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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 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 1.0529313 508.09356 4.0218174 1982-1999 –> 2000-2012 2.3845411 1286.080110
Atlantic (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.0669064 510.52380 4.5062795 1982-1999 –> 2000-2012 2.3985898 1286.535094
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.0650698 511.94489 4.4260164 1982-1999 –> 2000-2012 2.3967507 1289.955371
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1.0574420 509.52987 4.2277578 1982-1999 –> 2000-2012 2.3903131 1287.940568
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.0589440 510.00681 4.2817286 1982-1999 –> 2000-2012 2.3921140 1288.517957
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 1.0709739 511.80234 4.6948106 1982-1999 –> 2000-2012 2.4040133 1288.269585
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.0646493 511.81222 4.2346834 1982-1999 –> 2000-2012 2.3962400 1289.792336
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.0694684 513.32969 4.6244132 1982-1999 –> 2000-2012 2.4024546 1291.779060
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.0708017 513.74830 4.6713704 1982-1999 –> 2000-2012 2.4040952 1292.300953
Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.0605961 510.53059 4.3338689 1982-1999 –> 2000-2012 2.3945656 1289.310329
Atlantic (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.1285639 254.22198 2.7986367 2000-2012 –> 2013-2019 2.1814952 762.315541
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.1819575 261.43324 3.3063378 2000-2012 –> 2013-2019 2.2470273 773.378132
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1.1357044 255.20590 2.7613896 2000-2012 –> 2013-2019 2.1931464 764.735768
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.1385676 255.59868 2.8132033 2000-2012 –> 2013-2019 2.1975116 765.605488
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.1929038 262.87133 2.7248926 2000-2012 –> 2013-2019 2.2980531 787.228102
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.2437146 269.37840 3.4551886 2000-2012 –> 2013-2019 2.3083639 781.190625
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.1901456 262.51021 3.4530095 2000-2012 –> 2013-2019 2.2596141 775.839907
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.1931661 262.90563 3.4974801 2000-2012 –> 2013-2019 2.2639678 776.653936
Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.1417526 256.03446 2.8640964 2000-2012 –> 2013-2019 2.2023487 766.565056
Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.1950624 263.15336 3.5192135 2000-2012 –> 2013-2019 2.2672406 777.333320
Atlantic (26,26.5] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3.3076056 5919.03820 14.0763561 1982-1999 –> 2000-2012 6.5767882 14514.103413
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.5331337 6067.97742 13.4623421 1982-1999 –> 2000-2012 6.9837484 14841.067527
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate 3.4336302 6001.47279 15.6130117 1982-1999 –> 2000-2012 6.8799569 14768.464481
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3.3813561 5968.83233 14.7335987 1982-1999 –> 2000-2012 6.7530232 14665.636224
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3.3840267 5970.61497 14.7775193 1982-1999 –> 2000-2012 6.7600828 14671.706604
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 3.3444725 5944.06691 15.2130821 1982-1999 –> 2000-2012 6.6936259 14618.788525
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.5890280 6103.41942 14.1212321 1982-1999 –> 2000-2012 7.1308388 14962.488113
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.5960356 6107.82390 14.2211850 1982-1999 –> 2000-2012 7.1491042 14977.352390
Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3.4003731 5981.49592 14.9576964 1982-1999 –> 2000-2012 6.8008995 14706.391411
Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.5973344 6108.63928 14.2543763 1982-1999 –> 2000-2012 7.1548238 14982.266246
Atlantic (26,26.5] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3.2554280 3195.49703 10.5384413 2000-2012 –> 2013-2019 6.5630335 9114.535231
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.6016804 3319.21499 11.0429636 2000-2012 –> 2013-2019 7.1348141 9387.192409
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate 3.3472388 3227.53894 10.4484790 2000-2012 –> 2013-2019 6.7808690 9229.011732
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 3.3079340 3215.08114 9.9588209 2000-2012 –> 2013-2019 6.6892902 9183.913468
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3.3096657 3215.72173 9.9614276 2000-2012 –> 2013-2019 6.6936924 9186.336698
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 3.2026505 3175.49074 9.4230983 2000-2012 –> 2013-2019 6.5471230 9119.557647
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.6343054 3330.25239 10.4648318 2000-2012 –> 2013-2019 7.2233333 9433.671806
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.6385453 3331.67952 10.5096634 2000-2012 –> 2013-2019 7.2345809 9439.503418
Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3.3205472 3219.73938 9.9910546 2000-2012 –> 2013-2019 6.7209203 9201.235305
Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.6382217 3331.57067 10.5090094 2000-2012 –> 2013-2019 7.2355561 9440.209951
Atlantic (26.5,26.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3.2722912 7848.12225 11.0692201 1982-1999 –> 2000-2012 6.3980833 18285.965697
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3.2995332 7873.06035 9.3118725 1982-1999 –> 2000-2012 6.4623904 18358.928359
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate 3.3391700 7906.97969 10.1183711 1982-1999 –> 2000-2012 6.5143474 18406.686252
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.2979365 7871.60438 10.4733431 1982-1999 –> 2000-2012 6.4184512 18302.563643
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.3081897 7880.94168 10.4698813 1982-1999 –> 2000-2012 6.4467478 18335.389708
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.3231250 7894.49116 10.5227464 1982-1999 –> 2000-2012 6.4835669 18377.246915
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.3271552 7898.13695 10.5559391 1982-1999 –> 2000-2012 6.4943394 18389.574723
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3.3268734 7897.88223 11.6204975 1982-1999 –> 2000-2012 6.5144047 18415.408954
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.3520287 7920.54088 12.0367729 1982-1999 –> 2000-2012 6.5695323 18476.196366
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.2858771 7860.58505 9.9974425 1982-1999 –> 2000-2012 6.3374704 18200.555066
Atlantic (26.5,26.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3.4032285 3815.58751 9.2206364 2000-2012 –> 2013-2019 6.6755197 11663.709763
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3.4041971 3815.99670 9.7373664 2000-2012 –> 2013-2019 6.7037303 11689.057053
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate 3.4246961 3822.62993 10.3554181 2000-2012 –> 2013-2019 6.7638661 11729.609626
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.4081518 3817.66628 10.5202286 2000-2012 –> 2013-2019 6.7060883 11689.270663
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.4138880 3820.08453 10.5310747 2000-2012 –> 2013-2019 6.7220777 11701.026207
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.4272555 3825.70418 10.7598964 2000-2012 –> 2013-2019 6.7503804 11720.195340
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.4306102 3827.11107 10.8105495 2000-2012 –> 2013-2019 6.7577654 11725.248019
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3.4457198 3833.43062 9.4435140 2000-2012 –> 2013-2019 6.7725932 11731.312846
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.4638733 3840.98673 9.5059655 2000-2012 –> 2013-2019 6.8159020 11761.527608
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.4430592 3832.31985 10.9732840 2000-2012 –> 2013-2019 6.7289364 11692.904902
Atlantic (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2.1708484 10299.73732 15.1589188 1982-1999 –> 2000-2012 3.8589249 21914.515875
Atlantic (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2.2419073 10448.73274 16.1327228 1982-1999 –> 2000-2012 3.9797864 22235.151791
Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2.1916867 10344.52361 17.4269232 1982-1999 –> 2000-2012 4.1024763 22699.393256
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 2.2003394 10360.99510 17.4254662 1982-1999 –> 2000-2012 4.1140108 22722.864850
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.0919787 10126.24530 15.0580390 1982-1999 –> 2000-2012 3.7828561 21750.924522
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.1456775 10245.06252 15.0252017 1982-1999 –> 2000-2012 3.9033044 22100.959815
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.2181526 10400.79471 22.1502821 1982-1999 –> 2000-2012 4.0228599 22414.555101
Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.2447914 10456.75975 25.1241007 1982-1999 –> 2000-2012 4.0657031 22523.903088
Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2.2605092 10489.47015 13.5392612 1982-1999 –> 2000-2012 4.0682214 22513.165898
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.2363351 10439.06621 21.9940062 1982-1999 –> 2000-2012 3.7979835 21588.938130
Atlantic (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2.6458694 5931.65516 21.8721296 2000-2012 –> 2013-2019 4.8167178 16231.392485
Atlantic (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2.7721923 6045.03942 27.1934729 2000-2012 –> 2013-2019 5.0140996 16493.772158
Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2.6015315 5889.84610 21.3618256 2000-2012 –> 2013-2019 4.7932182 16234.369711
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 2.6387412 5922.98105 24.1767140 2000-2012 –> 2013-2019 4.8390806 16283.976151
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.6194093 5906.78931 24.9509668 2000-2012 –> 2013-2019 4.7113880 16033.034608
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.6373916 5923.71536 24.4269776 2000-2012 –> 2013-2019 4.7830691 16168.777871
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.6774315 5960.99244 24.6510728 2000-2012 –> 2013-2019 4.8955840 16361.787152
Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.6895741 5972.18708 24.6771002 2000-2012 –> 2013-2019 4.9343655 16428.946831
Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2.7634254 6039.20315 22.2295440 2000-2012 –> 2013-2019 5.0239345 16528.673294
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.4175806 5708.42024 22.4292594 2000-2012 –> 2013-2019 4.6539157 16147.486448
Atlantic (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2.1217319 8394.72100 18.1610276 1982-1999 –> 2000-2012 4.0177035 19084.983223
Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2.0224885 8209.81153 12.3921910 1982-1999 –> 2000-2012 3.8347274 18665.830483
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 2.1044795 8361.20583 9.7832843 1982-1999 –> 2000-2012 3.9558792 18926.095933
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.0673216 8294.44258 9.9050427 1982-1999 –> 2000-2012 3.7816983 18462.568833
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.0754518 8309.59312 9.6782121 1982-1999 –> 2000-2012 3.7699511 18417.238883
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.1007178 8356.29997 9.2193082 1982-1999 –> 2000-2012 3.8201678 18539.750559
Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.1083318 8370.26532 9.1165392 1982-1999 –> 2000-2012 3.8410069 18593.450851
Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2.1584129 8460.88330 13.7172341 1982-1999 –> 2000-2012 3.9548582 18871.508432
Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.1639839 8470.83322 13.7188288 1982-1999 –> 2000-2012 3.9673191 18901.310427
Atlantic (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2.2121640 8555.83171 13.0408388 1982-1999 –> 2000-2012 4.0478443 19078.501765
Atlantic (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2.5895401 5190.99475 19.3255617 2000-2012 –> 2013-2019 4.7112721 13585.715755
Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2.3336383 4963.74569 10.2662051 2000-2012 –> 2013-2019 4.3561268 13173.557221
Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.3999185 5024.91132 10.7504981 2000-2012 –> 2013-2019 4.6577983 13659.699335
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 2.4743841 5089.64719 13.8602025 2000-2012 –> 2013-2019 4.5788635 13450.853026
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.4735487 5090.90974 13.9574938 2000-2012 –> 2013-2019 4.5408703 13385.352314
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.4662357 5084.44324 19.0905122 2000-2012 –> 2013-2019 4.6207523 13538.352098
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.4694935 5087.32628 14.1018196 2000-2012 –> 2013-2019 4.5449453 13396.919408
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.4910221 5106.28351 14.1118242 2000-2012 –> 2013-2019 4.5917399 13462.583477
Atlantic (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.5762830 5179.78509 15.1142407 2000-2012 –> 2013-2019 4.8101199 13773.249549
Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.4952149 5109.95648 14.1052574 2000-2012 –> 2013-2019 4.6035468 13480.221800
Atlantic (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2.4501100 9010.36771 23.4325772 1982-1999 –> 2000-2012 4.3348949 20252.922417
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2.1985257 8589.33546 19.7495133 1982-1999 –> 2000-2012 4.0790139 19819.405943
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 2.1837951 8561.21083 17.9289845 1982-1999 –> 2000-2012 4.1014963 19896.470269
