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

This results in a total number of MLR models of:

  • 64

4 Fit all models

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

  • cstar_tref

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

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

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

5 Prepare coeffcients

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

5.1 Formatting

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

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

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

5.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

# remove models with predictors fitted as NA
lm_all_fitted_wide <- lm_all_fitted_wide %>%
  filter(na_predictor == FALSE)
# calculate RMSE sum for adjacent eras
lm_all_fitted_wide_eras <- lm_all_fitted_wide %>%
  select(basin, gamma_slab, 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()

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

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

5.3 RMSE tables

5.3.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab n_predictors model nr_obs rmse aic resid_max eras rmse_sum aic_sum
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 123 1.5287822 465.478857 6.1405810 1982-1999 –> 2000-2009 3.2184838 1285.97090
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + nitrate + silicate 123 1.7270617 495.478571 8.0886865 1982-1999 –> 2000-2009 3.5553870 1348.77159
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 123 1.5240065 466.709195 5.7925318 1982-1999 –> 2000-2009 3.2097663 1288.22963
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 123 1.0373298 370.074769 4.0246479 1982-1999 –> 2000-2009 2.3736782 1092.96858
Atlantic (-Inf,26] 3 cstar_tref ~ sal + aou + phosphate_star 123 1.6642675 484.367612 4.9036970 1982-1999 –> 2000-2009 3.5442821 1347.25832
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 123 1.0372836 372.063812 4.0109558 1982-1999 –> 2000-2009 2.3729762 1096.75340
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 123 1.5271323 465.213225 5.4668635 1982-1999 –> 2000-2009 3.2488990 1293.52563
Atlantic (-Inf,26] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 123 1.5836465 474.152476 7.0414263 1982-1999 –> 2000-2009 3.2870948 1298.01523
Atlantic (-Inf,26] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 123 1.4327537 449.520056 6.5328965 1982-1999 –> 2000-2009 3.0950239 1263.20313
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 123 1.4210216 449.497392 6.1762663 1982-1999 –> 2000-2009 3.0825101 1264.98479
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 107 1.7330186 433.323902 4.8397415 2000-2009 –> 2010-2019 3.2618008 898.80276
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + nitrate + silicate 107 1.8992117 452.920775 6.4410297 2000-2009 –> 2010-2019 3.6262734 948.39935
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 107 1.7005398 431.275230 3.9403910 2000-2009 –> 2010-2019 3.2245463 897.98443
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 107 1.2078500 356.065017 3.5405245 2000-2009 –> 2010-2019 2.2451798 726.13979
Atlantic (-Inf,26] 3 cstar_tref ~ sal + aou + phosphate_star 107 1.7920357 438.490230 4.9277266 2000-2009 –> 2010-2019 3.4563033 922.85784
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 107 1.1371667 345.160367 3.1990511 2000-2009 –> 2010-2019 2.1744503 717.22418
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 107 1.7114293 430.641230 4.4177104 2000-2009 –> 2010-2019 3.2385616 895.85446
Atlantic (-Inf,26] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 107 1.8013409 441.598553 5.6751286 2000-2009 –> 2010-2019 3.3849874 915.75103
Atlantic (-Inf,26] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 107 1.5675559 411.849629 6.2388419 2000-2009 –> 2010-2019 3.0003097 861.36969
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 107 1.5143272 406.456696 5.5944269 2000-2009 –> 2010-2019 2.9353488 855.95409
Atlantic (26,26.5] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 815 4.6209985 4819.765428 12.7487819 1982-1999 –> 2000-2009 9.0558382 13626.85772
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 815 3.5320379 4383.726068 13.5273360 1982-1999 –> 2000-2009 6.9872164 12437.97554
Atlantic (26,26.5] 3 cstar_tref ~ temp + aou + nitrate 815 4.5251285 4783.592745 12.2115912 1982-1999 –> 2000-2009 9.0138801 13625.22456
Atlantic (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 815 4.2289569 4675.257045 10.4983456 1982-1999 –> 2000-2009 8.3828315 13284.42881
Atlantic (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 815 4.0306894 4596.987816 12.3130916 1982-1999 –> 2000-2009 8.0814731 13130.16288
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 815 4.0075189 4589.590687 13.2031304 1982-1999 –> 2000-2009 8.0582990 13124.76307
Atlantic (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 815 4.5733257 4802.862100 12.4526656 1982-1999 –> 2000-2009 8.9701363 13583.91155
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 815 4.2984157 4703.811629 13.3440553 1982-1999 –> 2000-2009 8.5456468 13382.19396
Atlantic (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 815 4.5495810 4794.377081 12.3206765 1982-1999 –> 2000-2009 8.9272563 13562.23713
Atlantic (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 815 4.5450012 4792.735425 12.3273412 1982-1999 –> 2000-2009 8.9163234 13556.20372
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 787 3.6014952 4264.252720 11.3693942 2000-2009 –> 2010-2019 7.1335331 8647.97879
Atlantic (26,26.5] 3 cstar_tref ~ temp + aou + nitrate 787 4.3068542 4541.776238 12.4663554 2000-2009 –> 2010-2019 8.8319826 9325.36898
Atlantic (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 787 4.0998535 4466.246509 12.1009472 2000-2009 –> 2010-2019 8.3288104 9141.50355
Atlantic (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 787 3.9028825 4388.749252 15.9584819 2000-2009 –> 2010-2019 7.9335719 8985.73707
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 787 3.8638909 4374.945183 18.4031563 2000-2009 –> 2010-2019 7.8714097 8964.53587
Atlantic (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 787 4.4493511 4595.010762 12.2511396 2000-2009 –> 2010-2019 9.0226768 9397.87286
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 787 4.2226500 4514.697855 11.4755480 2000-2009 –> 2010-2019 8.5210657 9218.50948
Atlantic (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 787 4.4309796 4588.498206 12.1527864 2000-2009 –> 2010-2019 8.9805606 9382.87529
Atlantic (26,26.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 787 4.4532610 4596.393301 12.0721202 2000-2009 –> 2010-2019 9.0615815 9411.68058
Atlantic (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 787 4.4291768 4587.857689 12.1696153 2000-2009 –> 2010-2019 8.9741780 9380.59311
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1030 3.2179610 5342.634120 10.2321299 1982-1999 –> 2000-2009 6.3324329 14741.69730
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1030 3.3850866 5448.935150 9.6412502 1982-1999 –> 2000-2009 6.6524886 15026.11356
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 1030 3.2133679 5339.691695 10.0941448 1982-1999 –> 2000-2009 6.3191433 14728.48169
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1030 3.1434743 5296.390424 10.3581653 1982-1999 –> 2000-2009 6.1946657 14622.03568
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1030 3.4002435 5456.138284 9.7968767 1982-1999 –> 2000-2009 6.6740262 15038.48441
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1030 3.2235806 5348.228399 9.8461989 1982-1999 –> 2000-2009 6.3766485 14794.54172
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 1030 3.2804642 5382.262327 10.5652379 1982-1999 –> 2000-2009 6.4598737 14857.14180
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1030 3.0858055 5258.247576 9.3381923 1982-1999 –> 2000-2009 6.0681722 14500.07075
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1030 3.3122420 5402.121514 10.7390189 1982-1999 –> 2000-2009 6.5258111 14916.26381
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1030 3.3203262 5407.143209 10.7755624 1982-1999 –> 2000-2009 6.5442146 14933.06445
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 976 3.6231389 5294.657177 11.5505370 2000-2009 –> 2010-2019 6.8410999 10637.29130
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 976 3.5946249 5281.234230 10.2207296 2000-2009 –> 2010-2019 6.9797116 10730.16938
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 976 3.5199757 5238.270387 11.2426091 2000-2009 –> 2010-2019 6.7333436 10577.96208
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 976 3.5053683 5232.153030 11.4141756 2000-2009 –> 2010-2019 6.6488427 10528.54345
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 976 3.6279533 5297.249251 10.8585815 2000-2009 –> 2010-2019 7.0281968 10753.38753
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 976 3.5220570 5241.424218 9.2200905 2000-2009 –> 2010-2019 6.7456376 10589.65262
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 976 3.6818035 5326.010097 11.6252653 2000-2009 –> 2010-2019 6.9622676 10708.27242
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 976 3.5013623 5229.920981 10.8565185 2000-2009 –> 2010-2019 6.5871678 10488.16856
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 976 3.7126601 5342.301357 11.6773010 2000-2009 –> 2010-2019 7.0249022 10744.42287
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 976 3.7196111 5345.952513 11.6791559 2000-2009 –> 2010-2019 7.0399372 10753.09572
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1620 2.1299666 7059.145237 14.9056340 1982-1999 –> 2000-2009 3.8345830 17718.87300
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1620 2.3931583 7438.630102 32.0002924 1982-1999 –> 2000-2009 4.5131735 19289.78315
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 1620 2.1107392 7029.764645 16.9316002 1982-1999 –> 2000-2009 3.9534249 18114.27194
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1620 1.9837680 6830.754522 13.8624424 1982-1999 –> 2000-2009 3.6371854 17326.15807
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1620 2.4005500 7446.621942 32.4096784 1982-1999 –> 2000-2009 4.5212012 19297.41119
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1620 2.2283003 7207.375531 15.0500811 1982-1999 –> 2000-2009 4.0604118 18262.49488
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 1620 2.2302246 7208.172279 15.4703061 1982-1999 –> 2000-2009 4.0638776 18265.87870
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1620 2.1293496 7060.206499 15.0247517 1982-1999 –> 2000-2009 3.6214756 16995.79883
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1620 2.3099426 7321.962303 16.1783603 1982-1999 –> 2000-2009 4.1991079 18542.33397
Atlantic (26.75,27] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1620 2.3431638 7368.227494 19.1311058 1982-1999 –> 2000-2009 4.2529138 18647.70540
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1635 2.5945390 7769.575906 27.8116015 2000-2009 –> 2010-2019 4.7245056 14828.72114
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1635 2.4987271 7648.534349 21.5444320 2000-2009 –> 2010-2019 4.8918854 15087.16445
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 1635 2.4410726 7570.199743 24.6840365 2000-2009 –> 2010-2019 4.5518118 14599.96439
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1635 2.4271146 7553.448333 25.3806732 2000-2009 –> 2010-2019 4.4108826 14384.20285
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1635 2.5209274 7675.458798 23.5798295 2000-2009 –> 2010-2019 4.9214774 15122.08074
Atlantic (26.75,27] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1635 2.5578442 7722.997862 23.1516852 2000-2009 –> 2010-2019 5.0646538 15309.95390
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1635 2.6330315 7819.733257 23.4947616 2000-2009 –> 2010-2019 4.8613318 15027.10879
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 1635 2.7275638 7933.075826 28.7159510 2000-2009 –> 2010-2019 4.9577883 15141.24811
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1635 2.1699807 7187.257796 21.9087669 2000-2009 –> 2010-2019 4.2993303 14247.46429
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1635 2.7751718 7989.659366 29.0166204 2000-2009 –> 2010-2019 5.0851144 15311.62167
Atlantic (27,27.25] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1310 2.4129183 6037.411668 10.8978530 1982-1999 –> 2000-2009 4.4954271 15705.57987
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1310 2.0886144 5661.251284 10.6199776 1982-1999 –> 2000-2009 4.2919853 15584.49761
Atlantic (27,27.25] 3 cstar_tref ~ sal + aou + phosphate 1310 2.3623438 5979.913159 11.5636335 1982-1999 –> 2000-2009 4.2272160 15150.91309
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1310 2.3309138 5946.821165 12.3663950 1982-1999 –> 2000-2009 4.1833369 15089.77397
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1310 1.9895142 5531.892048 9.1174848 1982-1999 –> 2000-2009 3.7091375 14341.13433
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1310 1.9729970 5512.049665 9.4699382 1982-1999 –> 2000-2009 3.5841308 14030.95240
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1310 2.1832025 5775.296138 9.7673741 1982-1999 –> 2000-2009 4.4533882 15830.55386
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate 1310 2.1299453 5710.591229 13.6553419 1982-1999 –> 2000-2009 4.2322079 15421.11121
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1310 2.1082203 5685.730552 13.1497941 1982-1999 –> 2000-2009 3.8419338 14533.58065
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1310 2.1909637 5786.593641 16.0122320 1982-1999 –> 2000-2009 4.2349246 15372.94651
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1389 2.5092768 6509.556205 11.2386510 2000-2009 –> 2010-2019 4.7731210 12379.88371
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1389 2.2670798 6229.583583 10.9186762 2000-2009 –> 2010-2019 4.3556942 11890.83487
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1389 2.3218868 6293.943279 13.6907831 2000-2009 –> 2010-2019 4.3114010 11825.83533
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1389 2.3217985 6295.837580 13.7217883 2000-2009 –> 2010-2019 4.2947955 11807.88725
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1389 2.3962856 6381.560592 14.8354885 2000-2009 –> 2010-2019 4.5794880 12156.85673
Atlantic (27,27.25] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1389 2.4819828 6479.173655 15.7065112 2000-2009 –> 2010-2019 4.7462409 12349.98022
Atlantic (27,27.25] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1389 2.4223380 6411.600016 14.9598583 2000-2009 –> 2010-2019 4.6530464 12243.29527
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate 1389 2.5106406 6511.065631 18.6677636 2000-2009 –> 2010-2019 4.6405859 12221.65686
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1389 2.5106188 6513.041562 18.5880756 2000-2009 –> 2010-2019 4.6188391 12198.77211
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1389 2.6203742 6631.906244 14.3394800 2000-2009 –> 2010-2019 4.8113379 12418.49989
Atlantic (27.25,27.5] 3 cstar_tref ~ sal + aou + nitrate 1275 2.3211302 5775.531550 13.3452719 1982-1999 –> 2000-2009 4.7321673 16126.41338
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1275 2.3194707 5775.707760 12.9009374 1982-1999 –> 2000-2009 4.7293054 16126.34584
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1275 2.2631625 5713.039393 11.8300334 1982-1999 –> 2000-2009 4.5470277 15822.18473
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1275 2.2441459 5693.521995 13.1089562 1982-1999 –> 2000-2009 4.4555246 15659.59306
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1275 2.7623690 6221.319310 19.9367916 1982-1999 –> 2000-2009 5.0613721 16360.17996
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1275 2.7623690 6223.319307 19.9365489 1982-1999 –> 2000-2009 5.0582395 16358.04702
Atlantic (27.25,27.5] 3 cstar_tref ~ temp + aou + nitrate 1275 2.3897095 5849.781406 15.3256992 1982-1999 –> 2000-2009 4.2337940 14994.86625
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1275 2.3648833 5825.151403 16.8005151 1982-1999 –> 2000-2009 4.1933453 14933.96814
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1275 2.3579158 5817.627382 14.1319042 1982-1999 –> 2000-2009 4.1053803 14722.64297
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1275 2.2544179 5705.167346 16.2664244 1982-1999 –> 2000-2009 3.9929150 14589.04135
Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1250 2.9002958 6221.378127 21.8896505 2000-2009 –> 2010-2019 5.5683828 12354.14384
Atlantic (27.25,27.5] 3 cstar_tref ~ sal + aou + nitrate 1250 2.4058874 5752.143382 17.2939253 2000-2009 –> 2010-2019 4.7270176 11527.67493
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1250 2.4016139 5749.698761 17.8926773 2000-2009 –> 2010-2019 4.7210846 11525.40652
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1250 2.4058244 5754.077957 17.3496007 2000-2009 –> 2010-2019 4.6689870 11467.11735
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1250 2.3990587 5749.037509 17.8411943 2000-2009 –> 2010-2019 4.6432046 11442.55950
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1250 3.4435870 6652.630485 22.5805302 2000-2009 –> 2010-2019 6.2059560 12875.94979
Atlantic (27.25,27.5] 3 cstar_tref ~ temp + aou + nitrate 1250 2.9484582 6260.552323 13.7877110 2000-2009 –> 2010-2019 5.3381677 12110.33373
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1250 2.8228345 6153.700150 17.8070672 2000-2009 –> 2010-2019 5.1877178 11978.85155
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1250 2.9484582 6262.552319 13.7882105 2000-2009 –> 2010-2019 5.3063740 12080.17970
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1250 2.7359536 6077.546395 17.6328991 2000-2009 –> 2010-2019 4.9903714 11782.71374
Atlantic (27.5,27.75] 3 cstar_tref ~ sal + aou + nitrate 1631 2.6063894 7763.462248 16.5777614 1982-1999 –> 2000-2009 5.2370619 21093.10814
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1631 2.5633339 7711.126492 15.3090797 1982-1999 –> 2000-2009 5.1939346 21042.61999
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 1631 2.5938937 7749.785770 16.2465434 1982-1999 –> 2000-2009 5.1157490 20845.62197
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1631 2.5518331 7698.458133 15.0110445 1982-1999 –> 2000-2009 5.0736548 20796.21987
Atlantic (27.5,27.75] 3 cstar_tref ~ sal + aou + phosphate 1631 2.4792566 7600.338897 16.8090760 1982-1999 –> 2000-2009 4.8445891 20336.50151
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1631 2.4727938 7593.824673 16.4805262 1982-1999 –> 2000-2009 4.7866808 20209.23993
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 1631 2.4789089 7601.881455 16.6241717 1982-1999 –> 2000-2009 4.8065299 20250.33066
