.4247
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2105 1.7950938 8450.82229 9.0235868 2000-2009 –> 2010-2019 3.4871545 16551.6570
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2105 1.7981594 8458.00592 9.5283571 2000-2009 –> 2010-2019 3.4870124 16550.9505
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2105 1.7988627 8459.65233 9.5107422 2000-2009 –> 2010-2019 3.4834506 16542.0827
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2105 1.7989215 8459.78984 9.4176821 2000-2009 –> 2010-2019 3.4916327 16562.2227
SO (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2105 1.7982238 8458.15661 9.5071057 2000-2009 –> 2010-2019 3.4829540 16540.9386
SO (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2105 1.8053542 8472.81744 9.7286635 2000-2009 –> 2010-2019 3.4902673 16554.0506
SO (27.5,27.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2601 1.4564298 9351.20832 7.8109267 1982-1999 –> 2000-2009 2.7143596 24349.2177
SO (27.5,27.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2601 1.4783874 9427.05000 8.3660068 1982-1999 –> 2000-2009 2.7376758 24432.8719
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2601 1.4606551 9366.27809 8.1666672 1982-1999 –> 2000-2009 2.7198717 24373.5814
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2601 1.5021403 9511.96505 7.5421825 1982-1999 –> 2000-2009 2.7683680 24569.7396
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2601 1.4692343 9396.74300 8.3277484 1982-1999 –> 2000-2009 2.7252494 24380.9059
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2601 1.5017902 9510.75250 7.4682934 1982-1999 –> 2000-2009 2.7684195 24571.4095
SO (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 2601 1.5110951 9540.88384 8.8320439 1982-1999 –> 2000-2009 2.7694588 24540.0288
SO (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2601 1.4515896 9333.89165 7.7221271 1982-1999 –> 2000-2009 2.7055475 24303.1538
SO (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2601 1.4667692 9388.00757 8.0728106 1982-1999 –> 2000-2009 2.7225665 24370.5943
SO (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2601 1.4487567 9323.72934 7.6458530 1982-1999 –> 2000-2009 2.7014263 24283.6485
SO (27.5,27.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2611 1.5963463 9866.11764 9.3524577 2000-2009 –> 2010-2019 3.0527761 19217.3260
SO (27.5,27.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2611 1.6584349 10063.37284 9.9303479 2000-2009 –> 2010-2019 3.1368223 19490.4228
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 2611 1.6352467 9989.84364 9.5769674 2000-2009 –> 2010-2019 3.1218506 19445.7251
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2611 1.6067240 9899.95532 9.2904011 2000-2009 –> 2010-2019 3.0864285 19333.6380
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2611 1.6184017 9937.77162 9.5868091 2000-2009 –> 2010-2019 3.0790567 19304.0497
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2611 1.6300741 9975.29922 9.6076351 2000-2009 –> 2010-2019 3.0993084 19372.0422
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2611 1.6609070 10073.15095 9.7219757 2000-2009 –> 2010-2019 3.1565974 19562.7314
SO (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2611 1.5962303 9865.73812 9.3208199 2000-2009 –> 2010-2019 3.0478199 19199.6298
SO (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2611 1.6077308 9903.22660 9.5387931 2000-2009 –> 2010-2019 3.0745000 19291.2342
SO (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2611 1.5976572 9870.40402 9.2936437 2000-2009 –> 2010-2019 3.0464138 19194.1334
SO (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1063 1.2801063 3555.66436 8.6716999 1982-1999 –> 2000-2009 2.5042209 9422.0390
SO (27.75,27.85] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1063 1.4106588 3760.12813 11.1958760 1982-1999 –> 2000-2009 2.6398578 9639.4658
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1063 1.3766633 3710.26613 8.5691402 1982-1999 –> 2000-2009 2.7853082 10083.5221
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1063 1.3875379 3726.99398 10.5261950 1982-1999 –> 2000-2009 2.6078977 9582.2782
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1063 1.4972227 3888.74214 13.2525930 1982-1999 –> 2000-2009 2.7865423 9942.4640
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1063 1.4366662 3800.96692 11.0918357 1982-1999 –> 2000-2009 2.6960109 9769.7703
SO (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + silicate 1063 1.5277925 3929.71285 13.2544747 1982-1999 –> 2000-2009 2.7871606 9896.5834
