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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 predictor combinations with nitrate and phosphate
m_all <- lm_all %>%
  mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
  filter(!(
    str_detect(lm_coeff_filter, "nitrate") &
      str_detect(lm_coeff_filter, "phosphate")
  )) %>%
  select(-lm_coeff_filter)

# remove helper objects
rm(i_gamma_slab,
   i_era,
   i_basin,
   GLODAP_basin_era,
   GLODAP_basin_era_slab,
   lm_full)

3 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 112

4 Fit all models

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

  • cstar_tref

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

# loop across all basins, era, gamma slabs, and MLRs
# fit all MLR models
for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    # i_basin <- unique(GLODAP$basin)[1]
    # i_era   <- unique(GLODAP$era)[1]
    print(i_basin)
    print(i_era)
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin, era == i_era)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      for (i_predictors in unique(lm_all$predictors)) {
        # i_predictors <- unique(lm_all$predictors)[110]

        # 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()
        
        # fit model
        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,
            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
        }
        
        # # plot model diagnostics, if activated
        # if (params_local$plot_all_figures == "y") {
        #   p_model <- ggnostic(
        #     i_lm_fit,
        #     columnsY = c(params_local$MLR_target, ".fitted", ".resid"),
        #     title = paste(
        #       "| era:",
        #       i_era,
        #       "| basin:",
        #       i_basin,
        #       "| gamma slab:",
        #       i_gamma_slab,
        #       "| predictors:",
        #       i_predictors
        #     )
        #   )
        #   
        #   ggsave(
        #     plot = p_model,
        #     path = paste(path_version_figures, "eMLR_diagnostics/", sep = ""),
        #     filename = paste(
        #       "MLR_residuals",
        #       i_era,
        #       i_basin,
        #       i_gamma_slab,
        #       i_predictors,
        #       "predictors.png",
        #       sep = "_"
        #     ),
        #     width = 14,
        #     height = 8
        #   )
        #   
        #   rm(p_model)
        #   
        # }
        
      }
      
      
    }
  }
  
}

rm(i_lm_fit, coefficients, i_rmse,
   GLODAP_basin_era, GLODAP_basin_era_slab,
   i_lm,
   i_basin, i_era, i_gamma_slab, i_predictors,
   lm_all,
   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, 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, 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)
}


