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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, "nitrate") &
      str_detect(lm_coeff_filter, "phosphate")
  ) 

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

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

# lm_rm <- bind_rows(lm_rm_ph, lm_rm_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 helper objects
rm(
  i_gamma_slab,
  i_era,
  i_basin,
  GLODAP_basin_era,
  GLODAP_basin_era_slab,
  lm_full,
  lm_rm_ph,
  lm_rm_si,
  lm_rm_o2,
  lm_rm
)

3 Apply predictor threshold

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

  • Minimum: 3
  • Maximum: 6
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:

  • 83

4 Fit all models

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

  • cstar_tref

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

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

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

5 Prepare coeffcients

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

5.1 Formatting

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

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

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

5.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

# remove models with predictors fitted as NA

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

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

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

5.3 RMSE tables

5.3.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab model nr_obs rmse aic resid_max eras rmse_sum aic_sum
Atlantic (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 158 1.0492038 475.562558 4.3578441 1982-1999 –> 2000-2012 2.3855522 1198.45637
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 158 1.0480832 477.224868 4.2990206 1982-1999 –> 2000-2012 2.3837757 1201.91446
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 158 1.0440638 476.010672 4.1482602 1982-1999 –> 2000-2012 2.3813170 1201.18606
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 158 1.0458289 476.544453 4.1992972 1982-1999 –> 2000-2012 2.3833703 1201.80949
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 158 1.0137290 468.693414 3.2977146 1982-1999 –> 2000-2012 2.3505653 1195.73909
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 158 1.0146566 468.982441 3.3276683 1982-1999 –> 2000-2012 2.3517436 1196.10611
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 158 1.0447877 476.229718 3.9913380 1982-1999 –> 2000-2012 2.3809752 1201.07344
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 158 1.0538228 478.950654 4.4968455 1982-1999 –> 2000-2012 2.3907671 1204.02994
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 158 1.0432378 477.760573 3.9034959 1982-1999 –> 2000-2012 2.3788630 1204.42921
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 158 1.0553928 479.421090 4.5407576 1982-1999 –> 2000-2012 2.3925975 1204.58138
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 72 1.1936365 243.815800 3.2379740 2000-2012 –> 2013-2019 2.2417197 721.04067
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 72 1.1361477 236.707788 2.8026703 2000-2012 –> 2013-2019 2.1802115 712.71846
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 72 1.1377961 236.916568 2.7865695 2000-2012 –> 2013-2019 2.1836250 713.46102
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 72 1.2083604 245.581218 2.6912257 2000-2012 –> 2013-2019 2.2954998 734.36757
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 72 1.0788874 231.261119 2.5834458 2000-2012 –> 2013-2019 2.0926164 699.95453
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 72 1.0780946 231.155259 2.5660869 2000-2012 –> 2013-2019 2.0927512 700.13770
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 72 1.1990801 244.471022 3.3796520 2000-2012 –> 2013-2019 2.2529029 723.42168
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 72 1.1875291 245.077119 3.1942008 2000-2012 –> 2013-2019 2.2307669 722.83769
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 72 1.2012446 244.730723 3.4250804 2000-2012 –> 2013-2019 2.2566374 724.15181
Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 72 1.2024324 244.873045 3.4452953 2000-2012 –> 2013-2019 2.2595421 724.80780
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1040 3.5443539 5597.332405 13.4662233 1982-1999 –> 2000-2012 6.9995324 13651.58188
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate 1040 3.4407983 5533.655442 15.6589828 1982-1999 –> 2000-2012 6.8875354 13578.50785
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1040 3.3690894 5491.848571 14.4892724 1982-1999 –> 2000-2012 6.7403058 13471.70608
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1040 3.3720857 5493.697575 14.5377708 1982-1999 –> 2000-2012 6.7475069 13477.32449
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1040 3.3140799 5457.606621 14.9918101 1982-1999 –> 2000-2012 6.6603260 13414.98229
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 1040 3.3080739 5455.833700 15.4079069 1982-1999 –> 2000-2012 6.6543004 13415.19170
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1040 3.3060691 5454.572747 15.4571105 1982-1999 –> 2000-2012 6.6522019 13413.84611
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1040 3.5976862 5628.397229 14.0846702 1982-1999 –> 2000-2012 7.1389932 13757.10292
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1040 3.5243146 5587.538970 12.6794726 1982-1999 –> 2000-2012 6.9284246 13598.75927
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1040 3.6046520 5632.420615 14.1850927 1982-1999 –> 2000-2012 7.1565388 13770.14714
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 562 3.6054876 3050.368613 11.1243922 2000-2012 –> 2013-2019 7.1498416 8647.70102
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate 562 3.3429398 2963.386982 10.3637214 2000-2012 –> 2013-2019 6.7837381 8497.04242
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 562 3.3017167 2951.440330 10.0205795 2000-2012 –> 2013-2019 6.6708061 8443.28890
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 562 3.3034813 2952.040898 10.0229111 2000-2012 –> 2013-2019 6.6755670 8445.73847
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 562 3.1825680 2910.128705 9.4627336 2000-2012 –> 2013-2019 6.4966480 8367.73533
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 562 3.1059701 2884.745456 8.8350966 2000-2012 –> 2013-2019 6.4140441 8340.57916
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 562 3.1001098 2882.622708 8.8926345 2000-2012 –> 2013-2019 6.4061789 8337.19546
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 562 3.6368457 3060.102114 10.4768916 2000-2012 –> 2013-2019 7.2345318 8688.49934
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 562 3.6014343 3051.104289 11.6005294 2000-2012 –> 2013-2019 7.1257489 8638.64326
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 562 3.6408932 3061.352359 10.4893496 2000-2012 –> 2013-2019 7.2455452 8693.77297
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1360 3.2952857 7117.093434 9.3523895 1982-1999 –> 2000-2012 6.3912205 16496.22384
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate 1360 3.3303244 7143.862456 10.1582800 1982-1999 –> 2000-2012 6.4360999 16532.65245
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1360 3.2843587 7108.059025 10.5247223 1982-1999 –> 2000-2012 6.3355501 16433.70428
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 1360 3.2380663 7071.448462 9.5151472 1982-1999 –> 2000-2012 6.2844639 16393.31675
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1360 3.2547309 7085.410958 9.6814357 1982-1999 –> 2000-2012 6.3223179 16432.74558
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1360 3.2964180 7118.027900 10.5109060 1982-1999 –> 2000-2012 6.3652079 16464.80301
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1360 3.2276124 7062.652885 10.1005384 1982-1999 –> 2000-2012 6.2017135 16296.27934
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1360 3.3125149 7131.277720 10.5523314 1982-1999 –> 2000-2012 6.4028241 16503.72606
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1360 3.3168229 7134.812862 10.5593163 1982-1999 –> 2000-2012 6.4138058 16515.18682
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1360 3.2415884 7072.405398 10.0491820 1982-1999 –> 2000-2012 6.2239552 16314.22857
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 646 3.3521131 3410.060058 10.0279075 2000-2012 –> 2013-2019 6.6473988 10527.15349
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate 646 3.3611477 3411.537564 10.4660887 2000-2012 –> 2013-2019 6.6914721 10555.40002
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 646 3.3363780 3403.981011 10.7144118 2000-2012 –> 2013-2019 6.6207366 10512.04004
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 646 3.3174531 3398.631542 9.9490382 2000-2012 –> 2013-2019 6.5555194 10470.08000
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 646 3.3313181 3404.020096 10.1236063 2000-2012 –> 2013-2019 6.5860490 10489.43105
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 646 3.3445545 3407.143458 10.7277964 2000-2012 –> 2013-2019 6.6409725 10525.17136
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 646 3.2958735 3390.199829 10.5343935 2000-2012 –> 2013-2019 6.5234860 10452.85271
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 646 3.3594523 3412.885718 10.8878591 2000-2012 –> 2013-2019 6.6719672 10544.16344
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 646 3.3631670 3414.313520 10.9361612 2000-2012 –> 2013-2019 6.6799899 10549.12638
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 646 3.3285183 3400.933773 11.1260032 2000-2012 –> 2013-2019 6.5701066 10473.33917
Atlantic (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2134 2.1608919 9356.613416 15.2322922 1982-1999 –> 2000-2012 3.8655083 20016.34118
Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2134 2.1125902 9262.129853 17.8906979 1982-1999 –> 2000-2012 3.9530109 20341.92901
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2134 2.0150942 9060.471809 14.1929877 1982-1999 –> 2000-2012 3.6685116 19555.87536
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 2134 2.0500013 9135.772566 13.2702094 1982-1999 –> 2000-2012 3.7459803 19771.79443
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2134 2.1224022 9283.906997 21.4157126 1982-1999 –> 2000-2012 3.8621138 20058.78299
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 2134 2.0721249 9179.586005 14.1852345 1982-1999 –> 2000-2012 3.7872525 19874.84163
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2134 1.9756584 8978.118057 13.5842460 1982-1999 –> 2000-2012 3.4606942 18889.73246
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2134 2.1507424 9338.519878 22.8281773 1982-1999 –> 2000-2012 3.9108945 20175.10339
Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2134 2.1803807 9396.933582 25.8356758 1982-1999 –> 2000-2012 3.9559413 20281.05402
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2134 2.1557967 9348.538081 19.2601021 1982-1999 –> 2000-2012 3.6479228 19284.13041
Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1121 2.5597055 5302.498508 21.7869741 2000-2012 –> 2013-2019 4.6722956 14564.62836
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 1121 2.6063943 5341.023922 24.8434412 2000-2012 –> 2013-2019 4.7269587 14617.23359
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1121 2.5950428 5333.238180 25.4741707 2000-2012 –> 2013-2019 4.6101370 14393.70999
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 1121 2.5549946 5300.368503 22.0125509 2000-2012 –> 2013-2019 4.6049958 14436.14107
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1121 2.5884944 5329.573497 22.0808882 2000-2012 –> 2013-2019 4.7108967 14613.48049
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 1121 2.6063657 5342.999353 24.8816347 2000-2012 –> 2013-2019 4.6784906 14522.58536
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1121 2.2698743 5035.082409 21.4501194 2000-2012 –> 2013-2019 4.2455326 14013.20047
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1121 2.6436309 5374.827940 25.0893644 2000-2012 –> 2013-2019 4.7943733 14713.34782
Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1121 2.6552629 5384.671078 25.1149369 2000-2012 –> 2013-2019 4.8356436 14781.60466
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1121 2.3110503 5073.388314 22.0043753 2000-2012 –> 2013-2019 4.4668470 14421.92640
Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1717 1.9308058 7145.992071 12.0328230 1982-1999 –> 2000-2012 3.5982961 15819.13052
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 1717 2.0250912 7307.715917 9.3807341 1982-1999 –> 2000-2012 3.7447144 16116.95820
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1717 2.0072484 7279.325305 9.7017253 1982-1999 –> 2000-2012 3.6183821 15798.22804
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1717 2.1507173 7516.397017 14.4271650 1982-1999 –> 2000-2012 3.7975325 16133.56594
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 1717 1.8829036 7061.721779 12.6936266 1982-1999 –> 2000-2012 3.3529099 15171.38634
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1717 1.8968952 7087.145042 12.2722372 1982-1999 –> 2000-2012 3.3784479 15231.90810
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 1717 2.0148260 7292.264615 9.3883458 1982-1999 –> 2000-2012 3.6145946 15779.41047
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1717 1.9602218 7199.914902 13.1630682 1982-1999 –> 2000-2012 3.5598163 15688.57230
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1717 2.0359536 7328.086282 8.6521412 1982-1999 –> 2000-2012 3.6652699 15897.33254
Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1717 2.0406890 7336.064154 8.5013493 1982-1999 –> 2000-2012 3.6834472 15942.16805
Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 982 2.2572722 4399.799803 9.7985878 2000-2012 –> 2013-2019 4.1880780 11545.79187
Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 982 2.3112528 4446.214261 10.6624255 2000-2012 –> 2013-2019 4.4358419 11920.63745
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 982 2.4264509 4539.743124 13.9625358 2000-2012 –> 2013-2019 4.4515421 11847.45904
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 982 2.4198641 4536.404447 14.2305742 2000-2012 –> 2013-2019 4.4271125 11815.72975
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 982 2.2567730 4401.365437 9.6392323 2000-2012 –> 2013-2019 4.1396766 11463.08722
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 982 2.2697140 4412.595423 9.7561790 2000-2012 –> 2013-2019 4.1666092 11499.74047
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 982 2.4120191 4530.026992 14.3657953 2000-2012 –> 2013-2019 4.4268451 11822.29161
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 982 2.3482249 4479.382903 14.3974130 2000-2012 –> 2013-2019 4.3084468 11679.29781
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 982 2.4324626 4546.603049 14.3792540 2000-2012 –> 2013-2019 4.4684162 11874.68933
Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 982 2.4360162 4549.470195 14.3742943 2000-2012 –> 2013-2019 4.4767052 11885.53435
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 1621 2.0478599 6936.049080 15.6234120 1982-1999 –> 2000-2012 3.8061324 15868.79904
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1621 2.0120151 6880.800078 14.8036429 1982-1999 –> 2000-2012 3.6416516 15473.81540
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1621 2.0062322 6871.468535 13.6015772 1982-1999 –> 2000-2012 3.6434264 15485.29589
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1621 2.0187330 6891.606684 14.5715494 1982-1999 –> 2000-2012 3.6660378 15533.12636
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 1621 2.0086926 6877.442093 14.5522116 1982-1999 –> 2000-2012 3.6262698 15439.04846