SO (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1063 1.2764169 3549.52816 8.7816830 1982-1999 –> 2000-2009 2.4986643 9410.3918
SO (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1063 1.2966591 3582.97905 8.5237654 1982-1999 –> 2000-2009 2.5222516 9453.7094
SO (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1063 1.2741487 3545.74684 8.8683841 1982-1999 –> 2000-2009 2.4953671 9403.5703
SO (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1074 1.3159296 3651.59907 8.2979756 2000-2009 –> 2010-2019 2.5960359 7207.2634
SO (27.75,27.85] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1074 1.4514212 3860.10274 8.4602018 2000-2009 –> 2010-2019 2.8620800 7620.2309
SO (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1074 1.4815502 3904.23514 8.5439266 2000-2009 –> 2010-2019 2.9523445 7753.1148
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1074 1.4013980 3786.76613 8.5226721 2000-2009 –> 2010-2019 2.7780612 7497.0323
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1074 1.4142801 3806.42107 8.3084410 2000-2009 –> 2010-2019 2.8018180 7533.4151
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1074 1.4934056 3923.35503 8.6482567 2000-2009 –> 2010-2019 2.9906283 7812.0972
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1074 1.4509690 3861.43347 8.3643680 2000-2009 –> 2010-2019 2.8876352 7662.4004
SO (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1074 1.3106811 3643.01471 8.2202271 2000-2009 –> 2010-2019 2.5870979 7192.5429
SO (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1074 1.3396681 3690.00224 8.5248280 2000-2009 –> 2010-2019 2.6363272 7272.9813
SO (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1074 1.3080689 3638.72957 8.1814137 2000-2009 –> 2010-2019 2.5822176 7184.4764
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1051 1.3668670 3653.52844 7.2992266 1982-1999 –> 2000-2009 2.7013196 9995.3741
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1051 1.4608005 3793.23432 9.4318823 1982-1999 –> 2000-2009 2.8757886 10352.2514
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1051 1.4790123 3819.27802 8.7211596 1982-1999 –> 2000-2009 2.8974592 10387.3428
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1051 1.4295428 3747.76837 7.1828039 1982-1999 –> 2000-2009 2.7687341 10102.7508
SO (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + silicate 1051 1.4869393 3828.51389 9.5932845 1982-1999 –> 2000-2009 2.9398832 10483.6312
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1051 1.4868959 3830.45250 9.6426199 1982-1999 –> 2000-2009 2.9280660 10457.4163
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1051 1.4859026 3829.04795 9.8278147 1982-1999 –> 2000-2009 2.9315191 10467.4281
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1051 1.3727248 3662.51755 8.1163953 1982-1999 –> 2000-2009 2.7865341 10218.4458
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1051 1.4920094 3837.66909 9.7661539 1982-1999 –> 2000-2009 2.9406755 10483.8589
SO (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1051 1.4355684 3756.60970 9.3165775 1982-1999 –> 2000-2009 2.9398192 10542.3370
SO (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1057 1.5177566 3895.66729 8.8390469 2000-2009 –> 2010-2019 3.0416256 7777.7488
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1057 1.4691394 3826.84276 8.4021962 2000-2009 –> 2010-2019 2.8360063 7480.3712
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1057 1.5471283 3936.18670 10.5380499 2000-2009 –> 2010-2019 3.0079287 7729.4210
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1057 1.5569990 3949.63128 9.8319991 2000-2009 –> 2010-2019 3.0360114 7768.9093
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1057 1.5638286 3958.88379 7.9828119 2000-2009 –> 2010-2019 2.9933714 7706.6522
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1057 1.4563985 3808.42950 8.1818442 2000-2009 –> 2010-2019 2.8291234 7470.9470
SO (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1057 1.5525439 3943.57372 9.0152771 2000-2009 –> 2010-2019 2.9884683 7700.7046
SO (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1057 1.5155053 3892.52921 8.8397525 2000-2009 –> 2010-2019 3.0389422 7774.0147
SO (27.85,27.95] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 1057 1.5643012 3957.52258 8.0089666 2000-2009 –> 2010-2019 3.0323767 7759.1993
SO (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1057 1.5031488 3875.22234 9.0444242 2000-2009 –> 2010-2019 2.9387172 7631.8320