# print table
lm_best %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab model rmse aic resid_max eras rmse_sum aic_sum
Atlantic (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.0382074 474.233189 3.9442223 1982-1999 –> 2000-2012 2.3741051 1198.98666
Atlantic (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 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 1.0480832 477.224868 4.2990206 1982-1999 –> 2000-2012 2.3837757 1201.91446
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 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 1.0458289 476.544453 4.1992972 1982-1999 –> 2000-2012 2.3833703 1201.80949
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 1.0547002 477.213652 4.5473106 1982-1999 –> 2000-2012 2.3926132 1200.59424
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.0447877 476.229718 3.9913380 1982-1999 –> 2000-2012 2.3809752 1201.07344
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.0538228 478.950654 4.4968455 1982-1999 –> 2000-2012 2.3907671 1204.02994
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.0553928 479.421090 4.5407576 1982-1999 –> 2000-2012 2.3925975 1204.58138
Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.0478179 477.144864 4.2501782 1982-1999 –> 2000-2012 2.3861691 1202.66169
Atlantic (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.1326926 236.269209 2.8554764 2000-2012 –> 2013-2019 2.1709001 710.50240
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.1936365 243.815800 3.2379740 2000-2012 –> 2013-2019 2.2417197 721.04067
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 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 1.1377961 236.916568 2.7865695 2000-2012 –> 2013-2019 2.1836250 713.46102
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.2083604 245.581218 2.6912257 2000-2012 –> 2013-2019 2.2954998 734.36757
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.2718853 252.959191 3.5478791 2000-2012 –> 2013-2019 2.3166730 729.18891
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.1990801 244.471022 3.3796520 2000-2012 –> 2013-2019 2.2529029 723.42168
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.2012446 244.730723 3.4250804 2000-2012 –> 2013-2019 2.2566374 724.15181
Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.1396017 237.144894 2.7724595 2000-2012 –> 2013-2019 2.1874195 714.28976
Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.2024324 244.873045 3.4452953 2000-2012 –> 2013-2019 2.2595421 724.80780
Atlantic (26,26.5] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3.3014353 5449.655344 13.8699728 1982-1999 –> 2000-2012 6.5758747 13341.43307
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.5443539 5597.332405 13.4662233 1982-1999 –> 2000-2012 6.9995324 13651.58188
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate 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 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 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 3.3140799 5457.606621 14.9918101 1982-1999 –> 2000-2012 6.6603260 13414.98229
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 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_star 3.6046520 5632.420615 14.1850927 1982-1999 –> 2000-2012 7.1565388 13770.14714
Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3.3877034 5503.308800 14.7129373 1982-1999 –> 2000-2012 6.7862840 13507.61308
Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.6059532 5633.171340 14.2183254 1982-1999 –> 2000-2012 7.1620346 13774.46693
Atlantic (26,26.5] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3.2502635 2933.786246 10.6123488 2000-2012 –> 2013-2019 6.5516987 8383.44159
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.6054876 3050.368613 11.1243922 2000-2012 –> 2013-2019 7.1498416 8647.70102
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate 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 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 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 3.1825680 2910.128705 9.4627336 2000-2012 –> 2013-2019 6.4966480 8367.73533
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 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_star 3.6408932 3061.352359 10.4893496 2000-2012 –> 2013-2019 7.2455452 8693.77297
Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3.3141330 2955.659259 10.0509047 2000-2012 –> 2013-2019 6.7018364 8458.96806
Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.6406124 3061.265647 10.4898621 2000-2012 –> 2013-2019 7.2465656 8694.43699
Atlantic (26.5,26.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3.2603464 7088.099824 10.2391196 1982-1999 –> 2000-2012 6.3224590 16426.87200
Atlantic (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3.3727467 7178.291476 10.7243667 1982-1999 –> 2000-2012 6.4872186 16577.35466
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 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 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 3.2843587 7108.059025 10.5247223 1982-1999 –> 2000-2012 6.3355501 16433.70428
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 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_star 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 3.3168229 7134.812862 10.5593163 1982-1999 –> 2000-2012 6.4138058 16515.18682
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3.3173855 7135.274141 10.6552975 1982-1999 –> 2000-2012 6.4403549 16546.34778
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.2415884 7072.405398 10.0491820 1982-1999 –> 2000-2012 6.2239552 16314.22857
Atlantic (26.5,26.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3.3400888 3405.417216 9.3183117 2000-2012 –> 2013-2019 6.6004352 10493.51704
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 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 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 3.3363780 3403.981011 10.7144118 2000-2012 –> 2013-2019 6.6207366 10512.04004
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 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_star 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 3.3631670 3414.313520 10.9361612 2000-2012 –> 2013-2019 6.6799899 10549.12638
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3.3857266 3422.951130 9.4423756 2000-2012 –> 2013-2019 6.7031120 10558.22527
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.4054258 3430.446600 9.5018855 2000-2012 –> 2013-2019 6.7489373 10587.05814
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.3285183 3400.933773 11.1260032 2000-2012 –> 2013-2019 6.5701066 10473.33917
Atlantic (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2.0990032 9234.591817 13.5122960 1982-1999 –> 2000-2012 3.7585198 19750.07750
Atlantic (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 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 2.1125902 9262.129853 17.8906979 1982-1999 –> 2000-2012 3.9530109 20341.92901
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 2.1205644 9276.209665 17.9450752 1982-1999 –> 2000-2012 3.9632502 20360.71696
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.0150942 9060.471809 14.1929877 1982-1999 –> 2000-2012 3.6685116 19555.87536
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 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_star 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 2.1803807 9396.933582 25.8356758 1982-1999 –> 2000-2012 3.9559413 20281.05402
Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2.1928956 9421.360926 13.8717192 1982-1999 –> 2000-2012 3.9739508 20322.33320
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.1557967 9348.538081 19.2601021 1982-1999 –> 2000-2012 3.6479228 19284.13041
Atlantic (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2.6205896 5355.201517 22.4716895 2000-2012 –> 2013-2019 4.7195928 14589.79333
Atlantic (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2.7579341 5467.728563 27.8630855 2000-2012 –> 2013-2019 4.9188259 14824.34198
Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2.5597055 5302.498508 21.7869741 2000-2012 –> 2013-2019 4.6722956 14564.62836
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 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 2.5950428 5333.238180 25.4741707 2000-2012 –> 2013-2019 4.6101370 14393.70999
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 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_star 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 2.6552629 5384.671078 25.1149369 2000-2012 –> 2013-2019 4.8356436 14781.60466
Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2.7383221 5453.728516 22.8257563 2000-2012 –> 2013-2019 4.9312178 14875.08944
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.3110503 5073.388314 22.0043753 2000-2012 –> 2013-2019 4.4668470 14421.92640
Atlantic (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2.0632100 7373.754084 14.5993291 1982-1999 –> 2000-2012 3.8657444 16396.23519
Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2.1489711 7513.607741 14.6698600 1982-1999 –> 2000-2012 3.8118487 16174.31935
Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1.9308058 7145.992071 12.0328230 1982-1999 –> 2000-2012 3.5982961 15819.13052
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 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 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 2.1507173 7516.397017 14.4271650 1982-1999 –> 2000-2012 3.7975325 16133.56594
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.1714157 7549.287629 13.7695546 1982-1999 –> 2000-2012 3.8356300 16213.60408
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 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_star 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 2.0406890 7336.064154 8.5013493 1982-1999 –> 2000-2012 3.6834472 15942.16805
Atlantic (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2.5480157 4637.753756 19.7650744 2000-2012 –> 2013-2019 4.6112257 12011.50784
Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 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 2.3112528 4446.214261 10.6624255 2000-2012 –> 2013-2019 4.4358419 11920.63745
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 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 2.4198641 4536.404447 14.2305742 2000-2012 –> 2013-2019 4.4271125 11815.72975
Atlantic (27,27.25] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2.4101764 4528.525968 12.9297873 2000-2012 –> 2013-2019 4.6700084 12214.86844
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.4169001 4533.997303 19.5575522 2000-2012 –> 2013-2019 4.5569673 12033.34729
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 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_star 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 2.4360162 4549.470195 14.3742943 2000-2012 –> 2013-2019 4.4767052 11885.53435
Atlantic (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2.3515738 7386.383601 21.8789131 1982-1999 –> 2000-2012 4.0787090 16240.76479
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2.0422350 6929.132028 17.7012871 1982-1999 –> 2000-2012 3.6777809 15538.42841
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 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 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 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 2.0187330 6891.606684 14.5715494 1982-1999 –> 2000-2012 3.6660378 15533.12636
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2.0156417 6886.638441 10.2866182 1982-1999 –> 2000-2012 3.7082128 15650.09077
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 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 2.3121875 7331.623813 16.5099918 1982-1999 –> 2000-2012 4.0506846 16215.49782
Atlantic (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2.3464706 7379.340468 13.7613741 1982-1999 –> 2000-2012 4.1649109 16465.43622
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + phosphate 2.5308676 4256.281282 17.2122940 2000-2012 –> 2013-2019 4.7057644 11387.45313
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2.4938767 4231.660695 19.3169851 2000-2012 –> 2013-2019 4.5361117 11160.79272
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 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 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 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 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 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 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 2.4753224 4218.159019 17.7494577 2000-2012 –> 2013-2019 4.4940554 11109.76570
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2.4610657 4207.715646 14.4768702 2000-2012 –> 2013-2019 4.4767074 11094.35409
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.3438113 9455.640843 16.4643796 1982-1999 –> 2000-2012 4.4760312 21616.64318
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 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 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_star 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 + phosphate_star 2.3052407 9386.646061 15.8108488 1982-1999 –> 2000-2012 4.3789083 21392.21858
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 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 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 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 2.3546463 9474.818186 17.1405940 1982-1999 –> 2000-2012 4.4968909 21662.00303
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 2.3591982 9480.848567 17.4947698 1982-1999 –> 2000-2012 4.5324744 21746.31173