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2.1621397 8524.48319 17.1579178 1982-1999 –> 2000-2012 4.0215079 19692.772041
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.1552532 8512.08651 16.1013410 1982-1999 –> 2000-2012 4.0164993 19685.897077
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.1337260 8473.07693 16.0441990 1982-1999 –> 2000-2012 3.9266877 19442.433157
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2.1488047 8500.44222 10.1618362 1982-1999 –> 2000-2012 4.0550181 19804.835430
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2.3912758 8915.91495 16.3338982 1982-1999 –> 2000-2012 4.2672140 20132.734376
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.4007333 8931.25377 18.7835788 1982-1999 –> 2000-2012 4.2721628 20134.910838
Atlantic (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2.4119828 8949.42049 14.2938454 1982-1999 –> 2000-2012 4.3463056 20333.886623
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + phosphate 2.7364220 5246.42274 18.6547149 2000-2012 –> 2013-2019 5.0489341 14030.185370
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2.7121909 5229.22844 20.3419095 2000-2012 –> 2013-2019 4.9107166 13818.563906
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 2.7337266 5244.29598 18.0794929 2000-2012 –> 2013-2019 5.0571045 14046.275141
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2.7222631 5237.22772 17.6502430 2000-2012 –> 2013-2019 5.0256032 14007.546978
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.6907530 5212.10328 18.8374161 2000-2012 –> 2013-2019 4.9827840 13963.295653
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 2.6863828 5206.59547 19.0343613 2000-2012 –> 2013-2019 4.8701779 13767.806306
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2.6808027 5204.10822 19.2366443 2000-2012 –> 2013-2019 4.8429423 13728.591414
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.6853498 5207.76548 19.2789689 2000-2012 –> 2013-2019 4.8406030 13719.851986
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.6816651 5204.80234 18.5066120 2000-2012 –> 2013-2019 4.8153910 13677.879271
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2.6159094 5151.22763 15.2165490 2000-2012 –> 2013-2019 4.7647142 13651.669841
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.6549299 13198.04365 17.9592081 1982-1999 –> 2000-2012 4.9597582 29940.821609
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.5728858 13025.27253 24.4847558 1982-1999 –> 2000-2012 4.8192821 29577.461726
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate_star 2.6634771 13213.73470 19.8507420 1982-1999 –> 2000-2012 4.9845054 30006.497031
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.6496107 13187.00524 20.6771090 1982-1999 –> 2000-2012 4.9038562 29765.082423
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2.6051486 13093.86113 14.8865210 1982-1999 –> 2000-2012 4.8442620 29621.948616
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 2.6600363 13206.61984 19.3864627 1982-1999 –> 2000-2012 4.9806722 29998.127236
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.6472766 13182.15452 20.2260377 1982-1999 –> 2000-2012 4.9021018 29762.140260
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 2.6676683 13222.38890 19.7877201 1982-1999 –> 2000-2012 4.9888446 30015.624567
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.6535622 13195.20758 20.6324160 1982-1999 –> 2000-2012 4.9069043 29770.309624
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 2.7019866 13292.74363 22.1062301 1982-1999 –> 2000-2012 4.9587547 29877.121637
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.0224178 7467.78713 16.2326273 2000-2012 –> 2013-2019 5.7651334 20844.877499
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.9382355 7384.39939 16.9951359 2000-2012 –> 2013-2019 5.5931653 20582.443035
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.7322193 7169.80368 18.1457562 2000-2012 –> 2013-2019 5.3051050 20195.076211
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate_star 2.9502933 7394.48888 16.6151345 2000-2012 –> 2013-2019 5.6137704 20608.223582
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.9487472 7394.94148 16.3829373 2000-2012 –> 2013-2019 5.5983578 20581.946716
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2.9565722 7402.76471 16.4293888 2000-2012 –> 2013-2019 5.5617208 20496.625839
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 2.9582287 7402.41822 16.5619633 2000-2012 –> 2013-2019 5.6182650 20609.038059
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.9571364 7403.32798 16.3681083 2000-2012 –> 2013-2019 5.6044129 20585.482500
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 2.9606999 7404.88324 16.6723999 2000-2012 –> 2013-2019 5.6283683 20627.272140
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.9590619 7405.24959 16.4334869 2000-2012 –> 2013-2019 5.6126241 20600.457168
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.7418662 3373.57031 12.2899118 1982-1999 –> 2000-2012 3.4151996 7746.256770
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.7642259 3393.27923 12.9243835 1982-1999 –> 2000-2012 3.4413684 7769.090794
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.7632881 3394.37425 12.5421877 1982-1999 –> 2000-2012 3.4273821 7754.580719
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1.7554360 3386.77813 12.2847094 1982-1999 –> 2000-2012 3.4407474 7775.541707
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.7542863 3385.66309 12.4679581 1982-1999 –> 2000-2012 3.4494422 7787.554795
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.6483454 3279.64532 11.5288209 1982-1999 –> 2000-2012 3.2659430 7575.976256
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.7781694 3408.67804 12.3790032 1982-1999 –> 2000-2012 3.4550288 7786.109096
Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1.6992160 3331.37757 12.2486048 1982-1999 –> 2000-2012 3.3411182 7661.323225
Atlantic (27.75,27.85] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.7162792 3346.38349 11.8415962 1982-1999 –> 2000-2012 3.3630876 7681.054249
Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.7012003 3333.36400 12.3927568 1982-1999 –> 2000-2012 3.3380295 7656.334607
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.7567412 1714.89838 12.5123195 2000-2012 –> 2013-2019 3.4986074 5088.468690
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.7587736 1713.89044 12.8184579 2000-2012 –> 2013-2019 3.5229995 5107.169671
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.7318921 1702.67533 14.7112775 2000-2012 –> 2013-2019 3.4951802 5097.049584
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1.7645819 1718.71930 12.6011248 2000-2012 –> 2013-2019 3.5200179 5105.497427
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.7761513 1724.32636 12.4251580 2000-2012 –> 2013-2019 3.5304376 5109.989452
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.7776012 1725.02648 12.5403214 2000-2012 –> 2013-2019 3.5304095 5109.255000
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.6749716 1674.00243 10.6505964 2000-2012 –> 2013-2019 3.3233170 4953.647751
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.7420592 1707.69748 14.8069025 2000-2012 –> 2013-2019 3.5202286 5116.375517
Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1.8083925 1739.76133 11.3953589 2000-2012 –> 2013-2019 3.5076085 5071.138899
Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.7642143 1718.54054 10.6349911 2000-2012 –> 2013-2019 3.4654147 5051.904534
Atlantic (27.85,27.95] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2.8610737 4010.67926 20.7009965 1982-1999 –> 2000-2012 5.8824477 9740.487365
Atlantic (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2.8935685 4026.95220 20.0133355 1982-1999 –> 2000-2012 5.9513954 9781.912063
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.8474569 4002.96029 20.1405795 1982-1999 –> 2000-2012 5.9051178 9759.797147
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.7459602 3944.23421 20.6715670 1982-1999 –> 2000-2012 5.8986150 9770.337460
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.9889700 4081.43740 20.1495071 1982-1999 –> 2000-2012 6.0536476 9843.463788
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2.7580854 3951.36298 20.7396936 1982-1999 –> 2000-2012 5.9130579 9779.130097
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2.9469789 4058.54547 21.0902477 1982-1999 –> 2000-2012 5.9860704 9801.591002
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.9278360 4048.00103 21.4586511 1982-1999 –> 2000-2012 5.9932485 9810.570230
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + phosphate + phosphate_star 2.7586006 3949.66521 20.8030686 1982-1999 –> 2000-2012 5.9137468 9775.556917
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.6861498 3908.60268 20.1776771 1982-1999 –> 2000-2012 5.7419742 9664.079422
Atlantic (27.85,27.95] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3.0333368 2385.82848 18.0171490 2000-2012 –> 2013-2019 5.8944105 6396.507736
Atlantic (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3.0413587 2386.30584 18.3856044 2000-2012 –> 2013-2019 5.9349272 6413.258043
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.9949261 2373.87490 18.3753330 2000-2012 –> 2013-2019 5.8423831 6376.835193
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 3.0912137 2403.55717 19.3075389 2000-2012 –> 2013-2019 6.0304455 6457.843605
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.0723849 2397.82630 19.1056137 2000-2012 –> 2013-2019 5.8183451 6342.060508
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.0118432 2379.15835 18.4272132 2000-2012 –> 2013-2019 6.0008131 6460.595747
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3.0744755 2398.46435 19.2261865 2000-2012 –> 2013-2019 5.8325609 6349.827327
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3.0969874 2405.30753 18.2719753 2000-2012 –> 2013-2019 6.0439663 6463.853003
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + phosphate + phosphate_star 3.0778412 2397.49062 19.0982670 2000-2012 –> 2013-2019 5.8364418 6347.155831
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.9542027 2361.03297 18.1591481 2000-2012 –> 2013-2019 5.6403525 6269.635647
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2.6707638 4057.79430 21.3640252 1982-1999 –> 2000-2012 5.0612993 9394.813878
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2.6090025 4018.39452 19.8146333 1982-1999 –> 2000-2012 4.9772259 9333.621183
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.5675753 3991.44047 18.4965669 1982-1999 –> 2000-2012 4.9175790 9288.718530
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2.5891498 4005.53144 19.2844684 1982-1999 –> 2000-2012 4.9521178 9315.595130
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2.4699068 3926.13229 15.0006705 1982-1999 –> 2000-2012 4.8172505 9220.778299
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate_star 2.6050097 4013.81538 17.0741652 1982-1999 –> 2000-2012 4.9552515 9309.328914
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2.6928780 4071.68056 17.4378612 1982-1999 –> 2000-2012 5.0479387 9373.954350
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.5980996 4011.34246 15.5661584 1982-1999 –> 2000-2012 4.9043959 9264.989720
Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2.6560137 4046.46812 17.5409342 1982-1999 –> 2000-2012 5.0236766 9359.144682
Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2.6551425 4047.91570 17.0277031 1982-1999 –> 2000-2012 4.9973015 9337.422840
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.9116925 1832.89618 15.8134214 2000-2012 –> 2013-2019 4.5824562 5890.690486
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1.8879028 1821.87650 15.4777911 2000-2012 –> 2013-2019 4.4969053 5840.271026
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.8716044 1814.24641 15.3018171 2000-2012 –> 2013-2019 4.4391797 5805.686881
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.8812339 1818.76244 15.3488693 2000-2012 –> 2013-2019 4.4703836 5824.293883
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1.8760095 1816.31520 14.6225183 2000-2012 –> 2013-2019 4.3459163 5742.447487
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.8760557 1814.33686 14.5374625 2000-2012 –> 2013-2019 4.4810654 5828.152243
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1.8846890 1820.37721 16.5127999 2000-2012 –> 2013-2019 4.5775670 5892.057777
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.8617439 1809.59791 15.1547849 2000-2012 –> 2013-2019 4.4598436 5820.940372
Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1.8813519 1816.81767 15.4642860 2000-2012 –> 2013-2019 4.5373656 5863.285784
Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.8727832 1814.80051 15.9871642 2000-2012 –> 2013-2019 4.5279258 5862.716210
Atlantic (28.05,28.1] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 0.2096064 -130.44661 1.2408140 1982-1999 –> 2000-2012 0.3456928 -896.861150
Atlantic (28.05,28.1] cstar_tref ~ aou + silicate + phosphate + phosphate_star 0.2269088 -52.65397 1.3410744 1982-1999 –> 2000-2012 0.3682182 -769.999506
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.2216287 -74.33998 1.3643688 1982-1999 –> 2000-2012 0.3628313 -790.710920
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.2281663 -45.09433 1.3315645 1982-1999 –> 2000-2012 0.3708673 -747.150561
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.2215805 -74.55900 1.2581332 1982-1999 –> 2000-2012 0.3634928 -784.130230
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 0.2079852 -138.25787 1.2200323 1982-1999 –> 2000-2012 0.3438812 -906.570683
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.2120213 -118.92273 1.2151692 1982-1999 –> 2000-2012 0.3523424 -843.785035