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1365 1.6764957 5298.30877 9.4264493 1982-1999 –> 2000-2009 3.1162214 14182.8963
SO (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1365 1.6950458 5326.34991 9.3382116 1982-1999 –> 2000-2009 3.1778494 14355.5809
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1365 1.5697405 5118.68738 7.5465351 1982-1999 –> 2000-2009 2.9075387 13638.0465
SO (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 1365 1.7481438 5410.55601 9.9619904 1982-1999 –> 2000-2009 3.2180913 14396.4739
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1365 1.6923466 5323.99906 9.4954929 1982-1999 –> 2000-2009 3.1472985 14260.9143
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1365 1.6818269 5306.97632 9.4255854 1982-1999 –> 2000-2009 3.1305439 14222.5308
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1365 1.7471252 5410.96490 9.8350810 1982-1999 –> 2000-2009 3.2061687 14361.8484
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1365 1.5883931 5150.93562 8.9956577 1982-1999 –> 2000-2009 2.9015432 13577.7972
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1365 1.6947224 5327.82900 9.5091852 1982-1999 –> 2000-2009 3.1526287 14274.8340
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1365 1.5714328 5121.62899 6.2139189 1982-1999 –> 2000-2009 2.9687760 13857.5938
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1407 1.7532484 5586.87043 9.1114733 2000-2009 –> 2010-2019 3.4297441 10885.1792
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1407 1.5901971 5312.18930 7.0616860 2000-2009 –> 2010-2019 3.1599376 10430.8767
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1407 1.7137009 5522.66907 8.7326955 2000-2009 –> 2010-2019 3.4950106 10986.5337
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1407 1.7688249 5611.76066 9.1819246 2000-2009 –> 2010-2019 3.4611715 10935.7597
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1407 1.7664534 5607.98536 9.1390390 2000-2009 –> 2010-2019 3.4482803 10914.9617
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1407 1.7223947 5536.90874 8.6800612 2000-2009 –> 2010-2019 3.4695199 10947.8736
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1407 1.6202542 5364.88176 8.4052013 2000-2009 –> 2010-2019 3.2086473 10515.8174
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1407 1.7697440 5613.22248 9.1913660 2000-2009 –> 2010-2019 3.4644665 10941.0515
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1407 1.5567024 5252.28436 5.8280333 2000-2009 –> 2010-2019 3.1281353 10373.9133
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1407 1.7202061 5533.33079 8.6920556 2000-2009 –> 2010-2019 3.4845575 10971.0810
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 821 1.1639231 2593.14662 8.2247199 1982-1999 –> 2000-2009 2.2155592 7056.1435
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 821 1.1301940 2544.86034 7.9400594 1982-1999 –> 2000-2009 2.1671589 6965.3166
SO (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 821 1.2011108 2642.78828 9.5144883 1982-1999 –> 2000-2009 2.2719294 7158.5202
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 821 1.1730697 2605.99972 8.2462401 1982-1999 –> 2000-2009 2.2336220 7094.5611
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 821 1.1682688 2599.26588 8.1450246 1982-1999 –> 2000-2009 2.2254786 7078.2690
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 821 1.2003021 2643.68237 9.4170406 1982-1999 –> 2000-2009 2.2705419 7159.7771
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 821 1.0794689 2469.45940 8.9454724 1982-1999 –> 2000-2009 2.0377115 6650.8481
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 821 1.1737032 2606.88613 8.2566030 1982-1999 –> 2000-2009 2.2353623 7098.6059
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 821 1.1286785 2542.65710 7.3119345 1982-1999 –> 2000-2009 2.2039986 7073.0914
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 821 1.2037802 2648.43349 9.5419077 1982-1999 –> 2000-2009 2.2797823 7180.7878
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 856 1.2953808 2886.29647 9.5788500 2000-2009 –> 2010-2019 2.4593040 5479.4431
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 856 1.2592408 2837.85424 8.9348982 2000-2009 –> 2010-2019 2.3894349 5382.7146
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 856 1.3084145 2903.43592 9.6317635 2000-2009 –> 2010-2019 2.4814842 5509.4356