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.6812111 5377.611903 18.6365378 2000-2012 –> 2013-2019 5.0250224 14833.25275
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 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 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_star 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 + phosphate_star 2.6968996 5390.622172 18.4295526 2000-2012 –> 2013-2019 5.0021403 14777.26823
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 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 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 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 2.6715610 5369.571260 20.0496977 2000-2012 –> 2013-2019 5.0262072 14844.38945
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 2.7266246 5413.066640 21.3221643 2000-2012 –> 2013-2019 5.0858228 14893.91521
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.6343456 2772.301368 13.0724525 1982-1999 –> 2000-2012 3.3469616 6535.83778
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.6354065 2771.238381 13.3517370 1982-1999 –> 2000-2012 3.3492292 6534.12439
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 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 + phosphate 1.6424981 2779.486458 13.1226615 1982-1999 –> 2000-2012 3.3640152 6552.95525
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 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 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_star 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 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 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 1.6657015 2799.743000 14.2357594 1982-1999 –> 2000-2012 3.3491948 6530.41802
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.7432516 1451.574773 12.1131925 2000-2012 –> 2013-2019 3.3775972 4223.87614
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + phosphate_star 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 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 1.7508831 1454.754831 12.2368816 2000-2012 –> 2013-2019 3.3933812 4234.24129
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 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 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 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_star 1.7547046 1456.342042 14.1928028 2000-2012 –> 2013-2019 3.4065011 4243.98012
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.7565920 1457.124669 14.3667633 2000-2012 –> 2013-2019 3.4110357 4247.07507
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.7566379 1457.143707 14.2159376 2000-2012 –> 2013-2019 3.4101726 4246.30049
Atlantic (27.85,27.95] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2.8292230 3427.009605 20.4255430 1982-1999 –> 2000-2012 5.7571749 8238.00669
Atlantic (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 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 2.7709000 3398.097680 20.1418519 1982-1999 –> 2000-2012 5.7244719 8225.85675
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 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 2.8772505 3450.373867 20.1802195 1982-1999 –> 2000-2012 5.8300293 8277.61627
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2.7870016 3406.139950 20.7030323 1982-1999 –> 2000-2012 5.8787251 8321.85171
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 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 2.9086574 3465.442604 21.2167232 1982-1999 –> 2000-2012 5.8434073 8280.90157
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + phosphate + phosphate_star 2.7871773 3404.227455 20.7413865 1982-1999 –> 2000-2012 5.8806820 8319.04731
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.6878487 3355.859387 20.1028452 1982-1999 –> 2000-2012 5.6412180 8183.48649
Atlantic (27.85,27.95] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3.0327524 2112.579584 17.4205971 2000-2012 –> 2013-2019 5.8619754 5539.58919
Atlantic (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 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 3.0317519 2112.305705 17.9822303 2000-2012 –> 2013-2019 5.8026519 5510.40338
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 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 3.0407759 2114.772546 18.0277960 2000-2012 –> 2013-2019 5.9180264 5565.14641
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3.1852979 2153.312015 18.9443805 2000-2012 –> 2013-2019 5.9722995 5559.45197
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3.0746253 2123.960910 17.6294469 2000-2012 –> 2013-2019 5.9844844 5589.97684
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.1182188 2135.646393 18.1103786 2000-2012 –> 2013-2019 6.0268762 5601.08900
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + phosphate + phosphate_star 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 3.0207158 2109.278858 17.8578045 2000-2012 –> 2013-2019 5.7085645 5465.13824
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2.6236859 3460.568020 13.9954588 1982-1999 –> 2000-2012 4.9291168 7951.42145
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 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 2.5491702 3418.905511 13.4535702 1982-1999 –> 2000-2012 4.8234934 7882.77886
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2.5630922 3426.781166 13.5637639 1982-1999 –> 2000-2012 4.8472100 7899.18909
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2.4844583 3381.724146 12.6800624 1982-1999 –> 2000-2012 4.7616370 7848.08945
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate_star 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 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 2.5849087 3439.037153 13.5046374 1982-1999 –> 2000-2012 4.8323074 7879.25904
Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2.6355853 3465.111373 14.2708620 1982-1999 –> 2000-2012 4.9203983 7936.12367
Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2.6146774 3455.594586 15.0371265 1982-1999 –> 2000-2012 4.8850580 7916.02226
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.9873717 1639.640185 15.7365027 2000-2012 –> 2013-2019 4.6110576 5100.20820
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 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 1.9389059 1620.580164 15.2656653 2000-2012 –> 2013-2019 4.4880762 5039.48568
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.9510978 1625.419322 15.2772303 2000-2012 –> 2013-2019 4.5141900 5052.20049
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1.9421109 1621.855231 14.3765572 2000-2012 –> 2013-2019 4.4265693 5003.57938
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate_star 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 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 1.9183328 1612.344955 15.4301667 2000-2012 –> 2013-2019 4.5032416 5051.38211
Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1.9514658 1623.564895 15.4815166 2000-2012 –> 2013-2019 4.5870511 5088.67627
Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.9374096 1619.984160 16.1697987 2000-2012 –> 2013-2019 4.5520870 5075.57875
Atlantic (28.05,28.1] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 0.2006132 -149.446120 1.1479509 1982-1999 –> 2000-2012 0.3133988 -1046.85904
Atlantic (28.05,28.1] cstar_tref ~ aou + silicate + phosphate + phosphate_star 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 0.2109412 -105.670821 1.4763185 1982-1999 –> 2000-2012 0.3259563 -979.71285
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.2175423 -78.801383 1.4425099 1982-1999 –> 2000-2012 0.3337872 -940.14322
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 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 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 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 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 + phosphate_star 0.2012900 -146.509068 1.1821042 1982-1999 –> 2000-2012 0.3161426 -1022.23922
Atlantic (28.05,28.1] cstar_tref ~ temp + nitrate + silicate + phosphate_star 0.2117907 -104.166355 1.3461511 1982-1999 –> 2000-2012 0.3300322 -947.17451
Atlantic (28.05,28.1] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 0.2429532 15.855895 1.1894545 2000-2012 –> 2013-2019 0.4435664 -133.59023
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.2481984 25.638624 0.9759252 2000-2012 –> 2013-2019 0.4567636 -89.91016
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + phosphate_star 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 0.2472173 23.824553 1.0717180 2000-2012 –> 2013-2019 0.4581585 -81.84627
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.2362004 2.945556 1.0819569 2000-2012 –> 2013-2019 0.4378010 -142.21867
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 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 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 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 + phosphate_star 0.2403679 10.956025 1.0657336 2000-2012 –> 2013-2019 0.4416579 -135.55304
Atlantic (28.05,28.1] cstar_tref ~ temp + nitrate + silicate + phosphate_star 0.2498995 26.766960 1.1561502 2000-2012 –> 2013-2019 0.4616902 -77.39940
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.1353657 -614.464971 1.1858175 1982-1999 –> 2000-2012 0.2600139 -1627.28743
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 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 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 0.1388360 -587.075895 1.2255421 1982-1999 –> 2000-2012 0.2653542 -1576.84707
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.1413974 -567.296224 1.1077546 1982-1999 –> 2000-2012 0.2772035 -1447.40398
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.1393352 -583.193066 1.2262004 1982-1999 –> 2000-2012 0.2664283 -1565.94467
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 0.1499689 -503.616665 1.3879904 1982-1999 –> 2000-2012 0.2781759 -1472.86093
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 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 0.1549911 -467.975657 1.5279244 1982-1999 –> 2000-2012 0.2748469 -1541.48871
Atlantic (28.1,28.15] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 0.1540499 -474.566566 1.5195644 1982-1999 –> 2000-2012 0.2741208 -1545.30295
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.1316401 -336.637307 0.5482708 2000-2012 –> 2013-2019 0.2670058 -951.10228
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + phosphate + phosphate_star 0.1409161 -299.415706 0.6463000 2000-2012 –> 2013-2019 0.2889791 -818.87080
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 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 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 0.1350440 -321.932262 0.5302770 2000-2012 –> 2013-2019 0.2738801 -909.00816
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 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 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_star 0.1322538 -333.958174 0.4590119 2000-2012 –> 2013-2019 0.2751500 -889.84566
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.1355135 -319.933385 0.5293923 2000-2012 –> 2013-2019 0.2748487 -903.12645
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 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 + phosphate_star 0.1508935 -1076.880695 1.0079796 1982-1999 –> 2000-2012 0.3545783 -1659.87458
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate 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 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 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 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 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 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 0.1372783 -1295.322840 0.8080558 1982-1999 –> 2000-2012 0.3178075 -2296.59800
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.1511497 -1072.962045 1.0127780 1982-1999 –> 2000-2012 0.3551664 -1650.31181
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 0.1498708 -1092.589893 0.9189345 1982-1999 –> 2000-2012 0.3532157 -1681.37210
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.2000259 -228.150626 1.4704305 2000-2012 –> 2013-2019 0.3509193 -1305.03132
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate_star 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 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 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 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 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 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 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 0.1898163 -294.790951 1.4151881 2000-2012 –> 2013-2019 0.3270946 -1590.11379
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.1998150 -229.492673 1.4578085 2000-2012 –> 2013-2019 0.3509646 -1302.45472
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate 0.1456799 -957.143292 0.7797327 1982-1999 –> 2000-2012 0.3280496 -1645.87491
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.1447189 -967.785503 0.7975895 1982-1999 –> 2000-2012 0.3176624 -1786.02561
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.1541931 -848.667554 0.7135736 1982-1999 –> 2000-2012 0.3663878 -1162.05962
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 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 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 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 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 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 0.1698189 -662.301029 0.9333870 1982-1999 –> 2000-2012 0.4014157 -756.88416
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.1433905 -985.398699 0.7708016 1982-1999 –> 2000-2012 0.3130465 -1851.19612