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1631 2.4721289 7594.947430 16.2149539 1982-1999 –> 2000-2009 4.7571593 20142.31168
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1631 2.7604295 7952.767574 13.1327815 1982-1999 –> 2000-2009 5.5545154 21620.81544
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1631 2.7572664 7949.027541 13.1685585 1982-1999 –> 2000-2009 5.5514432 21617.25703
Atlantic (27.5,27.75] 3 cstar_tref ~ sal + aou + nitrate 1563 2.9657096 7843.927466 17.6910623 2000-2009 –> 2010-2019 5.5720990 15607.38971
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1563 2.7780393 7641.577905 16.3777220 2000-2009 –> 2010-2019 5.3413731 15352.70440
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 1563 2.9655048 7845.711608 17.6282343 2000-2009 –> 2010-2019 5.5593985 15595.49738
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1563 2.7779397 7643.465866 16.3288604 2000-2009 –> 2010-2019 5.3297728 15341.92400
Atlantic (27.5,27.75] 3 cstar_tref ~ sal + aou + phosphate 1563 2.7066907 7558.243628 18.5776132 2000-2009 –> 2010-2019 5.1859472 15158.58253
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1563 2.6535477 7498.257392 17.8405767 2000-2009 –> 2010-2019 5.1263415 15092.08207
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 1563 2.6907008 7541.721943 19.9005117 2000-2009 –> 2010-2019 5.1696097 15143.60340
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1563 2.6430173 7487.827419 18.9469447 2000-2009 –> 2010-2019 5.1151462 15082.77485
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1563 2.8718362 7745.380611 16.3730005 2000-2009 –> 2010-2019 5.6322657 15698.14818
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1563 2.8633207 7736.097718 16.4095505 2000-2009 –> 2010-2019 5.6205871 15685.12526
Atlantic (27.75,27.85] 3 cstar_tref ~ sal + aou + nitrate 548 1.7186250 2158.667543 11.9111722 1982-1999 –> 2000-2009 3.6138578 6112.33241
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 548 1.6682969 2128.093004 12.6166845 1982-1999 –> 2000-2009 3.5164987 6035.61166
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 548 1.7097059 2154.964844 12.2397397 1982-1999 –> 2000-2009 3.6029118 6108.57959
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 548 1.6670153 2129.250786 12.7128400 1982-1999 –> 2000-2009 3.5147695 6038.30532
Atlantic (27.75,27.85] 3 cstar_tref ~ sal + aou + phosphate 548 1.7059894 2150.579795 11.7948432 1982-1999 –> 2000-2009 3.5275406 6028.26910
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 548 1.6298895 2102.566027 12.8120279 1982-1999 –> 2000-2009 3.3437122 5865.45203
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 548 1.7027845 2150.518907 11.5186594 1982-1999 –> 2000-2009 3.5190934 6024.68609
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 548 1.6268177 2102.498487 13.5249128 1982-1999 –> 2000-2009 3.2966110 5817.51758
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 548 1.6451874 2112.804936 11.9279795 1982-1999 –> 2000-2009 3.3622383 5879.29657
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 548 1.6176283 2096.289948 12.8816205 1982-1999 –> 2000-2009 3.3011216 5826.96497
Atlantic (27.75,27.85] 3 cstar_tref ~ sal + aou + nitrate 538 1.7861920 2160.950402 11.0188083 2000-2009 –> 2010-2019 3.5048170 4319.61794
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 538 1.7555650 2144.340699 11.4664328 2000-2009 –> 2010-2019 3.4238619 4272.43370
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 538 1.7859548 2162.807454 10.9669422 2000-2009 –> 2010-2019 3.4956607 4317.77230
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 538 1.7534279 2145.030062 11.3302496 2000-2009 –> 2010-2019 3.4204433 4274.28085
Atlantic (27.75,27.85] 3 cstar_tref ~ sal + aou + phosphate 538 1.7509718 2139.521800 11.3203633 2000-2009 –> 2010-2019 3.4569612 4290.10159
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 538 1.6741054 2093.217992 11.9174318 2000-2009 –> 2010-2019 3.3039949 4195.78402
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 538 1.7453810 2138.080697 12.1202918 2000-2009 –> 2010-2019 3.4481655 4288.59960
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 538 1.6419754 2074.366325 14.0267093 2000-2009 –> 2010-2019 3.2687932 4176.86481
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 538 1.8157620 2180.617469 11.1537720 2000-2009 –> 2010-2019 3.4609494 4293.42241
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 538 1.7404094 2137.011369 11.5109191 2000-2009 –> 2010-2019 3.3580377 4233.30132
Atlantic (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 508 2.5951281 2422.535604 18.4224106 1982-1999 –> 2000-2009 5.5537328 7251.57036
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 508 2.4911894 2383.005986 18.4030570 1982-1999 –> 2000-2009 5.4447613 7210.76506
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 508 2.6608518 2447.946169 20.7403749 1982-1999 –> 2000-2009 5.7917524 7385.88494
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + silicate 508 2.6411682 2440.402398 19.3934366 1982-1999 –> 2000-2009 5.6908366 7327.76340
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 508 2.6215708 2434.835598 19.8781217 1982-1999 –> 2000-2009 5.5563207 7250.29457
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 508 2.4714104 2372.907168 19.5024441 1982-1999 –> 2000-2009 5.5649150 7287.72702
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 508 2.7177971 2469.460343 18.3857263 1982-1999 –> 2000-2009 5.6718525 7295.53440
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 508 2.4038991 2346.767086 18.8270916 1982-1999 –> 2000-2009 5.3572685 7174.39419
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 508 2.8604020 2521.419104 18.4177749 1982-1999 –> 2000-2009 5.8138885 7347.12260
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 508 2.8848439 2530.063857 18.4764028 1982-1999 –> 2000-2009 5.8385651 7355.92023
Atlantic (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 601 3.1147584 3083.218345 18.3655751 2000-2009 –> 2010-2019 5.7098865 5505.75395
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 601 3.3826364 3182.387927 20.1325993 2000-2009 –> 2010-2019 6.0474047 5631.82844
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 601 3.3572350 3175.327618 19.8181429 2000-2009 –> 2010-2019 6.0173775 5625.00292
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 601 3.0957711 3077.868598 18.3064684 2000-2009 –> 2010-2019 5.5869605 5460.87458
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + silicate 601 3.2454410 3132.620092 19.3855311 2000-2009 –> 2010-2019 5.8866091 5573.02249
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 601 3.1756178 3108.477750 18.4104546 2000-2009 –> 2010-2019 5.7971886 5543.31335
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 601 3.2579695 3137.251312 19.0250062 2000-2009 –> 2010-2019 5.7293799 5510.15848
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 601 3.1479575 3095.962225 18.4587397 2000-2009 –> 2010-2019 5.8657546 5565.42257
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 601 3.0792576 3071.439734 18.1625335 2000-2009 –> 2010-2019 5.4831568 5418.20682
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 601 3.1774295 3107.163321 18.5487357 2000-2009 –> 2010-2019 6.0378315 5628.58243
Atlantic (27.95,28.05] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 561 3.2975260 2942.788554 26.1503248 1982-1999 –> 2000-2009 7.0845770 8417.33349
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 561 3.2409828 2925.382604 23.5843065 1982-1999 –> 2000-2009 7.0030702 8388.79284
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 561 2.6799343 2710.107986 13.7947032 1982-1999 –> 2000-2009 4.9571200 7174.47938
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 561 2.6709758 2708.351048 14.2072892 1982-1999 –> 2000-2009 4.9183744 7148.57293
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 561 3.2253395 2917.953907 23.8746275 1982-1999 –> 2000-2009 6.9856245 8378.41243
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 561 3.1521128 2894.186881 17.2569229 1982-1999 –> 2000-2009 6.8999005 8350.03393
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 561 3.2136976 2913.896713 23.2997091 1982-1999 –> 2000-2009 6.9706757 8372.60789
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 561 3.1716693 2897.126546 16.3599089 1982-1999 –> 2000-2009 6.8603644 8317.41022
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 561 2.9074253 2801.523619 20.9187753 1982-1999 –> 2000-2009 6.1517445 7968.86994
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 561 3.2034584 2910.316187 22.8119276 1982-1999 –> 2000-2009 6.9575174 8367.48369
Atlantic (27.95,28.05] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 548 2.9536476 2754.169434 15.4700871 2000-2009 –> 2010-2019 6.2511735 5696.95799
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 548 2.8968640 2734.893776 14.6471722 2000-2009 –> 2010-2019 6.1378468 5660.27638
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 548 2.0552036 2356.687553 14.6860391 2000-2009 –> 2010-2019 4.7351380 5066.79554
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 548 2.0410787 2351.129000 15.2708109 2000-2009 –> 2010-2019 4.7120545 5059.48005
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 548 2.8929904 2731.427236 14.4698235 2000-2009 –> 2010-2019 6.1183299 5649.38114
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 548 2.8516516 2717.653203 13.8711633 2000-2009 –> 2010-2019 6.0037644 5611.84008
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 548 2.8828128 2727.564686 14.4017987 2000-2009 –> 2010-2019 6.0965104 5641.46140
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 548 2.7023344 2654.707755 16.9642960 2000-2009 –> 2010-2019 5.8740037 5551.83430
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 548 2.5076716 2574.769349 14.2753672 2000-2009 –> 2010-2019 5.4150969 5376.29297
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 548 2.8748271 2724.524456 14.3183206 2000-2009 –> 2010-2019 6.0782855 5634.84064
Atlantic (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 341 0.2087418 -88.744059 1.2493465 1982-1999 –> 2000-2009 0.3245420 -956.66317
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 341 0.2032637 -106.881109 1.4202395 1982-1999 –> 2000-2009 0.3558397 -645.49886
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 341 0.2012880 -111.542428 1.3589563 1982-1999 –> 2000-2009 0.3163031 -985.58446
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 341 0.2091821 -87.307080 1.3564543 1982-1999 –> 2000-2009 0.3538215 -689.70692
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 341 0.1950798 -132.908192 1.1252386 1982-1999 –> 2000-2009 0.3108164 -999.48283
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 341 0.2088626 -88.349507 1.2811253 1982-1999 –> 2000-2009 0.3252626 -950.09984
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 341 0.2081839 -88.569353 1.2646455 1982-1999 –> 2000-2009 0.3237401 -957.00675
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 341 0.2120086 -78.153408 1.3051094 1982-1999 –> 2000-2009 0.3327230 -896.44879
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 341 0.2024689 -109.553253 1.2406897 1982-1999 –> 2000-2009 0.3207104 -952.56141
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 341 0.2127285 -75.841560 1.3089613 1982-1999 –> 2000-2009 0.3338566 -890.05204
Atlantic (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 324 0.2344278 -8.521595 1.6588031 2000-2009 –> 2010-2019 0.4431696 -97.26565
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 324 0.2306831 -18.956083 0.9145692 2000-2009 –> 2010-2019 0.4339468 -125.83719
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 324 0.2258683 -30.624188 1.3447007 2000-2009 –> 2010-2019 0.4271564 -142.16662
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 324 0.2401584 7.128247 0.9002957 2000-2009 –> 2010-2019 0.4493405 -80.17883
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 324 0.2197135 -48.526945 1.3007987 2000-2009 –> 2010-2019 0.4147934 -181.43514
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate 324 0.2392827 2.761243 1.1506613 2000-2009 –> 2010-2019 0.4490265 -84.71701
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 324 0.2389905 3.969453 1.1418659 2000-2009 –> 2010-2019 0.4483671 -82.70383
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 324 0.2352501 -6.252535 1.6004813 2000-2009 –> 2010-2019 0.4441127 -94.60204
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 324 0.2342013 -7.148070 1.6360117 2000-2009 –> 2010-2019 0.4423852 -95.71742
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 324 0.2280760 -26.321376 1.4090507 2000-2009 –> 2010-2019 0.4305449 -135.87463
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 415 0.1467305 -403.181742 1.2368741 1982-1999 –> 2000-2009 0.3094692 -1005.22829
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 415 0.1318290 -490.067971 1.0521829 1982-1999 –> 2000-2009 0.2667151 -1380.69790
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 415 0.1483940 -393.825008 1.3207171 1982-1999 –> 2000-2009 0.2766644 -1364.30368
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 415 0.1445007 -413.891885 1.3476647 1982-1999 –> 2000-2009 0.2643564 -1487.40494
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 415 0.1674271 -293.663069 1.2523732 1982-1999 –> 2000-2009 0.3294196 -902.82341
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 415 0.1479727 -394.184957 1.1789236 1982-1999 –> 2000-2009 0.2922290 -1180.84885
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 415 0.1616852 -322.627269 1.2387684 1982-1999 –> 2000-2009 0.3176277 -990.70889
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 415 0.1636460 -312.622288 1.2929748 1982-1999 –> 2000-2009 0.3147595 -1029.39864
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 415 0.1615859 -323.137522 1.2358906 1982-1999 –> 2000-2009 0.3176649 -989.86503
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + silicate + phosphate_star 415 0.1673770 -295.911558 1.5497032 1982-1999 –> 2000-2009 0.3304649 -896.63997
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 414 0.1474216 -398.290691 0.7159833 2000-2009 –> 2010-2019 0.2941521 -801.47243
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 414 0.1400241 -438.918105 0.8769197 2000-2009 –> 2010-2019 0.2718531 -928.98608
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 414 0.1716549 -272.277814 1.1772440 2000-2009 –> 2010-2019 0.3200489 -666.10282
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 414 0.1664485 -295.780427 1.2753245 2000-2009 –> 2010-2019 0.3109492 -709.67231
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 414 0.1666406 -296.825186 0.7185324 2000-2009 –> 2010-2019 0.3265714 -628.50805
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 414 0.1872835 -200.127812 1.1843803 2000-2009 –> 2010-2019 0.3547106 -493.79088
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 414 0.1599298 -328.859736 0.8852545 2000-2009 –> 2010-2019 0.3079025 -723.04469
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 414 0.1806084 -230.178219 1.1248754 2000-2009 –> 2010-2019 0.3422936 -552.80549
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 414 0.1846745 -211.743863 1.2152072 2000-2009 –> 2010-2019 0.3483205 -524.36615
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 414 0.1803764 -231.242368 1.1172996 2000-2009 –> 2010-2019 0.3419623 -554.37989
Atlantic (28.15,28.2] 3 cstar_tref ~ aou + nitrate + phosphate_star 894 0.2186221 -171.432263 0.9986769 1982-1999 –> 2000-2009 0.5724525 1155.65156
Atlantic (28.15,28.2] 3 cstar_tref ~ aou + nitrate + silicate 894 0.2570673 118.212115 1.1284944 1982-1999 –> 2000-2009 0.6315766 1642.16055
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 894 0.2060444 -275.376124 0.9907643 1982-1999 –> 2000-2009 0.5547771 1003.40866
Atlantic (28.15,28.2] 3 cstar_tref ~ sal + aou + nitrate 894 0.1597045 -732.899253 0.9414553 1982-1999 –> 2000-2009 0.3658843 -1277.69482
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 894 0.1563762 -768.555132 0.8993689 1982-1999 –> 2000-2009 0.3609002 -1339.29809
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 894 0.1592362 -736.150024 0.9284112 1982-1999 –> 2000-2009 0.3516730 -1518.03234
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 894 0.1348224 -1031.726840 0.6694043 1982-1999 –> 2000-2009 0.3091863 -2153.43935
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 894 0.1907839 -412.963356 0.7527372 1982-1999 –> 2000-2009 0.4432695 -253.52865
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 894 0.2556348 110.220590 1.0831777 1982-1999 –> 2000-2009 0.5886629 1229.29634
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 894 0.1658694 -661.177365 0.6493076 1982-1999 –> 2000-2009 0.3881925 -940.69574
Atlantic (28.15,28.2] 3 cstar_tref ~ sal + aou + nitrate 897 0.1990963 -339.880870 2.1482948 2000-2009 –> 2010-2019 0.3588007 -1072.78012
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 897 0.1875675 -444.891884 1.6102019 2000-2009 –> 2010-2019 0.3439437 -1213.44702
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 897 0.1789072 -529.697389 1.5098035 2000-2009 –> 2010-2019 0.3381434 -1265.84741
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 897 0.1758130 -558.995943 1.6224889 2000-2009 –> 2010-2019 0.3106354 -1590.72278
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 897 0.3527109 690.036701 2.6502154 2000-2009 –> 2010-2019 0.6463069 1049.81442
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 897 0.2563645 115.663922 2.3258237 2000-2009 –> 2010-2019 0.4471485 -297.29943
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 897 0.3430267 638.091028 3.0394575 2000-2009 –> 2010-2019 0.5986616 748.31162
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 897 0.2340711 -45.545842 2.2218448 2000-2009 –> 2010-2019 0.3999405 -706.72321
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 897 0.3614550 733.969763 2.4726742 2000-2009 –> 2010-2019 0.6699551 1182.28454
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 897 0.3493152 670.681220 2.6715272 2000-2009 –> 2010-2019 0.6462320 1048.56881
Atlantic (28.2, Inf] 3 cstar_tref ~ aou + nitrate + silicate 747 0.2654483 148.349241 3.7009621 1982-1999 –> 2000-2009 0.7884692 2068.40353
Atlantic (28.2, Inf] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 747 0.2485138 51.862099 3.3971887 1982-1999 –> 2000-2009 0.7656952 1946.09398
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 747 0.1843809 -396.088743 1.7379447 1982-1999 –> 2000-2009 0.4687906 14.35409
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 747 0.1502977 -699.441158 0.6477440 1982-1999 –> 2000-2009 0.3624924 -1012.83322
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 747 0.1686947 -526.924460 0.7415469 1982-1999 –> 2000-2009 0.4023233 -601.86291