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 856 1.3049161 2898.85237 9.4215936 2000-2009 –> 2010-2019 2.4731850 5498.1182
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 856 1.3119326 2908.03307 10.6703174 2000-2009 –> 2010-2019 2.5122347 5551.7154
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 856 1.1354389 2660.67971 9.9994904 2000-2009 –> 2010-2019 2.2149077 5130.1391
SO (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate 856 1.3091665 2902.41958 9.4333878 2000-2009 –> 2010-2019 2.5101193 5544.9920
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 856 1.3082618 2903.23615 9.6510728 2000-2009 –> 2010-2019 2.4819650 5510.1223
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 856 1.2742713 2858.16786 8.0483441 2000-2009 –> 2010-2019 2.4029498 5400.8250
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 856 1.3083218 2903.31464 10.6705636 2000-2009 –> 2010-2019 2.5121020 5551.7481
SO (28.1, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4069 1.0834975 12213.94262 5.9964967 1982-1999 –> 2000-2009 2.0726643 32951.5662
SO (28.1, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4069 1.0886453 12252.51507 6.0780739 1982-1999 –> 2000-2009 2.0677264 32839.3027
SO (28.1, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4069 1.0794304 12183.33752 6.1128760 1982-1999 –> 2000-2009 2.0597557 32788.8155
SO (28.1, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4069 1.0788257 12178.77714 6.1914888 1982-1999 –> 2000-2009 2.0485618 32624.4117
SO (28.1, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4069 1.0887967 12253.64726 6.0759262 1982-1999 –> 2000-2009 2.0680008 32842.2832
SO (28.1, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4069 1.0886459 12252.51946 6.0765232 1982-1999 –> 2000-2009 2.0678017 32840.4302
SO (28.1, Inf] 4 cstar_tref ~ sal + temp + nitrate + silicate 4069 1.0980907 12320.81812 6.3624208 1982-1999 –> 2000-2009 2.0678832 32765.3085
SO (28.1, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4069 1.0977039 12319.95145 6.3806666 1982-1999 –> 2000-2009 2.0643419 32718.4885
SO (28.1, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4069 1.0809522 12194.80291 6.1571629 1982-1999 –> 2000-2009 2.0505555 32638.4210
SO (28.1, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4069 1.0887276 12253.13044 6.0757358 1982-1999 –> 2000-2009 2.0679455 32841.9738
SO (28.1, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3951 1.1694332 12463.26688 6.2409335 2000-2009 –> 2010-2019 2.2529307 24677.2095
SO (28.1, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3951 1.1776558 12518.63386 6.1193967 2000-2009 –> 2010-2019 2.2663011 24771.1489
SO (28.1, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 3951 1.1785273 12522.47882 6.1357060 2000-2009 –> 2010-2019 2.2671732 24772.9987
SO (28.1, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3951 1.1665536 12443.78537 6.3449005 2000-2009 –> 2010-2019 2.2459840 24627.1229
SO (28.1, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 3951 1.1702010 12466.45330 6.2291769 2000-2009 –> 2010-2019 2.2536992 24678.4012
SO (28.1, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3951 1.1670481 12447.13390 6.3720904 2000-2009 –> 2010-2019 2.2458738 24625.9110
SO (28.1, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3951 1.1776647 12518.69301 6.1209768 2000-2009 –> 2010-2019 2.2664614 24772.3403
SO (28.1, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3951 1.1776555 12518.63152 6.1190463 2000-2009 –> 2010-2019 2.2663013 24771.1510
SO (28.1, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3951 1.1698573 12466.13195 6.2485920 2000-2009 –> 2010-2019 2.2508095 24660.9349
SO (28.1, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3951 1.1776571 12518.64231 6.1198281 2000-2009 –> 2010-2019 2.2663847 24771.7727
SO (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 317 0.4957279 468.71139 2.7239043 1982-1999 –> 2000-2009 0.9244297 1078.6780
SO (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 317 0.4547179 413.96550 1.7741564 1982-1999 –> 2000-2009 0.8957964 1053.5888
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 317 0.4575884 417.95515 1.7138859 1982-1999 –> 2000-2009 0.9082221 1079.9106
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 317 0.4639146 426.66030 1.2548642 1982-1999 –> 2000-2009 0.8906753 1031.8981
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + silicate 317 0.4633509 423.88949 1.8323552 1982-1999 –> 2000-2009 0.9264091 1112.1849