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.2268523 -50.90468 1.3391263 1982-1999 –> 2000-2012 0.3681504 -766.357648
Atlantic (28.05,28.1] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 0.2105402 -125.97483 1.2136667 1982-1999 –> 2000-2012 0.3496469 -862.623106
Atlantic (28.05,28.1] cstar_tref ~ temp + nitrate + silicate + phosphate_star 0.2216145 -76.40453 1.2612047 1982-1999 –> 2000-2012 0.3665981 -758.942829
Atlantic (28.05,28.1] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 0.2569700 46.11614 1.0206797 2000-2012 –> 2013-2019 0.4665764 -84.330472
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.2561320 44.37194 0.9396078 2000-2012 –> 2013-2019 0.4733994 -49.962011
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.2632040 58.91607 1.0426283 2000-2012 –> 2013-2019 0.4848327 -15.423914
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 0.2615341 55.51735 0.9164451 2000-2012 –> 2013-2019 0.4835657 -16.995659
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.2461971 23.24658 1.0119275 2000-2012 –> 2013-2019 0.4574951 -99.114102
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.2609562 54.33604 0.9901184 2000-2012 –> 2013-2019 0.4825366 -20.222963
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 0.2525387 36.82731 0.9738394 2000-2012 –> 2013-2019 0.4605239 -101.430551
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.2531640 38.14778 0.9468578 2000-2012 –> 2013-2019 0.4651853 -80.774953
Atlantic (28.05,28.1] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 0.2525658 36.88453 0.9505845 2000-2012 –> 2013-2019 0.4631060 -89.090298
Atlantic (28.05,28.1] cstar_tref ~ temp + nitrate + silicate + phosphate_star 0.2631157 56.73707 1.0477905 2000-2012 –> 2013-2019 0.4847303 -19.667462
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.1748508 -389.50570 1.7624979 1982-1999 –> 2000-2012 0.3126047 -1355.731452
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.1773280 -372.03325 1.7224164 1982-1999 –> 2000-2012 0.3241802 -1226.972054
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate 0.1761897 -380.03104 1.7764980 1982-1999 –> 2000-2012 0.3151539 -1331.036114
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.1771284 -373.43145 1.7854610 1982-1999 –> 2000-2012 0.3169468 -1313.774059
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.1785881 -363.23842 1.7365387 1982-1999 –> 2000-2012 0.3264142 -1206.676144
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.1795880 -356.30423 1.7449589 1982-1999 –> 2000-2012 0.3283535 -1188.719353
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.1774418 -371.23645 1.7862817 1982-1999 –> 2000-2012 0.3177366 -1305.659096
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.1797223 -355.37530 1.7464970 1982-1999 –> 2000-2012 0.3285630 -1186.911475
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 0.1842913 -324.19520 1.8482652 1982-1999 –> 2000-2012 0.3273330 -1224.880423
Atlantic (28.1,28.15] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 0.1886243 -295.33200 1.8751208 1982-1999 –> 2000-2012 0.3296443 -1220.784057
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.1494093 -300.34709 0.5877150 2000-2012 –> 2013-2019 0.3242600 -689.852791
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + phosphate + phosphate_star 0.1591660 -261.10251 0.6407847 2000-2012 –> 2013-2019 0.3438051 -584.956770
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.1493599 -300.56236 0.7177173 2000-2012 –> 2013-2019 0.3266879 -672.595611
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate 0.1510300 -293.31266 0.5899981 2000-2012 –> 2013-2019 0.3272197 -673.343699
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.1521569 -288.46562 0.5919205 2000-2012 –> 2013-2019 0.3292854 -661.897071
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.1591214 -259.28528 0.6340477 2000-2012 –> 2013-2019 0.3436664 -581.772285
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.1510514 -293.22022 0.7039476 2000-2012 –> 2013-2019 0.3296395 -656.458638
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.1523746 -287.53355 0.6938725 2000-2012 –> 2013-2019 0.3319626 -643.837785
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.1525569 -286.75417 0.5916289 2000-2012 –> 2013-2019 0.3299986 -657.990622
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.1525906 -286.60991 0.6929919 2000-2012 –> 2013-2019 0.3323130 -641.985207
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate 0.2030377 -446.21058 1.8458197 1982-1999 –> 2000-2012 0.4107772 -1024.813214
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.2029653 -445.14222 1.8295302 1982-1999 –> 2000-2012 0.4102910 -1029.465867
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.2029771 -446.99040 1.8260552 1982-1999 –> 2000-2012 0.4108782 -1022.582269
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate 0.1976933 -515.88447 1.7796962 1982-1999 –> 2000-2012 0.3972380 -1250.322735
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 0.1962027 -533.65432 1.9112066 1982-1999 –> 2000-2012 0.3813465 -1556.126847
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.1965934 -528.45776 1.9062212 1982-1999 –> 2000-2012 0.3807548 -1571.529863
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 0.2029658 -445.13501 1.8293540 1982-1999 –> 2000-2012 0.4102638 -1029.976598
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.2029650 -445.14618 1.8297137 1982-1999 –> 2000-2012 0.4102456 -1030.311446
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.1973977 -517.79376 1.8430655 1982-1999 –> 2000-2012 0.3869009 -1450.152530
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.2030016 -444.67457 1.8215854 1982-1999 –> 2000-2012 0.4106785 -1022.445016
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate 0.2063887 -216.08572 1.6767186 2000-2012 –> 2013-2019 0.4094263 -662.296301
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.2059084 -217.42637 1.6572100 2000-2012 –> 2013-2019 0.4088737 -662.568594
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.2059445 -219.17533 1.6589723 2000-2012 –> 2013-2019 0.4089215 -666.165736
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate 0.2001153 -260.34989 1.6333606 2000-2012 –> 2013-2019 0.3978086 -776.234363
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 0.1988545 -267.41321 1.7006424 2000-2012 –> 2013-2019 0.3950571 -801.067528
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.1995272 -262.57001 1.6836439 2000-2012 –> 2013-2019 0.3961206 -791.027768
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 0.2058984 -217.49593 1.6561718 2000-2012 –> 2013-2019 0.4088643 -662.630939
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.2059044 -217.45444 1.6567708 2000-2012 –> 2013-2019 0.4088694 -662.600623
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.2001087 -258.39660 1.6383021 2000-2012 –> 2013-2019 0.3975064 -776.190365
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.2057802 -218.31953 1.6446092 2000-2012 –> 2013-2019 0.4087818 -662.994107
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate 0.1635402 -791.88704 1.4458024 1982-1999 –> 2000-2012 0.3694653 -1218.635250
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.1580858 -859.49302 1.0188212 1982-1999 –> 2000-2012 0.3378404 -1653.942769
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.1827823 -563.62913 2.2364826 1982-1999 –> 2000-2012 0.4528212 -253.110488
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 0.2025698 -352.70676 2.3029394 1982-1999 –> 2000-2012 0.4770824 2.504371
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 0.1511375 -951.72643 1.3024917 1982-1999 –> 2000-2012 0.3265702 -1812.372093
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.1771897 -625.39425 2.4610076 1982-1999 –> 2000-2012 0.4467899 -317.298745
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate 0.1586650 -851.98796 1.0576199 1982-1999 –> 2000-2012 0.3397934 -1625.730007
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.1603011 -830.93793 1.1313764 1982-1999 –> 2000-2012 0.3442962 -1561.965797
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.2025692 -350.71224 2.3077473 1982-1999 –> 2000-2012 0.4489021 -288.114426
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.1559228 -887.76315 0.9728334 1982-1999 –> 2000-2012 0.3322343 -1734.818893
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate 0.1947734 -243.16814 1.3939272 2000-2012 –> 2013-2019 0.3583137 -1035.055179
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.1749219 -367.58515 1.3408512 2000-2012 –> 2013-2019 0.3330077 -1227.078169
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.2347001 -23.87786 2.4811511 2000-2012 –> 2013-2019 0.4174823 -587.506995
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 0.1551062 -508.97501 0.9271553 2000-2012 –> 2013-2019 0.3062437 -1460.701448
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.2294979 -48.23706 2.6387213 2000-2012 –> 2013-2019 0.4066877 -673.631311
Atlantic (28.2, Inf] cstar_tref ~ sal + nitrate + phosphate + phosphate_star 0.2297279 -49.05931 2.8176826 2000-2012 –> 2013-2019 0.4478117 -250.339083
Atlantic (28.2, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 0.2264173 -64.12984 2.9711575 2000-2012 –> 2013-2019 0.4443721 -264.623240
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate 0.1761067 -359.64684 1.3523122 2000-2012 –> 2013-2019 0.3347717 -1211.634795
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.1784002 -344.42972 1.3678199 2000-2012 –> 2013-2019 0.3387013 -1175.367651
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.1727772 -382.09300 1.3167712 2000-2012 –> 2013-2019 0.3287000 -1269.856151
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5.9368924 35970.59745 33.2060059 1982-1999 –> 2000-2012 12.1842884 85941.050292
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 6.2801597 36600.16823 29.8189843 1982-1999 –> 2000-2012 12.8634700 87373.383987
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 6.2388929 36528.09299 29.3664201 1982-1999 –> 2000-2012 12.7733428 87188.839347
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 6.0579613 36197.42407 33.8188774 1982-1999 –> 2000-2012 12.4181512 86442.828387
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6.1136918 36300.31754 34.0531331 1982-1999 –> 2000-2012 12.5244993 86667.528353
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 6.4254929 36857.22461 30.2086887 1982-1999 –> 2000-2012 13.1437915 87942.327746
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 6.2733617 36589.99904 29.6752950 1982-1999 –> 2000-2012 12.8531214 87356.925259
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 6.3773992 36774.80882 29.7189858 1982-1999 –> 2000-2012 13.0355251 87723.665690
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.4461499 36895.28871 29.8453658 1982-1999 –> 2000-2012 13.1629416 87978.944985
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6.1369641 36343.00721 34.0549899 1982-1999 –> 2000-2012 12.5727887 86770.064482
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5.6647679 18712.50245 28.2790170 2000-2012 –> 2013-2019 11.6016604 54683.099904
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 5.9975705 19049.03750 24.6448572 2000-2012 –> 2013-2019 12.2777302 55649.205734
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.9252391 18979.08629 23.8745160 2000-2012 –> 2013-2019 12.1641320 55507.179281
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate 5.7689366 18820.55794 29.1755926 2000-2012 –> 2013-2019 11.8268979 55017.982014
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5.8228160 18875.68461 29.8171567 2000-2012 –> 2013-2019 11.9365078 55176.002153
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5.9933561 19046.86917 24.4572478 2000-2012 –> 2013-2019 12.2667178 55636.868213
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 6.0479746 19100.66550 24.6499738 2000-2012 –> 2013-2019 12.4253738 55875.474315
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5.8370460 18890.15882 29.3502795 2000-2012 –> 2013-2019 11.9740101 55233.166036
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate_star 5.9987807 19050.23399 27.3455741 2000-2012 –> 2013-2019 12.4554724 55961.882572
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5.9964606 19049.93998 27.1999420 2000-2012 –> 2013-2019 12.4486296 55955.715467
Indo-Pacific (26,26.5] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4.7697902 34966.06784 49.5461124 1982-1999 –> 2000-2012 9.2553075 82835.464573
Indo-Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.5580311 34433.66265 44.7457174 1982-1999 –> 2000-2012 8.8244800 81482.379365
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4.8254005 35101.96544 52.6104821 1982-1999 –> 2000-2012 9.2632555 82796.273343
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4.8853318 35246.68043 52.9054219 1982-1999 –> 2000-2012 9.3627027 83086.283294
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.6278140 34611.79539 40.9217659 1982-1999 –> 2000-2012 8.9556471 81894.645817
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.7114362 34821.75079 39.5665326 1982-1999 –> 2000-2012 9.1051468 82352.207200
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.7209525 34845.40731 39.4413667 1982-1999 –> 2000-2012 9.1285267 82427.498249
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4.7571387 34934.92933 49.0469224 1982-1999 –> 2000-2012 9.1939502 82625.383045
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4.7979817 35035.15775 48.9042447 1982-1999 –> 2000-2012 9.2476243 82772.942001
Indo-Pacific (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4.8097990 35063.99809 51.1565639 1982-1999 –> 2000-2012 9.2678078 82832.569662