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 747 0.1371243 -834.485961 0.5226156 1982-1999 –> 2000-2009 0.3450476 -1196.26882
Atlantic (28.2, Inf] 3 cstar_tref ~ temp + aou + nitrate 747 0.2319853 -52.961070 0.9028253 1982-1999 –> 2000-2009 0.6163033 1103.49420
Atlantic (28.2, Inf] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 747 0.1931105 -324.978280 0.6721193 1982-1999 –> 2000-2009 0.5484289 639.06365
Atlantic (28.2, Inf] 4 cstar_tref ~ temp + aou + nitrate + silicate 747 0.1781142 -445.749367 0.7145467 1982-1999 –> 2000-2009 0.5333269 517.55512
Atlantic (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 747 0.1748600 -471.297247 0.7311327 1982-1999 –> 2000-2009 0.5290205 486.65569
Atlantic (28.2, Inf] 3 cstar_tref ~ aou + nitrate + silicate 760 0.5215879 1177.452850 9.6008863 2000-2009 –> 2010-2019 0.7870362 1325.80209
Atlantic (28.2, Inf] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 760 0.5212098 1178.350568 9.6580890 2000-2009 –> 2010-2019 0.7697236 1230.21267
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 760 0.2767034 213.876690 3.6305716 2000-2009 –> 2010-2019 0.4610843 -182.21205
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 760 0.2084016 -215.011432 2.1396933 2000-2009 –> 2010-2019 0.3586993 -914.45259
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 760 0.2329760 -45.579454 2.3320636 2000-2009 –> 2010-2019 0.4016708 -572.50391
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 760 0.2013553 -265.293804 2.2977931 2000-2009 –> 2010-2019 0.3384795 -1099.77977
Atlantic (28.2, Inf] 3 cstar_tref ~ temp + aou + nitrate 760 0.4035138 787.318786 6.3973954 2000-2009 –> 2010-2019 0.6354991 734.35772
Atlantic (28.2, Inf] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 760 0.3471305 560.543840 5.7859209 2000-2009 –> 2010-2019 0.5402410 235.56556
Atlantic (28.2, Inf] 4 cstar_tref ~ temp + aou + nitrate + silicate 760 0.3501491 573.704229 6.1154425 2000-2009 –> 2010-2019 0.5282633 127.95486
Atlantic (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 760 0.3463012 558.907953 5.8768655 2000-2009 –> 2010-2019 0.5211612 87.61071
Indo-Pacific (-Inf,26] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 4068 7.7323533 28197.966184 27.9089137 1982-1999 –> 2000-2009 15.8136626 78669.10427
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 4068 6.2543379 26472.011652 30.1837950 1982-1999 –> 2000-2009 12.7847142 73878.49896
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4068 6.2120635 26418.831988 29.7389004 1982-1999 –> 2000-2009 12.6917293 73715.20265
Indo-Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4068 7.5600657 28014.634602 32.9786876 1982-1999 –> 2000-2009 15.5345970 78294.47744
Indo-Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4068 7.1874512 27605.414594 31.7177713 1982-1999 –> 2000-2009 14.7162042 77059.95522
Indo-Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 4068 7.5736209 28029.209365 30.6149053 1982-1999 –> 2000-2009 15.4969247 78216.36581
Indo-Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + silicate + phosphate 4068 7.4848088 27933.238777 28.5751260 1982-1999 –> 2000-2009 15.2984434 77919.93847
Indo-Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4068 7.2871451 27717.489956 29.3839953 1982-1999 –> 2000-2009 14.8720894 77278.97281
Indo-Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 4068 7.4084915 27849.855920 28.7253541 1982-1999 –> 2000-2009 15.1464758 77696.63291
Indo-Pacific (-Inf,26] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 4068 7.3926659 27832.457617 28.6983368 1982-1999 –> 2000-2009 15.1076209 77636.36810
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 4035 6.0307092 25963.531388 24.7448809 2000-2009 –> 2010-2019 12.2850471 52435.54304
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4035 5.9655736 25877.896005 24.0313097 2000-2009 –> 2010-2019 12.1776371 52296.72799
Indo-Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4035 7.5207526 27745.400260 34.5111839 2000-2009 –> 2010-2019 15.0808183 55760.03486
Indo-Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4035 7.0479983 27223.475241 25.7430663 2000-2009 –> 2010-2019 14.2354495 54828.88983
Indo-Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 4035 7.4627401 27682.909778 27.4277607 2000-2009 –> 2010-2019 15.0363610 55712.11914
Indo-Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + silicate + phosphate 4035 7.3154565 27522.048697 24.0943614 2000-2009 –> 2010-2019 14.8002653 55455.28747
Indo-Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4035 7.1072570 27291.043132 25.2743149 2000-2009 –> 2010-2019 14.3944022 55008.53309
Indo-Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 4035 7.2363223 27434.276772 24.3287259 2000-2009 –> 2010-2019 14.6448138 55284.13269
Indo-Pacific (-Inf,26] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4035 7.4924101 27714.930516 26.3476179 2000-2009 –> 2010-2019 15.2308944 55919.34507
Indo-Pacific (-Inf,26] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 4035 7.2226523 27419.017492 24.3078224 2000-2009 –> 2010-2019 14.6153182 55251.47511
Indo-Pacific (26,26.5] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 4157 4.7965533 24844.555671 41.2898774 1982-1999 –> 2000-2009 9.4286748 69702.63325
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 4157 4.9824820 25160.741680 45.2236391 1982-1999 –> 2000-2009 9.7577133 70481.07303
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4157 4.4613119 24244.167043 44.4049296 1982-1999 –> 2000-2009 8.7037624 67769.26409
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4157 5.1491882 25434.363021 53.0427672 1982-1999 –> 2000-2009 10.0224304 71063.35100
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4157 4.6544602 24596.539853 49.2819809 1982-1999 –> 2000-2009 9.0525509 68668.99651
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 4157 5.3939150 25820.401864 40.7827269 1982-1999 –> 2000-2009 10.5985458 72448.86114
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 4157 4.8143407 24875.329950 39.4752610 1982-1999 –> 2000-2009 9.4241692 69660.11655
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4157 4.7928690 24840.167040 40.8786832 1982-1999 –> 2000-2009 9.4020789 69624.91492
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 4157 4.8642918 24961.147324 49.6268122 1982-1999 –> 2000-2009 9.4888742 69794.47855
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 4157 4.8723385 24974.889288 50.9394520 1982-1999 –> 2000-2009 9.5023510 69826.04846
Indo-Pacific (26,26.5] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 4147 4.9103659 24979.320403 41.8144330 2000-2009 –> 2010-2019 9.7069193 49823.87607
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 4147 5.1275875 25338.341148 45.8734085 2000-2009 –> 2010-2019 10.1100695 50499.08283
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4147 4.5645777 24375.672081 44.6175767 2000-2009 –> 2010-2019 9.0258896 48619.83912
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4147 4.7225019 24657.773566 47.4590040 2000-2009 –> 2010-2019 9.3769621 49254.31342
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 4147 4.9019527 24965.097523 40.5969285 2000-2009 –> 2010-2019 9.7162934 49840.42747
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4147 4.8970961 24958.876263 41.1659746 2000-2009 –> 2010-2019 9.6899651 49799.04330
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 4147 4.9296916 25011.898943 39.4503986 2000-2009 –> 2010-2019 9.7939834 49973.04627
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4147 5.1337891 25348.366429 37.7574755 2000-2009 –> 2010-2019 10.3793819 50936.94726
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 4147 4.9331751 25017.757689 39.3469864 2000-2009 –> 2010-2019 9.8055136 49992.64698
Indo-Pacific (26,26.5] 3 cstar_tref ~ temp + silicate + phosphate_star 4147 5.1338260 25346.425931 37.8194738 2000-2009 –> 2010-2019 10.3959492 50959.16551
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 3304 4.0150866 18573.855106 21.5932210 1982-1999 –> 2000-2009 7.9621423 51686.72174
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3304 4.2248083 18910.301312 17.7085314 1982-1999 –> 2000-2009 8.1577190 51980.60335
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3304 3.9239979 18424.215357 19.7815762 1982-1999 –> 2000-2009 7.6795840 50949.53560
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3304 4.0729624 18668.426681 35.4195508 1982-1999 –> 2000-2009 8.1328146 52115.35577
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3304 3.9870041 18529.474732 33.0612751 1982-1999 –> 2000-2009 7.9776989 51774.70329
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 3304 4.2332427 18923.480254 19.3362449 1982-1999 –> 2000-2009 8.2859789 52349.61026
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 3304 4.1016467 18714.801215 26.5083847 1982-1999 –> 2000-2009 8.1269825 52060.50097
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3304 3.9255794 18426.878110 19.9955038 1982-1999 –> 2000-2009 7.7903467 51291.95720
Indo-Pacific (26.5,26.75] 3 cstar_tref ~ temp + nitrate + phosphate_star 3304 4.0826007 18682.045441 36.7858008 1982-1999 –> 2000-2009 8.1736422 52217.70867
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 3304 3.9874092 18528.146151 32.8662317 1982-1999 –> 2000-2009 8.0523685 51989.97992
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 3289 4.3279970 18983.237367 25.1933400 2000-2009 –> 2010-2019 8.3430836 37557.09247
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3289 4.1937765 18778.009261 25.3493782 2000-2009 –> 2010-2019 8.1177744 37202.22462
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3289 4.3500391 19016.653510 33.6231867 2000-2009 –> 2010-2019 8.4230015 37685.08019
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3289 4.2563980 18875.505837 32.7849538 2000-2009 –> 2010-2019 8.2434020 37404.98057
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 3289 4.4213972 19123.683648 24.4025926 2000-2009 –> 2010-2019 8.5230439 37838.48486
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3289 4.1875904 18768.299060 23.3236715 2000-2009 –> 2010-2019 8.1131698 37195.17717
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 3289 4.5024421 19243.167685 23.7131205 2000-2009 –> 2010-2019 8.6880751 38091.90911
Indo-Pacific (26.5,26.75] 3 cstar_tref ~ temp + nitrate + phosphate_star 3289 4.3738979 19050.633532 37.7087655 2000-2009 –> 2010-2019 8.4564986 37732.67897
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 3289 4.2579089 18875.840557 33.6994872 2000-2009 –> 2010-2019 8.2453181 37403.98671
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 3289 4.4964429 19234.397003 23.5280836 2000-2009 –> 2010-2019 8.6782332 38077.06919
Indo-Pacific (26.75,27] 3 cstar_tref ~ aou + phosphate + phosphate_star 3405 4.5275250 19957.266146 18.7518225 1982-1999 –> 2000-2009 8.5061934 55968.19663
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 3405 4.5268950 19958.318462 18.6046621 1982-1999 –> 2000-2009 8.5054978 55971.03692
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3405 4.3576440 19698.825225 21.0579523 1982-1999 –> 2000-2009 8.0633970 54798.05734
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3405 4.3536840 19694.633857 20.7258047 1982-1999 –> 2000-2009 8.0547329 54779.53353
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3405 4.8061793 20366.007037 21.3258231 1982-1999 –> 2000-2009 9.1091640 57386.51252
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3405 4.7896610 20344.561465 21.1089668 1982-1999 –> 2000-2009 9.0828593 57337.79058
Indo-Pacific (26.75,27] 3 cstar_tref ~ temp + aou + phosphate 3405 4.7347368 20262.018423 20.9255558 1982-1999 –> 2000-2009 8.9351849 56970.41862
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 3405 4.1357100 19342.849278 23.1363869 1982-1999 –> 2000-2009 7.7196231 54012.22259
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 3405 4.7332637 20261.899275 20.9263576 1982-1999 –> 2000-2009 8.9331271 56970.50958
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3405 4.1137006 19308.511054 21.9290321 1982-1999 –> 2000-2009 7.6794083 53914.40243
Indo-Pacific (26.75,27] 3 cstar_tref ~ aou + phosphate + phosphate_star 3612 4.8788402 21709.783882 18.8753601 2000-2009 –> 2010-2019 9.4063652 41667.05003
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 3612 4.8788400 21711.783628 18.8780206 2000-2009 –> 2010-2019 9.4057350 41670.10209
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3612 4.7014331 21444.205822 20.4446770 2000-2009 –> 2010-2019 9.0590770 41143.03105
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3612 4.6989258 21442.352302 20.1493075 2000-2009 –> 2010-2019 9.0526098 41136.98616
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3612 5.1642119 22122.432008 19.4612662 2000-2009 –> 2010-2019 9.9703911 42488.43904
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3612 5.1510291 22105.967609 18.9187676 2000-2009 –> 2010-2019 9.9406900 42450.52907
Indo-Pacific (26.75,27] 3 cstar_tref ~ temp + aou + phosphate 3612 5.1099015 22044.057182 17.7937146 2000-2009 –> 2010-2019 9.8446383 42306.07561
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 3612 4.4935599 21117.521176 22.8082610 2000-2009 –> 2010-2019 8.6292699 40460.37045
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 3612 5.1097757 22045.879319 17.7141727 2000-2009 –> 2010-2019 9.8430393 42307.77859
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3612 4.4764669 21091.989412 21.6916624 2000-2009 –> 2010-2019 8.5901674 40400.50047
Indo-Pacific (27,27.25] 3 cstar_tref ~ aou + phosphate + phosphate_star 3305 4.2123741 18894.538339 47.8418223 1982-1999 –> 2000-2009 7.6742057 49593.47132
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 3305 4.1206902 18751.080396 42.1783348 1982-1999 –> 2000-2009 7.5215488 49247.05534
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3305 4.1676553 18825.991071 49.3300852 1982-1999 –> 2000-2009 7.5534851 49270.88292
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3305 4.0887569 18701.656704 43.8286562 1982-1999 –> 2000-2009 7.4252208 48979.14332
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3305 4.4546171 19266.134484 57.6307191 1982-1999 –> 2000-2009 8.0682987 50462.21376
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3305 4.2300995 18926.294384 50.6563488 1982-1999 –> 2000-2009 7.6792591 49586.92992
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 3305 3.6228288 17899.940376 39.3747846 1982-1999 –> 2000-2009 6.6455441 47036.37513
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + silicate + phosphate 3305 4.3598896 19124.056688 41.2489684 1982-1999 –> 2000-2009 7.9778368 50333.74256
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3305 3.3193717 17323.699938 28.2067888 1982-1999 –> 2000-2009 6.1167420 45568.52973
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 3305 4.4041308 19190.792354 62.7081038 1982-1999 –> 2000-2009 7.8642654 49886.06994
Indo-Pacific (27,27.25] 3 cstar_tref ~ aou + phosphate + phosphate_star 3306 5.2162259 20313.552117 42.1794474 2000-2009 –> 2010-2019 9.4286000 39208.09046
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 3306 4.9389310 19954.370144 34.0026065 2000-2009 –> 2010-2019 9.0596212 38705.45054
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3306 5.2082464 20305.429720 43.0604180 2000-2009 –> 2010-2019 9.3759017 39131.42079
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 3306 5.1421849 20221.026572 25.3814273 2000-2009 –> 2010-2019 9.7268553 39677.37770
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3306 4.9345637 19950.520897 34.6865331 2000-2009 –> 2010-2019 9.0233207 38652.17760
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3306 5.0949027 20161.948236 36.3638541 2000-2009 –> 2010-2019 9.3250022 39088.24262
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 3306 4.4229353 19224.766726 36.2569818 2000-2009 –> 2010-2019 8.0457641 37124.70710
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + silicate + phosphate 3306 5.1224406 20195.589763 32.0904830 2000-2009 –> 2010-2019 9.4823302 39319.64645
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3306 3.8572215 18321.871844 24.7883316 2000-2009 –> 2010-2019 7.1765932 35645.57178
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 3306 5.2430785 20349.502773 30.6350623 2000-2009 –> 2010-2019 9.7769246 39732.16818
Indo-Pacific (27.25,27.5] 3 cstar_tref ~ aou + silicate + phosphate 2710 3.2585977 14103.276365 30.5662263 1982-1999 –> 2000-2009 6.2771356 37921.96696
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2710 3.2220264 14044.103654 29.1005451 1982-1999 –> 2000-2009 6.2165646 37789.48705
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2710 3.0383271 13727.931228 30.4385119 1982-1999 –> 2000-2009 5.9181494 37106.80865
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + aou + silicate + phosphate 2710 3.1625176 13943.063619 28.5722576 1982-1999 –> 2000-2009 6.1031220 37516.98503
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2710 3.1483319 13920.697263 29.0568899 1982-1999 –> 2000-2009 6.0624039 37411.11123
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 2710 3.1904905 13990.793519 29.9710779 1982-1999 –> 2000-2009 6.1393573 37591.18488
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 2710 3.1613680 13941.093076 29.6302147 1982-1999 –> 2000-2009 6.0877443 37469.25719
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2710 3.0326431 13717.782183 29.2804379 1982-1999 –> 2000-2009 5.9617813 37256.84591
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 2710 3.2346084 14065.227483 29.3621092 1982-1999 –> 2000-2009 6.2355297 37830.69873
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2710 2.8791028 13436.181443 30.1616835 1982-1999 –> 2000-2009 5.6918465 36592.71713
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2689 3.6111409 14548.531287 26.6641995 2000-2009 –> 2010-2019 6.8331674 28592.63494
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2689 3.2832019 14038.520690 28.7570648 2000-2009 –> 2010-2019 6.3215290 27766.45192
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + aou + silicate + phosphate 2689 3.5007657 14381.587042 26.1886115 2000-2009 –> 2010-2019 6.6632832 28324.65066
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2689 3.4797226 14351.162363 27.2046175 2000-2009 –> 2010-2019 6.6280545 28271.85963
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 2689 3.5077068 14392.239755 28.4369260 2000-2009 –> 2010-2019 6.6981973 28383.03327
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 2689 3.4849721 14357.269443 27.7786076 2000-2009 –> 2010-2019 6.6463400 28298.36252
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2689 3.3276671 14110.867461 34.8561136 2000-2009 –> 2010-2019 6.3603102 27828.64964
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 2689 3.6331010 14581.136943 26.8623011 2000-2009 –> 2010-2019 6.8677094 28646.36443