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1621 2.0044104 6870.523344 13.6394556 1982-1999 –> 2000-2012 3.6274420 15447.27106
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate 1621 2.4068611 7459.723290 15.9985544 1982-1999 –> 2000-2012 4.2314088 16558.90068
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 1621 2.4361730 7498.967424 14.2153496 1982-1999 –> 2000-2012 4.1836374 16403.98301
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1621 2.3098274 7328.312936 14.4070150 1982-1999 –> 2000-2012 4.0515818 16220.60666
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1621 2.3121875 7331.623813 16.5099918 1982-1999 –> 2000-2012 4.0506846 16215.49782
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + phosphate 904 2.5308676 4256.281282 17.2122940 2000-2012 –> 2013-2019 4.7057644 11387.45313
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 904 2.5311276 4256.466974 17.4690433 2000-2012 –> 2013-2019 4.7699467 11481.55093
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 904 2.5275816 4255.932299 17.5651374 2000-2012 –> 2013-2019 4.7021468 11388.60975
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 904 2.5215176 4251.589459 18.0824185 2000-2012 –> 2013-2019 4.7464288 11458.47071
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 904 2.4756961 4216.431921 17.6104371 2000-2012 –> 2013-2019 4.5235560 11152.48100
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 904 2.4752491 4218.105492 17.7052574 2000-2012 –> 2013-2019 4.4872642 11098.90557
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 904 2.4756960 4218.431880 17.6081363 2000-2012 –> 2013-2019 4.4819282 11089.90041
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 904 2.4753224 4218.159019 17.7494577 2000-2012 –> 2013-2019 4.4940554 11109.76570
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 904 2.4752203 4220.084430 17.7362493 2000-2012 –> 2013-2019 4.4839129 11097.52652
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 904 2.4748316 4219.800511 17.6062731 2000-2012 –> 2013-2019 4.4792421 11090.32386
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2079 2.3438113 9455.640843 16.4643796 1982-1999 –> 2000-2012 4.4760312 21616.64318
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2079 2.3411294 9452.880276 16.9792648 1982-1999 –> 2000-2012 4.4651689 21594.42573
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2079 2.3075871 9390.876085 16.0914994 1982-1999 –> 2000-2012 4.4239676 21510.25739
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate_star 2079 2.3553197 9474.007126 16.7287172 1982-1999 –> 2000-2012 4.5121702 21697.12103
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2079 2.3067859 9391.432216 16.3811627 1982-1999 –> 2000-2012 4.4091130 21475.62356
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2079 2.3539368 9473.565176 17.1082120 1982-1999 –> 2000-2012 4.4979050 21665.23929
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 2079 2.3542194 9472.064275 16.6717118 1982-1999 –> 2000-2012 4.5146519 21704.44089
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2079 2.3527441 9471.457805 17.0612821 1982-1999 –> 2000-2012 4.5003023 21672.47101
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 2079 2.3560092 9475.224293 16.7638042 1982-1999 –> 2000-2012 4.5113248 21694.36440
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2079 2.3546463 9474.818186 17.1405940 1982-1999 –> 2000-2012 4.4968909 21662.00303
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1115 2.6812111 5377.611903 18.6365378 2000-2012 –> 2013-2019 5.0250224 14833.25275
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1115 2.6610171 5362.752701 20.0283320 2000-2012 –> 2013-2019 5.0021465 14815.63298
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1115 2.5792371 5291.143752 17.7062520 2000-2012 –> 2013-2019 4.8868241 14682.01984
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate_star 1115 2.6930488 5385.435813 18.3772087 2000-2012 –> 2013-2019 5.0483685 14859.44294
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1115 2.5622095 5278.372978 18.9011113 2000-2012 –> 2013-2019 4.8689954 14669.80519
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1115 2.6676325 5366.289734 19.9843851 2000-2012 –> 2013-2019 5.0215694 14839.85491
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 1115 2.6969790 5388.687883 18.3962426 2000-2012 –> 2013-2019 5.0511984 14860.75216
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1115 2.6707969 5368.933406 20.0144762 2000-2012 –> 2013-2019 5.0235410 14840.39121
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 1115 2.6969132 5388.633484 18.4447021 2000-2012 –> 2013-2019 5.0529225 14863.85778
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1115 2.6715610 5369.571260 20.0496977 2000-2012 –> 2013-2019 5.0262072 14844.38945
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 722 1.6267617 2765.585146 14.5734851 1982-1999 –> 2000-2012 3.2965550 6480.60424
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 722 1.6355331 2775.350167 14.3520368 1982-1999 –> 2000-2012 3.2961796 6481.84502
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 722 1.6464830 2784.985592 13.9248261 1982-1999 –> 2000-2012 3.3263966 6513.58219
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 722 1.5992193 2740.927704 12.1339144 1982-1999 –> 2000-2012 3.2778246 6466.03163
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 722 1.6360802 2773.833134 14.5982784 1982-1999 –> 2000-2012 3.3135078 6497.59228
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 722 1.5916813 2736.105232 13.2839690 1982-1999 –> 2000-2012 3.2452848 6434.45688
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 722 1.6517965 2787.638078 14.7352390 1982-1999 –> 2000-2012 3.3409598 6524.75540
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 722 1.6544437 2789.950404 14.8891973 1982-1999 –> 2000-2012 3.3405153 6523.55763
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 722 1.6535346 2789.156784 14.7399711 1982-1999 –> 2000-2012 3.3439506 6527.69445
Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 722 1.6657015 2799.743000 14.2357594 1982-1999 –> 2000-2012 3.3491948 6530.41802
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + phosphate_star 364 1.7438081 1449.807133 12.2711012 2000-2012 –> 2013-2019 3.3792145 4221.04551
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 364 1.7268302 1444.684538 13.7518672 2000-2012 –> 2013-2019 3.3535919 4210.26968
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate 364 1.7508831 1454.754831 12.2368816 2000-2012 –> 2013-2019 3.3933812 4234.24129
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 364 1.7358658 1450.483846 13.8998702 2000-2012 –> 2013-2019 3.3713989 4225.83401
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 364 1.7524451 1457.404011 13.6533848 2000-2012 –> 2013-2019 3.3989282 4242.38960
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 364 1.7514864 1453.005612 12.4013009 2000-2012 –> 2013-2019 3.3952501 4231.60433
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 364 1.6780668 1423.830913 10.6183742 2000-2012 –> 2013-2019 3.2772860 4164.75862
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 364 1.7358820 1448.490638 13.8613147 2000-2012 –> 2013-2019 3.3719622 4222.32377
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 364 1.6649520 1420.118948 10.6920877 2000-2012 –> 2013-2019 3.2566332 4156.22418
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 364 1.7547046 1456.342042 14.1928028 2000-2012 –> 2013-2019 3.4065011 4243.98012
Atlantic (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 694 2.8412740 3430.909237 20.0203261 1982-1999 –> 2000-2012 5.7998788 8259.94399
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 694 2.7709000 3398.097680 20.1418519 1982-1999 –> 2000-2012 5.7244719 8225.85675
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 694 2.8680683 3447.937236 20.5399248 1982-1999 –> 2000-2012 5.7959702 8260.90146
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 694 2.8879957 3457.547742 21.0845424 1982-1999 –> 2000-2012 5.8195980 8272.94200
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 694 2.7808350 3403.065411 20.6486441 1982-1999 –> 2000-2012 5.8720788 8318.47864
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 694 2.8772505 3450.373867 20.1802195 1982-1999 –> 2000-2012 5.8300293 8277.61627
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 694 2.6858576 3356.830803 20.1208556 1982-1999 –> 2000-2012 5.6386261 8186.06643
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 694 2.9098591 3466.015931 20.7932170 1982-1999 –> 2000-2012 5.8379115 8277.07903
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 694 2.9086574 3465.442604 21.2167232 1982-1999 –> 2000-2012 5.8434073 8280.90157
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 694 2.6878487 3355.859387 20.1028452 1982-1999 –> 2000-2012 5.6412180 8183.48649
Atlantic (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 415 3.0542817 2116.450869 18.0269148 2000-2012 –> 2013-2019 5.8955557 5547.36011
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 415 3.0317519 2112.305705 17.9822303 2000-2012 –> 2013-2019 5.8026519 5510.40338
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 415 3.0083607 2107.877103 17.2605870 2000-2012 –> 2013-2019 5.8764290 5555.81434
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 415 3.0258509 2112.688617 17.4541891 2000-2012 –> 2013-2019 5.9138465 5570.23636
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 415 3.1817733 2152.393097 18.7816098 2000-2012 –> 2013-2019 5.9626083 5555.45851
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 415 3.0407759 2114.772546 18.0277960 2000-2012 –> 2013-2019 5.9180264 5565.14641
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 415 3.0207079 2111.276685 17.8599673 2000-2012 –> 2013-2019 5.7065655 5468.10749
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 415 3.0746253 2123.960910 17.6294469 2000-2012 –> 2013-2019 5.9844844 5589.97684
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + phosphate + phosphate_star 415 3.1908755 2152.764097 18.7561375 2000-2012 –> 2013-2019 5.9780528 5556.99155
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 415 3.0207158 2109.278858 17.8578045 2000-2012 –> 2013-2019 5.7085645 5465.13824
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 723 2.5777006 3434.999287 13.6582454 1982-1999 –> 2000-2012 4.8658322 7910.89412
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 723 2.5491702 3418.905511 13.4535702 1982-1999 –> 2000-2012 4.8234934 7882.77886
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 723 2.5776964 3436.996915 13.6685396 1982-1999 –> 2000-2012 4.8462372 7897.81453
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 723 2.5486408 3420.605178 13.5656845 1982-1999 –> 2000-2012 4.7958426 7862.65306
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 723 2.7899707 3549.426076 18.1748625 1982-1999 –> 2000-2012 5.9901931 8691.59351
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate 723 2.6719896 3484.947678 14.4483631 1982-1999 –> 2000-2012 4.9626994 7961.07906
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate_star 723 2.5928883 3441.494071 13.9368647 1982-1999 –> 2000-2012 4.8700740 7905.86546
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 723 2.6430707 3471.212343 15.9294527 1982-1999 –> 2000-2012 4.9227383 7939.74716
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 723 2.5849087 3439.037153 13.5046374 1982-1999 –> 2000-2012 4.8323074 7879.25904
Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate_star 723 2.8215315 3563.691763 20.6751203 1982-1999 –> 2000-2012 6.0658508 8731.03808
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 386 1.9592395 1628.634069 15.4076901 2000-2012 –> 2013-2019 4.5369401 5063.63336
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 386 1.9389059 1620.580164 15.2656653 2000-2012 –> 2013-2019 4.4880762 5039.48568
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 386 1.9410275 1623.424426 15.6550964 2000-2012 –> 2013-2019 4.5187239 5060.42134
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 386 1.9182619 1614.316404 15.5159025 2000-2012 –> 2013-2019 4.4669027 5034.92158
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 386 2.4314591 1795.336024 13.7188849 2000-2012 –> 2013-2019 5.2214298 5344.76210
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate 386 1.9630003 1628.114515 16.0789203 2000-2012 –> 2013-2019 4.6349898 5113.06219
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate_star 386 1.9424018 1619.970843 14.5879054 2000-2012 –> 2013-2019 4.5352901 5061.46491
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 386 1.9528284 1626.103749 16.6729568 2000-2012 –> 2013-2019 4.5958990 5097.31609
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 386 1.9183328 1612.344955 15.4301667 2000-2012 –> 2013-2019 4.5032416 5051.38211
Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate_star 386 2.4606514 1802.549520 13.8311274 2000-2012 –> 2013-2019 5.2821830 5366.24128
Atlantic (28.05,28.1] cstar_tref ~ aou + silicate + phosphate + phosphate_star 436 0.2179047 -79.349662 1.3640876 1982-1999 –> 2000-2012 0.3337049 -947.26878
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 436 0.2109412 -105.670821 1.4763185 1982-1999 –> 2000-2012 0.3259563 -979.71285
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 436 0.1954036 -170.389619 1.2265556 1982-1999 –> 2000-2012 0.3072083 -1076.23319
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 436 0.2026306 -138.720811 1.2088521 1982-1999 –> 2000-2012 0.3163765 -1024.01118
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 436 0.1931541 -180.486583 1.6293925 1982-1999 –> 2000-2012 0.3078192 -1056.16703
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 436 0.2116058 -102.928050 1.3617026 1982-1999 –> 2000-2012 0.3278949 -963.81579
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 436 0.1988266 -157.246363 1.1666023 1982-1999 –> 2000-2012 0.3106352 -1065.04841
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 436 0.2026977 -140.432046 1.1989259 1982-1999 –> 2000-2012 0.3184343 -1007.00668
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 436 0.2176361 -78.425344 1.3751833 1982-1999 –> 2000-2012 0.3331923 -946.86274
Atlantic (28.05,28.1] cstar_tref ~ temp + nitrate + silicate + phosphate_star 436 0.2117907 -104.166355 1.3461511 1982-1999 –> 2000-2012 0.3300322 -947.17451
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + phosphate_star 229 0.2500674 27.074573 0.9325065 2000-2012 –> 2013-2019 0.4621040 -76.08002
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 229 0.2472173 23.824553 1.0717180 2000-2012 –> 2013-2019 0.4581585 -81.84627
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 229 0.2325769 -2.134829 0.9115415 2000-2012 –> 2013-2019 0.4279805 -172.52445
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 229 0.2400411 12.332954 0.9802070 2000-2012 –> 2013-2019 0.4426717 -126.38786
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 229 0.2362004 2.945556 1.0819569 2000-2012 –> 2013-2019 0.4378010 -142.21867
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 229 0.2182829 -31.185279 0.9320609 2000-2012 –> 2013-2019 0.4114370 -211.67186
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 229 0.2481330 25.517838 1.0565888 2000-2012 –> 2013-2019 0.4597388 -77.41021
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 229 0.2394945 9.288951 1.1102041 2000-2012 –> 2013-2019 0.4383212 -147.95741
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 229 0.2412331 12.601608 1.0576928 2000-2012 –> 2013-2019 0.4439308 -127.83044
Atlantic (28.05,28.1] cstar_tref ~ temp + nitrate + silicate + phosphate_star 229 0.2498995 26.766960 1.1561502 2000-2012 –> 2013-2019 0.4616902 -77.39940
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 541 0.1394443 -582.345612 1.0824605 1982-1999 –> 2000-2012 0.2743304 -1472.97554