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 317 0.4561192 415.91631 1.7832667 1982-1999 –> 2000-2009 0.8984502 1058.4943
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 317 0.4565216 416.47538 1.7872723 1982-1999 –> 2000-2009 0.8995322 1060.6531
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 317 0.4565855 416.56417 1.7829785 1982-1999 –> 2000-2009 0.9007346 1063.4161
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 317 0.4564835 416.42255 1.7865125 1982-1999 –> 2000-2009 0.8993671 1060.3014
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 317 0.4566513 414.65548 1.7908560 1982-1999 –> 2000-2009 0.9015247 1061.2053
SO (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 287 0.5019925 432.88706 2.0864768 2000-2009 –> 2010-2019 0.9680102 862.4150
SO (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 287 0.4979308 428.22387 2.3615801 2000-2009 –> 2010-2019 0.9526487 842.1894
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 287 0.4990446 429.50639 2.3124103 2000-2009 –> 2010-2019 0.9566330 847.4615
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 287 0.4818540 409.38527 1.9666708 2000-2009 –> 2010-2019 0.9457687 836.0456
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + silicate 287 0.5136310 444.04313 2.2695314 2000-2009 –> 2010-2019 0.9769819 867.9326
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 287 0.4999288 430.52249 2.3676812 2000-2009 –> 2010-2019 0.9560480 846.4388
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 287 0.5005530 431.23870 2.3682744 2000-2009 –> 2010-2019 0.9570746 847.7141
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 287 0.4995939 430.13787 2.3380451 2000-2009 –> 2010-2019 0.9561794 846.7020
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 287 0.5001975 430.83093 2.3678715 2000-2009 –> 2010-2019 0.9566810 847.2535
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 287 0.5104187 440.44196 2.2984860 2000-2009 –> 2010-2019 0.9670699 855.0974
SO (28.15,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 293 0.3161408 168.67939 1.2714155 1982-1999 –> 2000-2009 0.5840350 280.6227
SO (28.15,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 293 0.2952944 130.70544 1.2133322 1982-1999 –> 2000-2009 0.5595344 231.1617
SO (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 293 0.2930276 126.18967 1.2164465 1982-1999 –> 2000-2009 0.5657845 257.7981
SO (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 293 0.3139487 166.60199 1.2611619 1982-1999 –> 2000-2009 0.5766900 261.4728
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 293 0.2939377 128.00704 1.2204384 1982-1999 –> 2000-2009 0.5668520 260.1818
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 293 0.2981509 136.34685 1.2400420 1982-1999 –> 2000-2009 0.5729098 275.1367
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 293 0.2945216 129.16989 1.2238215 1982-1999 –> 2000-2009 0.5676272 262.0330
SO (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 293 0.2961021 132.30609 1.2164817 1982-1999 –> 2000-2009 0.5605499 233.5344
SO (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 293 0.2998770 139.72954 1.2196852 1982-1999 –> 2000-2009 0.5698869 261.3982
SO (28.15,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 293 0.2966925 133.47348 1.2192561 1982-1999 –> 2000-2009 0.5615871 236.3593
SO (28.15,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 275 0.3321478 188.21975 0.9391242 2000-2009 –> 2010-2019 0.6274422 318.9252
SO (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 275 0.3356242 193.94642 0.9492879 2000-2009 –> 2010-2019 0.6286518 320.1361
SO (28.15,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 275 0.3282835 181.78341 0.7568624 2000-2009 –> 2010-2019 0.6263080 317.8819
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 275 0.3228494 172.60312 1.1390242 2000-2009 –> 2010-2019 0.6049494 276.5217
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 275 0.3289921 182.96942 0.7578947 2000-2009 –> 2010-2019 0.6280259 321.0490
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 275 0.3292658 183.42671 0.7578436 2000-2009 –> 2010-2019 0.6288397 322.5638
SO (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 275 0.3203688 168.36093 1.0465589 2000-2009 –> 2010-2019 0.6122849 292.3235
SO (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 275 0.3326835 189.10623 0.9328028 2000-2009 –> 2010-2019 0.6287856 321.4123
SO (28.15,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 275 0.3293587 183.58191 1.1533303 2000-2009 –> 2010-2019 0.6281694 321.2240