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2689 3.1715327 13852.419473 28.4926927 2000-2009 –> 2010-2019 6.0506354 27288.60092
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2689 3.5873139 14512.928549 53.8898338 2000-2009 –> 2010-2019 6.9157561 28733.14919
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2455 1.9732711 10316.279026 11.0696134 1982-1999 –> 2000-2009 3.7042651 28048.79370
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2455 1.8024135 9873.599929 12.8005600 1982-1999 –> 2000-2009 3.4281450 27043.09658
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2455 1.8277780 9942.214137 9.5689598 1982-1999 –> 2000-2009 3.4782703 27247.84389
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 2455 1.8474303 9992.724917 12.0296908 1982-1999 –> 2000-2009 3.4981424 27297.55350
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 2455 1.8699257 10052.150788 13.7510023 1982-1999 –> 2000-2009 3.5212956 27360.56755
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2455 1.9218175 10188.550623 12.3152024 1982-1999 –> 2000-2009 3.6188599 27744.66679
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 2455 1.9665084 10299.422833 10.8465485 1982-1999 –> 2000-2009 3.6954865 28021.44322
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2455 1.9104526 10159.428452 13.1677891 1982-1999 –> 2000-2009 3.6190438 27776.62541
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2455 1.9781982 10328.523524 10.6039274 1982-1999 –> 2000-2009 3.7149146 28090.76205
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 2455 1.9751756 10321.015679 10.5788460 1982-1999 –> 2000-2009 3.7107734 28077.45121
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2398 2.2605233 10728.829261 12.8046748 2000-2009 –> 2010-2019 4.2105866 20987.01892
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2398 2.3356655 10885.661024 14.0898972 2000-2009 –> 2010-2019 4.3089367 21201.94005
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2398 2.1126340 10406.327960 14.0025218 2000-2009 –> 2010-2019 3.9150476 20279.92789
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2398 2.1203978 10423.920534 12.5218410 2000-2009 –> 2010-2019 3.9481757 20366.13467
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 2398 2.1843959 10564.532562 13.2882456 2000-2009 –> 2010-2019 4.0318262 20557.25748
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 2398 2.2298224 10663.246809 15.1377772 2000-2009 –> 2010-2019 4.0997481 20715.39760
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2398 2.2481778 10704.564792 12.9184376 2000-2009 –> 2010-2019 4.1699953 20893.11542
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 2398 2.3277658 10869.412498 14.0078591 2000-2009 –> 2010-2019 4.2942743 21168.83533
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2398 2.2645610 10739.388014 13.1210706 2000-2009 –> 2010-2019 4.1750136 20898.81647
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 2398 2.3352192 10884.744507 14.0578113 2000-2009 –> 2010-2019 4.3103949 21205.76019
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 898 1.4765903 3260.378687 7.4235980 1982-1999 –> 2000-2009 2.8256624 9073.54699
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 898 1.5093208 3301.754511 8.8767136 1982-1999 –> 2000-2009 2.8381496 9065.88089
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 898 1.4676250 3251.440881 7.1481337 1982-1999 –> 2000-2009 2.7959102 9014.18574
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 898 1.5151479 3306.675096 9.2433272 1982-1999 –> 2000-2009 2.8448332 9070.97672
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 898 1.4796904 3266.145511 7.4705289 1982-1999 –> 2000-2009 2.8244257 9070.44348
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 898 1.4030748 3168.657949 6.9627066 1982-1999 –> 2000-2009 2.7476322 8970.50958
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate 898 1.4837941 3269.119439 7.6046255 1982-1999 –> 2000-2009 2.8337860 9084.58894
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 898 1.3121619 3050.343856 6.8238078 1982-1999 –> 2000-2009 2.5615515 8606.36395
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 898 1.4815719 3266.427763 7.6115189 1982-1999 –> 2000-2009 2.8276013 9071.97304
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 898 1.4827533 3267.859225 7.6387913 1982-1999 –> 2000-2009 2.8288392 9073.54651
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1009 1.5363911 3742.020215 12.8415686 2000-2009 –> 2010-2019 3.0129813 7002.39890
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1009 1.5313109 3737.336502 14.7307458 2000-2009 –> 2010-2019 3.0406317 7039.09101
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1009 1.5134906 3713.714709 12.2632116 2000-2009 –> 2010-2019 2.9811156 6965.15559
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1009 1.5313255 3735.355774 14.7599608 2000-2009 –> 2010-2019 3.0464734 7042.03087
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1009 1.5364475 3744.094278 13.1533169 2000-2009 –> 2010-2019 3.0161379 7010.23979
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 1009 1.5821543 3801.250962 10.9603455 2000-2009 –> 2010-2019 2.9852291 6969.90891
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate 1009 1.5392349 3745.752087 13.0667945 2000-2009 –> 2010-2019 3.0230290 7014.87153
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1009 1.4557545 3635.225990 9.7195649 2000-2009 –> 2010-2019 2.7679164 6685.56985
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1009 1.5366396 3742.346679 13.0724265 2000-2009 –> 2010-2019 3.0182116 7008.77444
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1009 1.5372883 3743.198326 13.1091852 2000-2009 –> 2010-2019 3.0200415 7011.05755
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1359 1.4430532 4865.531681 9.9877127 1982-1999 –> 2000-2009 2.6920897 13185.84783
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1359 1.4257824 4832.805749 9.5049169 1982-1999 –> 2000-2009 2.7281651 13364.83020
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1359 1.4355555 4853.372942 9.5180780 1982-1999 –> 2000-2009 2.6825299 13167.32522
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1359 1.3919879 4769.606804 9.4266661 1982-1999 –> 2000-2009 2.6686657 13202.72433
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + silicate 1359 1.3746171 4733.475248 7.9782189 1982-1999 –> 2000-2009 2.6538372 13174.66266
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1359 1.3646222 4715.640230 8.0208967 1982-1999 –> 2000-2009 2.6053857 13004.31677
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 1359 1.4335558 4847.584131 9.7420135 1982-1999 –> 2000-2009 2.7425479 13405.23252
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1359 1.4028290 4790.693206 8.5722708 1982-1999 –> 2000-2009 2.6679488 13177.77459
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1359 1.4349093 4850.149152 9.8041935 1982-1999 –> 2000-2009 2.7439070 13407.81895
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1359 1.4356794 4851.607570 9.8301691 1982-1999 –> 2000-2009 2.7450973 13410.90186
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1425 1.5331559 5273.860447 13.9788984 2000-2009 –> 2010-2019 2.9762091 10139.39213
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1425 1.5541666 5312.652245 13.0518310 2000-2009 –> 2010-2019 2.9799489 10145.45799
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1425 1.5297374 5269.498594 14.5324837 2000-2009 –> 2010-2019 2.9652929 10122.87154
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1425 1.5031006 5219.435347 12.9206170 2000-2009 –> 2010-2019 2.8950884 9989.04215
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + silicate 1425 1.5189199 5247.273319 10.8619868 2000-2009 –> 2010-2019 2.8935370 9980.74857
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1425 1.5049755 5222.988197 11.4914425 2000-2009 –> 2010-2019 2.8695977 9938.62843
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 1425 1.5584695 5320.532018 13.3164845 2000-2009 –> 2010-2019 2.9920253 10168.11615
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1425 1.5431297 5294.340882 12.2442158 2000-2009 –> 2010-2019 2.9459587 10085.03409
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1425 1.5589346 5321.382285 13.3857585 2000-2009 –> 2010-2019 2.9938438 10171.53144
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1425 1.5593968 5322.227265 13.4183889 2000-2009 –> 2010-2019 2.9950763 10173.83483
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 872 0.6553103 1749.533551 3.2233514 1982-1999 –> 2000-2009 1.2518201 4899.65926
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 872 0.6819856 1819.118424 2.8676800 1982-1999 –> 2000-2009 1.3429582 5326.14544
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate 872 0.6408977 1710.748552 3.3775741 1982-1999 –> 2000-2009 1.2680982 5035.36838
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 872 0.5827310 1546.817102 3.0634322 1982-1999 –> 2000-2009 1.1248246 4366.24816
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 872 0.6592146 1761.893150 5.4562679 1982-1999 –> 2000-2009 1.2518727 4891.48920
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 872 0.6707813 1790.228376 3.3226511 1982-1999 –> 2000-2009 1.2828329 5029.81173
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 872 0.5781727 1533.121538 2.9283577 1982-1999 –> 2000-2009 1.1106998 4290.62729
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 872 0.6793984 1812.489724 3.3784338 1982-1999 –> 2000-2009 1.3002617 5101.78898
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 872 0.6593438 1760.234982 5.6440662 1982-1999 –> 2000-2009 1.2522803 4889.46427
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 872 0.6815796 1818.080015 3.3915855 1982-1999 –> 2000-2009 1.3047500 5120.27898
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 938 0.6740407 1933.912865 3.3299230 2000-2009 –> 2010-2019 1.3293511 3683.44642
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 938 0.7139638 2041.861109 2.5853701 2000-2009 –> 2010-2019 1.3959494 3860.97953
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate 938 0.6454597 1852.630045 3.1698214 2000-2009 –> 2010-2019 1.2863574 3563.37860
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 938 0.5996316 1716.467659 2.7687038 2000-2009 –> 2010-2019 1.1823626 3263.28476
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 938 0.6719426 1930.064097 4.0306633 2000-2009 –> 2010-2019 1.3311571 3691.95725
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 938 0.6890290 1975.171300 3.4289773 2000-2009 –> 2010-2019 1.3598102 3765.39968
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 938 0.5884165 1681.047777 2.8671423 2000-2009 –> 2010-2019 1.1665892 3214.16932
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 938 0.6971292 1997.096924 3.4835683 2000-2009 –> 2010-2019 1.3765276 3809.58665
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 938 0.6728402 1930.568646 3.5812439 2000-2009 –> 2010-2019 1.3321840 3690.80363
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 938 0.6990692 2002.310178 3.4961096 2000-2009 –> 2010-2019 1.3806488 3820.39019
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 784 0.5110898 1184.438247 2.4839855 1982-1999 –> 2000-2009 1.0442338 3596.38218
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 784 0.4821790 1095.133908 2.8225514 1982-1999 –> 2000-2009 0.9516485 3122.67928
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate 784 0.4618292 1025.521222 2.4932032 1982-1999 –> 2000-2009 0.9187453 2968.72641
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 784 0.4565536 1009.506677 2.3886492 1982-1999 –> 2000-2009 0.9126696 2949.38666
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 784 0.4936997 1130.157596 2.6412754 1982-1999 –> 2000-2009 0.9748179 3230.16342
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 784 0.4837745 1098.313736 2.5164479 1982-1999 –> 2000-2009 0.9540230 3128.89631
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 784 0.5007614 1152.426882 2.6867570 1982-1999 –> 2000-2009 0.9891758 3298.15858
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 784 0.5111561 1186.641759 3.7669632 1982-1999 –> 2000-2009 1.0344502 3543.93292
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 784 0.4535666 999.214027 2.3682555 1982-1999 –> 2000-2009 0.9084935 2931.16451
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 784 0.5111982 1184.770862 3.6869793 1982-1999 –> 2000-2009 1.0363405 3550.77269
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 796 0.5210443 1233.093171 2.3075348 2000-2009 –> 2010-2019 1.0321341 2417.53142
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 796 0.4726976 1080.065463 2.5144282 2000-2009 –> 2010-2019 0.9548766 2175.19937
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate 796 0.4731804 1079.690748 2.7476265 2000-2009 –> 2010-2019 0.9350096 2105.21197
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 796 0.4695489 1069.425352 2.6500916 2000-2009 –> 2010-2019 0.9261025 2078.93203
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 796 0.5039954 1180.130619 2.9255027 2000-2009 –> 2010-2019 0.9976951 2310.28822
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 796 0.4874817 1127.094095 2.7540394 2000-2009 –> 2010-2019 0.9712562 2225.40783
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 796 0.5107046 1201.183433 2.9728665 2000-2009 –> 2010-2019 1.0114660 2353.61031
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 796 0.4842439 1118.484856 2.9453389 2000-2009 –> 2010-2019 0.9954000 2305.12661
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 796 0.4698359 1070.398304 2.6322635 2000-2009 –> 2010-2019 0.9234025 2069.61233
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 796 0.5016329 1172.650476 2.1260991 2000-2009 –> 2010-2019 1.0128311 2357.42134
Indo-Pacific (28.1, Inf] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 7155 0.8022849 17164.638829 3.8599821 1982-1999 –> 2000-2009 1.6091329 48431.11312
Indo-Pacific (28.1, Inf] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 7155 0.8391660 17807.798212 3.5164144 1982-1999 –> 2000-2009 1.6855950 50317.14093
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 7155 0.7920106 16982.197859 3.7498472 1982-1999 –> 2000-2009 1.5829272 47733.11891
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 7155 0.7748402 16668.551970 4.5631453 1982-1999 –> 2000-2009 1.5367473 46449.69794
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7155 0.6768276 14733.264512 2.6889791 1982-1999 –> 2000-2009 1.3466469 41171.36135
Indo-Pacific (28.1, Inf] 4 cstar_tref ~ temp + aou + silicate + phosphate 7155 0.8522670 18029.479967 3.4378845 1982-1999 –> 2000-2009 1.7144846 51018.44845
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 7155 0.7739672 16652.419053 4.6223889 1982-1999 –> 2000-2009 1.5411749 46613.49283
Indo-Pacific (28.1, Inf] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 7155 0.8580115 18125.609619 3.4357844 1982-1999 –> 2000-2009 1.7269759 51316.86203
Indo-Pacific (28.1, Inf] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 7155 0.7899356 16942.658024 3.2534357 1982-1999 –> 2000-2009 1.5800083 47663.87191
Indo-Pacific (28.1, Inf] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 7155 0.8590115 18142.278004 3.4347247 1982-1999 –> 2000-2009 1.7291878 51369.69730
Indo-Pacific (28.1, Inf] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 7256 0.7835102 17063.125334 4.3475109 2000-2009 –> 2010-2019 1.5857951 34227.76416
Indo-Pacific (28.1, Inf] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 7256 0.8386836 18050.659852 3.7578020 2000-2009 –> 2010-2019 1.6778496 35858.45806
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 7256 0.7759252 16923.953415 4.2097623 2000-2009 –> 2010-2019 1.5679358 33906.15127
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 7256 0.7781670 16965.822330 4.9471578 2000-2009 –> 2010-2019 1.5530073 33634.37430
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7256 0.6772317 14949.702208 3.0939910 2000-2009 –> 2010-2019 1.3540593 29682.96672
Indo-Pacific (28.1, Inf] 4 cstar_tref ~ temp + aou + silicate + phosphate 7256 0.8512811 18267.017680 3.6618644 2000-2009 –> 2010-2019 1.7035482 36296.49765
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 7256 0.7716749 16844.242407 5.0329559 2000-2009 –> 2010-2019 1.5456421 33496.66146
Indo-Pacific (28.1, Inf] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 7256 0.8567233 18359.496696 3.5940548 2000-2009 –> 2010-2019 1.7147349 36485.10631
Indo-Pacific (28.1, Inf] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 7256 0.7927594 17233.434090 3.1123519 2000-2009 –> 2010-2019 1.5826950 34176.09211
Indo-Pacific (28.1, Inf] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 7256 0.8576713 18375.545795 3.5882482 2000-2009 –> 2010-2019 1.7166829 36517.82380
SO (26,26.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 78 2.9613930 402.717337 10.4236079 1982-1999 –> 2000-2009 6.7651739 1125.49032
SO (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 78 2.9098485 401.978168 10.6552675 1982-1999 –> 2000-2009 6.6676002 1123.61008
SO (26,26.5] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 78 2.8851035 398.645894 11.7257687 1982-1999 –> 2000-2009 6.4903391 1107.58791
SO (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 78 2.8562219 399.076370 11.9154298 1982-1999 –> 2000-2009 6.4038503 1105.86258
SO (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 78 1.0591712 242.322333 3.8762980 1982-1999 –> 2000-2009 2.3805664 692.31003
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 78 1.0226157 238.843157 2.7948800 1982-1999 –> 2000-2009 2.2403945 669.76267
SO (26,26.5] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 78 2.8976746 399.324143 11.4913466 1982-1999 –> 2000-2009 6.3856765 1099.73719
SO (26,26.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 78 2.7631466 393.908144 11.4529696 1982-1999 –> 2000-2009 6.2013853 1092.61379
SO (26,26.5] 3 cstar_tref ~ temp + nitrate + phosphate_star 78 3.1289961 409.305515 13.1386202 1982-1999 –> 2000-2009 6.6627539 1111.08102
SO (26,26.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 78 2.9951234 404.484139 12.6973987 1982-1999 –> 2000-2009 6.4320416 1101.09068
SO (26,26.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 72 3.2048898 384.040740 12.3258651 2000-2009 –> 2010-2019 6.1930189 788.16016
SO (26,26.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 72 3.1459668 381.368611 11.1084562 2000-2009 –> 2010-2019 6.1073599 784.08595
SO (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 72 3.1071690 381.581682 11.1922962 2000-2009 –> 2010-2019 6.0170175 783.55985
SO (26,26.5] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 72 3.1883855 383.297261 9.3473842 2000-2009 –> 2010-2019 6.0734890 781.94315