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate 0.1817267 -304.089248 1.4200537 2000-2012 –> 2013-2019 0.3274066 -1261.23254
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.1695420 -378.710337 1.3795794 2000-2012 –> 2013-2019 0.3142609 -1346.49584
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.2005924 -195.046213 1.3544749 2000-2012 –> 2013-2019 0.3547854 -1043.71377
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 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 0.1875683 -267.159764 0.8704042 2000-2012 –> 2013-2019 0.3303078 -1261.24944
Atlantic (28.2, Inf] cstar_tref ~ sal + nitrate + phosphate + phosphate_star 0.1756256 -341.790197 1.3611522 2000-2012 –> 2013-2019 0.3897120 -563.64534
Atlantic (28.2, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 0.1636030 -418.076640 0.9738777 2000-2012 –> 2013-2019 0.3770046 -644.05091
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate 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 0.1734652 -353.454838 1.4208576 2000-2012 –> 2013-2019 0.3190448 -1309.91448
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.1681385 -387.887761 1.3633060 2000-2012 –> 2013-2019 0.3115289 -1373.28646
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5.9081446 33807.179508 33.2613315 1982-1999 –> 2000-2012 12.1263367 80511.15936
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 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 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 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 6.0656694 34085.466406 34.0216497 1982-1999 –> 2000-2012 12.4297634 81123.00357
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 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 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 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_star 6.3788089 34617.825136 29.9652791 1982-1999 –> 2000-2012 13.0199305 82268.16435
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6.0863610 34121.482682 34.0206949 1982-1999 –> 2000-2012 12.4724749 81208.69571
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5.6389160 17740.789029 27.6780849 2000-2012 –> 2013-2019 11.5470606 51547.96854
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 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 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 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 5.7807890 17880.685167 29.0371659 2000-2012 –> 2013-2019 11.8464584 51966.15157
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 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 5.9886169 18079.538454 24.9064180 2000-2012 –> 2013-2019 12.3046177 52592.71234
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5.7929873 17892.552704 28.6088411 2000-2012 –> 2013-2019 11.8793483 52014.03539
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate_star 5.9306722 18022.798430 27.5422716 2000-2012 –> 2013-2019 12.3141336 52646.33446
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5.9267104 18021.036226 27.3595754 2000-2012 –> 2013-2019 12.3070268 52641.36034
Indo-Pacific (26,26.5] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4.7361511 32301.517241 48.2079990 1982-1999 –> 2000-2012 9.1922817 76573.14555
Indo-Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 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 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 + phosphate_star 4.8732312 32611.265022 52.4461006 1982-1999 –> 2000-2012 9.3203292 76852.06778
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 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_star 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 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 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 4.7468521 32326.017769 49.2620011 1982-1999 –> 2000-2012 9.1449428 76398.47442
Indo-Pacific (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4.7562153 32347.410263 51.4538473 1982-1999 –> 2000-2012 9.1587692 76435.27599
Indo-Pacific (26,26.5] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4.5884877 16939.196860 50.8485038 2000-2012 –> 2013-2019 9.3246388 49240.71410
Indo-Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 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 4.7279951 17111.473567 54.1007340 2000-2012 –> 2013-2019 9.5546775 49618.54433
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 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_star 4.6511214 17017.181667 36.5566719 2000-2012 –> 2013-2019 9.3213715 49166.58265
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4.6963542 17072.850363 36.9246091 2000-2012 –> 2013-2019 9.6138764 49782.33597
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 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 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 4.5772124 16925.045030 45.7195416 2000-2012 –> 2013-2019 9.3240644 49251.06280
Indo-Pacific (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4.5840145 16933.586615 45.2479329 2000-2012 –> 2013-2019 9.3402297 49280.99688
Indo-Pacific (26.5,26.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3.8858765 23717.939264 28.3648222 1982-1999 –> 2000-2012 7.7484600 56576.31722
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3.9136255 23778.692422 27.3175152 1982-1999 –> 2000-2012 7.6881689 56363.70847
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 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 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 4.0277581 24024.123399 29.4590488 1982-1999 –> 2000-2012 7.9101660 56943.19587
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4.0263764 24021.194080 29.2027471 1982-1999 –> 2000-2012 7.9109388 56946.84375
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 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 + phosphate + phosphate_star 3.9693062 23899.309856 27.6335150 1982-1999 –> 2000-2012 7.8796103 56903.26636
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 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 3.9458514 23848.708841 23.7921959 1982-1999 –> 2000-2012 7.8106187 56713.78794
Indo-Pacific (26.5,26.75] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4.3363937 13426.042397 32.4203004 2000-2012 –> 2013-2019 8.3328033 37381.45376
Indo-Pacific (26.5,26.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4.2164585 13297.677654 31.7627484 2000-2012 –> 2013-2019 8.1023350 37015.61692
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4.2667526 13352.791177 31.7407729 2000-2012 –> 2013-2019 8.1803781 37131.48360
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 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 4.3135418 13403.483643 32.8581106 2000-2012 –> 2013-2019 8.2813750 37299.62451
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 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 + phosphate + phosphate_star 4.3214107 13411.954969 31.1251032 2000-2012 –> 2013-2019 8.2907169 37311.26483
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4.2750573 13361.829084 32.2056368 2000-2012 –> 2013-2019 8.2292034 37228.46710
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 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 + phosphate_star 4.3351224 13426.679529 32.0750065 2000-2012 –> 2013-2019 8.3633433 37451.78408
Indo-Pacific (26.75,27] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4.4772496 26606.173252 20.6620515 1982-1999 –> 2000-2012 8.3929661 62414.03318
Indo-Pacific (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4.4572569 26567.384449 20.0653189 1982-1999 –> 2000-2012 8.3602228 62335.30734
Indo-Pacific (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.5583246 26769.734921 19.0779671 1982-1999 –> 2000-2012 8.5369273 62782.45338
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4.3270327 26297.140569 22.5527415 1982-1999 –> 2000-2012 7.9936236 61261.76699
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + phosphate + phosphate_star 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 4.3862266 26420.975208 21.0605286 1982-1999 –> 2000-2012 8.0872756 61505.87489
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.1556325 25928.776454 23.0206730 1982-1999 –> 2000-2012 7.6982624 60451.17863
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4.1407638 25896.108579 23.0713243 1982-1999 –> 2000-2012 7.7149013 60532.36182
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 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 4.1362281 25886.119686 21.9180570 1982-1999 –> 2000-2012 7.7019358 60492.01106
Indo-Pacific (26.75,27] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4.8703984 14782.402275 20.6175531 2000-2012 –> 2013-2019 9.3476481 41388.57553
Indo-Pacific (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4.8523738 14766.160317 20.0670861 2000-2012 –> 2013-2019 9.3096308 41333.54477
Indo-Pacific (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.9804504 14892.337648 18.4452760 2000-2012 –> 2013-2019 9.5387750 41662.07257
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4.7134199 14623.213190 21.4310274 2000-2012 –> 2013-2019 9.0404526 40920.35376
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + phosphate + phosphate_star 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 4.7910605 14703.596395 19.4544536 2000-2012 –> 2013-2019 9.1772872 41124.57160
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.6048662 14508.576616 17.1326056 2000-2012 –> 2013-2019 8.7604987 40437.35307
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4.5812181 14483.245002 17.9419312 2000-2012 –> 2013-2019 8.7219819 40379.35358
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 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 4.5994232 14502.757680 16.6240534 2000-2012 –> 2013-2019 8.7356513 40388.87737
Indo-Pacific (27,27.25] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4.1807547 24329.038240 56.4149102 1982-1999 –> 2000-2012 7.4431316 54345.52327
Indo-Pacific (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3.9115321 23762.992748 49.6562009 1982-1999 –> 2000-2012 6.9942355 53128.08690
Indo-Pacific (27,27.25] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.2336742 24436.382688 43.0543060 1982-1999 –> 2000-2012 7.6345327 54932.35764
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4.1437463 24255.158207 58.4416504 1982-1999 –> 2000-2012 7.3206562 53967.44968
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.2143064 24399.252678 44.7114638 1982-1999 –> 2000-2012 7.5507703 54676.73929
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.7349914 23368.861623 42.9143849 1982-1999 –> 2000-2012 6.7282481 52394.33781
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3.7317035 23361.345830 44.1541431 1982-1999 –> 2000-2012 6.7322207 52414.76540
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 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 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 3.4041802 22577.406832 30.9255112 1982-1999 –> 2000-2012 6.2015505 50822.23662
Indo-Pacific (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4.9096560 14125.547635 35.9690800 2000-2012 –> 2013-2019 8.8211881 37888.54038
Indo-Pacific (27,27.25] cstar_tref ~ aou + silicate + phosphate + phosphate_star 5.0787920 14282.328076 32.6832487 2000-2012 –> 2013-2019 9.3124661 38718.71076
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5.3449824 14523.813766 43.5249741 2000-2012 –> 2013-2019 9.4887287 38778.97197
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.0701758 14276.368143 33.6277311 2000-2012 –> 2013-2019 9.2844822 38675.62082
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.5554949 13774.558428 35.2893459 2000-2012 –> 2013-2019 8.2904863 37143.42005
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4.5226004 13740.584360 32.6787498 2000-2012 –> 2013-2019 8.2543039 37101.93019
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 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 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 3.9533412 13109.926205 24.4569335 2000-2012 –> 2013-2019 7.3575214 35687.33304
Indo-Pacific (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5.2055927 14399.934814 33.2928122 2000-2012 –> 2013-2019 9.5025770 38964.98964
Indo-Pacific (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate 3.0715578 17901.508798 31.5756572 1982-1999 –> 2000-2012 6.0077830 41461.37008
Indo-Pacific (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2.9623207 17648.577046 29.0374505 1982-1999 –> 2000-2012 5.8616916 41091.27765
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 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 3.0170713 17777.504794 30.6141183 1982-1999 –> 2000-2012 5.8968935 41156.38222
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2.9700972 17667.033883 30.3495438 1982-1999 –> 2000-2012 5.8222458 40954.81698
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.1202129 18014.152053 29.4518972 1982-1999 –> 2000-2012 6.0220192 41464.77333
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 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 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 2.8774108 17443.838876 30.1555714 1982-1999 –> 2000-2012 5.6901545 40600.37457
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3.0036251 17746.059437 29.2061733 1982-1999 –> 2000-2012 5.9288624 41272.55108
Indo-Pacific (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate 3.6407523 10200.422263 29.8114586 2000-2012 –> 2013-2019 6.7123101 28101.93106
Indo-Pacific (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3.4908269 10044.392042 34.9822835 2000-2012 –> 2013-2019 6.4531476 27692.96909