Indo-Pacific (26,26.5] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4.7048211 18483.88353 49.3722854 2000-2012 –> 2013-2019 9.4746113 53449.951369
Indo-Pacific (26,26.5] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4.8684926 18696.72327 58.9868918 2000-2012 –> 2013-2019 9.7409390 53912.439944
Indo-Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.5883999 18327.93263 45.6993130 2000-2012 –> 2013-2019 9.1464311 52761.595287
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4.8430241 18664.07826 53.4870215 2000-2012 –> 2013-2019 9.6684245 53766.043701
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.6697474 18437.31077 39.6487248 2000-2012 –> 2013-2019 9.2975613 53049.106152
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.7494657 18542.66536 36.7666885 2000-2012 –> 2013-2019 9.4609019 53364.416157
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.7544964 18549.25442 36.5917886 2000-2012 –> 2013-2019 9.4754488 53394.661725
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4.6688635 18436.13257 47.2626603 2000-2012 –> 2013-2019 9.4260021 53371.061904
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4.6939707 18469.51300 45.2191495 2000-2012 –> 2013-2019 9.4919524 53504.670751
Indo-Pacific (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4.7010250 18478.85972 44.7977000 2000-2012 –> 2013-2019 9.5108240 53542.857810
Indo-Pacific (26.5,26.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4.1514913 26454.06205 26.7619898 1982-1999 –> 2000-2012 8.1686518 62766.980960
Indo-Pacific (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.2643585 26701.58023 22.1941988 1982-1999 –> 2000-2012 8.3423590 63206.705800
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4.1492527 26449.04483 25.4184805 1982-1999 –> 2000-2012 8.0826997 62489.879154
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.1108195 26362.48173 20.1002231 1982-1999 –> 2000-2012 7.9979066 62250.135701
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4.2517243 26675.97981 26.2214715 1982-1999 –> 2000-2012 8.2503624 62929.189177
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.2651758 26705.36283 20.0628494 1982-1999 –> 2000-2012 8.2511755 62917.671425
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4.2308091 26630.10828 25.5212886 1982-1999 –> 2000-2012 8.2690924 63010.784466
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4.2071032 26577.84100 25.3439480 1982-1999 –> 2000-2012 8.2722186 63044.079315
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4.2634728 26701.64800 26.9115941 1982-1999 –> 2000-2012 8.3686944 63294.729459
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.1268843 26398.76262 22.8051396 1982-1999 –> 2000-2012 8.1216220 62639.363125
Indo-Pacific (26.5,26.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4.4431407 14804.14469 30.4534289 2000-2012 –> 2013-2019 8.5946320 41258.206734
Indo-Pacific (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.6033846 14982.20161 24.7416828 2000-2012 –> 2013-2019 8.8677431 41683.781839
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4.4742739 14839.63027 30.1849011 2000-2012 –> 2013-2019 8.6235266 41288.675099
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.4682546 14832.78880 24.2016375 2000-2012 –> 2013-2019 8.5790741 41195.270531
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 4.5642535 14940.81736 31.0981025 2000-2012 –> 2013-2019 8.8159778 41616.797171
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.6110227 14992.62692 24.0671513 2000-2012 –> 2013-2019 8.8761985 41697.989753
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4.5606925 14936.85093 33.4883553 2000-2012 –> 2013-2019 8.7915016 41566.959208
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4.5408829 14914.72891 29.3593072 2000-2012 –> 2013-2019 8.7479861 41492.569914
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4.5542894 14929.71086 30.3216878 2000-2012 –> 2013-2019 8.8177622 41631.358859
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.4981927 14866.72548 23.4801399 2000-2012 –> 2013-2019 8.6250770 41265.488102
Indo-Pacific (26.75,27] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4.6901934 30326.08073 20.0116079 1982-1999 –> 2000-2012 8.7759724 70716.758758
Indo-Pacific (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4.6621086 30266.66351 19.3210776 1982-1999 –> 2000-2012 8.7290590 70593.354803
Indo-Pacific (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.7312232 30415.14878 18.6575234 1982-1999 –> 2000-2012 8.8527848 70930.396705
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4.5561903 30031.65957 21.7585745 1982-1999 –> 2000-2012 8.4080356 69582.033997
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + phosphate + phosphate_star 4.5842496 30092.44331 21.1140378 1982-1999 –> 2000-2012 8.4519332 69699.439644
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.5695031 30061.49560 20.5212535 1982-1999 –> 2000-2012 8.4228846 69617.566364
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.4184613 29717.76948 24.3764217 1982-1999 –> 2000-2012 8.1785354 68923.656206
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4.4160210 29712.12019 24.6374315 1982-1999 –> 2000-2012 8.2103978 69047.745356
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 4.4204880 29720.45889 24.5801563 1982-1999 –> 2000-2012 8.2166627 69060.851632
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.3787673 29625.48739 23.2175677 1982-1999 –> 2000-2012 8.1407926 68838.785303
Indo-Pacific (26.75,27] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5.0897996 16796.43519 22.2795291 2000-2012 –> 2013-2019 9.7799930 47122.515925
Indo-Pacific (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5.0669924 16773.68959 21.6499005 2000-2012 –> 2013-2019 9.7291009 47040.353099
Indo-Pacific (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 5.1482131 16859.31104 20.3381941 2000-2012 –> 2013-2019 9.8794363 47274.459825
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4.9776109 16675.62604 23.3227833 2000-2012 –> 2013-2019 9.5338012 46707.285612
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + phosphate + phosphate_star 5.0149371 16714.79033 22.5259343 2000-2012 –> 2013-2019 9.5991867 46807.233646
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.0060594 16707.02759 21.5711907 2000-2012 –> 2013-2019 9.5755625 46768.523189
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.8933179 16581.51816 27.3521361 2000-2012 –> 2013-2019 9.3117792 46299.287640
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4.8854443 16572.64517 27.7003465 2000-2012 –> 2013-2019 9.3014653 46284.765358
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 4.8970183 16583.68334 27.6122734 2000-2012 –> 2013-2019 9.3175062 46304.142231
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.8682823 16553.25513 26.3358805 2000-2012 –> 2013-2019 9.2470496 46178.742518
Indo-Pacific (27,27.25] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4.2907107 27736.51911 56.6912534 1982-1999 –> 2000-2012 7.8484490 62849.253237
Indo-Pacific (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4.0217264 27114.28525 50.5920990 1982-1999 –> 2000-2012 7.3638927 61412.817991
Indo-Pacific (27,27.25] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.2988043 27754.68992 44.5668850 1982-1999 –> 2000-2012 7.8661544 62902.654769
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4.2611247 27671.80378 58.4757907 1982-1999 –> 2000-2012 7.7583486 62562.520795
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.2829522 27721.06875 46.0786797 1982-1999 –> 2000-2012 7.8035504 62698.770370
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.8913313 26796.48569 44.2560741 1982-1999 –> 2000-2012 7.1292608 60681.274443
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3.8899574 26793.08087 44.9925104 1982-1999 –> 2000-2012 7.1403059 60727.857164
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4.2490421 27644.42470 51.0031823 1982-1999 –> 2000-2012 7.7923282 62706.006764
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + phosphate_star 3.8921894 26796.61178 43.9212936 1982-1999 –> 2000-2012 7.1437624 60734.306677
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.5417930 25888.99776 32.5721970 1982-1999 –> 2000-2012 6.5112402 58643.508270
Indo-Pacific (27,27.25] cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5.4448829 16476.79494 45.6088460 2000-2012 –> 2013-2019 9.7355935 44213.314051
Indo-Pacific (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5.0510588 16081.78058 39.8942671 2000-2012 –> 2013-2019 9.0727852 43196.065828
Indo-Pacific (27,27.25] cstar_tref ~ aou + silicate + phosphate + phosphate_star 5.1909178 16224.20980 36.7222061 2000-2012 –> 2013-2019 9.4897221 43978.899722
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5.4331635 16467.40094 46.7018755 2000-2012 –> 2013-2019 9.6942881 44139.204713
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.1843617 16219.52683 37.5879720 2000-2012 –> 2013-2019 9.4673139 43940.595574
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.7051154 15706.60970 37.9606275 2000-2012 –> 2013-2019 8.5964466 42503.095387
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4.6667839 15663.35315 35.2462784 2000-2012 –> 2013-2019 8.5567413 42456.434025
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5.2648325 16300.97582 38.7913444 2000-2012 –> 2013-2019 9.5138746 43945.400523
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + phosphate_star 4.7078475 15707.67941 38.5218862 2000-2012 –> 2013-2019 8.6000369 42504.291194
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.1273043 15013.74520 27.5013179 2000-2012 –> 2013-2019 7.6690973 40902.742954
Indo-Pacific (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3.0585381 19908.17840 29.4832813 1982-1999 –> 2000-2012 6.0055174 46199.226814
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2.9712630 19681.15284 29.2584689 1982-1999 –> 2000-2012 5.8447985 45706.904537
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3.0439128 19870.58971 30.7751505 1982-1999 –> 2000-2012 5.9215486 45911.329981
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.1747504 20200.62200 29.6086208 1982-1999 –> 2000-2012 6.0982424 46407.554350
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3.0037088 19766.32239 30.4847058 1982-1999 –> 2000-2012 5.8580840 45721.746622
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.1548417 20151.29032 29.8778610 1982-1999 –> 2000-2012 6.0619289 46299.070010
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3.0736198 19946.75246 29.6207973 1982-1999 –> 2000-2012 6.0271666 46261.201363
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.1087574 20035.89361 29.6023274 1982-1999 –> 2000-2012 6.0907328 46451.038839
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.9392661 19596.24598 30.5283492 1982-1999 –> 2000-2012 5.7568444 45415.274859
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3.1022932 20019.57028 29.6599759 1982-1999 –> 2000-2012 6.0793635 46417.410289
Indo-Pacific (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3.6064382 11371.77510 35.4661538 2000-2012 –> 2013-2019 6.6649763 31279.953498
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3.4665663 11205.48143 31.8747183 2000-2012 –> 2013-2019 6.4378293 30886.634265
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3.5229937 11273.36145 29.0955878 2000-2012 –> 2013-2019 6.5669065 31143.951167
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.7450866 11530.36723 27.9501057 2000-2012 –> 2013-2019 6.9198370 31730.989239
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3.4832934 11225.71806 28.5623800 2000-2012 –> 2013-2019 6.4870022 30992.040453
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.7114862 11492.47931 28.4320982 2000-2012 –> 2013-2019 6.8663279 31643.769637
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3.6278878 11396.70470 34.4968188 2000-2012 –> 2013-2019 6.7015076 31343.457162
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.6707594 11446.09318 34.3621276 2000-2012 –> 2013-2019 6.7795169 31481.986796
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.4154355 11143.01185 29.3624160 2000-2012 –> 2013-2019 6.3547016 30739.257838
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3.6622653 11436.35389 34.1018901 2000-2012 –> 2013-2019 6.7645585 31455.924165
Indo-Pacific (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2.0198315 14939.81486 12.7518455 1982-1999 –> 2000-2012 3.7269667 34229.563313
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.8806389 14437.56928 13.3385425 1982-1999 –> 2000-2012 3.5037530 33229.380654
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.9002336 14510.47881 9.2516741 1982-1999 –> 2000-2012 3.5482171 33452.310424
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate_star 1.9313889 14622.86933 12.4985113 1982-1999 –> 2000-2012 3.5794121 33562.938856
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1.9039418 14524.19187 15.0155224 1982-1999 –> 2000-2012 3.5272103 33316.941230
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1.9614732 14731.59012 14.3239039 1982-1999 –> 2000-2012 3.6123549 33688.757354
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.8984711 14503.95151 9.2146171 1982-1999 –> 2000-2012 3.5474095 33451.497910
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.8992859 14506.96978 9.2323863 1982-1999 –> 2000-2012 3.5472813 33448.872567
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.8989229 14505.62538 9.2254346 1982-1999 –> 2000-2012 3.5470424 33448.271282
Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2.0160465 14926.62115 12.6520533 1982-1999 –> 2000-2012 3.7222189 34210.804228