SO (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 72 3.1319558 382.725852 9.3286768 2000-2009 –> 2010-2019 5.9881777 781.80222
SO (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 72 1.0484115 223.134921 3.0304865 2000-2009 –> 2010-2019 2.1075827 465.45725
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 72 0.9948997 217.590821 2.4104351 2000-2009 –> 2010-2019 2.0175154 456.43398
SO (26,26.5] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 72 3.2273961 385.048442 9.2872098 2000-2009 –> 2010-2019 6.1250707 784.37259
SO (26,26.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 72 3.2253225 386.955892 9.2938943 2000-2009 –> 2010-2019 5.9884690 780.86404
SO (26,26.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 72 3.0753454 378.099228 8.9687396 2000-2009 –> 2010-2019 6.0704688 782.58337
SO (26.5,26.75] 3 cstar_tref ~ aou + nitrate + phosphate_star 257 3.1757432 1333.282836 14.0188027 1982-1999 –> 2000-2009 6.8424579 3626.59992
SO (26.5,26.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 257 3.0441942 1313.537829 14.4571480 1982-1999 –> 2000-2009 6.6390420 3592.22759
SO (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 257 3.0854718 1320.460562 13.2108213 1982-1999 –> 2000-2009 6.5716114 3573.35672
SO (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 257 3.0310386 1313.311749 13.9891916 1982-1999 –> 2000-2009 6.5147995 3567.63456
SO (26.5,26.75] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 257 3.3730742 1366.268231 10.5779181 1982-1999 –> 2000-2009 7.1140709 3678.43233
SO (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 257 3.3356337 1362.531026 10.8150480 1982-1999 –> 2000-2009 7.0765180 3676.66988
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 257 1.7228381 1020.936530 7.4551373 1982-1999 –> 2000-2009 3.6377498 2770.56894
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 257 1.7071493 1018.234392 7.0687379 1982-1999 –> 2000-2009 3.5862772 2754.02132
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 257 3.2426428 1345.998178 10.7772527 1982-1999 –> 2000-2009 6.8015896 3616.25687
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 257 3.2178964 1344.060517 10.4966067 1982-1999 –> 2000-2009 6.7743573 3615.73227
SO (26.5,26.75] 3 cstar_tref ~ aou + nitrate + phosphate_star 188 3.2251914 983.813987 10.7744948 2000-2009 –> 2010-2019 6.4009346 2317.09682
SO (26.5,26.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 188 2.9416066 951.208310 10.8740706 2000-2009 –> 2010-2019 5.9858008 2264.74614
SO (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 188 3.0096139 959.802129 10.0071951 2000-2009 –> 2010-2019 6.0950858 2280.26269
SO (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 188 2.9044679 948.430961 10.4652547 2000-2009 –> 2010-2019 5.9355065 2261.74271
SO (26.5,26.75] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 188 3.5132921 1017.985010 10.4279644 2000-2009 –> 2010-2019 6.8863663 2384.25324
SO (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 188 3.3856576 1006.070999 10.9653078 2000-2009 –> 2010-2019 6.7212914 2368.60202
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 188 1.6334978 730.032974 5.1951588 2000-2009 –> 2010-2019 3.3563360 1750.96950
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 188 1.6334957 732.032473 5.1944445 2000-2009 –> 2010-2019 3.3406449 1750.26686
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 188 3.4116465 1006.946214 10.0232196 2000-2009 –> 2010-2019 6.6542892 2352.94439
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 188 3.3308101 999.929937 10.1946264 2000-2009 –> 2010-2019 6.5487065 2343.99045
SO (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 815 2.4345797 3775.201633 12.3077325 1982-1999 –> 2000-2009 5.1293572 11090.27178
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 815 2.4345397 3777.174846 12.3694531 1982-1999 –> 2000-2009 5.1291966 11094.10938
SO (26.75,27] 3 cstar_tref ~ temp + aou + phosphate 815 2.9982688 4112.666956 10.3255539 1982-1999 –> 2000-2009 6.1617299 11911.60080
SO (26.75,27] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 815 2.3521796 3719.077927 11.1711976 1982-1999 –> 2000-2009 4.8399717 10791.99033
SO (26.75,27] 3 cstar_tref ~ temp + aou + phosphate_star 815 2.9114213 4064.755282 9.8632577 1982-1999 –> 2000-2009 5.9949500 11786.14510
SO (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 815 2.9812299 4105.377375 10.8786015 1982-1999 –> 2000-2009 6.1131459 11875.94534
SO (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 815 2.3096708 3691.350936 9.2239862 1982-1999 –> 2000-2009 4.7448287 10701.46987
SO (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 815 2.8971151 4058.725964 10.3378660 1982-1999 –> 2000-2009 5.9533660 11755.19232
SO (26.75,27] 3 cstar_tref ~ temp + phosphate + phosphate_star 815 2.9366717 4078.831106 9.9635611 1982-1999 –> 2000-2009 6.0378788 11817.54290
SO (26.75,27] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 815 2.9251614 4074.429732 10.4265455 1982-1999 –> 2000-2009 6.0028122 11792.03823
SO (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 796 2.6059668 3795.773700 16.9226168 2000-2009 –> 2010-2019 5.0405465 7570.97533
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 796 2.5987395 3793.352339 16.2150824 2000-2009 –> 2010-2019 5.0332791 7570.52719
SO (26.75,27] 3 cstar_tref ~ temp + aou + phosphate 796 3.1879912 4114.700630 10.9895597 2000-2009 –> 2010-2019 6.1862600 8227.36759
SO (26.75,27] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 796 2.4271619 3682.612590 15.0082632 2000-2009 –> 2010-2019 4.7793416 7401.69052
SO (26.75,27] 3 cstar_tref ~ temp + aou + phosphate_star 796 3.0846190 4062.223739 11.2858739 2000-2009 –> 2010-2019 5.9960403 8126.97902
SO (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 796 3.1841140 4114.763265 11.6541687 2000-2009 –> 2010-2019 6.1653439 8220.14064
SO (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 796 2.3280611 3618.247089 12.4194086 2000-2009 –> 2010-2019 4.6377318 7309.59803
SO (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 796 3.0819710 4062.856520 11.8274140 2000-2009 –> 2010-2019 5.9790861 8121.58248
SO (26.75,27] 3 cstar_tref ~ temp + phosphate + phosphate_star 796 3.1181301 4079.425848 11.0562612 2000-2009 –> 2010-2019 6.0548018 8158.25695
SO (26.75,27] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 796 3.1167852 4080.739089 11.4455893 2000-2009 –> 2010-2019 6.0419466 8155.16882
SO (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2024 1.8640463 8276.753322 10.4025131 1982-1999 –> 2000-2009 3.6875499 22176.19834
SO (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2024 1.8185527 8178.732977 9.8310092 1982-1999 –> 2000-2009 3.6359697 22057.18852
SO (27,27.25] 3 cstar_tref ~ temp + aou + phosphate 2024 2.0475584 8654.854597 11.5769881 1982-1999 –> 2000-2009 4.0504752 23197.57658
SO (27,27.25] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 2024 1.6683604 7827.796934 6.9020159 1982-1999 –> 2000-2009 3.2781094 20869.93254
SO (27,27.25] 3 cstar_tref ~ temp + aou + phosphate_star 2024 1.9544048 8466.370162 10.8247493 1982-1999 –> 2000-2009 3.8693999 22700.43198
SO (27,27.25] 4 cstar_tref ~ temp + aou + silicate + phosphate 2024 2.0044959 8570.812522 10.9586182 1982-1999 –> 2000-2009 4.0030431 23100.51735
SO (27,27.25] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2024 1.6158565 7700.357381 7.0899316 1982-1999 –> 2000-2009 3.2230355 20733.50623
SO (27,27.25] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2024 1.9135450 8382.843412 10.2754627 1982-1999 –> 2000-2009 3.8253606 22607.47954
SO (27,27.25] 3 cstar_tref ~ temp + phosphate + phosphate_star 2024 1.9780963 8515.145312 11.0323094 1982-1999 –> 2000-2009 3.9096581 22808.43610
SO (27,27.25] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 2024 1.9331742 8424.156333 10.4083303 1982-1999 –> 2000-2009 3.8601831 22703.22042
SO (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1775 2.1456644 7761.476663 11.4253324 2000-2009 –> 2010-2019 4.1975824 16428.94083
SO (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1775 2.0933918 7671.920669 18.4851689 2000-2009 –> 2010-2019 3.9574380 15948.67399
SO (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1775 2.0297548 7564.329999 18.1743043 2000-2009 –> 2010-2019 3.8483075 15743.06298
SO (27,27.25] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 1775 1.9244383 7373.183043 15.5965902 2000-2009 –> 2010-2019 3.5927987 15200.97998
SO (27,27.25] 3 cstar_tref ~ temp + aou + phosphate_star 1775 2.1724517 7801.521775 19.4654955 2000-2009 –> 2010-2019 4.1268565 16267.89194
SO (27,27.25] 4 cstar_tref ~ temp + aou + silicate + phosphate 1775 2.2000803 7848.384983 19.5616935 2000-2009 –> 2010-2019 4.2045762 16419.19751
SO (27,27.25] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1775 1.8576089 7249.711637 15.2959730 2000-2009 –> 2010-2019 3.4734654 14950.06902
SO (27,27.25] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1775 2.1180905 7713.559983 19.2129986 2000-2009 –> 2010-2019 4.0316356 16096.40339
SO (27,27.25] 3 cstar_tref ~ temp + phosphate + phosphate_star 1775 2.1974615 7842.156909 19.6387357 2000-2009 –> 2010-2019 4.1755578 16357.30222
SO (27,27.25] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1775 2.1387553 7748.027117 19.3337853 2000-2009 –> 2010-2019 4.0719295 16172.18345
SO (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2079 1.7012512 8121.357861 9.5835809 1982-1999 –> 2000-2009 3.1401550 21697.05296
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2079 1.6845878 8082.430414 8.4323284 1982-1999 –> 2000-2009 3.1232189 21658.68380
SO (27.25,27.5] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 2079 1.7054774 8131.674259 10.8867791 1982-1999 –> 2000-2009 3.1440423 21705.57757
SO (27.25,27.5] 3 cstar_tref ~ temp + aou + phosphate_star 2079 1.7056311 8130.048846 10.9229014 1982-1999 –> 2000-2009 3.1476831 21720.37215
SO (27.25,27.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 2079 1.6963685 8109.407022 10.2468419 1982-1999 –> 2000-2009 3.1477161 21750.61403
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2079 1.6927112 8102.432852 10.3868706 1982-1999 –> 2000-2009 3.1309881 21676.81266
SO (27.25,27.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2079 1.6927467 8100.520047 10.3740389 1982-1999 –> 2000-2009 3.1340475 21688.87880
SO (27.25,27.5] 3 cstar_tref ~ temp + nitrate + phosphate_star 2079 1.7060519 8131.074746 8.1783936 1982-1999 –> 2000-2009 3.1475105 21718.26607
SO (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2079 1.6849131 8081.233184 8.0351732 1982-1999 –> 2000-2009 3.1263541 21670.33178
SO (27.25,27.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 2079 1.6931654 8101.548279 10.3381690 1982-1999 –> 2000-2009 3.1361189 21698.62624
SO (27.25,27.5] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2105 1.8066727 8475.890850 9.3653348 2000-2009 –> 2010-2019 3.5141276 16612.38352
SO (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2105 1.8010041 8464.661010 8.9586558 2000-2009 –> 2010-2019 3.5067970 16599.10428
SO (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2105 1.8238223 8515.665284 9.5624935 2000-2009 –> 2010-2019 3.5250735 16637.02315
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2105 1.7988627 8459.652330 9.5107422 2000-2009 –> 2010-2019 3.4834506 16542.08274
SO (27.25,27.5] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 2105 1.8188872 8504.257899 9.5861600 2000-2009 –> 2010-2019 3.5243646 16635.93216
SO (27.25,27.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 2105 1.7991781 8458.390300 9.4274088 2000-2009 –> 2010-2019 3.4955466 16567.79732
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2105 1.7989215 8459.789840 9.4176821 2000-2009 –> 2010-2019 3.4916327 16562.22269
SO (27.25,27.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2105 1.8006974 8461.943972 9.3693810 2000-2009 –> 2010-2019 3.4934441 16562.46402
SO (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2105 1.8053542 8472.817444 9.7286635 2000-2009 –> 2010-2019 3.4902673 16554.05063
SO (27.25,27.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 2105 1.7995239 8459.199353 9.3914773 2000-2009 –> 2010-2019 3.4926892 16560.74763
SO (27.5,27.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2601 1.4783874 9427.049998 8.3660068 1982-1999 –> 2000-2009 2.7376758 24432.87189
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 2601 1.4866039 9455.881491 8.3906077 1982-1999 –> 2000-2009 2.8067642 24890.80888
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2601 1.4606551 9366.278091 8.1666672 1982-1999 –> 2000-2009 2.7198717 24373.58141
SO (27.5,27.75] 3 cstar_tref ~ sal + aou + phosphate 2601 1.5199024 9569.115493 8.2798494 1982-1999 –> 2000-2009 2.8376775 24985.60460
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2601 1.5157448 9556.866219 8.5119137 1982-1999 –> 2000-2009 2.7993557 24736.58238
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2601 1.5144499 9552.420181 8.9585672 1982-1999 –> 2000-2009 2.8318401 24968.25439
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2601 1.5124249 9547.459673 9.0019142 1982-1999 –> 2000-2009 2.7951205 24722.69231
SO (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 2601 1.5110951 9540.883843 8.8320439 1982-1999 –> 2000-2009 2.7694588 24540.02878
SO (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2601 1.4667692 9388.007571 8.0728106 1982-1999 –> 2000-2009 2.7225665 24370.59430
SO (27.5,27.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2601 1.5547059 9688.889998 9.2260624 1982-1999 –> 2000-2009 2.8426582 24899.29827
SO (27.5,27.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2611 1.6584349 10063.372837 9.9303479 2000-2009 –> 2010-2019 3.1368223 19490.42284
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 2611 1.6352467 9989.843639 9.5769674 2000-2009 –> 2010-2019 3.1218506 19445.72513
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2611 1.6184017 9937.771618 9.5868091 2000-2009 –> 2010-2019 3.0790567 19304.04971
SO (27.5,27.75] 3 cstar_tref ~ sal + aou + phosphate 2611 1.6901527 10160.301108 9.0004930 2000-2009 –> 2010-2019 3.2100551 19729.41660
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2611 1.6893834 10159.923837 9.1160333 2000-2009 –> 2010-2019 3.2051282 19716.79006
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2611 1.6788083 10127.132647 10.0056225 2000-2009 –> 2010-2019 3.1932582 19679.55283
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2611 1.6787747 10129.028044 9.9982436 2000-2009 –> 2010-2019 3.1911995 19676.48772
SO (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 2611 1.6887021 10157.817437 9.7092402 2000-2009 –> 2010-2019 3.2399888 19835.25441
SO (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 2611 1.7101360 10223.680643 10.2044530 2000-2009 –> 2010-2019 3.2212311 19764.56449
SO (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2611 1.6077308 9903.226604 9.5387931 2000-2009 –> 2010-2019 3.0745000 19291.23418
SO (27.75,27.85] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1063 1.4106588 3760.128135 11.1958760 1982-1999 –> 2000-2009 2.6398578 9639.46578
SO (27.75,27.85] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1063 1.5754340 3994.995743 14.9182945 1982-1999 –> 2000-2009 2.8650290 10047.48887
SO (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1063 1.4707943 3848.879629 11.0679347 1982-1999 –> 2000-2009 2.8842580 10232.46365
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1063 1.3875379 3726.993979 10.5261950 1982-1999 –> 2000-2009 2.6078977 9582.27824
SO (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1063 1.5551177 3967.401306 12.5245633 1982-1999 –> 2000-2009 2.8818838 10122.47689
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1063 1.4972227 3888.742144 13.2525930 1982-1999 –> 2000-2009 2.7865423 9942.46403
SO (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + silicate 1063 1.5277925 3929.712848 13.2544747 1982-1999 –> 2000-2009 2.7871606 9896.58338
SO (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1063 1.2966591 3582.979054 8.5237654 1982-1999 –> 2000-2009 2.5222516 9453.70939
SO (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate 1063 1.5888200 4012.983490 15.1378911 1982-1999 –> 2000-2009 2.8863568 10087.64006
SO (27.75,27.85] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1063 1.5173707 3917.160709 13.6199882 1982-1999 –> 2000-2009 2.7905325 9925.35619
SO (27.75,27.85] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1074 1.4514212 3860.102737 8.4602018 2000-2009 –> 2010-2019 2.8620800 7620.23087
SO (27.75,27.85] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1074 1.5764770 4037.633763 9.0303137 2000-2009 –> 2010-2019 3.1519110 8032.62951
SO (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1074 1.4815502 3904.235141 8.5439266 2000-2009 –> 2010-2019 2.9523445 7753.11477
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1074 1.4142801 3806.421074 8.3084410 2000-2009 –> 2010-2019 2.8018180 7533.41505
SO (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1074 1.5776440 4039.223228 7.9782626 2000-2009 –> 2010-2019 3.1327618 8006.62453
SO (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1074 1.5168081 3954.754415 8.7479444 2000-2009 –> 2010-2019 3.0398250 7877.81133
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1074 1.4934056 3923.355030 8.6482567 2000-2009 –> 2010-2019 2.9906283 7812.09717
SO (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + silicate 1074 1.5498816 4001.087487 8.6686325 2000-2009 –> 2010-2019 3.0776741 7930.80033
SO (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1074 1.3396681 3690.002239 8.5248280 2000-2009 –> 2010-2019 2.6363272 7272.98129
SO (27.75,27.85] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1074 1.5482247 4000.789876 9.3572435 2000-2009 –> 2010-2019 3.0655953 7917.95059
SO (27.85,27.95] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1051 1.5240869 3880.382136 9.0008886 1982-1999 –> 2000-2009 3.1105873 10861.40056
SO (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1051 1.5525862 3919.325002 9.6838442 1982-1999 –> 2000-2009 3.1156862 10845.27387
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1051 1.3668670 3653.528440 7.2992266 1982-1999 –> 2000-2009 2.7013196 9995.37405
SO (27.85,27.95] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1051 1.5567256 3924.921650 8.0265059 1982-1999 –> 2000-2009 3.0015535 10559.27980
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1051 1.4608005 3793.234318 9.4318823 1982-1999 –> 2000-2009 2.8757886 10352.25143
SO (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + silicate 1051 1.5489549 3914.402839 9.3952611 1982-1999 –> 2000-2009 3.1183236 10855.18493
SO (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1051 1.5234370 3881.485500 8.9385172 1982-1999 –> 2000-2009 3.0927932 10824.23794