SO (28.15,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 275 0.3330046 189.63672 0.9305022 2000-2009 –> 2010-2019 0.6296971 323.1102
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1351 0.3638510 1114.22047 1.9454751 1982-1999 –> 2000-2009 0.6676018 2250.4411
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1351 0.3626567 1107.33737 1.8554812 1982-1999 –> 2000-2009 0.6663660 2244.8814
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1351 0.3627143 1105.76586 1.8413473 1982-1999 –> 2000-2009 0.6664474 2241.6991
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 1351 0.3635557 1112.02715 1.9253716 1982-1999 –> 2000-2009 0.6673032 2248.1930
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1351 0.3635401 1113.91089 1.9196428 1982-1999 –> 2000-2009 0.6672708 2251.8036
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1351 0.3626909 1107.59174 1.8488744 1982-1999 –> 2000-2009 0.6664033 2245.1868
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1351 0.3625189 1106.31027 1.8509730 1982-1999 –> 2000-2009 0.6662002 2243.3992
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1351 0.3626829 1107.53212 1.8518303 1982-1999 –> 2000-2009 0.6663699 2244.7139
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1351 0.3628269 1108.60497 1.8454971 1982-1999 –> 2000-2009 0.6665096 2245.7164
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1351 0.3611502 1096.08929 1.8481627 1982-1999 –> 2000-2009 0.6634205 2210.1542
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1392 0.3887132 1331.68554 2.4663745 2000-2009 –> 2010-2019 0.7525641 2445.9060
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1392 0.3887120 1333.67731 2.4634182 2000-2009 –> 2010-2019 0.7513688 2441.0147
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1392 0.3912704 1349.94051 2.3406736 2000-2009 –> 2010-2019 0.7539846 2455.7064
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 1392 0.3890765 1334.28618 2.4375060 2000-2009 –> 2010-2019 0.7526322 2446.3133
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1392 0.3887109 1333.66932 2.4689242 2000-2009 –> 2010-2019 0.7522510 2447.5802
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1392 0.3890463 1336.07053 2.4521701 2000-2009 –> 2010-2019 0.7517372 2443.6623
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1392 0.3887044 1333.62287 2.4582083 2000-2009 –> 2010-2019 0.7512233 2439.9331
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1392 0.3889010 1335.03043 2.4589992 2000-2009 –> 2010-2019 0.7515839 2442.5626
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1392 0.3889948 1335.70186 2.4621197 2000-2009 –> 2010-2019 0.7518217 2444.3068
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1392 0.3874538 1324.65099 2.4567751 2000-2009 –> 2010-2019 0.7486040 2420.7403

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2009 2.3759495 1096.7478
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 2.1711631 716.1207
Atlantic (26,26.5] 1982-1999 –> 2000-2009 6.8676908 12369.9444
Atlantic (26,26.5] 2000-2009 –> 2010-2019 6.8883484 8533.5317
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 6.2492164 14671.6210
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 6.6759488 10545.6456
Atlantic (26.75,27] 1982-1999 –> 2000-2009 3.8268037 17729.1958
Atlantic (26.75,27] 2000-2009 –> 2010-2019 4.5563135 14603.2721
Atlantic (27,27.25] 1982-1999 –> 2000-2009 3.6850832 14235.4834
Atlantic (27,27.25] 2000-2009 –> 2010-2019 4.3487654 11874.4147
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 3.8141154 14320.0084
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 4.4600838 11226.2269
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 4.5049129 19629.6979
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 4.9120951 14820.7540
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 3.3220659 5844.2426
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 3.2970915 4194.4307
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 5.5218820 7248.6844
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 5.6884838 5499.1897
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 4.9423866 7171.9315
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 4.7306678 5069.1314
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 0.3157296 -987.2658
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 0.4214859 -161.2787
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 0.2630619 -1454.5362
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 0.2785494 -889.7469