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate 541 0.1374610 -597.845905 1.2102164 1982-1999 –> 2000-2012 0.2632147 -1596.99858
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 541 0.1388360 -587.075895 1.2255421 1982-1999 –> 2000-2012 0.2653542 -1576.84707
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 541 0.1367598 -601.379117 1.2365821 1982-1999 –> 2000-2012 0.2545765 -1699.45369
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 541 0.1382898 -589.341173 1.2495530 1982-1999 –> 2000-2012 0.2572541 -1672.41183
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 541 0.1413974 -567.296224 1.1077546 1982-1999 –> 2000-2012 0.2772035 -1447.40398
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 541 0.1354765 -611.579729 0.9957761 1982-1999 –> 2000-2012 0.2695767 -1509.25535
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 541 0.1428962 -555.887490 1.1218747 1982-1999 –> 2000-2012 0.2796776 -1424.91708
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 541 0.1574599 -450.876806 1.5549774 1982-1999 –> 2000-2012 0.2772217 -1525.60376
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 541 0.1549911 -467.975657 1.5279244 1982-1999 –> 2000-2012 0.2748469 -1541.48871
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 288 0.1282569 -351.633975 0.4661753 2000-2012 –> 2013-2019 0.2677013 -933.97959
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate 288 0.1336721 -327.813782 0.5370035 2000-2012 –> 2013-2019 0.2711331 -925.65969
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 288 0.1350440 -321.932262 0.5302770 2000-2012 –> 2013-2019 0.2738801 -909.00816
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 288 0.1297173 -343.112479 0.4561897 2000-2012 –> 2013-2019 0.2664771 -944.49160
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 288 0.1315218 -335.155221 0.4665169 2000-2012 –> 2013-2019 0.2698116 -924.49639
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 288 0.1409148 -297.420897 0.6451259 2000-2012 –> 2013-2019 0.2886767 -817.07924
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 288 0.1305243 -341.540085 0.4627303 2000-2012 –> 2013-2019 0.2719217 -908.83631
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 288 0.1247025 -365.822431 0.4871925 2000-2012 –> 2013-2019 0.2601790 -977.40216
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 288 0.1322538 -333.958174 0.4590119 2000-2012 –> 2013-2019 0.2751500 -889.84566
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 288 0.1325312 -332.751023 0.4591722 2000-2012 –> 2013-2019 0.2756160 -887.21145
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate_star 1155 0.1550542 -1016.047714 0.9483180 1982-1999 –> 2000-2012 0.3595782 -1586.79067
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate 1155 0.1567453 -990.989229 0.9661276 1982-1999 –> 2000-2012 0.3491822 -1772.87154
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1155 0.1390383 -1265.894712 0.6960509 1982-1999 –> 2000-2012 0.3148501 -2358.94539
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1155 0.1338912 -1353.032719 0.6859787 1982-1999 –> 2000-2012 0.3082551 -2474.74523
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 1155 0.1524700 -1054.870282 0.9618507 1982-1999 –> 2000-2012 0.3578764 -1610.69316
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1155 0.1508020 -1078.281715 1.0068442 1982-1999 –> 2000-2012 0.3544584 -1661.75833
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1155 0.1507808 -1078.605972 1.0067407 1982-1999 –> 2000-2012 0.3544158 -1662.44764
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 1155 0.1372783 -1295.322840 0.8080558 1982-1999 –> 2000-2012 0.3178075 -2296.59800
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 1155 0.1330407 -1365.753042 0.6732244 1982-1999 –> 2000-2012 0.3073559 -2486.43407
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1155 0.1330873 -1364.944479 0.6730089 1982-1999 –> 2000-2012 0.3074425 -2484.82984
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate_star 636 0.2000269 -230.144014 1.4705162 2000-2012 –> 2013-2019 0.3550811 -1246.19173
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate 636 0.1903257 -293.381346 1.3866890 2000-2012 –> 2013-2019 0.3470711 -1284.37057
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 636 0.1867696 -315.372705 1.4686217 2000-2012 –> 2013-2019 0.3258080 -1581.26742
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 636 0.1879213 -307.553145 1.4575343 2000-2012 –> 2013-2019 0.3218125 -1660.58586
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 636 0.2014321 -221.239559 1.5147713 2000-2012 –> 2013-2019 0.3539021 -1276.10984
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 636 0.2000143 -228.224067 1.4696492 2000-2012 –> 2013-2019 0.3508163 -1306.50578
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 636 0.2000267 -228.145682 1.4705008 2000-2012 –> 2013-2019 0.3508075 -1306.75165
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 636 0.1898163 -294.790951 1.4151881 2000-2012 –> 2013-2019 0.3270946 -1590.11379
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 636 0.1863113 -316.498035 1.4584380 2000-2012 –> 2013-2019 0.3193520 -1682.25108
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 636 0.1862961 -316.601851 1.4570795 2000-2012 –> 2013-2019 0.3193834 -1681.54633
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate 955 0.1456799 -957.143292 0.7797327 1982-1999 –> 2000-2012 0.3280496 -1645.87491
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 955 0.1541931 -848.667554 0.7135736 1982-1999 –> 2000-2012 0.3663878 -1162.05962
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 955 0.1744896 -612.477534 0.9944731 1982-1999 –> 2000-2012 0.4081182 -687.41598
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 955 0.1363266 -1081.887242 0.8977882 1982-1999 –> 2000-2012 0.2999180 -2037.88887
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 955 0.1427395 -994.089671 0.8634543 1982-1999 –> 2000-2012 0.3506627 -1355.87253
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate 955 0.1448623 -965.893251 0.7985610 1982-1999 –> 2000-2012 0.3188516 -1769.19401
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 955 0.1455796 -956.459640 0.8058697 1982-1999 –> 2000-2012 0.3220379 -1724.84397
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 955 0.1698189 -662.301029 0.9333870 1982-1999 –> 2000-2012 0.4014157 -756.88416
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 955 0.1347384 -1102.269276 0.8690395 1982-1999 –> 2000-2012 0.2980250 -2060.89204
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 955 0.1353162 -1094.096142 0.9017636 1982-1999 –> 2000-2012 0.3019585 -2002.30915
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate 552 0.1817267 -304.089248 1.4200537 2000-2012 –> 2013-2019 0.3274066 -1261.23254
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 552 0.2005924 -195.046213 1.3544749 2000-2012 –> 2013-2019 0.3547854 -1043.71377
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 552 0.2343110 -23.513028 1.6064160 2000-2012 –> 2013-2019 0.4088006 -635.99056
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 552 0.1543148 -482.603821 0.9092040 2000-2012 –> 2013-2019 0.2906414 -1564.49106
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 552 0.1875683 -267.159764 0.8704042 2000-2012 –> 2013-2019 0.3303078 -1261.24944
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate 552 0.1710649 -368.838301 1.3994481 2000-2012 –> 2013-2019 0.3159272 -1334.73155
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 552 0.1734652 -353.454838 1.4208576 2000-2012 –> 2013-2019 0.3190448 -1309.91448
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 552 0.2324457 -30.336709 1.4787637 2000-2012 –> 2013-2019 0.4022646 -692.63774
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 552 0.1523147 -495.006576 0.9289414 2000-2012 –> 2013-2019 0.2870531 -1597.27585
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 552 0.1550890 -475.078380 0.9388129 2000-2012 –> 2013-2019 0.2904053 -1569.17452
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 5288 6.2360939 34376.517925 29.9685673 1982-1999 –> 2000-2012 12.7664702 81783.00523
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5288 6.1928478 34304.919955 29.5273536 1982-1999 –> 2000-2012 12.6725136 81601.29062
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 5288 6.0145280 33995.919165 33.8111655 1982-1999 –> 2000-2012 12.3319624 80927.62314
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5288 6.0656694 34085.466406 34.0216497 1982-1999 –> 2000-2012 12.4297634 81123.00357
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 5288 5.9717691 33922.462886 33.3441961 1982-1999 –> 2000-2012 12.2310977 80723.27384
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 5288 6.0193373 34006.372533 33.5251746 1982-1999 –> 2000-2012 12.3199691 80901.77361
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 5288 6.3644017 34591.911133 30.3176066 1982-1999 –> 2000-2012 13.0134347 82257.37310
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5288 6.2323348 34372.140776 29.8694812 1982-1999 –> 2000-2012 12.7612356 81777.37841
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 5288 6.3160008 34513.173890 29.8497761 1982-1999 –> 2000-2012 12.9040860 82048.19652
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 5288 6.1901333 34302.283112 29.4483781 1982-1999 –> 2000-2012 12.6692896 81599.52295
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 2815 5.9530030 18043.957291 24.8937268 2000-2012 –> 2013-2019 12.1890969 52420.47522
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2815 5.8787943 17975.333992 24.1274152 2000-2012 –> 2013-2019 12.0716422 52280.25395
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2815 5.7305672 17831.559666 28.4656462 2000-2012 –> 2013-2019 11.7450952 51827.47883
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2815 5.7807890 17880.685167 29.0371659 2000-2012 –> 2013-2019 11.8464584 51966.15157
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 2815 5.6637288 17767.508236 26.6558038 2000-2012 –> 2013-2019 11.6354978 51689.97112
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2815 5.7096684 17812.990108 26.8866125 2000-2012 –> 2013-2019 11.7290058 51819.36264
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2815 5.9511813 18044.234154 24.7705850 2000-2012 –> 2013-2019 12.1835161 52416.37493
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 2815 5.9886169 18079.538454 24.9064180 2000-2012 –> 2013-2019 12.3046177 52592.71234
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2815 5.8778767 17976.455087 24.0444134 2000-2012 –> 2013-2019 12.0680099 52278.73820
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2815 5.9267104 18021.036226 27.3595754 2000-2012 –> 2013-2019 12.3070268 52641.36034
Indo-Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5428 4.5387228 31839.277890 43.7366220 1982-1999 –> 2000-2012 8.7811733 75364.37494
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 5428 4.8266824 32507.070764 52.2117998 1982-1999 –> 2000-2012 9.2481713 76660.13564
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 5428 4.4090063 31526.493985 47.1903234 1982-1999 –> 2000-2012 8.4557701 74336.17080
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 5428 4.4763284 31691.003687 45.9884146 1982-1999 –> 2000-2012 8.5701782 74676.42645
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 5428 4.5972029 31978.260876 39.9466263 1982-1999 –> 2000-2012 8.8916713 75688.49856
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 5428 4.5340876 31830.185580 43.0233728 1982-1999 –> 2000-2012 8.7741402 75348.69317
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5428 4.6702501 32149.400985 38.5622127 1982-1999 –> 2000-2012 9.0197595 76053.11295
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5428 4.6786070 32168.809282 39.5746597 1982-1999 –> 2000-2012 9.0396276 76112.67451
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5428 4.7154828 32254.038473 47.5425007 1982-1999 –> 2000-2012 9.1122516 76321.92846
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5428 4.7468521 32326.017769 49.2620011 1982-1999 –> 2000-2012 9.1449428 76398.47442
Indo-Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2876 4.4815941 16803.612608 46.1900332 2000-2012 –> 2013-2019 9.0203169 48642.89050
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2876 4.7279951 17111.473567 54.1007340 2000-2012 –> 2013-2019 9.5546775 49618.54433
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 2876 4.2699330 16527.326963 51.2624891 2000-2012 –> 2013-2019 8.6789394 48053.82095
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2876 4.3452833 16627.945616 48.1945701 2000-2012 –> 2013-2019 8.8216116 48318.94930
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 2876 4.5713284 16917.646172 39.7335019 2000-2012 –> 2013-2019 9.1685314 48895.90705
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2876 4.4815444 16805.548776 46.3106843 2000-2012 –> 2013-2019 9.0156321 48635.73436
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2876 4.6511214 17017.181667 36.5566719 2000-2012 –> 2013-2019 9.3213715 49166.58265
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2876 4.6557423 17022.893429 36.3745282 2000-2012 –> 2013-2019 9.3343493 49191.70271
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2876 4.5525065 16893.914059 48.1225680 2000-2012 –> 2013-2019 9.2679893 49147.95253
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2876 4.5772124 16925.045030 45.7195416 2000-2012 –> 2013-2019 9.3240644 49251.06280
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4269 3.9438120 23844.294920 20.4830181 1982-1999 –> 2000-2012 7.6993981 56369.61516
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4269 3.9678332 23896.140869 28.5445520 1982-1999 –> 2000-2012 7.7971272 56651.89567
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4269 4.0277581 24024.123399 29.4590488 1982-1999 –> 2000-2012 7.9101660 56943.19587
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 4269 3.8761355 23698.509602 27.5939089 1982-1999 –> 2000-2012 7.6404178 56253.25113
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 4269 3.9416389 23841.588883 27.6915529 1982-1999 –> 2000-2012 7.7612736 56569.39957
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 4269 4.0637389 24100.056558 20.7793361 1982-1999 –> 2000-2012 7.9220345 56945.26579
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 4269 3.8963414 23742.901689 26.7023232 1982-1999 –> 2000-2012 7.6360524 56219.99995
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4269 3.9420572 23840.495020 27.3257938 1982-1999 –> 2000-2012 7.8250275 56761.28452
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4269 3.9541461 23866.638012 28.8552006 1982-1999 –> 2000-2012 7.8787058 56913.73875
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4269 3.9458514 23848.708841 23.7921959 1982-1999 –> 2000-2012 7.8106187 56713.78794
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2324 4.3199526 13410.386398 24.6916724 2000-2012 –> 2013-2019 8.2637646 37254.68132
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2324 4.3135418 13403.483643 32.8581106 2000-2012 –> 2013-2019 8.2813750 37299.62451
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 2324 4.2146236 13297.654515 32.1599902 2000-2012 –> 2013-2019 8.0907591 36996.16412
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2324 4.2739648 13362.641109 32.2210977 2000-2012 –> 2013-2019 8.2156036 37204.22999
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2324 4.2544954 13341.419522 23.3613336 2000-2012 –> 2013-2019 8.1508368 37084.32121
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2324 4.2887363 13376.677650 34.8420240 2000-2012 –> 2013-2019 8.2307935 37217.17267
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2324 4.2750573 13361.829084 32.2056368 2000-2012 –> 2013-2019 8.2292034 37228.46710