SO (27.85,27.95] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 1051 1.4680755 3801.676690 8.4781742 1982-1999 –> 2000-2009 2.9785872 10600.79688
SO (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 1051 1.5677764 3939.790607 9.7184408 1982-1999 –> 2000-2009 3.1426164 10893.47026
SO (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1051 1.4355684 3756.609696 9.3165775 1982-1999 –> 2000-2009 2.9398192 10542.33703
SO (27.85,27.95] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1057 1.5203927 3897.335733 8.8056400 2000-2009 –> 2010-2019 3.0444796 7777.71787
SO (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1057 1.5677399 3962.164563 10.0728178 2000-2009 –> 2010-2019 3.1203262 7881.48956
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1057 1.4691394 3826.842757 8.4021962 2000-2009 –> 2010-2019 2.8360063 7480.37120
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1057 1.5471283 3936.186695 10.5380499 2000-2009 –> 2010-2019 3.0079287 7729.42101
SO (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + silicate 1057 1.5655200 3959.168967 9.5043044 2000-2009 –> 2010-2019 3.1144748 7873.57181
SO (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1057 1.5155053 3892.529211 8.8397525 2000-2009 –> 2010-2019 3.0389422 7774.01471
SO (27.85,27.95] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 1057 1.5643012 3957.522577 8.0089666 2000-2009 –> 2010-2019 3.0323767 7759.19927
SO (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 1057 1.5789690 3977.252327 10.2645551 2000-2009 –> 2010-2019 3.1467455 7917.04293
SO (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1057 1.5031488 3875.222338 9.0444242 2000-2009 –> 2010-2019 2.9387172 7631.83203
SO (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1057 1.5806158 3979.455991 10.3565200 2000-2009 –> 2010-2019 3.1552694 7928.44691
SO (27.95,28.05] 3 cstar_tref ~ aou + nitrate + phosphate_star 1365 1.8235250 5523.808246 9.9946645 1982-1999 –> 2000-2009 3.5744465 15377.75587
SO (27.95,28.05] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1365 1.8208713 5521.832461 9.7711097 1982-1999 –> 2000-2009 3.5373280 15278.89663
SO (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1365 1.6950458 5326.349906 9.3382116 1982-1999 –> 2000-2009 3.1778494 14355.58088
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1365 1.5697405 5118.687375 7.5465351 1982-1999 –> 2000-2009 2.9075387 13638.04654
SO (27.95,28.05] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1365 1.7865409 5469.870076 10.1040513 1982-1999 –> 2000-2009 3.2737828 14513.96717
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1365 1.7813097 5463.864635 9.6564982 1982-1999 –> 2000-2009 3.2530261 14457.76448
SO (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1365 1.8173671 5516.573652 9.8306389 1982-1999 –> 2000-2009 3.5523451 15327.02177
SO (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + silicate 1365 1.8627549 5583.916448 10.6381152 1982-1999 –> 2000-2009 3.5786125 15339.24405
SO (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1365 1.8166895 5517.555538 9.9538258 1982-1999 –> 2000-2009 3.5299607 15267.38005
SO (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1365 1.8422859 5555.751677 10.8449566 1982-1999 –> 2000-2009 3.5255062 15217.55746
SO (27.95,28.05] 3 cstar_tref ~ aou + nitrate + phosphate_star 1407 1.8641842 5755.518499 9.0895422 2000-2009 –> 2010-2019 3.6877092 11279.32674
SO (27.95,28.05] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1407 1.8244388 5696.873622 8.6774327 2000-2009 –> 2010-2019 3.6453101 11218.70608
SO (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1407 1.8393145 5719.724854 9.0348462 2000-2009 –> 2010-2019 3.5343604 11046.07476
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1407 1.5901971 5312.189295 7.0616860 2000-2009 –> 2010-2019 3.1599376 10430.87667
SO (27.95,28.05] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1407 1.7690176 5610.067269 9.3101180 2000-2009 –> 2010-2019 3.5555585 11079.93735
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1407 1.7137009 5522.669067 8.7326955 2000-2009 –> 2010-2019 3.4950106 10986.53370
SO (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1407 1.8439057 5726.740126 9.1629948 2000-2009 –> 2010-2019 3.6612728 11243.31378
SO (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + silicate 1407 1.8562720 5745.549551 9.3277153 2000-2009 –> 2010-2019 3.7190269 11329.46600
SO (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1407 1.8215961 5694.485743 8.6865634 2000-2009 –> 2010-2019 3.6382856 11212.04128
SO (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1407 1.8299453 5707.354103 9.2984992 2000-2009 –> 2010-2019 3.6722312 11263.10578
SO (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 821 1.3047364 2778.670802 9.1239316 1982-1999 –> 2000-2009 2.5332820 7710.47304
SO (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 821 1.2027264 2644.995490 6.8514612 1982-1999 –> 2000-2009 2.3036546 7244.69453
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 821 1.1301940 2544.860337 7.9400594 1982-1999 –> 2000-2009 2.1671589 6965.31663
SO (28.05,28.1] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 821 1.2219116 2670.980998 10.1026904 1982-1999 –> 2000-2009 2.3077347 7228.84723
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 821 1.2215427 2672.485254 10.0765460 1982-1999 –> 2000-2009 2.3047202 7224.96466
SO (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 821 1.3174356 2794.575268 10.1536024 1982-1999 –> 2000-2009 2.5128846 7643.68543
SO (28.05,28.1] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 821 1.3212454 2799.316913 9.7399573 1982-1999 –> 2000-2009 2.5222118 7662.36988
SO (28.05,28.1] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 821 1.3234906 2802.104714 9.9114567 1982-1999 –> 2000-2009 2.5255328 7667.86917
SO (28.05,28.1] 3 cstar_tref ~ sal + silicate + phosphate_star 821 1.3236155 2800.259703 9.9420589 1982-1999 –> 2000-2009 2.5258817 7664.58834
SO (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 821 1.2408077 2698.179202 8.1202016 1982-1999 –> 2000-2009 2.4203107 7508.62718
SO (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 856 1.3785601 2990.842514 7.0256157 2000-2009 –> 2010-2019 2.5812866 5635.83800
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 856 1.2592408 2837.854240 8.9348982 2000-2009 –> 2010-2019 2.3894349 5382.71458
SO (28.05,28.1] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 856 1.3172094 2912.905195 11.1410627 2000-2009 –> 2010-2019 2.5391210 5583.88619
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 856 1.3161849 2913.573124 11.2565409 2000-2009 –> 2010-2019 2.5377277 5586.05838
SO (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 856 1.4143998 3034.782250 11.9502586 2000-2009 –> 2010-2019 2.7318354 5829.35752
SO (28.05,28.1] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 856 1.4135230 3033.720529 11.4504834 2000-2009 –> 2010-2019 2.7347684 5833.03744
SO (28.05,28.1] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 856 1.4156522 3036.297407 11.6304622 2000-2009 –> 2010-2019 2.7391427 5838.40212
SO (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 856 1.4430759 3071.144726 9.3146536 2000-2009 –> 2010-2019 2.7397729 5841.66671
SO (28.05,28.1] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 856 1.3564587 2963.172885 9.2143032 2000-2009 –> 2010-2019 2.6464289 5723.15455
SO (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 856 1.3250652 2925.085200 8.7792074 2000-2009 –> 2010-2019 2.5658730 5623.26440
SO (28.1, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 4069 1.0981917 12321.566819 5.7174012 1982-1999 –> 2000-2009 2.1047477 33313.68062
SO (28.1, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4069 1.0834975 12213.942615 5.9964967 1982-1999 –> 2000-2009 2.0726643 32951.56620
SO (28.1, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate 4069 1.1234991 12506.975535 5.3852056 1982-1999 –> 2000-2009 2.1551465 33861.48052
SO (28.1, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4069 1.0886453 12252.515067 6.0780739 1982-1999 –> 2000-2009 2.0677264 32839.30271
SO (28.1, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 4069 1.0886459 12250.519907 6.0758449 1982-1999 –> 2000-2009 2.0780008 32988.94303
SO (28.1, Inf] 3 cstar_tref ~ sal + nitrate + silicate 4069 1.1603846 12767.861346 5.5344520 1982-1999 –> 2000-2009 2.1840514 34006.06836
SO (28.1, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 4069 1.0834982 12211.947932 5.9950112 1982-1999 –> 2000-2009 2.0766196 33006.29616
SO (28.1, Inf] 3 cstar_tref ~ sal + silicate + phosphate 4069 1.1663393 12809.516506 5.4398057 1982-1999 –> 2000-2009 2.2021051 34220.65926
SO (28.1, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 4069 1.0937618 12288.672985 5.8346568 1982-1999 –> 2000-2009 2.1035317 33327.70584
SO (28.1, Inf] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4069 1.1487639 12689.952410 5.7165362 1982-1999 –> 2000-2009 2.1889006 34167.07408
SO (28.1, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 3951 1.1871689 12580.209610 6.1602140 2000-2009 –> 2010-2019 2.2853606 24901.77643
SO (28.1, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3951 1.1694332 12463.266879 6.2409335 2000-2009 –> 2010-2019 2.2529307 24677.20949
SO (28.1, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate 3951 1.2178023 12781.524452 5.7014937 2000-2009 –> 2010-2019 2.3413014 25288.49999
SO (28.1, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3951 1.1776558 12518.633863 6.1193967 2000-2009 –> 2010-2019 2.2663011 24771.14893
SO (28.1, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 3951 1.1785273 12522.478823 6.1357060 2000-2009 –> 2010-2019 2.2671732 24772.99873
SO (28.1, Inf] 3 cstar_tref ~ sal + nitrate + silicate 3951 1.3052934 13327.765390 5.3390213 2000-2009 –> 2010-2019 2.4656780 26095.62674
SO (28.1, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 3951 1.1702010 12466.453302 6.2291769 2000-2009 –> 2010-2019 2.2536992 24678.40123
SO (28.1, Inf] 3 cstar_tref ~ sal + silicate + phosphate 3951 1.3081544 13345.066199 5.2732457 2000-2009 –> 2010-2019 2.4744938 26154.58270
SO (28.1, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 3951 1.1791229 12526.471873 6.0728150 2000-2009 –> 2010-2019 2.2728847 24815.14486
SO (28.1, Inf] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3951 1.2218489 12809.738260 5.8378074 2000-2009 –> 2010-2019 2.3706128 25499.69067
SO (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + silicate 317 0.5074183 481.488966 1.8520118 1982-1999 –> 2000-2009 0.9999260 1234.03153
SO (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 317 0.4660177 429.527936 1.4620719 1982-1999 –> 2000-2009 0.9347512 1132.51668
SO (28.1,28.15] 3 cstar_tref ~ sal + aou + silicate 317 0.5199277 494.929506 1.6637058 1982-1999 –> 2000-2009 1.0159069 1252.79083
SO (28.1,28.15] 4 cstar_tref ~ sal + aou + silicate + phosphate 317 0.5107772 485.671995 1.7536115 1982-1999 –> 2000-2009 1.0062340 1244.43536
SO (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 317 0.4547179 413.965496 1.7741564 1982-1999 –> 2000-2009 0.8957964 1053.58875
SO (28.1,28.15] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 317 0.4894693 458.656207 1.8204796 1982-1999 –> 2000-2009 0.9743042 1194.83743
SO (28.1,28.15] 3 cstar_tref ~ sal + nitrate + silicate 317 0.5091279 481.621469 1.9203544 1982-1999 –> 2000-2009 1.0114444 1252.71254
SO (28.1,28.15] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 317 0.5090702 483.549690 1.9289791 1982-1999 –> 2000-2009 1.0078489 1249.27601
SO (28.1,28.15] 3 cstar_tref ~ sal + silicate + phosphate 317 0.5137433 487.343055 1.8104953 1982-1999 –> 2000-2009 1.0258644 1278.57664
SO (28.1,28.15] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 317 0.5137068 489.298031 1.8167415 1982-1999 –> 2000-2009 1.0219576 1274.62683
SO (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + silicate 287 0.5874912 521.163511 2.0916946 2000-2009 –> 2010-2019 1.0949094 1002.65248
SO (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 287 0.5019925 432.887063 2.0864768 2000-2009 –> 2010-2019 0.9680102 862.41500
SO (28.1,28.15] 4 cstar_tref ~ sal + aou + silicate + phosphate 287 0.5926519 526.183682 2.0280919 2000-2009 –> 2010-2019 1.1034290 1011.85568
SO (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 287 0.4979308 428.223871 2.3615801 2000-2009 –> 2010-2019 0.9526487 842.18937
SO (28.1,28.15] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 287 0.5563859 489.938435 2.1103649 2000-2009 –> 2010-2019 1.0458552 948.59464
SO (28.1,28.15] 3 cstar_tref ~ sal + nitrate + silicate 287 0.5931376 524.653911 2.0965956 2000-2009 –> 2010-2019 1.1022654 1006.27538
SO (28.1,28.15] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 287 0.5751917 509.018913 2.0875759 2000-2009 –> 2010-2019 1.0842619 992.56860
SO (28.1,28.15] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 287 0.5786932 512.502578 2.0373451 2000-2009 –> 2010-2019 1.0924000 1001.80061
SO (28.1,28.15] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 287 0.5708334 504.653143 2.8729025 2000-2009 –> 2010-2019 1.1048811 1018.57089
SO (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 287 0.5587642 494.386762 2.6541867 2000-2009 –> 2010-2019 1.0907799 1007.88763
SO (28.15,28.2] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 293 0.3069326 151.357406 1.1101250 1982-1999 –> 2000-2009 0.6378372 470.73663
SO (28.15,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 293 0.3176730 171.512613 1.1711283 1982-1999 –> 2000-2009 0.6350079 449.77285
SO (28.15,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 293 0.2980246 136.098444 1.1340674 1982-1999 –> 2000-2009 0.6050153 383.81517
SO (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 293 0.2999722 137.915580 1.2075725 1982-1999 –> 2000-2009 0.6120788 399.86231
SO (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 293 0.2998770 139.729543 1.2196852 1982-1999 –> 2000-2009 0.5698869 261.39816
SO (28.15,28.2] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 293 0.2988984 135.814260 1.0216917 1982-1999 –> 2000-2009 0.6301386 456.18872
SO (28.15,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 293 0.3077673 152.948912 1.1152730 1982-1999 –> 2000-2009 0.6389013 473.00869
SO (28.15,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 293 0.2988106 137.642084 1.0327212 1982-1999 –> 2000-2009 0.6292472 457.63138
SO (28.15,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 293 0.3088799 155.063592 1.1228414 1982-1999 –> 2000-2009 0.6404581 476.43970
SO (28.15,28.2] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 293 0.3083206 154.001548 1.1190676 1982-1999 –> 2000-2009 0.6397047 474.80251
SO (28.15,28.2] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 275 0.3377376 195.398876 1.0137179 2000-2009 –> 2010-2019 0.6446701 346.75628
SO (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 275 0.3364396 195.281111 0.8543472 2000-2009 –> 2010-2019 0.6536716 367.97951
SO (28.15,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 275 0.3282835 181.783410 0.7568624 2000-2009 –> 2010-2019 0.6263080 317.88185
SO (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 275 0.3418232 202.012349 0.9409124 2000-2009 –> 2010-2019 0.6417954 339.92793
SO (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 275 0.3349910 192.907782 0.9285407 2000-2009 –> 2010-2019 0.6348680 332.63732
SO (28.15,28.2] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 275 0.3324954 186.795161 1.2839449 2000-2009 –> 2010-2019 0.6313939 322.60942
SO (28.15,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 275 0.3383677 196.423996 1.0070342 2000-2009 –> 2010-2019 0.6461350 349.37291
SO (28.15,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 275 0.3293587 183.581915 1.1533303 2000-2009 –> 2010-2019 0.6281694 321.22400
SO (28.15,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 275 0.3392271 197.819131 0.9992017 2000-2009 –> 2010-2019 0.6481070 352.88272
SO (28.15,28.2] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 275 0.3387237 197.002399 1.0043315 2000-2009 –> 2010-2019 0.6470443 351.00395
SO (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 1351 0.3716747 1169.704594 1.9520150 1982-1999 –> 2000-2009 0.6754315 2304.02223
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1351 0.3627143 1105.765862 1.8413473 1982-1999 –> 2000-2009 0.6664474 2241.69906
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 1351 0.3635557 1112.027147 1.9253716 1982-1999 –> 2000-2009 0.6673032 2248.19301
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1351 0.3626909 1107.591744 1.8488744 1982-1999 –> 2000-2009 0.6664033 2245.18679
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate 1351 0.4066359 1414.611910 1.6107249 1982-1999 –> 2000-2009 0.7518396 3183.30352
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1351 0.3902633 1305.569081 2.0860609 1982-1999 –> 2000-2009 0.7153295 2779.09780
SO (28.2, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1351 0.4363819 1605.372482 2.8440845 1982-1999 –> 2000-2009 0.8093474 3756.48859
SO (28.2, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1351 0.4316961 1576.201920 2.7843809 1982-1999 –> 2000-2009 0.7992455 3654.99610
SO (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1351 0.4188587 1496.632887 1.9502980 1982-1999 –> 2000-2009 0.7565992 3159.26439
SO (28.2, Inf] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1351 0.4825893 1879.323657 2.0816546 1982-1999 –> 2000-2009 0.8783180 4325.33723
SO (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 1392 0.4050057 1443.995014 2.4996960 2000-2009 –> 2010-2019 0.7766804 2613.69961
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1392 0.3912704 1349.940513 2.3406736 2000-2009 –> 2010-2019 0.7539846 2455.70638
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 1392 0.3890765 1334.286185 2.4375060 2000-2009 –> 2010-2019 0.7526322 2446.31333
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1392 0.3890463 1336.070529 2.4521701 2000-2009 –> 2010-2019 0.7517372 2443.66227
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate 1392 0.4411744 1684.136156 2.0843878 2000-2009 –> 2010-2019 0.8478103 3098.74807
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1392 0.4153073 1517.922086 2.5374216 2000-2009 –> 2010-2019 0.8055705 2823.49117
SO (28.2, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1392 0.4445932 1705.626567 3.0332287 2000-2009 –> 2010-2019 0.8809751 3310.99905
SO (28.2, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1392 0.4431801 1696.764147 2.9494407 2000-2009 –> 2010-2019 0.8748763 3272.96607
SO (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1392 0.4663043 1840.364476 2.6171736 2000-2009 –> 2010-2019 0.8851630 3336.99736
SO (28.2, Inf] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1392 0.5265850 2178.827361 2.7974344 2000-2009 –> 2010-2019 1.0091743 4058.15102