Indo-Pacific (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2.2821475 8352.90990 13.1890479 2000-2012 –> 2013-2019 4.3019790 23292.724763
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.1253644 8088.42879 14.3097245 2000-2012 –> 2013-2019 4.0060033 22525.998072
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.1170911 8073.93553 12.7408059 2000-2012 –> 2013-2019 4.0173248 22584.414342
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate_star 2.2035789 8220.72329 13.6358638 2000-2012 –> 2013-2019 4.1349678 22843.592628
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2.1721097 8169.27266 16.3648343 2000-2012 –> 2013-2019 4.0760515 22693.464534
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 2.2614941 8317.12702 15.6693784 2000-2012 –> 2013-2019 4.2229673 23048.717134
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.1138694 8068.27623 12.6472070 2000-2012 –> 2013-2019 4.0123405 22572.227737
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.1149990 8070.26146 12.6849376 2000-2012 –> 2013-2019 4.0142849 22577.231238
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.1143946 8069.19948 12.6661409 2000-2012 –> 2013-2019 4.0133176 22574.824865
Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2.2772215 8344.88034 13.1415626 2000-2012 –> 2013-2019 4.2932680 23271.501488
Indo-Pacific (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1.4870566 4923.75350 8.2906228 1982-1999 –> 2000-2012 2.9169561 11557.151618
Indo-Pacific (27.75,27.85] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1.4870891 4921.81260 8.3096630 1982-1999 –> 2000-2012 2.9234652 11570.049151
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.4689766 4890.67610 7.8566999 1982-1999 –> 2000-2012 2.8842167 11485.677950
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.2705981 4498.38460 6.0926619 1982-1999 –> 2000-2012 2.5519426 10723.061951
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.4808251 4912.39873 8.1930528 1982-1999 –> 2000-2012 2.9075529 11537.522892
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.4778704 4906.99800 8.1915896 1982-1999 –> 2000-2012 2.9008207 11522.243943
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.4794127 4909.81834 8.2310308 1982-1999 –> 2000-2012 2.9033657 11527.688776
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.4905861 4930.16387 8.4552156 1982-1999 –> 2000-2012 2.9217167 11566.768548
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.3614976 4685.22434 6.7129544 1982-1999 –> 2000-2012 2.6667779 10978.862108
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.4917681 4932.30726 8.4877807 1982-1999 –> 2000-2012 2.9238018 11571.262439
Indo-Pacific (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1.7108964 2994.87691 10.4435194 2000-2012 –> 2013-2019 3.1979530 7918.630416
Indo-Pacific (27.75,27.85] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1.7109683 2992.94096 10.4794018 2000-2012 –> 2013-2019 3.1980574 7914.753554
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.6752219 2962.76349 9.7698835 2000-2012 –> 2013-2019 3.1441985 7853.439587
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.3983069 2687.40186 5.6116042 2000-2012 –> 2013-2019 2.6689050 7185.786457
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.6868406 2973.29690 10.1589028 2000-2012 –> 2013-2019 3.1676658 7885.695633
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.6839163 2970.65259 10.1690432 2000-2012 –> 2013-2019 3.1617867 7877.650589
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.6854083 2972.00227 10.2148556 2000-2012 –> 2013-2019 3.1648210 7881.820610
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.7126632 2996.44987 10.6120267 2000-2012 –> 2013-2019 3.2032493 7926.613736
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.6160166 2907.92780 7.4436016 2000-2012 –> 2013-2019 2.9775142 7593.152143
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate_star 1.7128098 2994.58033 10.6662276 2000-2012 –> 2013-2019 3.2035098 7922.950754
Indo-Pacific (27.85,27.95] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1.3938597 6863.97151 9.0590518 1982-1999 –> 2000-2012 2.6736692 16052.370282
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.4086701 6905.31895 10.6567401 1982-1999 –> 2000-2012 2.7272848 16258.244361
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.3833212 6834.28174 9.2835568 1982-1999 –> 2000-2012 2.6901947 16137.943219
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.3049802 6606.21450 9.5040202 1982-1999 –> 2000-2012 2.3985489 14928.398725
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1.3762533 6814.24268 9.6797733 1982-1999 –> 2000-2012 2.6516306 15983.533480
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1.3984317 6876.78228 9.2313199 1982-1999 –> 2000-2012 2.6830348 16085.772893
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.3973845 6873.85167 9.2088851 1982-1999 –> 2000-2012 2.6791807 16070.794127
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.4333961 6973.38951 9.8505290 1982-1999 –> 2000-2012 2.7391495 16272.328349
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate 1.3987911 6875.78752 9.3450036 1982-1999 –> 2000-2012 2.6971303 16141.362066
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.3985578 6877.13487 9.2561729 1982-1999 –> 2000-2012 2.6817787 16080.196174
Indo-Pacific (27.85,27.95] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1.5841755 3982.45347 9.5837342 2000-2012 –> 2013-2019 2.9780352 10846.424981
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5718150 3965.91001 10.9333598 2000-2012 –> 2013-2019 2.9804851 10871.228968
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.5421581 3925.68024 9.4773600 2000-2012 –> 2013-2019 2.9254793 10759.961977
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.4267695 3761.43000 9.1634059 2000-2012 –> 2013-2019 2.7317497 10367.644495
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1.5425885 3926.26961 10.6427067 2000-2012 –> 2013-2019 2.9188418 10740.512283
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 1.5961227 3996.32156 9.3296888 2000-2012 –> 2013-2019 3.0087886 10910.721676
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1.5871441 3986.40755 9.7452346 2000-2012 –> 2013-2019 2.9855759 10863.189832
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.5865489 3985.61528 9.7373025 2000-2012 –> 2013-2019 2.9839334 10859.466957
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate 1.5888299 3986.64957 10.1668347 2000-2012 –> 2013-2019 2.9876210 10862.437095
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.5873642 3986.70032 9.7811308 2000-2012 –> 2013-2019 2.9859219 10863.835192
Indo-Pacific (27.95,28.05] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 0.6322526 2480.49287 5.4245346 1982-1999 –> 2000-2012 1.2007515 5777.970474
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.5785522 2252.55629 3.1007649 1982-1999 –> 2000-2012 1.1158897 5333.336981
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.5790655 2254.83374 3.1482515 1982-1999 –> 2000-2012 1.1174883 5343.370223
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.5795681 2257.06165 3.1938704 1982-1999 –> 2000-2012 1.1188664 5351.843617
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.5887572 2297.45816 5.5046155 1982-1999 –> 2000-2012 1.1347802 5439.876202
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.5796904 2257.60341 3.2047308 1982-1999 –> 2000-2012 1.1192071 5353.941791
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 0.6430737 2524.07245 5.7316553 1982-1999 –> 2000-2012 1.2214209 5887.571176
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.6531644 2564.05504 5.7598162 1982-1999 –> 2000-2012 1.2408253 5988.964753
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.5740161 2232.34282 2.9389118 1982-1999 –> 2000-2012 1.1025283 5249.464446
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 0.6530262 2563.51162 5.8697139 1982-1999 –> 2000-2012 1.2405628 5987.607864
Indo-Pacific (27.95,28.05] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 0.6530180 1415.81668 3.2370445 2000-2012 –> 2013-2019 1.2852707 3896.309552
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 0.6615689 1434.18598 3.4393510 2000-2012 –> 2013-2019 1.2939764 3915.307860
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 0.6653768 1440.28982 3.0934299 2000-2012 –> 2013-2019 1.3057804 3951.677885
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.6070864 1312.83429 2.5716624 2000-2012 –> 2013-2019 1.1856385 3565.390583
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.6079592 1314.86292 2.5733696 2000-2012 –> 2013-2019 1.1870247 3569.696663
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.6087833 1316.77554 2.5709688 2000-2012 –> 2013-2019 1.1883513 3573.837195
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.6180328 1338.06735 3.9364615 2000-2012 –> 2013-2019 1.2067900 3635.525508
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.6089580 1317.18067 2.5709701 2000-2012 –> 2013-2019 1.1886483 3574.784081
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 0.6630556 1437.35553 3.3734503 2000-2012 –> 2013-2019 1.3061293 3961.427979
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.5952229 1284.96829 2.6397460 2000-2012 –> 2013-2019 1.1692390 3517.311107
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 0.4526839 1382.00813 3.4494864 1982-1999 –> 2000-2012 0.9073809 3501.667203
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.4883205 1547.50694 3.3670775 1982-1999 –> 2000-2012 0.9712409 3868.181985
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 0.4724560 1473.37541 2.4183784 1982-1999 –> 2000-2012 0.9407516 3689.399590
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.4635281 1433.70999 2.2977439 1982-1999 –> 2000-2012 0.9289764 3631.376468
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 0.4787797 1504.41376 3.9399449 1982-1999 –> 2000-2012 0.9562164 3786.968058
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.4636542 1434.30391 2.2990277 1982-1999 –> 2000-2012 0.9291710 3632.462150
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.4638412 1435.18449 2.2996440 1982-1999 –> 2000-2012 0.9295400 3634.647424
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.4527621 1382.38534 3.1435033 1982-1999 –> 2000-2012 0.9079528 3505.666573
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.4638839 1435.38552 2.2998947 1982-1999 –> 2000-2012 0.9296262 3635.160815
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.4621832 1427.36366 2.2755490 1982-1999 –> 2000-2012 0.9268582 3619.480894
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 0.4593657 820.41569 2.3813847 2000-2012 –> 2013-2019 0.9120496 2202.423822
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.4898351 901.20719 2.3967880 2000-2012 –> 2013-2019 0.9781556 2448.714129
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 0.4913706 903.14454 2.5602145 2000-2012 –> 2013-2019 0.9638267 2376.519945
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.4867297 893.20646 2.4464954 2000-2012 –> 2013-2019 0.9502579 2326.916453
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 0.4762275 865.76529 2.7093303 2000-2012 –> 2013-2019 0.9550072 2370.179050
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.4867766 893.32760 2.4472978 2000-2012 –> 2013-2019 0.9504308 2327.631506
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.4868678 893.56334 2.4477166 2000-2012 –> 2013-2019 0.9507090 2328.747831
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.4669672 841.06236 2.2440151 2000-2012 –> 2013-2019 0.9197293 2223.447706
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.4868888 893.61742 2.4478698 2000-2012 –> 2013-2019 0.9507727 2329.002943
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.4876112 895.48258 2.4192843 2000-2012 –> 2013-2019 0.9497943 2322.846246
Indo-Pacific (28.1, Inf] cstar_tref ~ aou + nitrate + silicate + phosphate 0.6843959 21324.17667 2.9661067 1982-1999 –> 2000-2012 1.3676467 50874.792775
Indo-Pacific (28.1, Inf] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 0.6671718 20803.70431 2.7438652 1982-1999 –> 2000-2012 1.3237188 49221.844660
Indo-Pacific (28.1, Inf] cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 0.7159831 22249.04525 3.2530394 1982-1999 –> 2000-2012 1.4330971 53176.158486
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 0.6753553 21053.60238 2.9760872 1982-1999 –> 2000-2012 1.3421188 49911.133146
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.7816574 24049.95133 4.6099473 1982-1999 –> 2000-2012 1.5446636 56744.227956
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 0.7096959 22070.25481 3.1664542 1982-1999 –> 2000-2012 1.4148729 52521.705982
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.7501883 23207.64107 3.7614173 1982-1999 –> 2000-2012 1.4806251 54660.569488
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 0.6691280 20863.71867 2.7457455 1982-1999 –> 2000-2012 1.3285476 49406.090819
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.6735410 20998.45963 2.7390493 1982-1999 –> 2000-2012 1.3382562 49768.444482
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 0.6715719 20938.44702 2.7486807 1982-1999 –> 2000-2012 1.3339707 49609.093104
Indo-Pacific (28.1, Inf] cstar_tref ~ aou + nitrate + silicate + phosphate 0.6861407 11612.42038 2.8891061 2000-2012 –> 2013-2019 1.3705366 32936.597054
Indo-Pacific (28.1, Inf] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 0.6708104 11362.92535 2.9668236 2000-2012 –> 2013-2019 1.3379823 32166.629651
Indo-Pacific (28.1, Inf] cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 0.7159694 12086.05469 3.4058535 2000-2012 –> 2013-2019 1.4319525 34335.099938