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 0.3437792 -1601.7388
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 0.3330421 -1333.0955
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 0.3377946 -1327.0215
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 0.3328273 -1143.2403
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2009 12.6517820 73647.3810
Indo-Pacific (-Inf,26] 2000-2009 –> 2010-2019 12.1459834 52250.0594
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2009 9.0025903 68541.2848
Indo-Pacific (26,26.5] 2000-2009 –> 2010-2019 9.3547196 49211.3081
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2009 7.7864307 51273.3694
Indo-Pacific (26.5,26.75] 2000-2009 –> 2010-2019 8.1174786 37201.0168
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2009 8.0054059 54709.2164
Indo-Pacific (26.75,27] 2000-2009 –> 2010-2019 8.9269525 40931.7950
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2009 6.9577261 47779.6774
Indo-Pacific (27,27.25] 2000-2009 –> 2010-2019 8.5204006 37841.4530
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2009 5.8985077 37081.9940
Indo-Pacific (27.25,27.5] 2000-2009 –> 2010-2019 6.3080527 27736.1670
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2009 3.5016462 27317.4501
Indo-Pacific (27.5,27.75] 2000-2009 –> 2010-2019 4.0115071 20513.2444
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2009 2.7339618 8913.5476
Indo-Pacific (27.75,27.85] 2000-2009 –> 2010-2019 2.9241409 6886.4615
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2009 2.5940515 12962.2085
Indo-Pacific (27.85,27.95] 2000-2009 –> 2010-2019 2.8475487 9893.8709
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2009 1.1715537 4558.6645
Indo-Pacific (27.95,28.05] 2000-2009 –> 2010-2019 1.2271327 3393.5714
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2009 0.9173713 2966.6358
Indo-Pacific (28.05,28.1] 2000-2009 –> 2010-2019 0.9248672 2073.5839
Indo-Pacific (28.1, Inf] 1982-1999 –> 2000-2009 1.3932307 42494.3152
Indo-Pacific (28.1, Inf] 2000-2009 –> 2010-2019 1.3987907 30585.3432
SO (26,26.5] 1982-1999 –> 2000-2009 2.1362449 645.6317
SO (26,26.5] 2000-2009 –> 2010-2019 1.8980504 433.6416
SO (26.5,26.75] 1982-1999 –> 2000-2009 3.5516971 2736.9843
SO (26.5,26.75] 2000-2009 –> 2010-2019 3.2532098 1722.4427
SO (26.75,27] 1982-1999 –> 2000-2009 4.9668425 10926.8251
SO (26.75,27] 2000-2009 –> 2010-2019 4.8927999 7472.9850
SO (27,27.25] 1982-1999 –> 2000-2009 3.4993234 21591.4421
SO (27,27.25] 2000-2009 –> 2010-2019 3.7266368 15494.4682
SO (27.25,27.5] 1982-1999 –> 2000-2009 3.1200202 21632.2553
SO (27.25,27.5] 2000-2009 –> 2010-2019 3.4790002 16531.1515
SO (27.5,27.75] 1982-1999 –> 2000-2009 2.7332943 24417.5151
SO (27.5,27.75] 2000-2009 –> 2010-2019 3.0901574 19341.0933
SO (27.75,27.85] 1982-1999 –> 2000-2009 2.6323282 9660.3794
SO (27.75,27.85] 2000-2009 –> 2010-2019 2.7674246 7473.5555
SO (27.85,27.95] 1982-1999 –> 2000-2009 2.8709798 10349.0836
SO (27.85,27.95] 2000-2009 –> 2010-2019 2.9742571 7679.9800
SO (27.95,28.05] 1982-1999 –> 2000-2009 3.0926660 14112.8516
SO (27.95,28.05] 2000-2009 –> 2010-2019 3.3749470 10790.3048
SO (28.05,28.1] 1982-1999 –> 2000-2009 2.2141145 7051.5921
SO (28.05,28.1] 2000-2009 –> 2010-2019 2.4437687 5455.9253
SO (28.1, Inf] 1982-1999 –> 2000-2009 2.0635237 32785.1001
SO (28.1, Inf] 2000-2009 –> 2010-2019 2.2581919 24712.8991
SO (28.1,28.15] 1982-1999 –> 2000-2009 0.9045141 1066.0331
SO (28.1,28.15] 2000-2009 –> 2010-2019 0.9593095 849.9250
SO (28.15,28.2] 1982-1999 –> 2000-2009 0.5685457 255.9699
SO (28.15,28.2] 2000-2009 –> 2010-2019 0.6243154 313.5148
SO (28.2, Inf] 1982-1999 –> 2000-2009 0.6663893 2242.6188
SO (28.2, Inf] 2000-2009 –> 2010-2019 0.7517771 2442.7726

5.5 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)

5.6 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/

5.7 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)

5.8 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 = ""))

lm_best %>%
  write_csv(paste(path_version_data,
                  "lm_best.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
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
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
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
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
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
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
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