5.3.2 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 3.0988101 1257.96812
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 3.0547761 864.03376
Atlantic (26,26.5] 1982-1999 –> 2000-2009 8.4938901 13331.39589
Atlantic (26,26.5] 2000-2009 –> 2010-2019 8.4659370 9185.66556
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 6.4147477 14815.78952
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 6.8591107 10651.09659
Atlantic (26.75,27] 1982-1999 –> 2000-2009 4.0657355 18246.07091
Atlantic (26.75,27] 2000-2009 –> 2010-2019 4.7768781 14905.95303
Atlantic (27,27.25] 1982-1999 –> 2000-2009 4.1253688 15106.10435
Atlantic (27,27.25] 2000-2009 –> 2010-2019 4.5784550 12149.35022
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 4.5109071 15569.32827
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 5.1357264 11914.49307
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 5.0921318 20795.40262
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 5.3652541 15375.78318
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 3.4598355 5973.70153
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 3.4141685 4266.21785
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 5.6283894 7288.69768
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 5.8161550 5546.21660
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 6.4788969 8088.39967
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 5.7422203 5494.91605
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 0.3297615 -892.31051
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 0.4382843 -112.04984
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 0.3019371 -1122.79196
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 0.3218764 -658.31288
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 0.4566575 -245.21719
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 0.4759768 -211.78406
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 0.5359898 396.46553
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 0.5341858 97.25553
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2009 14.7462461 77036.55166
Indo-Pacific (-Inf,26] 2000-2009 –> 2010-2019 14.2501007 54795.20883
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2009 9.5381151 69903.97375
Indo-Pacific (26,26.5] 2000-2009 –> 2010-2019 9.8000927 49969.83882
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2009 8.0339278 51841.66768
Indo-Pacific (26.5,26.75] 2000-2009 –> 2010-2019 8.3831600 37618.86839
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2009 8.4589188 55810.86807
Indo-Pacific (26.75,27] 2000-2009 –> 2010-2019 9.3741983 41603.08626
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2009 7.4526407 48996.44139
Indo-Pacific (27,27.25] 2000-2009 –> 2010-2019 9.0420913 38628.48532
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2009 6.0693635 37448.70628
Indo-Pacific (27.25,27.5] 2000-2009 –> 2010-2019 6.5984983 28213.37571
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2009 3.5989197 27670.88039
Indo-Pacific (27.5,27.75] 2000-2009 –> 2010-2019 4.1463999 20827.42040
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2009 2.7928391 9010.20158
Indo-Pacific (27.75,27.85] 2000-2009 –> 2010-2019 2.9911768 6974.90984
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2009 2.6930174 13250.14349
Indo-Pacific (27.85,27.95] 2000-2009 –> 2010-2019 2.9506578 10091.46573
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2009 1.2490398 4895.08817
Indo-Pacific (27.95,28.05] 2000-2009 –> 2010-2019 1.3140937 3636.33960
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2009 0.9724598 3232.02630
Indo-Pacific (28.05,28.1] 2000-2009 –> 2010-2019 0.9760174 2239.83414
Indo-Pacific (28.1, Inf] 1982-1999 –> 2000-2009 1.6052881 48208.48048
Indo-Pacific (28.1, Inf] 2000-2009 –> 2010-2019 1.6001950 34428.18959
SO (26,26.5] 1982-1999 –> 2000-2009 5.6629782 1022.91463
SO (26,26.5] 2000-2009 –> 2010-2019 5.2688170 718.92626
SO (26.5,26.75] 1982-1999 –> 2000-2009 6.1558474 3447.15004
SO (26.5,26.75] 2000-2009 –> 2010-2019 5.7924962 2207.48748
SO (26.75,27] 1982-1999 –> 2000-2009 5.6107237 11461.63061
SO (26.75,27] 2000-2009 –> 2010-2019 5.5914378 7886.22866
SO (27,27.25] 1982-1999 –> 2000-2009 3.7342784 22295.44876
SO (27,27.25] 2000-2009 –> 2010-2019 3.9680148 15958.47053
SO (27.25,27.5] 1982-1999 –> 2000-2009 3.1377835 21698.52161
SO (27.25,27.5] 2000-2009 –> 2010-2019 3.5017393 16583.38081
SO (27.5,27.75] 1982-1999 –> 2000-2009 2.7862989 24692.03172
SO (27.5,27.75] 2000-2009 –> 2010-2019 3.1673091 19593.34979
SO (27.75,27.85] 1982-1999 –> 2000-2009 2.7651770 9892.99265
SO (27.75,27.85] 2000-2009 –> 2010-2019 2.9710965 7775.76555
SO (27.85,27.95] 1982-1999 –> 2000-2009 3.0077075 10632.96067
SO (27.85,27.95] 2000-2009 –> 2010-2019 3.0435267 7775.31073
SO (27.95,28.05] 1982-1999 –> 2000-2009 3.3910396 14877.32149
SO (27.95,28.05] 2000-2009 –> 2010-2019 3.5768703 11108.93821
SO (28.05,28.1] 1982-1999 –> 2000-2009 2.4123372 7452.14361
SO (28.05,28.1] 2000-2009 –> 2010-2019 2.6205391 5687.73799
SO (28.1, Inf] 1982-1999 –> 2000-2009 2.1233494 33468.27768
SO (28.1, Inf] 2000-2009 –> 2010-2019 2.3250436 25165.50798
SO (28.1,28.15] 1982-1999 –> 2000-2009 0.9894034 1216.73926
SO (28.1,28.15] 2000-2009 –> 2010-2019 1.0639441 969.48103
SO (28.15,28.2] 1982-1999 –> 2000-2009 0.6238276 430.36561
SO (28.15,28.2] 2000-2009 –> 2010-2019 0.6402163 340.22759
SO (28.2, Inf] 1982-1999 –> 2000-2009 0.7386264 2989.75887
SO (28.2, Inf] 2000-2009 –> 2010-2019 0.8338604 2986.07343