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 0.6758642 11446.46289 3.0969509 2000-2012 –> 2013-2019 1.3512195 32500.065270
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 0.7081312 11965.53524 3.3079100 2000-2012 –> 2013-2019 1.4178272 34035.790046
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.7534011 12655.24308 4.0361429 2000-2012 –> 2013-2019 1.5035894 35862.884152
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 0.6727558 11395.15530 2.9684808 2000-2012 –> 2013-2019 1.3418838 32258.873975
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.6772941 11469.98522 2.9723974 2000-2012 –> 2013-2019 1.3508351 32468.444849
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.7761927 12986.95125 4.9502882 2000-2012 –> 2013-2019 1.5567168 37007.159270
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 0.6752612 11436.52869 2.9765228 2000-2012 –> 2013-2019 1.3468331 32374.975715
SO (26,26.5] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.8194290 304.31026 2.6015000 1982-1999 –> 2000-2012 1.8079288 779.928187
SO (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 0.7431579 281.05783 2.1933387 1982-1999 –> 2000-2012 1.6801285 739.115797
SO (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.7176377 272.74125 1.9472015 1982-1999 –> 2000-2012 1.6409831 725.994459
SO (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.7312150 277.20201 2.1193916 1982-1999 –> 2000-2012 1.6612482 732.822377
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 0.9276063 333.82218 2.9785079 1982-1999 –> 2000-2012 1.9418654 817.877967
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.0374738 358.46309 4.3544818 1982-1999 –> 2000-2012 2.3050455 913.644711
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1.0846527 371.04722 3.4414577 1982-1999 –> 2000-2012 2.4274269 947.133047
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.9893649 349.16267 3.2371606 1982-1999 –> 2000-2012 2.1579646 879.678942
SO (26,26.5] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1.1519204 383.36782 4.9152032 1982-1999 –> 2000-2012 2.5883888 979.577198
SO (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.0632146 366.29605 3.3744077 1982-1999 –> 2000-2012 2.3591917 930.746786
SO (26,26.5] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.9807288 173.54063 2.9794078 2000-2012 –> 2013-2019 1.8001578 477.850891
SO (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate 0.9165466 165.82476 2.5845727 2000-2012 –> 2013-2019 1.6597045 446.882596
SO (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.8868748 162.07312 2.1220743 2000-2012 –> 2013-2019 1.6045125 434.814375
SO (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.9048003 164.35431 2.4560278 2000-2012 –> 2013-2019 1.6360153 441.556318
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 0.9831104 173.81713 2.3620135 2000-2012 –> 2013-2019 1.9107167 507.639306
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.1135958 186.02474 2.5253185 2000-2012 –> 2013-2019 2.1510696 544.487825
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1.1348583 190.18088 2.2530020 2000-2012 –> 2013-2019 2.2195110 561.228102
SO (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.0360494 179.79628 2.2417979 2000-2012 –> 2013-2019 2.0254143 528.958944
SO (26,26.5] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1.2183665 196.27525 2.6808506 2000-2012 –> 2013-2019 2.3702869 579.643068
SO (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.1105245 187.70989 2.2525249 2000-2012 –> 2013-2019 2.1737391 554.005935
SO (26.5,26.75] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.8338967 1585.69610 8.4511094 1982-1999 –> 2000-2012 3.8479584 3917.982732
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1.6459873 1501.80844 7.5176117 1982-1999 –> 2000-2012 3.4542036 3716.148154
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.4789638 1418.77747 6.9976687 1982-1999 –> 2000-2012 3.1205339 3527.340797
SO (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.6007387 1480.17728 7.2172660 1982-1999 –> 2000-2012 3.3559368 3661.960496
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1.3712945 1360.12235 6.3548883 1982-1999 –> 2000-2012 2.9388243 3418.195178
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.6986892 1524.26525 7.2896059 1982-1999 –> 2000-2012 3.6125204 3798.707143
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1.8690615 1600.43496 7.3401578 1982-1999 –> 2000-2012 3.9401351 3963.259186
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.6769152 1516.25407 6.8651966 1982-1999 –> 2000-2012 3.5561161 3772.719071
SO (26.5,26.75] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1.8464067 1588.97166 7.5014019 1982-1999 –> 2000-2012 3.9040549 3942.681050
SO (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.8203073 1579.92446 7.0432617 1982-1999 –> 2000-2012 3.8348080 3912.449492
SO (26.5,26.75] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.5407213 658.21385 6.4792165 2000-2012 –> 2013-2019 3.3746180 2243.909944
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1.4143142 628.42299 5.8256083 2000-2012 –> 2013-2019 3.0603015 2130.231433
SO (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.3144103 602.92968 4.9799422 2000-2012 –> 2013-2019 2.7933741 2021.707147
SO (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.3895101 622.26564 5.6542089 2000-2012 –> 2013-2019 2.9902488 2102.442927
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1.3253900 605.82457 5.1731121 2000-2012 –> 2013-2019 2.6966846 1965.946925
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.6496306 679.98250 4.7344665 2000-2012 –> 2013-2019 3.3483198 2204.247753
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1.8075317 713.79347 5.0047738 2000-2012 –> 2013-2019 3.6765932 2314.228424
SO (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.6494029 681.93445 4.7239726 2000-2012 –> 2013-2019 3.3263181 2198.188523
SO (26.5,26.75] cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1.7686582 704.22759 4.9913596 2000-2012 –> 2013-2019 3.6150650 2293.199249
SO (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.7684284 706.18235 4.9601653 2000-2012 –> 2013-2019 3.5887357 2286.106810
SO (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2.5246304 6336.20956 12.6029954 1982-1999 –> 2000-2012 5.3275357 15986.916339
SO (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.3807416 6178.00108 13.1142262 1982-1999 –> 2000-2012 5.0595649 15650.580946
SO (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.3631014 6157.95065 11.6070694 1982-1999 –> 2000-2012 4.8488547 15336.259833
SO (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2.4622682 6268.77791 12.6606324 1982-1999 –> 2000-2012 5.2059387 15835.455089
SO (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2.0294906 5747.64622 15.1956888 1982-1999 –> 2000-2012 4.3172304 14599.388430
SO (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate_star 2.4417236 6244.18876 13.7552985 1982-1999 –> 2000-2012 5.2001501 15829.967004
SO (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.4416229 6246.07760 13.7006123 1982-1999 –> 2000-2012 5.1999452 15833.707164
SO (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 2.3639281 6156.89361 11.7073801 1982-1999 –> 2000-2012 4.8496824 15333.204469
SO (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.3150892 6102.61068 10.5701279 1982-1999 –> 2000-2012 4.7437678 15189.539167
SO (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2.5414681 6354.13049 13.1358216 1982-1999 –> 2000-2012 5.3829421 16058.601043
SO (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate 2.6810166 3371.56787 16.5752905 2000-2012 –> 2013-2019 5.2056470 9707.777433
SO (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.5311157 3291.24783 17.4496960 2000-2012 –> 2013-2019 4.9118573 9469.248910
SO (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.4205686 3228.90566 15.3838202 2000-2012 –> 2013-2019 4.7836700 9386.856310
SO (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2.6196616 3339.24924 16.6994930 2000-2012 –> 2013-2019 5.0819298 9608.027159
SO (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2.1408096 3057.45114 19.0330691 2000-2012 –> 2013-2019 4.1703002 8805.097363
SO (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate_star 2.5676895 3309.27524 17.7956469 2000-2012 –> 2013-2019 5.0094131 9553.464005
SO (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.5589097 3306.49362 17.0366949 2000-2012 –> 2013-2019 5.0005326 9552.571220
SO (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 2.4257234 3229.87540 15.2052273 2000-2012 –> 2013-2019 4.7896515 9386.769008
SO (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.2914850 3152.40148 12.2355768 2000-2012 –> 2013-2019 4.6065742 9255.012166
SO (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2.6692037 3365.40334 16.4127625 2000-2012 –> 2013-2019 5.2106718 9719.533837
SO (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.9423313 13918.95636 18.0315407 1982-1999 –> 2000-2012 3.7539840 32659.538501
SO (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.7410487 13188.59301 15.6599734 1982-1999 –> 2000-2012 3.3202311 30651.710256
SO (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.8548363 13611.24269 12.7985259 1982-1999 –> 2000-2012 3.6689649 32364.528868
SO (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.8918682 13743.21620 11.5445111 1982-1999 –> 2000-2012 3.7348612 32643.340441
SO (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.8643436 13645.37446 12.6250114 1982-1999 –> 2000-2012 3.6862464 32438.437760
SO (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1.7412481 13189.35760 16.2226839 1982-1999 –> 2000-2012 3.3477077 30811.776432
SO (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.9464339 13931.04248 18.8286732 1982-1999 –> 2000-2012 3.7785009 32773.856590
SO (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.9006674 13774.19484 18.5370422 1982-1999 –> 2000-2012 3.7301596 32605.926814
SO (27,27.25] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.7435763 13196.27812 16.2102755 1982-1999 –> 2000-2012 3.3527567 30832.438035
SO (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.6946420 13008.23335 15.9315666 1982-1999 –> 2000-2012 3.3031932 30642.755498
SO (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.9409959 7151.57497 10.4930277 2000-2012 –> 2013-2019 3.6820446 20340.167986
SO (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.0123038 7275.25388 9.4986952 2000-2012 –> 2013-2019 3.9285999 21104.119479
SO (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.9580714 7181.60015 9.1817735 2000-2012 –> 2013-2019 3.8129077 20792.842844
SO (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.9955553 7246.60308 9.5303319 2000-2012 –> 2013-2019 3.8874234 20989.819288
SO (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.9681315 7199.16728 9.2031718 2000-2012 –> 2013-2019 3.8324751 20844.541739
SO (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1.9416607 7152.74880 10.9269559 2000-2012 –> 2013-2019 3.6829087 20342.106404
SO (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.0784296 7386.08932 13.3900702 2000-2012 –> 2013-2019 3.9790970 21160.284168
SO (27,27.25] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.9458251 7158.09322 11.2065949 2000-2012 –> 2013-2019 3.6894014 20354.371343
SO (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.8691123 7022.21048 11.3878576 2000-2012 –> 2013-2019 3.5637542 20030.443826
SO (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2.1243256 7460.96293 13.7791319 2000-2012 –> 2013-2019 4.0656065 21376.307832
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.6882379 15492.82686 10.4215511 1982-1999 –> 2000-2012 3.1378969 35060.121932
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.6715484 15413.66506 9.3597272 1982-1999 –> 2000-2012 3.1355437 35088.442234
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.6890739 15496.77149 11.1206578 1982-1999 –> 2000-2012 3.1432642 35098.152908
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.6781045 15444.85587 10.7404260 1982-1999 –> 2000-2012 3.1345910 35063.470017
SO (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.6888572 15495.74942 10.3259849 1982-1999 –> 2000-2012 3.1385095 35062.993922
SO (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 1.6955515 15525.27058 9.5410373 1982-1999 –> 2000-2012 3.1452252 35090.675918
SO (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.6649640 15382.21640 8.8082304 1982-1999 –> 2000-2012 3.1116395 34927.009886
SO (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.6790955 15449.56030 10.7055069 1982-1999 –> 2000-2012 3.1369742 35078.608580
SO (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.6786842 15447.60804 9.7306675 1982-1999 –> 2000-2012 3.1444171 35135.340577
SO (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.6796026 15451.96616 10.6826549 1982-1999 –> 2000-2012 3.1416317 35112.064301
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.8102612 8429.89734 8.1557566 2000-2012 –> 2013-2019 3.4818096 23843.562404
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.8074843 8423.47730 8.8371904 2000-2012 –> 2013-2019 3.4911343 23894.621024
SO (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.8080849 8424.86665 8.8225930 2000-2012 –> 2013-2019 3.4861894 23869.722519
SO (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.7982283 8402.00657 8.7207339 2000-2012 –> 2013-2019 3.4631923 23784.222969
SO (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.8072592 8422.95648 8.8335361 2000-2012 –> 2013-2019 3.4863548 23872.516775
SO (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.8221255 8457.21642 9.3966405 2000-2012 –> 2013-2019 3.5008097 23904.824464