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 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 3.4636269 10014.995569 28.8274843 2000-2012 –> 2013-2019 6.4806982 27792.50036
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3.4196778 9967.006093 28.3215760 2000-2012 –> 2013-2019 6.3897750 27634.03998
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.6579924 10220.175560 27.9920522 2000-2012 –> 2013-2019 6.7782053 28234.32761
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 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 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 3.3526141 9892.575280 28.9794819 2000-2012 –> 2013-2019 6.2300248 27336.41416
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3.5422402 10099.336650 33.5571287 2000-2012 –> 2013-2019 6.5458652 27845.39609
Indo-Pacific (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1.9735415 13320.190171 13.2625816 1982-1999 –> 2000-2012 3.6669468 30856.98468
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 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 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 1.9027986 13086.755512 12.4473296 1982-1999 –> 2000-2012 3.5535107 30391.58410
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1.8700935 12978.836946 14.8905892 1982-1999 –> 2000-2012 3.4940074 30138.25969
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 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 + silicate + phosphate 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_star 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 1.8817537 13018.244743 9.5293548 1982-1999 –> 2000-2012 3.5322649 30323.97696
Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1.9699179 13308.538659 13.1179066 1982-1999 –> 2000-2012 3.6624439 30840.65540
Indo-Pacific (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2.2891148 7577.751093 13.2786561 2000-2012 –> 2013-2019 4.2626562 20897.94126
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 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 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 2.2370458 7498.302788 13.7718692 2000-2012 –> 2013-2019 4.1398444 20585.05830
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2.2078715 7456.116455 15.6847995 2000-2012 –> 2013-2019 4.0779650 20434.95340
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 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 + silicate + phosphate 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_star 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 2.1454909 7359.645130 12.7476542 2000-2012 –> 2013-2019 4.0272446 20377.88987
Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2.2837404 7569.839110 13.2273171 2000-2012 –> 2013-2019 4.2536583 20878.37777
Indo-Pacific (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1.4391143 4350.174239 7.9563667 1982-1999 –> 2000-2012 2.7868752 10162.05989
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 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 + phosphate + phosphate_star 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 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_star 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 1.4365283 4345.800244 8.0082261 1982-1999 –> 2000-2012 2.7661797 10112.01580
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1.4370067 4346.609996 6.9458385 1982-1999 –> 2000-2012 2.7805995 10148.03867
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.4429788 4356.696252 8.1238690 1982-1999 –> 2000-2012 2.7877140 10160.99422
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + phosphate_star 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 1.3124934 4126.189160 6.8457618 1982-1999 –> 2000-2012 2.5618830 9682.20926
Indo-Pacific (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1.6407130 2659.243924 13.6938431 2000-2012 –> 2013-2019 3.0798272 7009.41816
Indo-Pacific (27.75,27.85] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1.6407154 2657.246016 13.7031008 2000-2012 –> 2013-2019 3.0800396 7005.77481
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 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 + phosphate + phosphate_star 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 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_star 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 1.6200931 2641.765389 13.6362004 2000-2012 –> 2013-2019 3.0566214 6987.56563
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1.6192483 2641.044572 11.7477095 2000-2012 –> 2013-2019 3.0562550 6987.65457
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + phosphate_star 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 1.5393786 2571.138596 10.1972442 2000-2012 –> 2013-2019 2.8518720 6697.32776
Indo-Pacific (27.85,27.95] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1.3529962 6200.208643 9.2048278 1982-1999 –> 2000-2012 2.5913868 14479.19499
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.3767808 6262.839408 10.8206192 1982-1999 –> 2000-2012 2.6534586 14695.95693
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 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 + phosphate + phosphate_star 1.2870458 6020.609331 8.7933519 1982-1999 –> 2000-2012 2.3725611 13632.63724
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 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 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 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 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 1.3586138 6213.100012 9.5968161 1982-1999 –> 2000-2012 2.6113541 14548.40456
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.3580391 6213.579414 9.4298260 1982-1999 –> 2000-2012 2.6001429 14507.72119
Indo-Pacific (27.85,27.95] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1.5932583 3734.436652 9.1161698 2000-2012 –> 2013-2019 2.9462545 9934.64529
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 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 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 + phosphate + phosphate_star 1.4361554 3529.512839 8.9979380 2000-2012 –> 2013-2019 2.7232012 9550.12217
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 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 1.6038431 3745.507611 8.9600325 2000-2012 –> 2013-2019 2.9721781 9984.23177
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 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 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 1.5998621 3740.601717 9.8151321 2000-2012 –> 2013-2019 2.9584759 9953.70173
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.5970590 3739.140006 9.3241425 2000-2012 –> 2013-2019 2.9550981 9952.71942
Indo-Pacific (27.95,28.05] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 0.6381730 2267.798136 5.6293463 1982-1999 –> 2000-2012 1.2119638 5284.87079
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 0.6276355 2229.103968 4.1839662 1982-1999 –> 2000-2012 1.2449214 5500.30473
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 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 + silicate + phosphate 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_star 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 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 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 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 0.5749226 2025.232979 2.9259808 1982-1999 –> 2000-2012 1.1074497 4782.73873
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 0.6593779 2343.763637 6.0893651 1982-1999 –> 2000-2012 1.2517940 5471.93904
Indo-Pacific (27.95,28.05] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 0.6532773 1301.167663 3.3032446 2000-2012 –> 2013-2019 1.2914503 3568.96580
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 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 0.6534666 1299.543197 3.1086636 2000-2012 –> 2013-2019 1.2877207 3551.02612
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 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 + silicate + phosphate 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_star 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 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 0.6069777 1205.899106 2.6420805 2000-2012 –> 2013-2019 1.1883525 3257.06854
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 0.6632730 1320.847371 3.4419779 2000-2012 –> 2013-2019 1.3124614 3628.41744
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 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 0.4479540 1264.223634 3.2315502 1982-1999 –> 2000-2012 0.8956604 3147.56882
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.4795310 1402.503485 3.1382674 1982-1999 –> 2000-2012 0.9490005 3430.04886
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 0.4621065 1325.366775 2.5240688 1982-1999 –> 2000-2012 0.9190226 3268.57196
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.4567175 1303.553975 2.4275171 1982-1999 –> 2000-2012 0.9128334 3243.43396
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 0.4720649 1370.648607 3.6896280 1982-1999 –> 2000-2012 0.9379775 3375.08919
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 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_star 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 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 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 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 0.4495623 713.987205 2.3985008 2000-2012 –> 2013-2019 0.8975163 1978.21084
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.4790009 785.660965 2.5225697 2000-2012 –> 2013-2019 0.9585320 2188.16445
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 0.4782438 781.873316 2.7103826 2000-2012 –> 2013-2019 0.9403503 2107.24009
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.4757060 777.861154 2.6220126 2000-2012 –> 2013-2019 0.9324235 2081.41513
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 0.4665997 756.020225 2.6691654 2000-2012 –> 2013-2019 0.9386647 2126.66883
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 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_star 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 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 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 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 0.6840558 19378.956339 2.9720017 1982-1999 –> 2000-2012 1.3698057 46425.05494
Indo-Pacific (28.1, Inf] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 0.6688179 18961.128940 2.6642988 1982-1999 –> 2000-2012 1.3303605 45076.55124
Indo-Pacific (28.1, Inf] cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 0.7121604 20129.308062 3.2377817 1982-1999 –> 2000-2012 1.4288133 48319.33964
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 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 0.7764916 21742.998933 4.8420893 1982-1999 –> 2000-2012 1.5383986 51524.14490
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 0.7048635 19939.377238 3.1418437 1982-1999 –> 2000-2012 1.4079498 47635.41142
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 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 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 0.6753077 19141.090005 2.6646187 1982-1999 –> 2000-2012 1.3451269 45579.18684
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 0.6732113 19083.146167 2.6753591 1982-1999 –> 2000-2012 1.3406036 45427.04217
Indo-Pacific (28.1, Inf] cstar_tref ~ aou + nitrate + silicate + phosphate 0.6864904 10633.710588 3.0228513 2000-2012 –> 2013-2019 1.3705462 30012.66693
Indo-Pacific (28.1, Inf] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 0.6735895 10442.469585 3.0626624 2000-2012 –> 2013-2019 1.3424074 29403.59853
Indo-Pacific (28.1, Inf] cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 0.7126114 11014.097311 3.4303306 2000-2012 –> 2013-2019 1.4247718 31143.40537
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 0.6746910 10459.111677 3.2180635 2000-2012 –> 2013-2019 1.3480973 29547.65574
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 0.7039983 10892.231813 3.3161171 2000-2012 –> 2013-2019 1.4088618 30831.60905
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 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 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 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 0.7692867 11795.605640 4.3360410 2000-2012 –> 2013-2019 1.5437859 33490.72747
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 0.6779216 10507.769240 3.0793019 2000-2012 –> 2013-2019 1.3511329 29590.91541
SO (26,26.5] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.7921840 258.311237 2.8089494 1982-1999 –> 2000-2012 1.8436240 651.33883
SO (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 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 0.7055448 234.451622 1.8539995 1982-1999 –> 2000-2012 1.6941305 611.57595
SO (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.7143387 237.003346 2.1572389 1982-1999 –> 2000-2012 1.7089260 615.68920
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 0.9113163 287.171091 2.8846078 1982-1999 –> 2000-2012 1.9938547 687.71888
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 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 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 0.9768158 301.469149 3.5663094 1982-1999 –> 2000-2012 2.1945946 732.38866
SO (26,26.5] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1.1061695 325.087378 5.3380492 1982-1999 –> 2000-2012 2.5894313 804.88838