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2324 4.3368286 13428.508544 32.2595908 2000-2012 –> 2013-2019 8.3646201 37452.70278
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2324 4.3137865 13403.747333 23.1641121 2000-2012 –> 2013-2019 8.2596379 37252.45617
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 2324 4.3478487 13438.304388 34.5430589 2000-2012 –> 2013-2019 8.3763663 37462.03775
Indo-Pacific (26.75,27] cstar_tref ~ aou + phosphate + phosphate_star 4557 4.5587116 26768.508723 19.1945134 1982-1999 –> 2000-2012 8.5373800 62779.43920
Indo-Pacific (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4557 4.5583246 26769.734921 19.0779671 1982-1999 –> 2000-2012 8.5369273 62782.45338
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + phosphate + phosphate_star 4557 4.3904749 26427.798193 21.4038278 1982-1999 –> 2000-2012 8.0962279 61527.03030
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4557 4.3862266 26420.975208 21.0605286 1982-1999 –> 2000-2012 8.0872756 61505.87489
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4557 4.5918266 26838.474572 22.1963485 1982-1999 –> 2000-2012 8.5419667 62760.87699
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 4557 4.5635746 26784.225835 21.4721204 1982-1999 –> 2000-2012 8.4915368 62636.23431
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4557 4.1556325 25928.776454 23.0206730 1982-1999 –> 2000-2012 7.6982624 60451.17863
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 4557 4.1322056 25879.252031 21.7852477 1982-1999 –> 2000-2012 7.6563812 60336.49880
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 4557 4.1598161 25935.947216 23.1614170 1982-1999 –> 2000-2012 7.7437292 60605.32053
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4557 4.1362281 25886.119686 21.9180570 1982-1999 –> 2000-2012 7.7019358 60492.01106
Indo-Pacific (26.75,27] cstar_tref ~ aou + phosphate + phosphate_star 2460 4.9804533 14890.340484 18.4345342 2000-2012 –> 2013-2019 9.5391649 41658.84921
Indo-Pacific (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2460 4.9804504 14892.337648 18.4452760 2000-2012 –> 2013-2019 9.5387750 41662.07257
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + phosphate + phosphate_star 2460 4.7927943 14703.376556 19.7027300 2000-2012 –> 2013-2019 9.1832692 41131.17475
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2460 4.7910605 14703.596395 19.4544536 2000-2012 –> 2013-2019 9.1772872 41124.57160
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2460 4.9784431 14892.354238 21.6525362 2000-2012 –> 2013-2019 9.5702697 41730.82881
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 2460 4.9539208 14870.059929 20.9561276 2000-2012 –> 2013-2019 9.5174954 41654.28576
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2460 4.6048662 14508.576616 17.1326056 2000-2012 –> 2013-2019 8.7604987 40437.35307
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2460 4.5918239 14496.621995 16.9140190 2000-2012 –> 2013-2019 8.7240295 40375.87403
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 2460 4.6128201 14515.067487 16.6134065 2000-2012 –> 2013-2019 8.7726362 40451.01470
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2460 4.5994232 14502.757680 16.6240534 2000-2012 –> 2013-2019 8.7356513 40388.87737
Indo-Pacific (27,27.25] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4267 4.2336742 24436.382688 43.0543060 1982-1999 –> 2000-2012 7.6345327 54932.35764
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + phosphate_star 4267 4.3158154 24600.372421 51.0072982 1982-1999 –> 2000-2012 7.7016451 55045.26427
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4267 4.2143064 24399.252678 44.7114638 1982-1999 –> 2000-2012 7.5507703 54676.73929
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 4267 4.1247502 24217.945976 49.5939464 1982-1999 –> 2000-2012 7.3739030 54191.58291
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 4267 4.3240451 24620.630235 49.8865449 1982-1999 –> 2000-2012 7.7544338 55220.32439
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4267 3.7349914 23368.861623 42.9143849 1982-1999 –> 2000-2012 6.7282481 52394.33781
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 4267 3.4036330 22578.034898 30.6158677 1982-1999 –> 2000-2012 6.1906243 50781.99091
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4267 4.1247695 24215.985953 49.6656976 1982-1999 –> 2000-2012 7.3953630 54263.48407
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + phosphate_star 4267 3.7387791 23375.511647 42.2525000 1982-1999 –> 2000-2012 6.7614943 52511.94640
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4267 3.4041802 22577.406832 30.9255112 1982-1999 –> 2000-2012 6.2015505 50822.23662
Indo-Pacific (27,27.25] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2344 5.0787920 14282.328076 32.6832487 2000-2012 –> 2013-2019 9.3124661 38718.71076
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2344 5.1454709 14345.475824 27.2491767 2000-2012 –> 2013-2019 9.5656946 39151.84533
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2344 5.0701758 14276.368143 33.6277311 2000-2012 –> 2013-2019 9.2844822 38675.62082
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 2344 5.0758036 14283.568810 33.0855788 2000-2012 –> 2013-2019 9.2005537 38501.51479
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2344 5.2582571 14449.124484 32.5496462 2000-2012 –> 2013-2019 9.5823022 39069.75472
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2344 4.5554949 13774.558428 35.2893459 2000-2012 –> 2013-2019 8.2904863 37143.42005
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2344 3.9472749 13104.727079 23.9342640 2000-2012 –> 2013-2019 7.3509079 35682.76198
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2344 5.0891201 14293.851875 34.5323733 2000-2012 –> 2013-2019 9.2138896 38509.83783
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + phosphate_star 2344 4.5558378 13772.911312 35.4736376 2000-2012 –> 2013-2019 8.2946169 37148.42296
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2344 3.9533412 13109.926205 24.4569335 2000-2012 –> 2013-2019 7.3575214 35687.33304
Indo-Pacific (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate 3520 3.0715578 17901.508798 31.5756572 1982-1999 –> 2000-2012 6.0077830 41461.37008
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3520 2.9102326 17523.687769 29.0626549 1982-1999 –> 2000-2012 5.7545284 40785.46042
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3520 3.0170713 17777.504794 30.6141183 1982-1999 –> 2000-2012 5.8968935 41156.38222
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 3520 2.9090113 17522.732584 29.2208473 1982-1999 –> 2000-2012 5.7302195 40709.61558
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 3520 2.9339920 17582.929465 29.1937763 1982-1999 –> 2000-2012 5.7723239 40826.90016
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3520 3.1202129 18014.152053 29.4518972 1982-1999 –> 2000-2012 6.0220192 41464.77333
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 3520 2.8617081 17407.314891 30.1089756 1982-1999 –> 2000-2012 5.6400680 40449.81559
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3520 2.9765749 17682.371110 29.1717874 1982-1999 –> 2000-2012 5.8814608 41142.99924
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3520 3.0094328 17759.658618 29.1482995 1982-1999 –> 2000-2012 5.9385710 41298.72235
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3520 2.8774108 17443.838876 30.1555714 1982-1999 –> 2000-2012 5.6901545 40600.37457
Indo-Pacific (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate 1879 3.6407523 10200.422263 29.8114586 2000-2012 –> 2013-2019 6.7123101 28101.93106
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1879 3.3833236 9926.841406 30.8995074 2000-2012 –> 2013-2019 6.2935562 27450.52917
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1879 3.4636269 10014.995569 28.8274843 2000-2012 –> 2013-2019 6.4806982 27792.50036
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 1879 3.3755300 9920.174743 27.4337217 2000-2012 –> 2013-2019 6.2845413 27442.90733
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1879 3.4034307 9951.109100 27.0870623 2000-2012 –> 2013-2019 6.3374227 27534.03857
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1879 3.6579924 10220.175560 27.9920522 2000-2012 –> 2013-2019 6.7782053 28234.32761
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1879 3.3074238 9843.576259 29.1273995 2000-2012 –> 2013-2019 6.1691319 27250.89115
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1879 3.5104457 10065.453200 33.9845509 2000-2012 –> 2013-2019 6.4870206 27747.82431
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1879 3.5497395 10107.284381 33.8094442 2000-2012 –> 2013-2019 6.5591723 27866.94300
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1879 3.3526141 9892.575280 28.9794819 2000-2012 –> 2013-2019 6.2300248 27336.41416
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3170 1.8542474 12924.886641 13.2838580 1982-1999 –> 2000-2012 3.4799789 30094.38329
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3170 1.8834035 13023.800742 9.5549910 1982-1999 –> 2000-2012 3.5338959 30329.43049
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate_star 3170 1.9027986 13086.755512 12.4473296 1982-1999 –> 2000-2012 3.5535107 30391.58410
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 3170 1.9247016 13159.318110 14.1925496 1982-1999 –> 2000-2012 3.5760715 30467.73487
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 3170 1.8441338 12892.211626 10.8070096 1982-1999 –> 2000-2012 3.4702960 30066.09428
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 3170 1.8427988 12887.620256 10.5806054 1982-1999 –> 2000-2012 3.4662898 30046.69749
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3170 1.8808520 13015.205979 9.5198488 1982-1999 –> 2000-2012 3.5317875 30323.25341
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 3170 1.8800469 13014.491400 9.6798100 1982-1999 –> 2000-2012 3.5305329 30322.08642
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3170 1.8822945 13020.066462 9.5359358 1982-1999 –> 2000-2012 3.5327824 30325.67165
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3170 1.8817537 13018.244743 9.5293548 1982-1999 –> 2000-2012 3.5322649 30323.97696
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1683 2.1594104 7381.412454 13.7085041 2000-2012 –> 2013-2019 4.0136578 20306.29910
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1683 2.1483716 7364.161462 12.8217994 2000-2012 –> 2013-2019 4.0317751 20387.96220
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate_star 1683 2.2370458 7498.302788 13.7718692 2000-2012 –> 2013-2019 4.1398444 20585.05830
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1683 2.2955622 7585.218276 14.9967179 2000-2012 –> 2013-2019 4.2202638 20744.53639
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 1683 2.0902037 7273.769379 11.9731017 2000-2012 –> 2013-2019 3.9343375 20165.98100
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1683 2.0884149 7270.887475 11.9868971 2000-2012 –> 2013-2019 3.9312136 20158.50773
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1683 2.1449046 7358.725091 12.7298567 2000-2012 –> 2013-2019 4.0257566 20373.93107
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1683 2.1441647 7359.563742 12.6747027 2000-2012 –> 2013-2019 4.0242115 20374.05514
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1683 2.1461494 7360.678050 12.7660610 2000-2012 –> 2013-2019 4.0284439 20380.74451
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1683 2.1454909 7359.645130 12.7476542 2000-2012 –> 2013-2019 4.0272446 20377.88987
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1216 1.4268879 4329.424189 7.6562558 1982-1999 –> 2000-2012 2.7551730 10092.16905
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 1216 1.4372774 4349.068035 7.8866066 1982-1999 –> 2000-2012 2.7708828 10127.30805
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1216 1.4345728 4344.487308 7.8833555 1982-1999 –> 2000-2012 2.7632765 10110.29589
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1216 1.2257896 3959.977795 5.7133287 1982-1999 –> 2000-2012 2.4231295 9372.33983
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1216 1.4378247 4347.993960 7.9698577 1982-1999 –> 2000-2012 2.7722290 10126.25577
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1216 1.1484687 3803.519113 5.5653347 1982-1999 –> 2000-2012 2.2742935 9009.96521
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1216 1.4351721 4343.503102 7.9724211 1982-1999 –> 2000-2012 2.7646432 10109.26081
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1216 1.4365283 4345.800244 8.0082261 1982-1999 –> 2000-2012 2.7661797 10112.01580
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + phosphate_star 1216 1.4426877 4354.205488 6.9725516 1982-1999 –> 2000-2012 2.7872451 10156.05712
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1216 1.3124934 4126.189160 6.8457618 1982-1999 –> 2000-2012 2.5618830 9682.20926
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 691 1.6140386 2636.590993 13.0991822 2000-2012 –> 2013-2019 3.0409264 6966.01518
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 691 1.6225316 2645.844021 13.5033805 2000-2012 –> 2013-2019 3.0598090 6994.91206
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 691 1.6190176 2642.847677 13.5352788 2000-2012 –> 2013-2019 3.0535904 6987.33498
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 691 1.3286664 2367.703966 8.2042737 2000-2012 –> 2013-2019 2.5544561 6327.68176
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 691 1.6225803 2643.885495 13.5460766 2000-2012 –> 2013-2019 3.0604050 6991.87945
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 691 1.3067937 2346.763836 7.0585944 2000-2012 –> 2013-2019 2.4552624 6150.28295
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 691 1.6190756 2640.897202 13.5827675 2000-2012 –> 2013-2019 3.0542477 6984.40030
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 691 1.6200931 2641.765389 13.6362004 2000-2012 –> 2013-2019 3.0566214 6987.56563
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + phosphate_star 691 1.6225333 2641.845394 11.4420005 2000-2012 –> 2013-2019 3.0652209 6996.05088
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 691 1.5393786 2571.138596 10.1972442 2000-2012 –> 2013-2019 2.8518720 6697.32776
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 1797 1.3490701 6189.764454 9.3891373 1982-1999 –> 2000-2012 2.6103886 14561.61334
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 1797 1.3409885 6170.169849 9.5421192 1982-1999 –> 2000-2012 2.5713429 14418.20107
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1797 1.3393748 6165.842553 9.5368053 1982-1999 –> 2000-2012 2.5660933 14398.89228
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1797 1.2870458 6020.609331 8.7933519 1982-1999 –> 2000-2012 2.3725611 13632.63724
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1797 1.1268453 5544.867661 6.8163957 1982-1999 –> 2000-2012 2.0904038 12555.62250
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1797 1.3439865 6176.195927 9.9108314 1982-1999 –> 2000-2012 2.5793312 14442.71694
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 1797 1.3683349 6238.724158 9.2082326 1982-1999 –> 2000-2012 2.6475550 14679.91157
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1797 1.3578299 6213.025657 9.3961230 1982-1999 –> 2000-2012 2.6010968 14511.90502
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1797 1.3568501 6210.431440 9.3793503 1982-1999 –> 2000-2012 2.5976136 14499.10798
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate 1797 1.3586138 6213.100012 9.5968161 1982-1999 –> 2000-2012 2.6113541 14548.40456
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 987 1.5919784 3732.850266 10.5660006 2000-2012 –> 2013-2019 2.9687592 9995.68967
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 987 1.5581549 3690.458342 9.1488124 2000-2012 –> 2013-2019 2.9072250 9880.22280