SO (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.8223610 8457.75679 9.5019251 2000-2012 –> 2013-2019 3.5019636 23909.722947
SO (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate_star 1.8228453 8456.86812 9.4794331 2000-2012 –> 2013-2019 3.5033670 23911.193168
SO (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.8213203 8455.36795 9.4000156 2000-2012 –> 2013-2019 3.5008891 23907.173742
SO (27.25,27.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1.8223798 8455.79996 9.4978337 2000-2012 –> 2013-2019 3.5040885 23915.750976
SO (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1.4177481 18701.84781 8.4547964 1982-1999 –> 2000-2012 2.6655831 42251.569349
SO (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1.4305930 18795.18169 8.9382957 1982-1999 –> 2000-2012 2.6800884 42361.981533
SO (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.4167681 18694.53875 8.7618058 1982-1999 –> 2000-2012 2.6660927 42261.377920
SO (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.4247642 18754.02743 8.9390085 1982-1999 –> 2000-2012 2.6699824 42273.627722
SO (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.4605749 19016.41468 9.6111652 1982-1999 –> 2000-2012 2.7253030 42759.075285
SO (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.4498556 18938.55460 9.2687965 1982-1999 –> 2000-2012 2.7092617 42620.711100
SO (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate 1.4587058 19000.87926 9.4047533 1982-1999 –> 2000-2012 2.7050673 42531.648114
SO (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1.4162733 18690.84683 8.3860254 1982-1999 –> 2000-2012 2.6603207 42196.950292
SO (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.4220345 18733.75672 8.6375176 1982-1999 –> 2000-2012 2.6674242 42255.333299
SO (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.4169114 18695.60794 8.3223139 1982-1999 –> 2000-2012 2.6593134 42182.722894
SO (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1.6016779 10586.60576 10.0973082 2000-2012 –> 2013-2019 3.0194260 29288.453570
SO (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1.6548614 10767.33640 10.7586220 2000-2012 –> 2013-2019 3.0854544 29562.518088
SO (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 1.6267193 10671.38836 10.3391821 2000-2012 –> 2013-2019 3.0685832 29549.518973
SO (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1.6048859 10597.79875 10.0041631 2000-2012 –> 2013-2019 3.0431633 29451.605043
SO (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.6144152 10630.91575 10.3884608 2000-2012 –> 2013-2019 3.0311832 29325.454501
SO (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.6230323 10660.69499 10.3932073 2000-2012 –> 2013-2019 3.0477965 29414.722418
SO (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.6480294 10746.19410 10.4964426 2000-2012 –> 2013-2019 3.0978850 29684.748701
SO (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1.6028544 10590.71321 10.0631312 2000-2012 –> 2013-2019 3.0191277 29281.560036
SO (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.6085076 10610.40842 10.2954260 2000-2012 –> 2013-2019 3.0305421 29344.165136
SO (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.6052942 10599.22168 10.0324116 2000-2012 –> 2013-2019 3.0222056 29294.829625
SO (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1.3450037 8182.42684 8.8619535 1982-1999 –> 2000-2012 2.7547159 19274.395998
SO (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1.4557377 8557.17711 11.6429717 1982-1999 –> 2000-2012 2.8731215 19681.261739
SO (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.4398460 8506.90652 11.0881291 1982-1999 –> 2000-2012 2.8429460 19569.322006
SO (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5202302 8765.60500 13.7611338 1982-1999 –> 2000-2012 2.9959482 20145.216007
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.4803657 8639.06614 11.9840644 1982-1999 –> 2000-2012 2.9324977 19917.398044
SO (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate 1.5461911 8844.23909 13.7541152 1982-1999 –> 2000-2012 2.9985805 20121.685133
SO (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1.3452348 8183.24491 8.9696456 1982-1999 –> 2000-2012 2.7584074 19290.625151
SO (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.3496455 8198.83260 8.6011300 1982-1999 –> 2000-2012 2.7567084 19278.977709
SO (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.5112815 8737.49115 13.8267605 1982-1999 –> 2000-2012 2.9407227 19916.823387
SO (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.3458591 8185.45428 9.0515776 1982-1999 –> 2000-2012 2.7632076 19311.382450
SO (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1.4263572 4612.36943 8.2184297 2000-2012 –> 2013-2019 2.7713609 12794.796276
SO (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1.5945830 4899.34758 9.0273600 2000-2012 –> 2013-2019 3.0503206 13456.524689
SO (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 1.6037594 4914.22110 8.7459125 2000-2012 –> 2013-2019 3.1122392 13640.876095
SO (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1.4896757 4724.95218 8.1820438 2000-2012 –> 2013-2019 2.9166793 13189.194619
SO (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.5581960 4841.51524 8.4934647 2000-2012 –> 2013-2019 2.9980420 13348.421762
SO (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.5911871 4895.82177 8.9056337 2000-2012 –> 2013-2019 3.0715528 13534.887913
SO (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1.5709008 4862.56347 8.0519505 2000-2012 –> 2013-2019 3.1350112 13763.673440
SO (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1.4251031 4610.08955 8.1299267 2000-2012 –> 2013-2019 2.7703379 12793.334462
SO (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.4425464 4641.62303 8.6044235 2000-2012 –> 2013-2019 2.7921918 12840.455629
SO (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1.4248498 4609.62877 8.0872493 2000-2012 –> 2013-2019 2.7707089 12795.083047
SO (27.85,27.95] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.6518224 9694.92113 10.8760739 1982-1999 –> 2000-2012 3.1587477 22131.556387
SO (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.5366856 9330.77471 11.1038542 1982-1999 –> 2000-2012 2.9465100 21315.020858
SO (27.85,27.95] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.6674703 9740.44104 12.0447065 1982-1999 –> 2000-2012 3.1948871 22266.812799
SO (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.6472718 9681.01726 12.9182449 1982-1999 –> 2000-2012 3.1654995 22168.404412
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1.6700379 9750.19581 10.8783787 1982-1999 –> 2000-2012 3.1954819 22269.789138
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.6682787 9744.88379 10.6411498 1982-1999 –> 2000-2012 3.1914734 22254.455251
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.6440012 9671.00051 12.0744004 1982-1999 –> 2000-2012 3.1553466 22127.529053
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.5403704 9342.84571 10.4498896 1982-1999 –> 2000-2012 2.9516600 21334.146583
SO (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1.5344009 9323.27597 11.1425250 1982-1999 –> 2000-2012 3.0339581 21726.619970
SO (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.5884794 9497.84739 10.2601164 1982-1999 –> 2000-2012 3.1930509 22360.920663
SO (27.85,27.95] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1.5942651 5010.18123 11.5963022 2000-2012 –> 2013-2019 3.2446413 14700.687786
SO (27.85,27.95] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1.6072945 5029.75076 11.9675911 2000-2012 –> 2013-2019 3.2580237 14719.335475
SO (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.5801883 4986.67876 12.4103701 2000-2012 –> 2013-2019 3.1168739 14317.453480
SO (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.6525065 5105.26422 10.9845560 2000-2012 –> 2013-2019 3.1928770 14448.109927
SO (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1.5545634 4943.35319 12.5338319 2000-2012 –> 2013-2019 3.0889643 14266.629151
SO (27.85,27.95] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1.6282031 5066.00115 12.5305925 2000-2012 –> 2013-2019 3.2186686 14570.146123
SO (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1.6022203 5023.37159 11.6064821 2000-2012 –> 2013-2019 3.2611475 14739.924289
SO (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.5863057 4996.91797 11.5516569 2000-2012 –> 2013-2019 3.2341666 14679.737368
SO (27.85,27.95] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.6546925 5106.76740 10.9740171 2000-2012 –> 2013-2019 3.2472774 14615.623919
SO (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.5496764 4935.00942 12.8318723 2000-2012 –> 2013-2019 3.1381558 14432.856809
SO (27.95,28.05] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.7112706 14673.57282 9.8238096 1982-1999 –> 2000-2012 3.1821675 33241.028904
SO (27.95,28.05] cstar_tref ~ sal + aou + nitrate + phosphate_star 1.7226582 14721.27628 9.8663721 1982-1999 –> 2000-2012 3.2054230 33369.343650
SO (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.6207680 14266.37894 8.0456078 1982-1999 –> 2000-2012 3.0259575 32364.036853
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 1.7818323 14974.37606 10.0181659 1982-1999 –> 2000-2012 3.3210098 34006.295929
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1.7228412 14724.07225 9.8887210 1982-1999 –> 2000-2012 3.2051703 33371.118667
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.7145435 14687.89198 9.8434845 1982-1999 –> 2000-2012 3.1887828 33278.681492
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.7813498 14974.34648 9.9076159 1982-1999 –> 2000-2012 3.3202459 34006.386428
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.6633570 14460.75607 9.0275434 1982-1999 –> 2000-2012 3.0891388 32707.969194
SO (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.7244975 14731.27374 9.8991081 1982-1999 –> 2000-2012 3.2093992 33396.144554
SO (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1.6076372 14205.41827 7.4005615 1982-1999 –> 2000-2012 3.1460347 33234.126494
SO (27.95,28.05] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1.9001468 8459.44391 11.8914002 2000-2012 –> 2013-2019 3.6900192 23469.558937
SO (27.95,28.05] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.8962955 8451.12958 9.5214600 2000-2012 –> 2013-2019 3.6075661 23124.702395
SO (27.95,28.05] cstar_tref ~ sal + aou + nitrate + phosphate_star 1.9318275 8525.20570 9.6585319 2000-2012 –> 2013-2019 3.6544857 23246.481985
SO (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.7634959 8153.59780 7.5565071 2000-2012 –> 2013-2019 3.3842639 22419.976742
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1.9105561 8481.83214 9.5930515 2000-2012 –> 2013-2019 3.6333972 23205.904389
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.9033719 8466.39360 9.5584178 2000-2012 –> 2013-2019 3.6179154 23154.285579
SO (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.7999975 8237.55407 8.8962505 2000-2012 –> 2013-2019 3.4633544 22698.310144
SO (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.9117972 8484.49335 9.6012797 2000-2012 –> 2013-2019 3.6362947 23215.767092
SO (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1.7184039 8047.45055 7.5462682 2000-2012 –> 2013-2019 3.3260411 22252.868815
SO (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.8982550 8455.36181 11.8477634 2000-2012 –> 2013-2019 3.6873068 23462.040514
SO (28.05,28.1] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.2581151 7389.62706 7.8879365 1982-1999 –> 2000-2012 2.3424487 16568.040875
SO (28.05,28.1] cstar_tref ~ sal + aou + nitrate + phosphate_star 1.2641173 7408.92072 8.1175311 1982-1999 –> 2000-2012 2.3567423 16631.877580
SO (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.2388676 7320.65171 7.8758306 1982-1999 –> 2000-2012 2.3113958 16432.179979
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1.2652913 7415.07387 7.9042547 1982-1999 –> 2000-2012 2.3565698 16632.496615
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.2594811 7394.48184 7.8462608 1982-1999 –> 2000-2012 2.3455213 16582.504920
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.3185989 7599.70392 8.9613130 1982-1999 –> 2000-2012 2.4427562 16998.494252
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.2338168 7302.37408 9.1686117 1982-1999 –> 2000-2012 2.2839091 16284.733366
SO (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.2659201 7417.29655 7.9104232 1982-1999 –> 2000-2012 2.3583473 16641.147646
SO (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1.2264991 7275.76003 7.0296571 1982-1999 –> 2000-2012 2.3547511 16696.765618
SO (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.3252202 7622.11387 9.0798505 1982-1999 –> 2000-2012 2.4603881 17080.457333
SO (28.05,28.1] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1.4776613 4588.16116 8.1453646 2000-2012 –> 2013-2019 2.7357765 11977.788216
SO (28.05,28.1] cstar_tref ~ sal + aou + nitrate + phosphate_star 1.4862369 4600.79001 7.6314736 2000-2012 –> 2013-2019 2.7503543 12009.710723
SO (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.4516030 4543.18247 7.9585680 2000-2012 –> 2013-2019 2.6904706 11863.834182
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate 1.4878625 4605.55352 8.1810156 2000-2012 –> 2013-2019 2.7531539 12020.627391
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.4798223 4591.85542 8.0756903 2000-2012 –> 2013-2019 2.7393033 11986.337258
SO (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.4107601 4471.03389 9.9801688 2000-2012 –> 2013-2019 2.6445769 11773.407976
SO (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1.4881716 4606.07858 8.1907975 2000-2012 –> 2013-2019 2.7540917 12023.375131