5.4 Target variable coefficients

A data frame to map the target variable is prepared.

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

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

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

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

lm_best_target <- left_join(lm_best_target, lm_all_fitted_wide)

rm(eras_era, eras_forward, eras_backward,
   lm_all_fitted)

5.5 Plot selected model residuals

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

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

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

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

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

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

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

5.6 Cant coeffcients

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

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

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

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

5.7 Write files

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

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

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 - 7).

6.1.1 All models

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

Version Author Date
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
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
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
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 4 9 8 6 2
(26,26.5] 9 4 5 7 1 8 8
(26.5,26.75] 9 2 6 8 4 10 5
(26.75,27] 9 2 6 8 4 10 5
(27,27.25] 10 3 6 7 6 8 3
(27.25,27.5] 10 8 2 6 6 5 4
(27.5,27.75] 8 5 5 6 10 6 0
(27.75,27.85] 10 4 6 6 8 5 2
(27.85,27.95] 9 3 6 8 1 8 8
(27.95,28.05] 7 4 5 9 1 8 8
(28.05,28.1] 8 3 6 9 2 8 7
(28.1,28.15] 7 3 5 9 2 8 8
(28.15,28.2] 10 10 0 6 4 6 3
(28.2, Inf] 10 10 0 5 4 6 4
total 125.00 65.00 62.00 103.00 61.00 102.00 67.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 9 4 4 9 8 6 2
(26,26.5] 8 5 4 7 1 8 9
(26.5,26.75] 9 2 6 8 4 10 5
(26.75,27] 9 2 6 8 5 10 4
(27,27.25] 8 5 4 8 7 9 3
(27.25,27.5] 10 9 1 6 5 6 4
(27.5,27.75] 8 5 5 6 10 6 0
(27.75,27.85] 10 4 6 6 8 5 2
(27.85,27.95] 10 4 5 8 3 8 6
(27.95,28.05] 7 4 5 9 1 8 8
(28.05,28.1] 9 3 7 8 2 6 7
(28.1,28.15] 8 3 6 9 2 7 8
(28.15,28.2] 9 8 2 7 5 7 5
(28.2, Inf] 10 10 0 5 4 6 4
total 124.00 68.00 61.00 104.00 65.00 102.00 67.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 9 2 7 9 2 7 7
(26,26.5] 9 2 7 9 2 7 7
(26.5,26.75] 8 4 6 9 2 6 7
(26.75,27] 10 2 8 8 2 5 6
(27,27.25] 9 3 7 9 2 6 6
(27.25,27.5] 9 2 7 7 5 10 3
(27.5,27.75] 8 2 6 9 4 10 5
(27.75,27.85] 9 2 6 9 3 9 6
(27.85,27.95] 9 4 5 8 2 10 6
(27.95,28.05] 8 2 7 8 3 9 6
(28.05,28.1] 7 4 5 9 6 10 3
(28.1, Inf] 8 4 5 9 2 10 6
total 103.00 33.00 76.00 103.00 35.00 99.00 68.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 8 3 6 9 2 7 8
(26,26.5] 7 2 6 9 2 9 7
(26.5,26.75] 7 4 5 9 1 8 8
(26.75,27] 10 2 8 8 2 5 6
(27,27.25] 9 1 9 8 3 7 5
(27.25,27.5] 8 3 6 8 5 10 4
(27.5,27.75] 8 3 6 9 4 10 4
(27.75,27.85] 9 2 6 9 3 9 6
(27.85,27.95] 9 4 5 8 2 10 6
(27.95,28.05] 8 2 7 8 3 9 6
(28.05,28.1] 7 4 5 9 6 10 3
(28.1, Inf] 8 4 5 9 2 10 6
total 98.00 34.00 74.00 103.00 35.00 104.00 69.00
SO - 1982-1999 --> 2000-2009
(26,26.5] 8 6 4 10 4 5 6
(26.5,26.75] 10 6 4 10 4 5 4
(26.75,27] 8 2 6 8 0 5 10
(27,27.25] 8 2 6 8 0 5 10
(27.25,27.5] 7 4 4 9 0 6 10
(27.5,27.75] 9 6 4 6 6 8 3
(27.75,27.85] 10 5 5 7 4 9 4
(27.85,27.95] 10 4 6 8 3 8 5
(27.95,28.05] 10 7 3 9 4 6 4
(28.05,28.1] 7 3 5 10 8 8 1
(28.1, Inf] 6 4 5 6 9 10 1
(28.1,28.15] 6 4 4 5 10 10 0
(28.15,28.2] 9 2 7 9 2 7 7
(28.2, Inf] 8 6 4 7 8 8 2
total 116.00 61.00 67.00 112.00 62.00 100.00 67.00
SO - 2000-2009 --> 2010-2019
(26,26.5] 9 6 4 10 4 6 5
(26.5,26.75] 10 6 4 10 4 5 4
(26.75,27] 8 2 6 8 0 5 10
(27,27.25] 8 2 6 9 1 6 9
(27.25,27.5] 8 3 6 9 1 8 8
(27.5,27.75] 9 6 4 6 7 8 2
(27.75,27.85] 10 5 5 7 5 9 3
(27.85,27.95] 10 4 5 8 2 9 6
(27.95,28.05] 10 7 3 9 4 6 4
(28.05,28.1] 8 4 5 10 7 7 3
(28.1, Inf] 6 4 5 6 9 10 1
(28.1,28.15] 7 6 3 7 8 9 2
(28.15,28.2] 9 3 6 9 2 8 7
(28.2, Inf] 8 6 4 7 8 8 2
total 120.00 64.00 66.00 115.00 62.00 104.00 66.00

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

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