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 987 1.5528338 3685.705589 9.4208801 2000-2012 –> 2013-2019 2.8938223 9855.87544
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 987 1.5512512 3683.692667 9.4419270 2000-2012 –> 2013-2019 2.8906260 9849.53522
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 987 1.4361554 3529.512839 8.9979380 2000-2012 –> 2013-2019 2.7232012 9550.12217
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 987 1.3133146 3355.006629 7.3269651 2000-2012 –> 2013-2019 2.4401599 8899.87429
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 987 1.5612446 3694.368783 10.2555977 2000-2012 –> 2013-2019 2.9052311 9870.56471
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 987 1.5967099 3738.708452 9.2834483 2000-2012 –> 2013-2019 2.9545397 9951.73411
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 987 1.5960835 3737.933923 9.2774322 2000-2012 –> 2013-2019 2.9529336 9948.36536
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate 987 1.5998621 3740.601717 9.8151321 2000-2012 –> 2013-2019 2.9584759 9953.70173
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1162 0.5801738 2046.363310 3.0668291 1982-1999 –> 2000-2012 1.1222674 4865.79437
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 1162 0.5797381 2046.617353 3.6834144 1982-1999 –> 2000-2012 1.1212733 4864.46412
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1162 0.5804121 2049.317669 3.6879879 1982-1999 –> 2000-2012 1.1230561 4874.27866
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 1162 0.5807005 2048.472523 3.1107181 1982-1999 –> 2000-2012 1.1238891 4874.92133
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1162 0.5749179 2027.213849 2.9262058 1982-1999 –> 2000-2012 1.1061869 4778.49345
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1162 0.5812399 2050.630181 3.1553323 1982-1999 –> 2000-2012 1.1253410 4882.91731
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1162 0.5908625 2088.789526 5.5306130 1982-1999 –> 2000-2012 1.1410992 4960.07722
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1162 0.5813748 2051.169436 3.1662919 1982-1999 –> 2000-2012 1.1257026 4884.90525
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1162 0.6491884 2307.570067 5.9480960 1982-1999 –> 2000-2012 1.2325632 5382.25582
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1162 0.5749226 2025.232979 2.9259808 1982-1999 –> 2000-2012 1.1074497 4782.73873
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 648 0.6508033 1296.250292 3.2831746 2000-2012 –> 2013-2019 1.2784388 3525.35426
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 648 0.6051146 1201.915076 2.6426945 2000-2012 –> 2013-2019 1.1852884 3248.27839
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 648 0.6057014 1205.171231 2.5988185 2000-2012 –> 2013-2019 1.1854395 3251.78858
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 648 0.6066007 1207.093914 2.5923068 2000-2012 –> 2013-2019 1.1870127 3256.41158
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 648 0.6059601 1203.724657 2.6446851 2000-2012 –> 2013-2019 1.1866607 3252.19718
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 648 0.5887663 1168.419405 2.7201223 2000-2012 –> 2013-2019 1.1636841 3195.63325
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 648 0.6068029 1205.525847 2.6420479 2000-2012 –> 2013-2019 1.1880428 3256.15603
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 648 0.6155835 1224.145078 3.9102434 2000-2012 –> 2013-2019 1.2064460 3312.93460
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 648 0.6069777 1205.899106 2.6420805 2000-2012 –> 2013-2019 1.1883525 3257.06854
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 648 0.5922331 1174.028301 2.7169734 2000-2012 –> 2013-2019 1.1671557 3199.26128
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1015 0.4479540 1264.223634 3.2315502 1982-1999 –> 2000-2012 0.8956604 3147.56882
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1015 0.4567175 1303.553975 2.4275171 1982-1999 –> 2000-2012 0.9128334 3243.43396
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 1015 0.4476467 1264.830871 3.1647043 1982-1999 –> 2000-2012 0.8951664 3148.90850
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1015 0.4482077 1267.373242 3.1714147 1982-1999 –> 2000-2012 0.8962295 3154.85732
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 1015 0.4568373 1304.086554 2.4288325 1982-1999 –> 2000-2012 0.9129949 3244.24376
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1015 0.4542785 1294.684324 2.4180424 1982-1999 –> 2000-2012 0.9081081 3221.29740
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1015 0.4570675 1305.109306 2.4292266 1982-1999 –> 2000-2012 0.9134348 3246.66276
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1015 0.4482714 1265.661533 3.0720258 1982-1999 –> 2000-2012 0.8963285 3151.38547
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1015 0.4571160 1305.324491 2.4294579 1982-1999 –> 2000-2012 0.9135298 3247.18817
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1015 0.4546336 1294.270504 2.4086220 1982-1999 –> 2000-2012 0.9095606 3226.22099
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 565 0.4495623 713.987205 2.3985008 2000-2012 –> 2013-2019 0.8975163 1978.21084
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 565 0.4757060 777.861154 2.6220126 2000-2012 –> 2013-2019 0.9324235 2081.41513
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 565 0.4492450 715.189368 2.4340514 2000-2012 –> 2013-2019 0.8968917 1980.02024
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 565 0.4499026 716.842192 2.4409361 2000-2012 –> 2013-2019 0.8981103 1984.21543
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 565 0.4757604 777.990361 2.6230255 2000-2012 –> 2013-2019 0.9325977 2082.07691
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 565 0.4745332 777.071782 2.6197171 2000-2012 –> 2013-2019 0.9288117 2071.75611
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 565 0.4759048 778.333277 2.6231400 2000-2012 –> 2013-2019 0.9329724 2083.44258
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 565 0.4572542 733.157771 2.4130138 2000-2012 –> 2013-2019 0.9055256 1998.81930
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 565 0.4759340 778.402535 2.6232713 2000-2012 –> 2013-2019 0.9330500 2083.72703
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 565 0.4756293 777.678976 2.6025948 2000-2012 –> 2013-2019 0.9302630 2071.94948
Indo-Pacific (28.1, Inf] cstar_tref ~ aou + nitrate + silicate + phosphate 9318 0.6840558 19378.956339 2.9720017 1982-1999 –> 2000-2012 1.3698057 46425.05494
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 9318 0.6734063 19088.544062 2.9542241 1982-1999 –> 2000-2012 1.3403712 45415.81542
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 9318 0.7764916 21742.998933 4.8420893 1982-1999 –> 2000-2012 1.5383986 51524.14490
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 9318 0.6584181 18671.072512 2.9010916 1982-1999 –> 2000-2012 1.3020132 44074.69383
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 9318 0.6595803 18703.939183 2.9337738 1982-1999 –> 2000-2012 1.3041520 44146.90969
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 9318 0.7771207 21758.092479 4.8370707 1982-1999 –> 2000-2012 1.5392513 51546.85223
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 9318 0.7739529 21683.971466 4.9061100 1982-1999 –> 2000-2012 1.5356708 51460.67513
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 9318 0.7483213 21054.337083 3.9784247 1982-1999 –> 2000-2012 1.4803001 49795.50941
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 9318 0.6707504 19014.899019 2.6708843 1982-1999 –> 2000-2012 1.3351478 45242.07298
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 9318 0.6753077 19141.090005 2.6646187 1982-1999 –> 2000-2012 1.3451269 45579.18684
Indo-Pacific (28.1, Inf] cstar_tref ~ aou + nitrate + silicate + phosphate 5093 0.6864904 10633.710588 3.0228513 2000-2012 –> 2013-2019 1.3705462 30012.66693
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5093 0.6746910 10459.111677 3.2180635 2000-2012 –> 2013-2019 1.3480973 29547.65574
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5093 0.7763424 11888.603170 4.2785787 2000-2012 –> 2013-2019 1.5528339 33631.60210
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 5093 0.6624133 10274.045002 3.2733771 2000-2012 –> 2013-2019 1.3208314 28945.11751
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 5093 0.6637355 10294.355861 3.3154593 2000-2012 –> 2013-2019 1.3233158 28998.29504
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 5093 0.7692293 11796.846452 4.3310811 2000-2012 –> 2013-2019 1.5431823 33480.81792
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5093 0.7520596 11564.912083 3.5332111 2000-2012 –> 2013-2019 1.5003809 32619.24917
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5093 0.6754440 10470.473840 3.0677698 2000-2012 –> 2013-2019 1.3461944 29485.37286
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5093 0.6800660 10539.937830 3.0769840 2000-2012 –> 2013-2019 1.3553737 29681.02783
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5093 0.7692867 11795.605640 4.3360410 2000-2012 –> 2013-2019 1.5437859 33490.72747
SO (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 103 0.7245120 239.916415 2.2788325 1982-1999 –> 2000-2012 1.7257852 620.33082
SO (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 103 0.7055448 234.451622 1.8539995 1982-1999 –> 2000-2012 1.6941305 611.57595
SO (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 103 0.7243159 241.860641 2.2260537 1982-1999 –> 2000-2012 1.7214064 623.19503
SO (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 103 0.7003038 234.915698 2.1163299 1982-1999 –> 2000-2012 1.6845459 612.90391
SO (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate 103 1.6164757 403.232479 7.3176436 1982-1999 –> 2000-2012 3.8201133 985.16687
SO (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 103 1.6007530 403.219017 6.5078087 1982-1999 –> 2000-2012 3.7987900 986.49685
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate 103 1.1367605 330.706942 5.6127535 1982-1999 –> 2000-2012 2.6833382 821.29258
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 103 1.0023937 304.793860 4.5747847 1982-1999 –> 2000-2012 2.3237890 754.78155
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 103 1.0724954 320.718880 3.9463762 1982-1999 –> 2000-2012 2.4560174 784.56019
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 103 0.9768158 301.469149 3.5663094 1982-1999 –> 2000-2012 2.1945946 732.38866
SO (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 47 0.8129948 127.919354 1.5062705 2000-2012 –> 2013-2019 1.5375069 367.83577
SO (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 47 0.8267719 129.498942 1.6112817 2000-2012 –> 2013-2019 1.5323167 363.95056
SO (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 47 0.7557931 123.061391 1.5376809 2000-2012 –> 2013-2019 1.4801090 364.92203
SO (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 47 0.7766527 125.620592 1.6121850 2000-2012 –> 2013-2019 1.4769565 360.53629
SO (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 47 1.9033099 207.878096 5.2988389 2000-2012 –> 2013-2019 3.5040629 611.09711
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate 47 1.2358303 165.284072 2.4366881 2000-2012 –> 2013-2019 2.3725908 495.99101
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 47 1.1019644 154.507098 2.3246978 2000-2012 –> 2013-2019 2.1043582 459.30096
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 47 1.1305081 158.910939 2.2653837 2000-2012 –> 2013-2019 2.2030035 479.62982
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 47 1.0381247 150.897318 2.2629736 2000-2012 –> 2013-2019 2.0149405 452.36647
SO (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate 47 1.9050172 205.962378 5.2606620 2000-2012 –> 2013-2019 3.5292304 610.17856
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 312 1.5653973 1179.056778 7.6021719 1982-1999 –> 2000-2012 3.3865735 2888.53051
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 312 1.4246064 1120.248469 7.0612044 1982-1999 –> 2000-2012 3.0792594 2749.17354
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 312 1.5530574 1176.118367 7.9296872 1982-1999 –> 2000-2012 3.3742239 2887.58758
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 312 1.4083536 1115.088585 7.4275774 1982-1999 –> 2000-2012 3.0615996 2745.29907
SO (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate 312 2.1027664 1361.208017 12.7472883 1982-1999 –> 2000-2012 4.7094870 3369.91446
SO (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 312 2.1022447 1363.053189 12.6408889 1982-1999 –> 2000-2012 4.6759113 3363.04007
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate 312 1.8701371 1288.048988 8.1019051 1982-1999 –> 2000-2012 3.9957009 3125.34850
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 312 1.6818786 1221.842332 7.4624349 1982-1999 –> 2000-2012 3.5967902 2971.47474
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 312 1.8507882 1283.559276 7.6415113 1982-1999 –> 2000-2012 3.9185836 3099.71340
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 312 1.6697360 1219.320939 7.1133689 1982-1999 –> 2000-2012 3.5488640 2955.10787
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 133 1.4077540 482.408460 5.8400306 2000-2012 –> 2013-2019 2.9731513 1661.46524
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 133 1.3294917 467.193563 4.9163860 2000-2012 –> 2013-2019 2.7540981 1587.44203
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 133 1.2942647 462.050420 7.1226134 2000-2012 –> 2013-2019 2.8473221 1638.16879
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 133 1.2241241 447.229644 6.1629627 2000-2012 –> 2013-2019 2.6324777 1562.31823
SO (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate 133 1.8054564 546.594019 4.7165632 2000-2012 –> 2013-2019 3.9082228 1907.80204
SO (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 133 1.7903073 546.352670 5.1760429 2000-2012 –> 2013-2019 3.8925520 1909.40586
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate 133 1.7962842 545.239228 4.9838478 2000-2012 –> 2013-2019 3.6664214 1833.28822
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 133 1.6548865 523.430475 4.9197792 2000-2012 –> 2013-2019 3.3367651 1745.27281
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 133 1.7962717 547.237372 4.9859140 2000-2012 –> 2013-2019 3.6470599 1830.79665
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 133 1.6547816 525.413617 4.9257339 2000-2012 –> 2013-2019 3.3245176 1744.73456
SO (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1061 2.5412538 5004.086994 12.3710724 1982-1999 –> 2000-2012 5.2757352 12365.47436
SO (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1061 2.4036775 4885.981292 12.8970219 1982-1999 –> 2000-2012 5.0261257 12120.61317
SO (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 1061 2.4961184 4968.059196 10.1248443 1982-1999 –> 2000-2012 5.1890466 12285.04930
SO (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1061 2.3529512 4842.720071 10.9468583 1982-1999 –> 2000-2012 4.9238106 12019.15180
SO (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1061 2.3650556 4851.608393 11.6713433 1982-1999 –> 2000-2012 4.8527893 11926.44971
SO (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1061 2.2880755 4783.390414 9.3213970 1982-1999 –> 2000-2012 4.7000755 11766.55673
SO (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate_star 1061 2.4677656 4939.818055 13.5857513 1982-1999 –> 2000-2012 5.1625431 12254.88820
SO (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1061 2.4672141 4941.343740 13.4599518 1982-1999 –> 2000-2012 5.1618710 12258.27828
SO (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 1061 2.3658852 4850.352635 11.7790894 1982-1999 –> 2000-2012 4.8536773 11923.26504