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 nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26] 9 4 8 7 10 3 7
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 9 3 9 6 6 10 5
(26.75,27] 9 3 9 6 6 10 5
(27,27.25] 9 5 8 6 9 7 5
(27.25,27.5] 8 10 6 6 6 5 8
(27.5,27.75] 4 4 4 10 10 4 10
(27.75,27.85] 8 3 8 9 8 6 7
(27.85,27.95] 10 4 9 8 3 7 7
(27.95,28.05] 7 10 7 8 4 3 9
(28.05,28.1] 7 6 7 8 3 10 7
(28.1,28.15] 8 8 8 7 6 5 8
(28.15,28.2] 9 10 5 5 9 4 6
(28.2, Inf] 9 10 5 5 10 4 4
total 114.00 86.00 99.00 97.00 100.00 83.00 96.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 8 4 8 8 10 4 7
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 9 4 8 6 6 10 6
(26.75,27] 9 3 9 6 6 10 5
(27,27.25] 9 5 7 5 9 9 5
(27.25,27.5] 9 10 5 4 10 4 5
(27.5,27.75] 4 4 4 10 10 4 10
(27.75,27.85] 8 3 8 7 10 5 7
(27.85,27.95] 10 4 9 8 3 7 7
(27.95,28.05] 7 10 7 8 4 3 9
(28.05,28.1] 7 7 7 9 5 7 6
(28.1,28.15] 8 4 8 8 10 4 7
(28.15,28.2] 9 10 4 5 10 4 5
(28.2, Inf] 9 10 5 5 10 4 4
total 114.00 84.00 95.00 95.00 113.00 80.00 91.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 9 4 8 7 10 3 7
(26,26.5] 8 6 7 7 6 8 8
(26.5,26.75] 8 8 8 8 6 5 7
(26.75,27] 10 4 10 10 4 4 4
(27,27.25] 10 5 10 9 3 5 5
(27.25,27.5] 8 8 8 6 4 10 5
(27.5,27.75] 7 4 7 8 8 10 4
(27.75,27.85] 9 3 8 9 5 7 8
(27.85,27.95] 7 8 7 5 3 9 9
(27.95,28.05] 7 4 8 8 5 10 7
(28.05,28.1] 7 4 7 7 9 10 5
(28.1, Inf] 6 9 8 7 4 10 4
total 96.00 67.00 96.00 91.00 67.00 91.00 73.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 7 6 7 8 10 3 7
(26,26.5] 8 6 8 7 6 8 7
(26.5,26.75] 8 8 9 8 4 6 6
(26.75,27] 10 4 10 10 4 4 4
(27,27.25] 10 5 10 9 3 5 5
(27.25,27.5] 8 8 8 6 4 10 5
(27.5,27.75] 7 4 7 8 8 10 4
(27.75,27.85] 9 2 9 9 5 7 7
(27.85,27.95] 7 8 7 5 4 9 8
(27.95,28.05] 8 4 8 6 7 10 6
(28.05,28.1] 7 4 7 7 9 10 5
(28.1, Inf] 6 9 8 7 3 10 5
total 95.00 68.00 98.00 90.00 67.00 92.00 69.00
SO - 1982-1999 --> 2000-2009
(26,26.5] 7 10 7 8 4 3 9
(26.5,26.75] 7 10 7 8 4 3 9
(26.75,27] 8 7 7 9 4 3 10
(27,27.25] 8 5 5 10 5 5 10
(27.25,27.5] 4 8 3 9 7 7 10
(27.5,27.75] 8 10 4 7 4 8 7
(27.75,27.85] 9 9 5 6 4 10 5
(27.85,27.95] 8 3 6 6 9 9 8
(27.95,28.05] 8 9 5 6 10 3 7
(28.05,28.1] 7 9 5 6 10 4 8
(28.1, Inf] 5 6 5 6 10 10 7
(28.1,28.15] 7 3 5 7 10 8 8
(28.15,28.2] 8 10 8 6 5 6 6
(28.2, Inf] 9 10 5 5 10 4 4
total 103.00 109.00 77.00 99.00 96.00 83.00 108.00
SO - 2000-2009 --> 2010-2019
(26,26.5] 7 10 7 8 4 3 9
(26.5,26.75] 7 10 7 8 4 3 9
(26.75,27] 8 7 7 9 4 3 10
(27,27.25] 7 4 7 9 5 7 10
(27.25,27.5] 6 6 5 7 5 10 10
(27.5,27.75] 8 10 4 6 5 10 5
(27.75,27.85] 9 9 5 6 5 10 4
(27.85,27.95] 9 6 7 8 5 7 7
(27.95,28.05] 7 8 6 7 10 5 7
(28.05,28.1] 6 9 6 6 10 4 8
(28.1, Inf] 6 5 4 8 10 10 5
(28.1,28.15] 7 3 4 7 10 9 8
(28.15,28.2] 8 5 10 8 5 7 7
(28.2, Inf] 9 10 5 5 10 4 4
total 104.00 102.00 84.00 102.00 92.00 92.00 103.00

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
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
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
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
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 

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] car_3.0-10       carData_3.0-4    gt_0.2.2         corrr_0.4.3     
 [5] broom_0.7.5      kableExtra_1.3.1 knitr_1.30       olsrr_0.5.3     
 [9] GGally_2.0.0     lubridate_1.7.9  metR_0.9.0       scico_1.2.0     
[13] patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0    stringr_1.4.0   
[17] dplyr_1.0.5      purrr_0.3.4      readr_1.4.0      tidyr_1.1.2     
[21] tibble_3.0.4     ggplot2_3.3.3    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                magrittr_2.0.1           Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_1.0.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               plyr_1.8.6              
[52] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[55] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[58] haven_2.3.1              hms_0.5.3                pillar_1.4.7            
[61] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[64] RcppArmadillo_0.10.1.2.2 data.table_1.13.6        modelr_0.1.8            
[67] vctrs_0.3.6              httpuv_1.5.4             cellranger_1.1.0        
[70] gtable_0.3.0             reshape_0.8.8            assertthat_0.2.1        
[73] xfun_0.20                openxlsx_4.2.3           RcppEigen_0.3.3.9.1     
[76] later_1.1.0.1            viridisLite_0.3.0        ellipsis_0.3.1          
[79] here_1.0.1