SO (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.0511102 316.569807 3.8353803 1982-1999 –> 2000-2012 2.3888479 771.72875
SO (26,26.5] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.8399549 130.985958 1.6513269 2000-2012 –> 2013-2019 1.6321389 389.29719
SO (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 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 0.8267719 129.498942 1.6112817 2000-2012 –> 2013-2019 1.5323167 363.95056
SO (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.8132086 127.944071 1.5202774 2000-2012 –> 2013-2019 1.5275474 364.94742
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 0.9985487 147.243704 2.3174882 2000-2012 –> 2013-2019 1.9098650 434.41480
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 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 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 1.0381247 150.897318 2.2629736 2000-2012 –> 2013-2019 2.0149405 452.36647
SO (26,26.5] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1.1971200 162.292575 2.3579846 2000-2012 –> 2013-2019 2.3032894 487.37995
SO (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.1040262 156.682808 2.2663783 2000-2012 –> 2013-2019 2.1551364 473.25262
SO (26.5,26.75] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.7335699 1242.731700 8.5211802 1982-1999 –> 2000-2012 3.7698011 3045.96462
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 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 1.4246064 1120.248469 7.0612044 1982-1999 –> 2000-2012 3.0792594 2749.17354
SO (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.5272052 1163.643839 7.3293497 1982-1999 –> 2000-2012 3.2929953 2847.17470
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1.3885330 1104.244260 6.3863351 1982-1999 –> 2000-2012 2.9751399 2697.89471
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 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 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 1.6697360 1219.320939 7.1133689 1982-1999 –> 2000-2012 3.5488640 2955.10787
SO (26.5,26.75] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1.8198506 1271.040399 7.7301109 1982-1999 –> 2000-2012 3.8762708 3080.56079
SO (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.8045776 1267.781405 7.3425552 1982-1999 –> 2000-2012 3.8145175 3060.09785
SO (26.5,26.75] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.5066410 500.466432 6.6327800 2000-2012 –> 2013-2019 3.2402108 1743.19813
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 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 1.3294917 467.193563 4.9163860 2000-2012 –> 2013-2019 2.7540981 1587.44203
SO (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.3894196 478.921345 5.6554794 2000-2012 –> 2013-2019 2.9166248 1642.56518
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1.3368487 468.661481 5.1221114 2000-2012 –> 2013-2019 2.7253817 1572.90574
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 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 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 1.6547816 525.413617 4.9257339 2000-2012 –> 2013-2019 3.3245176 1744.73456
SO (26.5,26.75] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1.7625663 540.198695 4.9732020 2000-2012 –> 2013-2019 3.5824169 1811.23909
SO (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.7623504 542.166111 4.9816205 2000-2012 –> 2013-2019 3.5669279 1809.94752
SO (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 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 2.4036775 4885.981292 12.8970219 1982-1999 –> 2000-2012 5.0261257 12120.61317
SO (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.3650556 4851.608393 11.6713433 1982-1999 –> 2000-2012 4.8527893 11926.44971
SO (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2.4798502 4952.184069 12.4467078 1982-1999 –> 2000-2012 5.1608393 12253.71081
SO (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2.0678244 4566.614247 15.0903489 1982-1999 –> 2000-2012 4.3601033 11393.52383
SO (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate_star 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 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 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 2.3191394 4810.005845 10.6756905 1982-1999 –> 2000-2012 4.7542973 11820.12478
SO (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2.5621875 5021.495410 12.8935474 1982-1999 –> 2000-2012 5.3326619 12422.50543
SO (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 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 2.5204682 2591.721526 17.3217904 2000-2012 –> 2013-2019 4.9241457 7477.70282
SO (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.3941154 2535.147577 15.5973947 2000-2012 –> 2013-2019 4.7591710 7386.75597
SO (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2.6061497 2628.493680 16.5787472 2000-2012 –> 2013-2019 5.0859999 7580.67775
SO (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2.1304645 2406.806408 19.0820438 2000-2012 –> 2013-2019 4.1982888 6973.42065
SO (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate_star 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 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 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 2.2748295 2478.928005 12.6508529 2000-2012 –> 2013-2019 4.5939689 7288.93385
SO (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2.6687763 2654.614464 16.4534147 2000-2012 –> 2013-2019 5.2309638 7676.10987
SO (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.8994166 10369.999283 18.9144448 1982-1999 –> 2000-2012 3.7095329 24220.77780
SO (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 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_star 1.8324114 10189.495572 14.0129707 1982-1999 –> 2000-2012 3.6402091 24031.46072
SO (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.8766725 10309.453495 12.6460672 1982-1999 –> 2000-2012 3.7140177 24262.89460
SO (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.8429961 10218.444068 13.8503965 1982-1999 –> 2000-2012 3.6584327 24089.40283
SO (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1.7142319 9854.423612 16.6871850 1982-1999 –> 2000-2012 3.3218209 22889.32670
SO (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.9002603 10370.231220 19.2728362 1982-1999 –> 2000-2012 3.7237639 24269.67624
SO (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 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 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 1.6615541 9697.553575 16.3323879 1982-1999 –> 2000-2012 3.2687331 22730.70242
SO (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 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 1.9853294 5427.348475 8.4094954 2000-2012 –> 2013-2019 3.8806124 15786.39799
SO (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 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 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 1.9414750 5369.898142 8.5165111 2000-2012 –> 2013-2019 3.7844711 15588.34221
SO (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1.9260833 5349.426446 11.5452579 2000-2012 –> 2013-2019 3.6403151 15203.85006
SO (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 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 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 1.8504129 5246.341361 11.4263441 2000-2012 –> 2013-2019 3.5119670 14943.89494
SO (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2.0660156 5529.809465 14.1995949 2000-2012 –> 2013-2019 3.9569280 15877.25541
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 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 1.6653543 10550.069231 7.6152449 1982-1999 –> 2000-2012 3.0994883 24102.50297
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 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 + phosphate_star 1.6978469 10655.611561 9.7778750 1982-1999 –> 2000-2012 3.1214591 24152.02213
SO (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 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 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 1.6825482 10606.172244 8.7665619 1982-1999 –> 2000-2012 3.1211793 24182.42563
SO (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.6893569 10628.230775 10.5492429 1982-1999 –> 2000-2012 3.1276338 24202.61058
SO (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.6827611 10606.863395 8.6884540 1982-1999 –> 2000-2012 3.1222924 24187.87591
SO (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate_star 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 1.8209928 5879.239046 8.3707548 2000-2012 –> 2013-2019 3.4863471 16429.30828
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 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_star 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 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 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 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 1.8604040 5941.461796 9.5764858 2000-2012 –> 2013-2019 3.5429522 16547.63404
SO (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.8579855 5937.681599 9.5635309 2000-2012 –> 2013-2019 3.5473425 16565.91237
SO (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.8591019 5939.427141 9.5678324 2000-2012 –> 2013-2019 3.5418630 16546.29054
SO (27.25,27.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1.8592539 5937.664674 9.5274690 2000-2012 –> 2013-2019 3.5489602 16565.02492
SO (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1.4781552 12287.611585 7.9103408 1982-1999 –> 2000-2012 2.7360850 27285.62095
SO (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate_star 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 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 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 1.4899251 12341.399836 8.4595019 1982-1999 –> 2000-2012 2.7459402 27325.56271
SO (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.5245757 12497.320046 7.6384009 1982-1999 –> 2000-2012 2.7912050 27557.97704
SO (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate 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 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 1.4865171 12325.869334 8.1453800 1982-1999 –> 2000-2012 2.7423144 27308.45606
SO (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.4728687 12263.313048 7.7650825 1982-1999 –> 2000-2012 2.7255384 27223.23217
SO (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1.6788426 7068.711131 9.7200578 2000-2012 –> 2013-2019 3.1569978 19356.32272
SO (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate_star 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 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 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 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 1.7084237 7132.324177 9.9997974 2000-2012 –> 2013-2019 3.1983488 19473.72401
SO (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 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 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 1.6931774 7099.676485 9.9569404 2000-2012 –> 2013-2019 3.1796946 19425.54582
SO (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.6789480 7068.939886 9.6484521 2000-2012 –> 2013-2019 3.1518168 19332.25293
SO (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1.2898368 4749.875555 8.7402271 1982-1999 –> 2000-2012 2.5139515 10616.25014
SO (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate_star 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 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 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 1.4221268 5026.190477 11.3474457 1982-1999 –> 2000-2012 2.6814715 10994.99388
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.4767361 5132.827180 13.4351222 1982-1999 –> 2000-2012 2.7731132 11206.25561
SO (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate 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 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 1.3062806 4785.726335 8.6276320 1982-1999 –> 2000-2012 2.5318731 10656.45667
SO (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.2832711 4735.433018 8.9326433 1982-1999 –> 2000-2012 2.5044896 10593.25645
SO (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1.3932907 2541.876306 8.3687542 2000-2012 –> 2013-2019 2.6831275 7291.75186
SO (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate_star 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 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 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 1.5043391 2652.609915 8.2718276 2000-2012 –> 2013-2019 2.8843154 7593.65365
SO (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5913038 2733.762782 8.6142494 2000-2012 –> 2013-2019 3.0653505 7861.43122
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.5451324 2691.245552 8.3303789 2000-2012 –> 2013-2019 2.9672593 7717.43603
SO (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 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 1.4200481 2569.344702 8.5861197 2000-2012 –> 2013-2019 2.7263287 7355.07104
SO (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.3849071 2533.161377 8.2492850 2000-2012 –> 2013-2019 2.6681782 7268.59439
SO (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 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 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 1.4557570 5034.911921 9.1853017 1982-1999 –> 2000-2012 2.8742039 11602.97673
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 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 1.4615501 5044.024178 9.9439708 1982-1999 –> 2000-2012 2.9144940 11699.14150