SO (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1061 2.3191394 4810.005845 10.6756905 1982-1999 –> 2000-2012 4.7542973 11820.12478
SO (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 550 2.6681211 2654.344369 16.4496882 2000-2012 –> 2013-2019 5.2093750 7658.43136
SO (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 550 2.5204682 2591.721526 17.3217904 2000-2012 –> 2013-2019 4.9241457 7477.70282
SO (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 550 2.6152029 2634.308225 13.7638583 2000-2012 –> 2013-2019 5.1113212 7602.36742
SO (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 550 2.4583886 2566.289099 14.5271929 2000-2012 –> 2013-2019 4.8113398 7409.00917
SO (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 550 2.3941154 2535.147577 15.5973947 2000-2012 –> 2013-2019 4.7591710 7386.75597
SO (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 550 2.2521270 2469.895006 11.5622287 2000-2012 –> 2013-2019 4.5402025 7253.28542
SO (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate_star 550 2.5663729 2609.575327 17.6995339 2000-2012 –> 2013-2019 5.0341385 7549.39338
SO (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 550 2.5605544 2609.078576 17.0705169 2000-2012 –> 2013-2019 5.0277685 7550.42232
SO (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 550 2.3957372 2533.892462 15.4998931 2000-2012 –> 2013-2019 4.7616224 7384.24510
SO (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 550 2.2748295 2478.928005 12.6508529 2000-2012 –> 2013-2019 4.5939689 7288.93385
SO (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2513 1.8994166 10369.999283 18.9144448 1982-1999 –> 2000-2012 3.7095329 24220.77780
SO (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 2513 1.8704493 10294.758933 14.4458270 1982-1999 –> 2000-2012 3.7134912 24271.48673
SO (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2513 1.7971333 10093.790095 14.8283535 1982-1999 –> 2000-2012 3.5616001 23770.93797
SO (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2513 1.7156657 9858.625769 16.4970589 1982-1999 –> 2000-2012 3.3035748 22808.83415
SO (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2513 1.6118710 9546.975590 12.9579746 1982-1999 –> 2000-2012 3.1585654 22318.35801
SO (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2513 1.8324114 10189.495572 14.0129707 1982-1999 –> 2000-2012 3.6402091 24031.46072
SO (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2513 1.8429961 10218.444068 13.8503965 1982-1999 –> 2000-2012 3.6584327 24089.40283
SO (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2513 1.8530732 10245.850210 18.9619811 1982-1999 –> 2000-2012 3.6704902 24124.30576
SO (27,27.25] cstar_tref ~ temp + aou + phosphate + phosphate_star 2513 1.7159114 9857.345457 16.6672621 1982-1999 –> 2000-2012 3.3256604 22899.48106
SO (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2513 1.6615541 9697.553575 16.3323879 1982-1999 –> 2000-2012 3.2687331 22730.70242
SO (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 1286 1.9749792 5415.904770 8.8892140 2000-2012 –> 2013-2019 3.8454285 15710.66370
SO (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1286 1.9133466 5334.361964 9.1327989 2000-2012 –> 2013-2019 3.7104799 15428.15206
SO (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1286 1.9259139 5349.200280 11.1221020 2000-2012 –> 2013-2019 3.6415796 15207.82605
SO (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1286 1.7553735 5112.727102 7.7602872 2000-2012 –> 2013-2019 3.3672445 14659.70269
SO (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1286 1.9306015 5355.452856 8.6195738 2000-2012 –> 2013-2019 3.7630129 15544.94843
SO (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1286 1.9702700 5407.764717 7.6020189 2000-2012 –> 2013-2019 3.8469426 15717.21821
SO (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1286 1.9414750 5369.898142 8.5165111 2000-2012 –> 2013-2019 3.7844711 15588.34221
SO (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1286 2.0262434 5479.813937 13.8567921 2000-2012 –> 2013-2019 3.8793165 15725.66415
SO (27,27.25] cstar_tref ~ temp + aou + phosphate + phosphate_star 1286 1.9277877 5349.701445 11.5137595 2000-2012 –> 2013-2019 3.6436991 15207.04690
SO (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1286 1.8504129 5246.341361 11.4263441 2000-2012 –> 2013-2019 3.5119670 14943.89494
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2731 1.6978471 10655.612152 9.7877238 1982-1999 –> 2000-2012 3.1218933 24154.34176
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2731 1.6653543 10550.069231 7.6152449 1982-1999 –> 2000-2012 3.0994883 24102.50297
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 2731 1.6634249 10545.737628 7.7602278 1982-1999 –> 2000-2012 3.0850010 24033.25918
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2731 1.6619933 10541.034809 7.7450245 1982-1999 –> 2000-2012 3.0787039 24002.47250
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2731 1.6887194 10628.169039 10.6094178 1982-1999 –> 2000-2012 3.1238256 24187.75864
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2731 1.6887194 10626.169048 10.6093166 1982-1999 –> 2000-2012 3.1260696 24195.64538
SO (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 2731 1.7013767 10664.955198 8.4847371 1982-1999 –> 2000-2012 3.1259557 24164.53055
SO (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2731 1.6712441 10569.352384 8.5441660 1982-1999 –> 2000-2012 3.0936672 24059.40561
SO (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2731 1.6825482 10606.172244 8.7665619 1982-1999 –> 2000-2012 3.1211793 24182.42563
SO (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate_star 2731 1.6834191 10606.998924 8.1155062 1982-1999 –> 2000-2012 3.1248601 24196.09752
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1453 1.8209928 5879.239046 8.3707548 2000-2012 –> 2013-2019 3.4863471 16429.30828
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 1453 1.8182117 5876.797488 8.6016131 2000-2012 –> 2013-2019 3.4816366 16422.53512
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1453 1.8185695 5877.369215 8.5799014 2000-2012 –> 2013-2019 3.4805628 16418.40402
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1453 1.8445959 5916.663537 8.9149588 2000-2012 –> 2013-2019 3.5363278 16552.56778
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1453 1.8445309 5918.561145 8.9141838 2000-2012 –> 2013-2019 3.5332503 16546.73018
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1453 1.8486094 5922.979657 8.8767744 2000-2012 –> 2013-2019 3.5373288 16549.14871
SO (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1453 1.8288053 5891.679728 8.8049381 2000-2012 –> 2013-2019 3.5000493 16461.03211
SO (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1453 1.8467306 5920.024690 8.8926590 2000-2012 –> 2013-2019 3.5356934 16546.98082
SO (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1453 1.8579397 5937.609949 9.5942504 2000-2012 –> 2013-2019 3.5446688 16557.33762
SO (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1453 1.8604040 5941.461796 9.5764858 2000-2012 –> 2013-2019 3.5429522 16547.63404
SO (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate_star 3391 1.4983094 12377.457211 8.4631334 1982-1999 –> 2000-2012 2.7575978 27383.27911
SO (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3391 1.4809706 12300.516692 8.2778025 1982-1999 –> 2000-2012 2.7401872 27307.82001
SO (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3391 1.5246146 12497.493024 7.6637040 1982-1999 –> 2000-2012 2.7908423 27555.26761
SO (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 3391 1.4899251 12341.399836 8.4595019 1982-1999 –> 2000-2012 2.7459402 27325.56271
SO (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 3391 1.4696833 12250.629390 7.8801660 1982-1999 –> 2000-2012 2.7235664 27221.34979
SO (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 3391 1.4780869 12289.298432 8.1406490 1982-1999 –> 2000-2012 2.7334014 27270.38946
SO (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3391 1.5164244 12460.962187 8.7912416 1982-1999 –> 2000-2012 2.7913896 27581.24624
SO (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate 3391 1.5314112 12525.659582 8.9583230 1982-1999 –> 2000-2012 2.7897750 27524.80452
SO (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3391 1.4745012 12270.825964 7.8315917 1982-1999 –> 2000-2012 2.7284591 27240.08812
SO (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3391 1.4865171 12325.869334 8.1453800 1982-1999 –> 2000-2012 2.7423144 27308.45606
SO (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1821 1.7424835 7202.218158 10.3871064 2000-2012 –> 2013-2019 3.2407928 19579.67537
SO (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 1821 1.7135136 7141.158593 9.9489584 2000-2012 –> 2013-2019 3.2205821 19558.14808
SO (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1821 1.6868639 7086.070776 9.6258302 2000-2012 –> 2013-2019 3.1875071 19476.08363
SO (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1821 1.6982942 7110.665996 9.9919662 2000-2012 –> 2013-2019 3.1792648 19411.18269
SO (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 1821 1.7084237 7132.324177 9.9997974 2000-2012 –> 2013-2019 3.1983488 19473.72401
SO (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 1821 1.6680802 7047.288657 9.6299646 2000-2012 –> 2013-2019 3.1377635 19297.91805
SO (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1821 1.6793674 7071.849535 9.8329277 2000-2012 –> 2013-2019 3.1574544 19361.14797
SO (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1821 1.7356996 7190.011322 10.1020176 2000-2012 –> 2013-2019 3.2521240 19650.97351
SO (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1821 1.6781121 7067.126028 9.6812670 2000-2012 –> 2013-2019 3.1526133 19337.95199
SO (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1821 1.6931774 7099.676485 9.9569404 2000-2012 –> 2013-2019 3.1796946 19425.54582
SO (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1415 1.4036591 4987.199418 11.2501595 1982-1999 –> 2000-2012 2.6328581 10866.53706
SO (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1415 1.3799763 4941.043737 10.6092986 1982-1999 –> 2000-2012 2.6003361 10796.32800
SO (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1415 1.4740467 5127.668440 13.4027185 1982-1999 –> 2000-2012 2.7633662 11181.39033
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 1415 1.4221268 5026.190477 11.3474457 1982-1999 –> 2000-2012 2.6814715 10994.99388
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 1415 1.2848288 4740.866131 8.7960084 1982-1999 –> 2000-2012 2.4880372 10547.05407
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1415 1.3046167 4784.119411 8.5884289 1982-1999 –> 2000-2012 2.5129509 10605.65367
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1415 1.4577478 5098.202260 12.9139862 1982-1999 –> 2000-2012 2.7299117 11105.56712
SO (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate 1415 1.5056329 5185.669743 13.4580336 1982-1999 –> 2000-2012 2.7650010 11152.54027
SO (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1415 1.2858209 4741.050481 8.8486818 1982-1999 –> 2000-2012 2.5080683 10601.91413
SO (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1415 1.3062806 4785.726335 8.6276320 1982-1999 –> 2000-2012 2.5318731 10656.45667
SO (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate_star 722 1.5404965 2684.906545 8.3689795 2000-2012 –> 2013-2019 2.9441556 7672.10596
SO (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 722 1.5764019 2718.176570 8.5554720 2000-2012 –> 2013-2019 3.0324771 7809.12992
SO (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 722 1.4875184 2636.372969 8.6484071 2000-2012 –> 2013-2019 2.8647146 7571.70967
SO (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 722 1.5043391 2652.609915 8.2718276 2000-2012 –> 2013-2019 2.8843154 7593.65365
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 722 1.5451324 2691.245552 8.3303789 2000-2012 –> 2013-2019 2.9672593 7717.43603
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 722 1.3842221 2534.446953 8.2646178 2000-2012 –> 2013-2019 2.6690509 7275.31308
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 722 1.4155760 2566.790005 8.5335626 2000-2012 –> 2013-2019 2.7201928 7350.90942
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 722 1.5864476 2731.349388 8.7949376 2000-2012 –> 2013-2019 3.0441955 7829.55165
SO (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 722 1.3874800 2535.841530 8.2864029 2000-2012 –> 2013-2019 2.6733008 7276.89201
SO (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 722 1.4200481 2569.344702 8.5861197 2000-2012 –> 2013-2019 2.7263287 7355.07104
SO (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1399 1.3661540 4857.164544 8.5867618 1982-1999 –> 2000-2012 2.7006066 11199.01016
SO (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1399 1.4396129 5003.709245 9.8030845 1982-1999 –> 2000-2012 2.8546010 11562.72636
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 1399 1.4557570 5034.911921 9.1853017 1982-1999 –> 2000-2012 2.8742039 11602.97673
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 1399 1.3523981 4830.848575 8.6869866 1982-1999 –> 2000-2012 2.6944226 11195.66321
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1399 1.3260264 4775.748645 8.5642886 1982-1999 –> 2000-2012 2.6449160 11076.11924
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1399 1.4232287 4971.682542 7.2306924 1982-1999 –> 2000-2012 2.7624199 11326.66498
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1399 1.4614937 5045.916298 9.9996442 1982-1999 –> 2000-2012 2.9026638 11672.88014
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1399 1.2836451 4684.861093 8.5215752 1982-1999 –> 2000-2012 2.5448741 10819.56053
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1399 1.4606176 5044.238481 10.1638248 1982-1999 –> 2000-2012 2.9062341 11682.61860
SO (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1399 1.3749012 4875.022475 8.3413237 1982-1999 –> 2000-2012 2.7887104 11430.95076
SO (27.85,27.95] cstar_tref ~ aou + nitrate + silicate + phosphate_star 709 1.5653688 2659.491061 8.8715048 2000-2012 –> 2013-2019 3.0679953 7781.06745
SO (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 709 1.5223861 2622.010296 7.8651764 2000-2012 –> 2013-2019 2.8885400 7479.17484
SO (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 709 1.6286558 2717.691477 10.1355952 2000-2012 –> 2013-2019 3.0682688 7721.40072
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 709 1.4944162 2597.715992 7.6098075 2000-2012 –> 2013-2019 2.8468143 7428.56457
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 709 1.4718952 2576.183923 7.4972945 2000-2012 –> 2013-2019 2.7979216 7351.93257
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 709 1.6432910 2730.376750 7.3480083 2000-2012 –> 2013-2019 3.0665196 7702.05929
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 709 1.4880087 2591.623013 9.0787780 2000-2012 –> 2013-2019 2.7716538 7276.48411
SO (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 709 1.4988460 2599.913046 7.7315387 2000-2012 –> 2013-2019 2.8737472 7474.93552
SO (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 709 1.5516698 2649.027105 9.0966674 2000-2012 –> 2013-2019 3.0542668 7772.54860
SO (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 709 1.5409988 2639.241700 8.7822837 2000-2012 –> 2013-2019 2.9762393 7634.43986
SO (27.95,28.05] cstar_tref ~ sal + aou + nitrate + phosphate_star 1786 1.6882407 6951.058360 9.4364874 1982-1999 –> 2000-2012 3.1710443 15980.28933
SO (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1786 1.5483054 6643.987624 7.5549297 1982-1999 –> 2000-2012 2.8861036 15163.34679
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1786 1.6725041 6919.606494 9.6428491 1982-1999 –> 2000-2012 3.1274560 15856.52174