SO (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1.4303404 4505.87938 6.9271620 2000-2012 –> 2013-2019 2.6568395 11781.639409
SO (28.05,28.1] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1.4878284 4605.49552 7.6190272 2000-2012 –> 2013-2019 2.7875509 12140.688968
SO (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.4886297 4606.85671 8.9403568 2000-2012 –> 2013-2019 2.7922763 12155.537833
SO (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1.0933107 29175.56921 5.3730917 1982-1999 –> 2000-2012 2.0745215 66753.577562
SO (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.0844708 29018.59332 5.5343032 1982-1999 –> 2000-2012 2.0654043 66589.019214
SO (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.0914351 29142.36897 5.5465783 1982-1999 –> 2000-2012 2.0719989 66702.680240
SO (28.1, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1.0814524 28964.70024 5.6765517 1982-1999 –> 2000-2012 2.0536927 66296.277351
SO (28.1, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate_star 1.0848138 29022.70745 5.5678152 1982-1999 –> 2000-2012 2.0670903 66627.845332
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.0816654 28968.50718 5.6674519 1982-1999 –> 2000-2012 2.0524399 66259.602375
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.0916615 29146.37988 5.5437070 1982-1999 –> 2000-2012 2.0724773 66713.585893
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.0913649 29141.12565 5.5443590 1982-1999 –> 2000-2012 2.0720123 66703.724817
SO (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.0844311 29017.88480 5.6260800 1982-1999 –> 2000-2012 2.0564581 66343.573071
SO (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.0915078 29143.65629 5.5433725 1982-1999 –> 2000-2012 2.0723127 66710.566067
SO (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.1870998 16373.38668 13.5811755 2000-2012 –> 2013-2019 2.2715707 45391.979996
SO (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.1918785 16414.70975 12.7503102 2000-2012 –> 2013-2019 2.2833136 45557.078716
SO (28.1, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1.1894834 16394.01924 13.6513539 2000-2012 –> 2013-2019 2.2709358 45358.719482
SO (28.1, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate_star 1.1896519 16393.47621 13.4816507 2000-2012 –> 2013-2019 2.2744657 45416.183662
SO (28.1, Inf] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1.1924937 16418.01762 12.9058023 2000-2012 –> 2013-2019 2.2853163 45582.952603
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.1898902 16397.53659 14.2049982 2000-2012 –> 2013-2019 2.2715556 45366.043774
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.1920348 16416.05839 12.7457675 2000-2012 –> 2013-2019 2.2836963 45562.438279
SO (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.1917553 16413.64681 12.7479219 2000-2012 –> 2013-2019 2.2831203 45554.772457
SO (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.1880116 16381.28433 13.2248246 2000-2012 –> 2013-2019 2.2724427 45399.169125
SO (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.1918432 16414.40562 12.7463030 2000-2012 –> 2013-2019 2.2833510 45558.061913
SO (28.1,28.15] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.5112296 1176.39533 2.8756902 1982-1999 –> 2000-2012 0.9857424 2560.236925
SO (28.1,28.15] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 0.5003318 1142.91062 2.5516635 1982-1999 –> 2000-2012 0.9836572 2564.181057
SO (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.4807594 1080.89896 3.0161361 1982-1999 –> 2000-2012 0.9736004 2541.825145
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.4827462 1087.30782 3.0247220 1982-1999 –> 2000-2012 0.9835757 2580.938920
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.4707282 1048.13136 2.1255129 1982-1999 –> 2000-2012 0.9208180 2324.493209
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.4818804 1084.51823 3.0189741 1982-1999 –> 2000-2012 0.9760002 2550.715342
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.4821282 1085.31718 3.0187375 1982-1999 –> 2000-2012 0.9770773 2554.925248
SO (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.4820750 1085.14577 3.0165188 1982-1999 –> 2000-2012 0.9781952 2559.560934
SO (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.4821400 1085.35518 3.0189869 1982-1999 –> 2000-2012 0.9768951 2554.166051
SO (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate_star 0.4821467 1083.37671 3.0191959 1982-1999 –> 2000-2012 0.9791924 2559.582925
SO (28.1,28.15] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.5262532 613.81757 3.7557900 2000-2012 –> 2013-2019 1.0138716 1716.730711
SO (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.5239824 610.47918 3.6614969 2000-2012 –> 2013-2019 1.0047418 1691.378139
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.5254265 612.60384 3.6784831 2000-2012 –> 2013-2019 1.0081727 1699.911667
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.4920518 561.94030 2.1393508 2000-2012 –> 2013-2019 0.9627800 1610.071656
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate 0.5260015 611.44826 3.6584373 2000-2012 –> 2013-2019 1.0102352 1701.536937
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.5253550 612.49881 3.6686194 2000-2012 –> 2013-2019 1.0072354 1697.017046
SO (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.5254973 612.70786 3.6686971 2000-2012 –> 2013-2019 1.0076255 1698.025034
SO (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.5254628 612.65715 3.6725319 2000-2012 –> 2013-2019 1.0075378 1697.802925
SO (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.5254335 612.61415 3.6675218 2000-2012 –> 2013-2019 1.0075735 1697.969337
SO (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate_star 0.5257207 611.03605 3.6726796 2000-2012 –> 2013-2019 1.0078674 1694.412757
SO (28.15,28.2] cstar_tref ~ aou + nitrate + silicate + phosphate 0.3060495 344.19123 1.3603371 1982-1999 –> 2000-2012 0.5755136 554.424304
SO (28.15,28.2] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 0.3001331 318.58877 1.3637128 1982-1999 –> 2000-2012 0.5679777 519.717808
SO (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.2952932 295.60112 1.3760054 1982-1999 –> 2000-2012 0.5703591 545.734047
SO (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 0.3009846 322.59453 1.3427983 1982-1999 –> 2000-2012 0.5672426 512.780201
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 0.2957579 297.82443 1.3779131 1982-1999 –> 2000-2012 0.5709581 548.857036
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.3007530 321.50635 1.4019365 1982-1999 –> 2000-2012 0.5780468 586.498563
SO (28.15,28.2] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.2961472 299.68441 1.3804906 1982-1999 –> 2000-2012 0.5715637 552.163838
SO (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 0.3005053 320.34125 1.3655359 1982-1999 –> 2000-2012 0.5684798 522.363124
SO (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.3047351 340.10554 1.3747822 1982-1999 –> 2000-2012 0.5780728 578.628683
SO (28.15,28.2] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 0.3009157 322.27100 1.3680197 1982-1999 –> 2000-2012 0.5693069 527.155470
SO (28.15,28.2] cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 0.3395365 258.58822 1.1063487 2000-2012 –> 2013-2019 0.6396697 577.176992
SO (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.3440006 268.01893 1.1502364 2000-2012 –> 2013-2019 0.6392939 563.620058
SO (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.3394304 258.36238 1.0898515 2000-2012 –> 2013-2019 0.6414711 585.910075
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate 0.3447185 269.52404 1.1561475 2000-2012 –> 2013-2019 0.6404764 567.348462
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.3239959 224.76209 1.0548674 2000-2012 –> 2013-2019 0.6191782 519.831578
SO (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.3402049 260.00796 1.0929401 2000-2012 –> 2013-2019 0.6429131 590.677093
SO (28.15,28.2] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.3451160 270.35601 1.1589563 2000-2012 –> 2013-2019 0.6412632 570.040418
SO (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 0.3217536 219.74775 0.9796634 2000-2012 –> 2013-2019 0.6208444 533.417676
SO (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate 0.3401736 259.94169 1.1090110 2000-2012 –> 2013-2019 0.6406790 580.282940
SO (28.15,28.2] cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 0.3404979 260.62957 1.1101752 2000-2012 –> 2013-2019 0.6414136 582.900572
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate 0.3438876 2260.88480 2.0142331 1982-1999 –> 2000-2012 0.6356661 3985.189933
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.3438861 2262.85722 2.0094841 1982-1999 –> 2000-2012 0.6352438 3975.960654
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.3461000 2301.91447 1.8896531 1982-1999 –> 2000-2012 0.6381592 4035.018386
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 0.3435916 2255.37533 1.9870418 1982-1999 –> 2000-2012 0.6353746 3979.822766
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 0.3435893 2257.33276 1.9844569 1982-1999 –> 2000-2012 0.6353675 3983.629424
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.3434527 2254.78849 2.0350193 1982-1999 –> 2000-2012 0.6345510 3959.743784
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate 0.3438787 2262.71845 2.0025367 1982-1999 –> 2000-2012 0.6353022 3977.889034
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.3440505 2265.91503 2.0038088 1982-1999 –> 2000-2012 0.6354939 3981.709413
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.3435362 2256.34472 2.0158569 1982-1999 –> 2000-2012 0.6349061 3969.828844
SO (28.2, Inf] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.3426268 2239.38525 1.9979931 1982-1999 –> 2000-2012 0.6327953 3915.074504
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate 0.3821840 1665.73481 2.5119084 2000-2012 –> 2013-2019 0.7260716 3926.619606
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 0.3811402 1657.84057 2.6064891 2000-2012 –> 2013-2019 0.7250263 3920.697793
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 0.3834555 1677.75238 2.4667118 2000-2012 –> 2013-2019 0.7270471 3933.127706
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate 0.3820482 1666.44892 2.5331496 2000-2012 –> 2013-2019 0.7256375 3923.781681
SO (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.3812577 1658.95584 2.6009974 2000-2012 –> 2013-2019 0.7247104 3913.744330
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate 0.3812562 1658.94125 2.6010709 2000-2012 –> 2013-2019 0.7251349 3921.659697
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.3815412 1661.64462 2.6017942 2000-2012 –> 2013-2019 0.7255917 3927.559651
SO (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.3811277 1657.72193 2.6059921 2000-2012 –> 2013-2019 0.7246640 3914.066654
SO (28.2, Inf] cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 0.3800280 1647.26676 2.6010857 2000-2012 –> 2013-2019 0.7226548 3886.652016
SO (28.2, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.3876066 1718.70855 2.6374758 2000-2012 –> 2013-2019 0.7360700 4066.163198

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
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
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
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
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 4 8 6 6 10 6
(26.75,27] 9 3 9 6 6 10 5
(27,27.25] 8 5 8 6 6 10 6
(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] 10 4 9 8 7 3 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] 7 6 8 8 8 5 8
(28.15,28.2] 9 10 5 5 10 4 4
(28.2, Inf] 9 10 5 5 10 4 4
total 114.00 86.00 99.00 97.00 99.00 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 6 6 9 10 5
(27.25,27.5] 9 10 5 4 10 4 5
(27.5,27.75] 5 4 5 10 10 4 9
(27.75,27.85] 10 5 8 7 8 4 7
(27.85,27.95] 10 4 9 7 4 7 7
(27.95,28.05] 7 10 7 8 4 3 9
(28.05,28.1] 7 8 7 8 5 7 7
(28.1,28.15] 8 4 8 8 10 4 7
(28.15,28.2] 9 10 5 5 10 4 4
(28.2, Inf] 7 10 7 7 10 3 3
total 114.00 88.00 97.00 95.00 112.00 80.00 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] 9 6 9 7 5 7 6
(26.75,27] 10 4 10 10 4 4 4
(27,27.25] 10 5 10 9 3 5 5
(27.25,27.5] 8 7 8 7 5 10 5
(27.5,27.75] 7 4 7 8 8 10 4
(27.75,27.85] 8 3 8 9 5 9 7
(27.85,27.95] 7 7 8 6 4 9 8
(27.95,28.05] 7 5 7 8 5 10 8
(28.05,28.1] 7 4 7 7 9 10 5
(28.1, Inf] 6 9 8 7 4 10 4
total 96.00 64.00 97.00 92.00 68.00 95.00 71.00
Indo-Pacific - 2000-2012 --> 2013-2019
(-Inf,26] 7 6 7 8 10 3 7
(26,26.5] 8 6 8 7 6 8 7
(26.5,26.75] 9 6 9 7 5 7 6
(26.75,27] 10 4 10 10 4 4 4
(27,27.25] 10 5 10 9 3 5 5
(27.25,27.5] 8 7 8 7 5 10 5
(27.5,27.75] 7 4 7 8 8 10 4
(27.75,27.85] 9 2 7 9 5 9 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 96.00 65.00 96.00 90.00 69.00 95.00 69.00
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] 6 6 4 9 8 6 10
(27.5,27.75] 8 9 4 6 4 10 7
(27.75,27.85] 9 8 5 7 3 10 6
(27.85,27.95] 9 6 7 7 9 5 6
(27.95,28.05] 8 9 5 6 10 3 7
(28.05,28.1] 7 9 5 7 10 4 7
(28.1, Inf] 6 6 5 7 10 10 5
(28.1,28.15] 7 4 6 7 10 8 7
(28.15,28.2] 8 10 8 6 5 6 6
(28.2, Inf] 9 10 5 5 10 4 4
total 107.00 109.00 80.00 102.00 96.00 80.00 103.00
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 4 5 8 5 10 10
(27.5,27.75] 8 10 4 6 5 10 5
(27.75,27.85] 8 10 5 5 5 10 5
(27.85,27.95] 9 7 7 8 3 7 7
(27.95,28.05] 8 9 6 8 8 4 6
(28.05,28.1] 8 8 7 8 8 3 7
(28.1, Inf] 5 5 5 8 10 10 5
(28.1,28.15] 7 3 4 7 10 9 8
(28.15,28.2] 8 7 10 7 6 5 7
(28.2, Inf] 8 10 5 5 10 5 5
total 104.00 104.00 86.00 104.00 87.00 89.00 103.00

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
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
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