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 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_star 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 1.3749012 4875.022475 8.3413237 1982-1999 –> 2000-2012 2.7887104 11430.95076
SO (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.4783958 5078.089393 9.9605622 1982-1999 –> 2000-2012 2.9347813 11743.97458
SO (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.4651447 5052.897411 10.1090311 1982-1999 –> 2000-2012 2.9138108 11699.08720
SO (27.85,27.95] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1.5562562 2653.212210 9.0637549 2000-2012 –> 2013-2019 3.0579886 7775.12325
SO (27.85,27.95] cstar_tref ~ aou + nitrate + silicate + phosphate_star 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 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 1.6286558 2717.691477 10.1355952 2000-2012 –> 2013-2019 3.0682688 7721.40072
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.6432910 2730.376750 7.3480083 2000-2012 –> 2013-2019 3.0665196 7702.05929
SO (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1.4988460 2599.913046 7.7315387 2000-2012 –> 2013-2019 2.8737472 7474.93552
SO (27.85,27.95] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1.6292078 2718.171997 8.3354425 2000-2012 –> 2013-2019 3.0628198 7710.19353
SO (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1.5629703 2659.316667 9.0804617 2000-2012 –> 2013-2019 3.0732595 7797.12535
SO (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 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 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 + phosphate_star 1.6579993 6888.493201 9.5759543 1982-1999 –> 2000-2012 3.0977250 15773.08072
SO (27.95,28.05] cstar_tref ~ sal + aou + nitrate + phosphate_star 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 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 1.7038820 6984.000076 10.0185761 1982-1999 –> 2000-2012 3.1738296 15969.91798
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 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 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 1.6990417 6975.838398 9.7474991 1982-1999 –> 2000-2012 3.1580852 15926.72192
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.5620816 6675.629386 9.1134438 1982-1999 –> 2000-2012 2.8752317 15102.49093
SO (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.6744476 6923.754755 9.6557571 1982-1999 –> 2000-2012 3.1323538 15870.75975
SO (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1.5486785 6644.848368 6.3101400 1982-1999 –> 2000-2012 2.9460217 15380.81316
SO (27.95,28.05] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.8515681 4026.963667 9.1689009 2000-2012 –> 2013-2019 3.5095674 10915.45687
SO (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 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 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 1.8698315 4046.319700 9.2467283 2000-2012 –> 2013-2019 3.5423356 10965.92619
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 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 1.8234382 3996.774187 8.7780572 2000-2012 –> 2013-2019 3.5224799 10972.61259
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.6936583 3851.175591 8.4129789 2000-2012 –> 2013-2019 3.2557399 10526.80498
SO (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.8708663 4047.410748 9.2571729 2000-2012 –> 2013-2019 3.5453139 10971.16550
SO (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 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 1.8181525 3991.049598 8.8030259 2000-2012 –> 2013-2019 3.5296461 10992.97082
SO (28.05,28.1] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.1533201 3358.911602 8.5708969 1982-1999 –> 2000-2012 2.2049562 7821.90852
SO (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 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 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 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 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 1.1790146 3406.108738 9.6064219 1982-1999 –> 2000-2012 2.2492544 7922.20345
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.0487379 3155.298539 9.0027805 1982-1999 –> 2000-2012 2.0069805 7336.68729
SO (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.1637381 3378.173464 8.6101252 1982-1999 –> 2000-2012 2.2253972 7869.89324
SO (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1.1144832 3285.539506 7.5033402 1982-1999 –> 2000-2012 2.1898033 7815.97380
SO (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.1806444 3409.067760 9.7008607 1982-1999 –> 2000-2012 2.2566466 7941.42204
SO (28.05,28.1] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.3781510 2122.493751 9.4041404 2000-2012 –> 2013-2019 2.5314712 5481.40535
SO (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 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 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 1.3860417 2129.413339 9.2538441 2000-2012 –> 2013-2019 2.5451547 5499.05681
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.2283070 1982.985334 10.1816140 2000-2012 –> 2013-2019 2.2770449 5138.28387
SO (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate 1.3933931 2133.824624 9.0908959 2000-2012 –> 2013-2019 2.5732866 5539.52961
SO (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.3905931 2133.386711 9.4729771 2000-2012 –> 2013-2019 2.5543312 5511.56017
SO (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate_star 1.3998509 2139.428763 10.4928111 2000-2012 –> 2013-2019 2.5808287 5547.10126
SO (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 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 1.3990301 2140.717936 10.6467308 2000-2012 –> 2013-2019 2.5796746 5549.78570
SO (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.0966504 16059.910594 6.0094365 1982-1999 –> 2000-2012 2.0858171 36797.53418
SO (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.1018498 16110.133861 6.1005720 1982-1999 –> 2000-2012 2.0809310 36696.92150
SO (28.1, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1.0921105 16015.862858 6.1368799 1982-1999 –> 2000-2012 2.0724357 36621.34083
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.0913601 16008.564990 6.2232166 1982-1999 –> 2000-2012 2.0610962 36454.19956
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 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_star 1.1018543 16110.177014 6.0992752 1982-1999 –> 2000-2012 2.0810102 36698.08779
SO (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate 1.1120536 16206.010071 6.4065940 1982-1999 –> 2000-2012 2.0818461 36650.50047
SO (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 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 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 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 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 1.1918719 8659.181813 6.0524338 2000-2012 –> 2013-2019 2.2937217 24769.31567
SO (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate_star 1.1946469 8669.790861 6.0803943 2000-2012 –> 2013-2019 2.2965238 24778.18614
SO (28.1, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1.1827113 8617.347834 6.2791456 2000-2012 –> 2013-2019 2.2748217 24633.21069
SO (28.1, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate_star 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 1.1826938 8617.267740 6.3100661 2000-2012 –> 2013-2019 2.2740539 24625.83273
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.1918917 8659.271671 6.0538324 2000-2012 –> 2013-2019 2.2938714 24770.65730
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 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 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 1.1918732 8659.187802 6.0524883 2000-2012 –> 2013-2019 2.2937945 24770.01013
SO (28.1,28.15] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.5065275 597.621832 2.6761455 1982-1999 –> 2000-2012 0.9352293 1207.58842
SO (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 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 + phosphate 0.5094244 602.127098 2.7085934 1982-1999 –> 2000-2012 0.9395585 1215.56918
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.4727296 543.068432 1.6598280 1982-1999 –> 2000-2012 0.9233634 1205.02392
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 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 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_star 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 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 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 0.4730902 541.670716 1.7670872 1982-1999 –> 2000-2012 0.9179636 1188.22055
SO (28.1,28.15] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.5031920 320.040788 2.0966657 2000-2012 –> 2013-2019 0.9861773 880.06473
SO (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 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 0.5018064 318.888220 2.3321511 2000-2012 –> 2013-2019 0.9745360 861.95665
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 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 0.5138922 326.836248 2.3019894 2000-2012 –> 2013-2019 0.9951817 882.08149
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 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_star 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 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 0.5029754 319.860825 2.3841073 2000-2012 –> 2013-2019 0.9741168 860.27065
SO (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate_star 0.5120399 325.326830 2.3235688 2000-2012 –> 2013-2019 0.9851300 866.99755
SO (28.15,28.2] cstar_tref ~ aou + nitrate + silicate + phosphate 0.3155578 216.454327 1.2600901 1982-1999 –> 2000-2012 0.5834520 328.39768
SO (28.15,28.2] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 0.3028630 186.837097 1.1802355 1982-1999 –> 2000-2012 0.5671030 287.29336
SO (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.2990746 177.144699 1.1810835 1982-1999 –> 2000-2012 0.5718315 308.75315
SO (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 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 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 0.3041082 189.996563 1.2070713 1982-1999 –> 2000-2012 0.5788671 328.78641
SO (28.15,28.2] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.3001478 179.902873 1.1874610 1982-1999 –> 2000-2012 0.5732534 312.76602
SO (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 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 0.3073698 198.210882 1.1858788 1982-1999 –> 2000-2012 0.5773798 319.87950
SO (28.15,28.2] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 0.3038928 189.450919 1.1855544 1982-1999 –> 2000-2012 0.5687874 292.33674
SO (28.15,28.2] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 0.3445133 143.313606 0.8172437 2000-2012 –> 2013-2019 0.6473763 330.15070
SO (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.3423788 141.038937 0.8031784 2000-2012 –> 2013-2019 0.6484427 335.97138
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 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 0.3432703 141.990684 0.8041466 2000-2012 –> 2013-2019 0.6501228 338.90456
SO (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.3436266 142.370373 0.8040651 2000-2012 –> 2013-2019 0.6508758 340.27911
SO (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 0.3283028 125.673809 0.8095055 2000-2012 –> 2013-2019 0.6297217 308.83065
SO (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 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 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 0.3337812 131.730824 0.8025278 2000-2012 –> 2013-2019 0.6459444 341.85710
SO (28.15,28.2] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 0.3456801 144.551079 0.8275075 2000-2012 –> 2013-2019 0.6495729 334.00200
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate 0.3676246 1465.821290 1.9880140 1982-1999 –> 2000-2012 0.6713754 2602.04187
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.3664728 1456.914119 1.9013236 1982-1999 –> 2000-2012 0.6701821 2594.45810
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.3665194 1455.355395 1.8883521 1982-1999 –> 2000-2012 0.6702525 2591.28860
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 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 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 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 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 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 0.3665086 1457.253822 1.8900397 1982-1999 –> 2000-2012 0.6701913 2594.36525
SO (28.2, Inf] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.3649501 1442.440521 1.8935493 1982-1999 –> 2000-2012 0.6672204 2556.50538
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate 0.3942217 993.074370 2.5491225 2000-2012 –> 2013-2019 0.7618463 2458.89566
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.3941400 994.657585 2.5745794 2000-2012 –> 2013-2019 0.7606128 2451.57170
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.3988626 1016.598547 2.4052531 2000-2012 –> 2013-2019 0.7653820 2471.95394
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 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 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 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 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 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 0.3947488 997.759814 2.5756848 2000-2012 –> 2013-2019 0.7612574 2455.01364
SO (28.2, Inf] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.3929413 988.535520 2.5681945 2000-2012 –> 2013-2019 0.7578914 2430.97604