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1786 1.6647526 6903.012964 9.5770286 1982-1999 –> 2000-2012 3.1134696 15818.56744
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 1786 1.6990417 6975.838398 9.7474991 1982-1999 –> 2000-2012 3.1580852 15926.72192
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 1786 1.4926713 6515.274893 5.9463482 1982-1999 –> 2000-2012 2.8050233 14941.11278
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1786 1.4719049 6465.231467 5.5467278 1982-1999 –> 2000-2012 2.7642890 14814.80651
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1786 1.5620816 6675.629386 9.1134438 1982-1999 –> 2000-2012 2.8752317 15102.49093
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1786 1.5465396 6641.911675 8.3764032 1982-1999 –> 2000-2012 2.8450920 15015.16971
SO (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1786 1.5486785 6644.848368 6.3101400 1982-1999 –> 2000-2012 2.9460217 15380.81316
SO (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 986 1.6648161 3817.304071 7.0125027 2000-2012 –> 2013-2019 3.2131214 10461.29170
SO (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 986 1.8071065 3979.032373 8.8048453 2000-2012 –> 2013-2019 3.5305658 11005.83989
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 986 1.8656115 4041.864065 9.1959578 2000-2012 –> 2013-2019 3.5303641 10944.87703
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 986 1.8234382 3996.774187 8.7780572 2000-2012 –> 2013-2019 3.5224799 10972.61259
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 986 1.6149200 3759.297680 5.6662621 2000-2012 –> 2013-2019 3.1075913 10274.57257
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 986 1.5938488 3733.397940 5.6119621 2000-2012 –> 2013-2019 3.0657536 10198.62941
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 986 1.6936583 3851.175591 8.4129789 2000-2012 –> 2013-2019 3.2557399 10526.80498
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 986 1.6280632 3775.281999 8.1157057 2000-2012 –> 2013-2019 3.1746028 10417.19367
SO (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 986 1.6158481 3758.430625 5.7396116 2000-2012 –> 2013-2019 3.1645266 10403.27899
SO (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 986 1.8181525 3991.049598 8.8030259 2000-2012 –> 2013-2019 3.5296461 10992.97082
SO (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1071 1.1155347 3287.559336 8.1328311 1982-1999 –> 2000-2012 2.1524995 7708.01563
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 1071 1.1790904 3404.246492 9.5766855 1982-1999 –> 2000-2012 2.2499090 7919.97838
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1071 1.1631968 3377.176851 8.5981172 1982-1999 –> 2000-2012 2.2237490 7865.73823
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1071 1.1591130 3369.643474 8.4810362 1982-1999 –> 2000-2012 2.2163228 7848.64662
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1071 1.1790146 3406.108738 9.6064219 1982-1999 –> 2000-2012 2.2492544 7922.20345
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 1071 1.1131777 3285.028840 7.3939525 1982-1999 –> 2000-2012 2.1574492 7728.74625
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1071 1.1012394 3261.932747 7.2590975 1982-1999 –> 2000-2012 2.1359154 7677.69812
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1071 1.0487379 3155.298539 9.0027805 1982-1999 –> 2000-2012 2.0069805 7336.68729
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1071 1.0473850 3154.533537 9.0409967 1982-1999 –> 2000-2012 2.0055492 7337.67458
SO (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1071 1.1144832 3285.539506 7.5033402 1982-1999 –> 2000-2012 2.1898033 7815.97380
SO (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 606 1.3483022 2095.955094 8.8409161 2000-2012 –> 2013-2019 2.4638369 5383.51443
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 606 1.3908513 2133.611660 9.4547628 2000-2012 –> 2013-2019 2.5540480 5510.78851
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 606 1.3860417 2129.413339 9.2538441 2000-2012 –> 2013-2019 2.5451547 5499.05681
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 606 1.3558112 2104.686232 8.3936639 2000-2012 –> 2013-2019 2.4689889 5389.71507
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 606 1.3417440 2092.045445 8.1522663 2000-2012 –> 2013-2019 2.4429833 5353.97819
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 606 1.2283070 1982.985334 10.1816140 2000-2012 –> 2013-2019 2.2770449 5138.28387
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 606 1.2282847 1984.963330 10.1968303 2000-2012 –> 2013-2019 2.2756697 5139.49687
SO (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate 606 1.3933931 2133.824624 9.0908959 2000-2012 –> 2013-2019 2.5732866 5539.52961
SO (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 606 1.3668633 2112.525961 7.8563544 2000-2012 –> 2013-2019 2.4813465 5398.06547
SO (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 606 1.3990301 2140.717936 10.6467308 2000-2012 –> 2013-2019 2.5796746 5549.78570
SO (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5309 1.1018498 16110.133861 6.1005720 1982-1999 –> 2000-2012 2.0809310 36696.92150
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 5309 1.0913601 16008.564990 6.2232166 1982-1999 –> 2000-2012 2.0610962 36454.19956
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 5309 1.0913284 16010.256332 6.2162708 1982-1999 –> 2000-2012 2.0579620 36410.72824
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 5309 1.0913161 16010.136574 6.2151315 1982-1999 –> 2000-2012 2.0580529 36412.17848
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 5309 1.1019797 16111.385624 6.0983454 1982-1999 –> 2000-2012 2.0811839 36700.02157
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 5309 1.1012492 16106.344648 6.1101131 1982-1999 –> 2000-2012 2.0799840 36689.92485
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5309 1.1018543 16110.177014 6.0992752 1982-1999 –> 2000-2012 2.0810102 36698.08779
SO (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5309 1.1117003 16204.636133 6.4255671 1982-1999 –> 2000-2012 2.0783382 36603.17319
SO (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5309 1.0936601 16030.918775 6.1836919 1982-1999 –> 2000-2012 2.0632634 36474.53691
SO (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5309 1.1019213 16110.822324 6.0983887 1982-1999 –> 2000-2012 2.0811392 36699.66564
SO (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2711 1.1833450 8620.252327 6.1959706 2000-2012 –> 2013-2019 2.2799954 24680.16292
SO (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2711 1.1918719 8659.181813 6.0524338 2000-2012 –> 2013-2019 2.2937217 24769.31567
SO (28.1, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate_star 2711 1.1852384 8626.920796 6.1789071 2000-2012 –> 2013-2019 2.2818902 24684.84494
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 2711 1.1826938 8617.267740 6.3100661 2000-2012 –> 2013-2019 2.2740539 24625.83273
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 2711 1.1819471 8615.843587 6.2717819 2000-2012 –> 2013-2019 2.2732755 24626.09992
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2711 1.1819169 8615.705040 6.2707898 2000-2012 –> 2013-2019 2.2732330 24625.84161
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2711 1.1918598 8661.126810 6.0499653 2000-2012 –> 2013-2019 2.2931091 24767.47146
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2711 1.1918665 8659.157262 6.0517786 2000-2012 –> 2013-2019 2.2937208 24769.33428
SO (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2711 1.1851997 8628.743754 6.1723116 2000-2012 –> 2013-2019 2.2788598 24659.66253
SO (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2711 1.1918732 8659.187802 6.0524883 2000-2012 –> 2013-2019 2.2937945 24770.01013
SO (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 395 0.4692853 537.291343 1.7413747 1982-1999 –> 2000-2012 0.9103638 1176.91460
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 395 0.4693919 539.470793 1.9407726 1982-1999 –> 2000-2012 0.8925910 1137.97601
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 395 0.4706648 541.610301 1.8829660 1982-1999 –> 2000-2012 0.8980374 1150.34086
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 395 0.4688350 536.532945 1.2066978 1982-1999 –> 2000-2012 0.8955957 1141.77071
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 395 0.4707828 539.808215 1.7513525 1982-1999 –> 2000-2012 0.9131138 1182.38618
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 395 0.4412700 490.663828 1.3656130 1982-1999 –> 2000-2012 0.8604524 1079.23170
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 395 0.4712779 540.638668 1.7559543 1982-1999 –> 2000-2012 0.9142886 1184.81639
SO (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 395 0.4715806 541.145957 1.7301802 1982-1999 –> 2000-2012 0.9157297 1187.99787
SO (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 395 0.4711414 540.409822 1.7546095 1982-1999 –> 2000-2012 0.9140250 1184.28863
SO (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate_star 395 0.4730902 541.670716 1.7670872 1982-1999 –> 2000-2012 0.9179636 1188.22055
SO (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 209 0.5007130 317.976471 2.3778112 2000-2012 –> 2013-2019 0.9699983 855.26781
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 209 0.5018064 318.888220 2.3321511 2000-2012 –> 2013-2019 0.9745360 861.95665
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 209 0.5015569 320.680370 2.2859623 2000-2012 –> 2013-2019 0.9709488 860.15116
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 209 0.5009084 320.139479 2.2427929 2000-2012 –> 2013-2019 0.9715732 861.74978
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 209 0.4863454 305.806779 1.9335059 2000-2012 –> 2013-2019 0.9551804 842.33972
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 209 0.5027540 319.676791 2.3840486 2000-2012 –> 2013-2019 0.9735367 859.48501
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 209 0.4627191 286.990868 2.0315187 2000-2012 –> 2013-2019 0.9039892 777.65470
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 209 0.5033151 320.143094 2.3845018 2000-2012 –> 2013-2019 0.9745931 860.78176
SO (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 209 0.5023380 319.330811 2.3540699 2000-2012 –> 2013-2019 0.9739187 860.47677
SO (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 209 0.5029754 319.860825 2.3841073 2000-2012 –> 2013-2019 0.9741168 860.27065
SO (28.15,28.2] cstar_tref ~ aou + nitrate + silicate + phosphate 385 0.3155578 216.454327 1.2600901 1982-1999 –> 2000-2012 0.5834520 328.39768
SO (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate 385 0.3117044 206.993628 1.2322278 1982-1999 –> 2000-2012 0.5914264 361.36375
SO (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 385 0.3116607 208.885694 1.2428849 1982-1999 –> 2000-2012 0.5744020 303.75654
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 385 0.2997298 178.829767 1.1844914 1982-1999 –> 2000-2012 0.5726440 311.00451
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 385 0.3041082 189.996563 1.2070713 1982-1999 –> 2000-2012 0.5788671 328.78641
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 385 0.2993993 179.980359 1.1641254 1982-1999 –> 2000-2012 0.5585413 263.30543
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 385 0.3026067 188.185217 1.1598089 1982-1999 –> 2000-2012 0.5677013 293.81241
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 385 0.2908445 157.658441 1.0402887 1982-1999 –> 2000-2012 0.5915367 387.01785
SO (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 385 0.3034368 188.294687 1.1829793 1982-1999 –> 2000-2012 0.5678847 289.52297
SO (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 385 0.3073698 198.210882 1.1858788 1982-1999 –> 2000-2012 0.5773798 319.87950
SO (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 183 0.3423788 141.038937 0.8031784 2000-2012 –> 2013-2019 0.6484427 335.97138
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 183 0.3431730 143.886991 0.7979044 2000-2012 –> 2013-2019 0.6425724 323.86735
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 183 0.3441971 144.977550 0.8079145 2000-2012 –> 2013-2019 0.6468038 333.16277
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 183 0.3300672 127.635476 0.8682035 2000-2012 –> 2013-2019 0.6258955 296.37676
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 183 0.3432703 141.990684 0.8041466 2000-2012 –> 2013-2019 0.6501228 338.90456
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 183 0.3212016 119.670270 0.7924252 2000-2012 –> 2013-2019 0.6120461 277.32871
SO (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 183 0.3436266 142.370373 0.8040651 2000-2012 –> 2013-2019 0.6508758 340.27911
SO (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 183 0.3452904 144.138318 0.8252053 2000-2012 –> 2013-2019 0.6487273 332.43300
SO (28.15,28.2] cstar_tref ~ temp + aou + phosphate + phosphate_star 183 0.3366745 132.889698 0.8481580 2000-2012 –> 2013-2019 0.6489057 341.18383
SO (28.15,28.2] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 183 0.3337812 131.730824 0.8025278 2000-2012 –> 2013-2019 0.6459444 341.85710
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate 1738 0.3676246 1465.821290 1.9880140 1982-1999 –> 2000-2012 0.6713754 2602.04187
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 1738 0.3665194 1455.355395 1.8883521 1982-1999 –> 2000-2012 0.6702525 2591.28860
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 1738 0.3672295 1462.083841 1.9673041 1982-1999 –> 2000-2012 0.6709769 2598.24970
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1738 0.3671591 1463.416988 1.9544198 1982-1999 –> 2000-2012 0.6708897 2601.30969
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1738 0.3664835 1457.015186 1.8977416 1982-1999 –> 2000-2012 0.6701959 2594.61023
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1738 0.3663351 1455.607377 1.8966280 1982-1999 –> 2000-2012 0.6700164 2592.69630
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1738 0.3664962 1457.135721 1.8975455 1982-1999 –> 2000-2012 0.6701832 2594.31746
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 1738 0.3665086 1457.253822 1.8900397 1982-1999 –> 2000-2012 0.6701913 2594.36525
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 1738 0.3663232 1457.494182 1.8992295 1982-1999 –> 2000-2012 0.6700023 2596.54863
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1738 0.3664758 1458.942746 1.8940384 1982-1999 –> 2000-2012 0.6701280 2597.55731
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate 1005 0.3942217 993.074370 2.5491225 2000-2012 –> 2013-2019 0.7618463 2458.89566
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 1005 0.3988626 1016.598547 2.4052531 2000-2012 –> 2013-2019 0.7653820 2471.95394
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 1005 0.3952080 998.096683 2.5161713 2000-2012 –> 2013-2019 0.7624375 2460.18052
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1005 0.3940476 994.186586 2.5711983 2000-2012 –> 2013-2019 0.7612067 2457.60357
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1005 0.3950006 999.041675 2.5557103 2000-2012 –> 2013-2019 0.7614841 2456.05686
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1005 0.3941705 994.813461 2.5692850 2000-2012 –> 2013-2019 0.7605056 2450.42084
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1005 0.3943988 995.977021 2.5700934 2000-2012 –> 2013-2019 0.7608950 2453.11274
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 1005 0.3947488 997.759814 2.5756848 2000-2012 –> 2013-2019 0.7612574 2455.01364
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate 1005 0.3940429 996.162670 2.5662535 2000-2012 –> 2013-2019 0.7603661 2453.65685
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1005 0.3943853 997.908535 2.5691594 2000-2012 –> 2013-2019 0.7608612 2456.85128

5.3.2 per fitting unit

lm_best %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2012 2.3779527 1200.9326
Atlantic (-Inf,26] 2000-2012 –> 2013-2019 2.2086273 717.6899
Atlantic (26,26.5] 1982-1999 –> 2000-2012 6.8565665 13554.9150
Atlantic (26,26.5] 2000-2012 –> 2013-2019 6.8202650 8510.0196
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 6.3377159 16438.2867
Atlantic (26.5,26.75] 2000-2012 –> 2013-2019 6.6187698 10509.8758
Atlantic (26.75,27] 1982-1999 –> 2000-2012 3.7857830 19824.9585
Atlantic (26.75,27] 2000-2012 –> 2013-2019 4.6346171 14507.7858
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.6013411 15757.8661
Atlantic (27,27.25] 2000-2012 –> 2013-2019 4.3489273 11735.4259
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 3.8528273 15864.6344
Atlantic (27.25,27.5] 2000-2012 –> 2013-2019 4.5874246 11235.4988
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 4.4807526 21629.2590
Atlantic (27.5,27.75] 2000-2012 –> 2013-2019 5.0006795 14810.9399
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 3.3130369 6498.0538
Atlantic (27.75,27.85] 2000-2012 –> 2013-2019 3.3604147 4215.2671
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 5.7803190 8254.3273
Atlantic (27.85,27.95] 2000-2012 –> 2013-2019 5.8746785 5538.4633
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 5.0975268 8066.2723
Atlantic (27.95,28.05] 2000-2012 –> 2013-2019 4.6783676 5123.2691
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 0.3211254 -1001.3301
Atlantic (28.05,28.1] 2000-2012 –> 2013-2019 0.4443834 -124.1327
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 0.2693256 -1546.7356
Atlantic (28.1,28.15] 2000-2012 –> 2013-2019 0.2720547 -911.8010
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 0.3331222 -2039.6114
Atlantic (28.15,28.2] 2000-2012 –> 2013-2019 0.3371129 -1461.5694
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 0.3395425 -1520.3235
Atlantic (28.2, Inf] 2000-2012 –> 2013-2019 0.3326637 -1227.0412
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 12.6099822 81474.2441
Indo-Pacific (-Inf,26] 2000-2012 –> 2013-2019 12.0079967 52193.2879
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 8.9037686 75696.0490
Indo-Pacific (26,26.5] 2000-2012 –> 2013-2019 9.1507483 48892.3147
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 7.7880822 56634.1434
Indo-Pacific (26.5,26.75] 2000-2012 –> 2013-2019 8.2462960 37245.1858
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 8.1091623 61587.6918
Indo-Pacific (26.75,27] 2000-2012 –> 2013-2019 9.1519077 41061.4902
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 7.1292565 53484.0264
Indo-Pacific (27,27.25] 2000-2012 –> 2013-2019 8.7452921 37828.9222
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 5.8334022 40989.6414
Indo-Pacific (27.25,27.5] 2000-2012 –> 2013-2019 6.4332083 27675.8307
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 3.5207410 30269.0913
Indo-Pacific (27.5,27.75] 2000-2012 –> 2013-2019 4.0376749 20385.4965
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 2.6638935 9889.7877
Indo-Pacific (27.75,27.85] 2000-2012 –> 2013-2019 2.9252412 6808.3451
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 2.5247741 14224.9013
Indo-Pacific (27.85,27.95] 2000-2012 –> 2013-2019 2.8594974 9775.5685
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 1.1328828 4915.0846
Indo-Pacific (27.95,28.05] 2000-2012 –> 2013-2019 1.1936521 3275.5084
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 0.9053846 3203.1767
Indo-Pacific (28.05,28.1] 2000-2012 –> 2013-2019 0.9188162 2041.5633
Indo-Pacific (28.1, Inf] 1982-1999 –> 2000-2012 1.4090238 47521.0915
Indo-Pacific (28.1, Inf] 2000-2012 –> 2013-2019 1.4204542 30989.2533
SO (26,26.5] 1982-1999 –> 2000-2012 2.4102511 753.2692
SO (26,26.5] 2000-2012 –> 2013-2019 2.1755075 456.5809
SO (26.5,26.75] 1982-1999 –> 2000-2012 3.7346993 3015.5190
SO (26.5,26.75] 2000-2012 –> 2013-2019 3.2982588 1742.0694
SO (26.75,27] 1982-1999 –> 2000-2012 4.9899972 12073.9851
SO (26.75,27] 2000-2012 –> 2013-2019 4.8773054 7456.0547
SO (27,27.25] 1982-1999 –> 2000-2012 3.5010290 23526.5747
SO (27,27.25] 2000-2012 –> 2013-2019 3.6994142 15373.3459
SO (27.25,27.5] 1982-1999 –> 2000-2012 3.1100644 24127.8440
SO (27.25,27.5] 2000-2012 –> 2013-2019 3.5178817 16503.1679
SO (27.5,27.75] 1982-1999 –> 2000-2012 2.7543473 27371.8264
SO (27.5,27.75] 2000-2012 –> 2013-2019 3.1906145 19457.2351
SO (27.75,27.85] 1982-1999 –> 2000-2012 2.6213874 10850.8435
SO (27.75,27.85] 2000-2012 –> 2013-2019 2.8525991 7545.1772
SO (27.85,27.95] 1982-1999 –> 2000-2012 2.7673652 11356.9171
SO (27.85,27.95] 2000-2012 –> 2013-2019 2.9411967 7562.2608
SO (27.95,28.05] 1982-1999 –> 2000-2012 2.9691816 15399.9840
SO (27.95,28.05] 2000-2012 –> 2013-2019 3.3094392 10619.8072
SO (28.05,28.1] 1982-1999 –> 2000-2012 2.1587432 7716.1362
SO (28.05,28.1] 2000-2012 –> 2013-2019 2.4662034 5390.2215
SO (28.1, Inf] 1982-1999 –> 2000-2012 2.0722961 36583.9438
SO (28.1, Inf] 2000-2012 –> 2013-2019 2.2835654 24697.8576
SO (28.1,28.15] 1982-1999 –> 2000-2012 0.9032161 1161.3944
SO (28.1,28.15] 2000-2012 –> 2013-2019 0.9642391 850.0134
SO (28.15,28.2] 1982-1999 –> 2000-2012 0.5763835 318.6847
SO (28.15,28.2] 2000-2012 –> 2013-2019 0.6420336 326.1365
SO (28.2, Inf] 1982-1999 –> 2000-2012 0.6704212 2596.2985
SO (28.2, Inf] 2000-2012 –> 2013-2019 0.7616242 2457.3746

5.4 Target variable coefficients

A data frame to map the target variable is prepared.

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

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

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

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

lm_best_target <- left_join(lm_best_target, lm_all_fitted_wide)

rm(eras_era, eras_forward, eras_backward,
   lm_all_fitted)

5.5 Plot selected model residuals

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

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

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

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

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

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

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

5.6 Cant coeffcients

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

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

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

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

5.7 Write files

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

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

6 Model diagnotics

6.1 Selection criterion vs predictors

The selection criterion (rmse) was plotted against the number of predictors (limited to 3 - 6).

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
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
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
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
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 --> 2000-2012
(-Inf,26] 10 4 7 7 10 6 8
(26,26.5] 10 6 5 5 10 7 9
(26.5,26.75] 9 3 8 6 9 10 7
(26.75,27] 9 3 8 7 8 10 7
(27,27.25] 9 4 8 5 10 9 7
(27.25,27.5] 10 10 4 3 6 6 10
(27.5,27.75] 6 4 4 10 10 5 10
(27.75,27.85] 8 3 7 8 9 9 9
(27.85,27.95] 10 4 8 7 6 9 8
(27.95,28.05] 8 10 4 6 5 6 10
(28.05,28.1] 8 6 6 8 5 10 8
(28.1,28.15] 10 6 6 6 8 8 9
(28.15,28.2] 10 10 3 4 10 6 6
(28.2, Inf] 10 10 4 4 10 6 5
total 127.00 83.00 82.00 86.00 116.00 107.00 113.00
Atlantic - 2000-2012 --> 2013-2019
(-Inf,26] 9 5 6 6 10 8 9
(26,26.5] 10 6 5 5 10 7 9
(26.5,26.75] 9 3 8 6 9 10 7
(26.75,27] 9 3 8 6 9 10 7
(27,27.25] 9 4 7 6 10 10 6
(27.25,27.5] 10 10 4 3 10 6 6
(27.5,27.75] 6 4 4 10 10 5 10
(27.75,27.85] 10 3 8 6 10 6 8
(27.85,27.95] 10 3 9 7 6 8 8
(27.95,28.05] 8 10 4 6 5 6 10
(28.05,28.1] 8 6 6 8 7 8 8
(28.1,28.15] 9 4 7 7 10 7 9
(28.15,28.2] 10 10 3 4 10 6 6
(28.2, Inf] 10 10 4 4 10 6 5
total 127.00 81.00 83.00 84.00 126.00 103.00 108.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 10 4 8 6 10 5 8
(26,26.5] 9 5 7 6 8 9 9
(26.5,26.75] 9 6 7 6 8 8 9
(26.75,27] 10 2 10 8 6 5 6
(27,27.25] 10 3 9 8 6 7 7
(27.25,27.5] 10 7 7 5 6 10 7
(27.5,27.75] 8 3 6 8 10 10 6
(27.75,27.85] 9 2 8 8 8 8 9
(27.85,27.95] 8 8 6 4 6 9 10
(27.95,28.05] 8 4 7 7 8 10 9
(28.05,28.1] 8 4 7 7 9 10 8
(28.1, Inf] 9 7 7 5 7 10 7
total 108.00 55.00 89.00 78.00 92.00 101.00 95.00
Indo-Pacific - 2000-2012 --> 2013-2019
(-Inf,26] 9 5 7 7 10 6 8
(26,26.5] 9 5 7 6 8 9 9
(26.5,26.75] 8 7 6 7 6 9 9
(26.75,27] 10 2 10 8 6 5 6
(27,27.25] 10 4 9 7 6 8 7
(27.25,27.5] 10 7 7 5 6 10 7
(27.5,27.75] 8 3 6 8 10 10 6
(27.75,27.85] 9 2 8 8 8 8 9
(27.85,27.95] 8 7 7 5 7 9 9
(27.95,28.05] 8 4 7 7 9 10 8
(28.05,28.1] 8 4 7 7 9 10 8
(28.1, Inf] 9 7 7 6 6 10 7
total 106.00 57.00 88.00 81.00 91.00 104.00 93.00
SO - 1982-1999 --> 2000-2012
(26,26.5] 8 10 6 4 6 5 10
(26.5,26.75] 8 10 6 4 6 5 10
(26.75,27] 10 6 6 8 6 5 10
(27,27.25] 9 4 6 9 7 7 10
(27.25,27.5] 7 8 2 8 8 8 10
(27.5,27.75] 9 10 2 6 6 9 8
(27.75,27.85] 10 8 4 6 6 10 7
(27.85,27.95] 9 5 6 6 10 9 8
(27.95,28.05] 9 8 5 6 10 6 8
(28.05,28.1] 9 8 5 5 10 6 9
(28.1, Inf] 7 5 6 6 10 10 9
(28.1,28.15] 7 3 6 8 10 9 9
(28.15,28.2] 10 9 7 4 7 7 7
(28.2, Inf] 10 10 4 4 10 6 5
total 122.00 104.00 71.00 84.00 112.00 102.00 120.00
SO - 2000-2012 --> 2013-2019
(26,26.5] 8 10 6 4 5 6 10
(26.5,26.75] 8 10 6 4 6 5 10
(26.75,27] 10 6 6 8 6 5 10
(27,27.25] 8 4 6 9 7 8 10
(27.25,27.5] 8 6 5 6 8 10 10
(27.5,27.75] 9 10 3 5 7 10 6
(27.75,27.85] 10 9 4 5 7 10 6
(27.85,27.95] 9 6 6 8 7 9 7
(27.95,28.05] 8 7 5 7 10 8 8
(28.05,28.1] 7 8 6 6 10 6 9
(28.1, Inf] 7 6 4 8 10 10 7
(28.1,28.15] 8 4 6 7 10 9 9
(28.15,28.2] 9 3 9 7 7 8 9
(28.2, Inf] 10 10 4 4 10 6 5
total 119.00 99.00 76.00 88.00 110.00 110.00 116.00

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
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
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