5.3 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)

5.4 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)

5.5 Write files

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

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

6 Model diagnotics

6.1 Selection criterion vs predictors

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

6.1.1 All models

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

Version Author Date
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
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
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
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)

# 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] 9 4 8 7 10 3 7
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 9 3 9 6 6 10 5
(26.75,27] 9 3 9 6 6 10 5
(27,27.25] 9 5 8 6 9 7 5
(27.25,27.5] 8 10 6 6 6 5 8
(27.5,27.75] 4 4 4 10 10 4 10
(27.75,27.85] 8 3 8 8 9 6 7
(27.85,27.95] 10 4 9 8 3 7 7
(27.95,28.05] 7 10 7 8 4 3 9
(28.05,28.1] 7 6 7 8 3 10 7
(28.1,28.15] 8 8 8 7 6 5 8
(28.15,28.2] 9 10 5 5 9 4 6
(28.2, Inf] 9 10 5 5 10 4 4
total 114.00 86.00 99.00 96.00 101.00 83.00 96.00
Atlantic - 2000-2012 --> 2013-2019
(-Inf,26] 8 5 7 7 10 5 8
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 9 4 8 6 6 10 6
(26.75,27] 9 3 9 6 6 10 5
(27,27.25] 8 5 7 6 9 10 4
(27.25,27.5] 9 10 5 4 10 4 5
(27.5,27.75] 4 4 4 10 10 4 10
(27.75,27.85] 8 3 8 7 10 5 7
(27.85,27.95] 10 4 9 8 3 7 7
(27.95,28.05] 7 10 7 8 4 3 9
(28.05,28.1] 7 7 7 9 5 7 6
(28.1,28.15] 8 4 8 8 10 4 7
(28.15,28.2] 9 10 4 5 10 4 5
(28.2, Inf] 7 10 7 7 10 3 3
total 111.00 85.00 96.00 97.00 113.00 81.00 90.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 9 4 8 7 10 3 7
(26,26.5] 8 6 7 7 6 8 8
(26.5,26.75] 8 8 8 8 6 5 7
(26.75,27] 10 4 10 10 4 4 4
(27,27.25] 10 5 10 9 3 5 5
(27.25,27.5] 8 8 8 6 4 10 5
(27.5,27.75] 7 4 7 8 8 10 4
(27.75,27.85] 9 3 8 9 5 7 8
(27.85,27.95] 7 8 7 5 4 9 8
(27.95,28.05] 7 5 8 7 6 10 7
(28.05,28.1] 7 4 7 7 9 10 5
(28.1, Inf] 6 9 8 7 4 10 4
total 96.00 68.00 96.00 90.00 69.00 91.00 72.00
Indo-Pacific - 2000-2012 --> 2013-2019
(-Inf,26] 7 6 7 8 10 3 7
(26,26.5] 7 6 7 7 6 9 8
(26.5,26.75] 8 8 9 8 4 6 6
(26.75,27] 10 4 10 10 4 4 4
(27,27.25] 9 5 10 9 3 6 6
(27.25,27.5] 8 8 8 6 4 10 5
(27.5,27.75] 7 4 7 8 8 10 4
(27.75,27.85] 9 2 9 9 5 7 7
(27.85,27.95] 7 8 7 5 4 9 8
(27.95,28.05] 8 4 8 6 7 10 6
(28.05,28.1] 7 4 7 7 9 10 5
(28.1, Inf] 6 9 8 7 3 10 5
total 93.00 68.00 97.00 90.00 67.00 94.00 71.00
SO - 1982-1999 --> 2000-2012
(26,26.5] 7 10 7 8 4 3 9
(26.5,26.75] 7 10 7 8 4 3 9
(26.75,27] 8 7 7 9 4 3 10
(27,27.25] 8 5 5 10 5 5 10
(27.25,27.5] 5 8 3 9 6 7 10
(27.5,27.75] 8 10 4 7 4 8 7
(27.75,27.85] 9 8 5 6 4 10 6
(27.85,27.95] 7 4 5 6 10 9 8
(27.95,28.05] 8 9 5 6 10 3 7
(28.05,28.1] 7 9 5 6 10 4 8
(28.1, Inf] 5 6 5 6 10 10 7
(28.1,28.15] 7 4 6 7 10 7 8
(28.15,28.2] 8 10 8 6 5 6 6
(28.2, Inf] 9 10 5 5 10 4 4
total 103.00 110.00 77.00 99.00 96.00 82.00 109.00
SO - 2000-2012 --> 2013-2019
(26,26.5] 7 10 7 8 4 3 9
(26.5,26.75] 7 10 7 8 4 3 9
(26.75,27] 8 7 7 9 4 3 10
(27,27.25] 7 4 7 9 5 7 10
(27.25,27.5] 6 5 6 7 5 10 10
(27.5,27.75] 8 10 4 6 5 10 5
(27.75,27.85] 9 9 5 6 5 10 4
(27.85,27.95] 9 7 7 8 4 8 6
(27.95,28.05] 7 8 6 7 10 5 7
(28.05,28.1] 5 9 6 7 10 3 8
(28.1, Inf] 6 5 4 8 10 10 5
(28.1,28.15] 7 3 4 7 10 9 8
(28.15,28.2] 8 4 10 8 4 7 8
(28.2, Inf] 9 10 5 5 10 4 4
total 103.00 101.00 85.00 103.00 90.00 92.00 103.00

6.4 RMSE alternatives

AIC is an alternative criterion to RMSE to judge model quality, but not (yet) taken into account.

lm_all_fitted_wide_eras %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
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
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_0.7.3      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