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1 Required data

Required are:

  • cleaned and prepared GLODAP-based synthetic model subsetting file
GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

  • sal, temp, aou, nitrate, silicate, phosphate, phosphate_star
# the following code is a workaround to find all predictor combinations
# using the olsrr package and fit all models for one era, slab, and basin

i_basin <- unique(GLODAP$basin)[1]
i_era   <- unique(GLODAP$era)[1]

# subset one basin and era for fitting
GLODAP_basin_era <- GLODAP %>%
  filter(basin == i_basin, era == i_era)

i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
print(i_gamma_slab)

# subset one gamma slab
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
  filter(gamma_slab == i_gamma_slab)

# fit the full linear model, i.e. all predictor combinations
lm_full <- lm(paste(
  params_local$MLR_target,
  paste(params_local$MLR_predictors, collapse = " + "),
  sep = " ~ "
),
data = GLODAP_basin_era_slab)

# fit linear models for all possible predictor combinations
# unfortunately, this functions does not provide model coefficients (yet)
lm_all <- ols_step_all_possible(lm_full)

# convert to tibble
lm_all <- as_tibble(lm_all)

# extract relevant columns and format model formula
lm_all <- lm_all %>% 
  select(n, predictors) %>% 
  mutate(lm_coeff = str_replace_all(predictors, " ", " + "),
         lm_coeff = paste(params_local$MLR_target, "~", lm_coeff))

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

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

3 Apply predictor threshold

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

  • Minimum: 2
  • Maximum: 6
lm_all <- lm_all %>% 
  filter(n >= params_local$MLR_predictors_min,
         n <= params_local$MLR_predictors_max)

This results in a total number of MLR models of:

  • 88

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
        }
      }
      
      
    }
  }
  
}

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,
  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:

  • 20

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 + phosphate + phosphate_star 0.8450532 142.06061 2.3355795 1982-1999 –> 2000-2012 2.8932694 376.1950
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.6869975 122.52544 1.9844368 1982-1999 –> 2000-2012 2.6901438 356.3458
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou 0.8391927 139.33685 2.3153865 1982-1999 –> 2000-2012 2.8768642 370.9345
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 0.8192609 138.83693 2.1494637 1982-1999 –> 2000-2012 2.8499901 372.0796
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.7937326 137.54471 2.0383256 1982-1999 –> 2000-2012 2.6418753 362.9892
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.6839029 122.05592 2.2057626 1982-1999 –> 2000-2012 2.6838007 355.7075
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.6787274 123.26590 2.1110335 1982-1999 –> 2000-2012 2.5112372 349.8269
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 0.8341306 140.70762 2.3187346 1982-1999 –> 2000-2012 2.7535139 368.0856
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.7425615 130.61405 2.1602026 1982-1999 –> 2000-2012 2.2577295 335.3984
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate_star 0.8348551 140.79791 2.3147577 1982-1999 –> 2000-2012 2.7448250 367.6646
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate 0.6924717 121.35086 1.8953276 1982-1999 –> 2000-2012 2.7167623 354.2633
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.6796001 121.39953 1.9766954 1982-1999 –> 2000-2012 2.5362043 347.3190
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 0.6501274 118.78857 1.9494659 1982-1999 –> 2000-2012 1.9598425 310.4184
Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.6802298 121.49586 1.9749797 1982-1999 –> 2000-2012 2.5164438 346.2669
Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate 0.7347138 127.50909 2.9011741 1982-1999 –> 2000-2012 2.8130321 363.1608
Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.7256169 128.21337 2.8004232 1982-1999 –> 2000-2012 2.5590060 352.8243
Atlantic (-Inf,26] cstar_tref ~ sal + temp + phosphate + phosphate_star 0.8313230 140.35698 2.3121645 1982-1999 –> 2000-2012 2.7316702 366.6984
Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.6785582 121.23996 1.9748939 1982-1999 –> 2000-2012 2.5061357 345.5207
Atlantic (-Inf,26] cstar_tref ~ temp + aou + phosphate + phosphate_star 0.7570324 130.62129 2.1365217 1982-1999 –> 2000-2012 2.4218012 343.1983
Atlantic (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.6801275 121.48021 1.9354268 1982-1999 –> 2000-2012 2.0465353 315.5171
Atlantic (26,26.5] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.2452903 2217.85654 15.8719298 1982-1999 –> 2000-2012 8.0705706 4101.5232
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.8498325 2144.56550 11.3406948 1982-1999 –> 2000-2012 6.9341028 3884.2475
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate 4.4822403 2259.67737 15.7259241 1982-1999 –> 2000-2012 8.0553069 4097.0993
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4.1899456 2209.75223 12.0912094 1982-1999 –> 2000-2012 7.4350904 3983.9070
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 4.4793012 2261.17231 15.8258932 1982-1999 –> 2000-2012 7.9212910 4075.2543
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 3.8575051 2148.09855 14.0593221 1982-1999 –> 2000-2012 7.0589834 3915.0683
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate 4.6110155 2281.48772 14.8285760 1982-1999 –> 2000-2012 8.5114676 4178.3487
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.9284879 2160.13871 11.8726573 1982-1999 –> 2000-2012 7.1163917 3922.2275
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 3.5321415 2080.24901 12.1441954 1982-1999 –> 2000-2012 6.4900342 3793.5648
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.9475480 2163.86553 12.1138485 1982-1999 –> 2000-2012 7.1550159 3930.1025
Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3.8778213 2150.14325 13.3086856 1982-1999 –> 2000-2012 7.1186764 3923.4012
Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.9565582 2165.62104 12.1792405 1982-1999 –> 2000-2012 7.1716653 3933.4709
Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 4.5484592 2270.96985 12.3055593 1982-1999 –> 2000-2012 8.1849857 4120.3278
Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 4.5105047 2264.51764 14.4673356 1982-1999 –> 2000-2012 8.4346623 4165.4868
Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4.1420379 2200.89736 16.3315042 1982-1999 –> 2000-2012 7.9135742 4076.9708
Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 4.2370815 2216.36620 15.6136347 1982-1999 –> 2000-2012 8.0353849 4095.2345
Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.2280733 2216.72740 15.0029847 1982-1999 –> 2000-2012 7.9667688 4086.8712
Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 4.2325061 2215.53427 15.4271666 1982-1999 –> 2000-2012 8.0145520 4091.4943
Atlantic (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate_star 4.1567343 2201.62456 16.0666928 1982-1999 –> 2000-2012 7.9326215 4076.4797
Atlantic (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 4.2308485 2215.23264 15.3417650 1982-1999 –> 2000-2012 8.0069215 4090.1211
Atlantic (26,26.5] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1.1521411 292.90090 2.9362702 2000-2012 –> 2013-2019 5.3974314 2510.7574
Atlantic (26,26.5] cstar_tref ~ sal + aou + nitrate + silicate 0.3094015 56.24813 0.8868384 2000-2012 –> 2013-2019 5.2827519 2395.9830
Atlantic (26,26.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.2675377 32.07985 0.6378534 2000-2012 –> 2013-2019 4.9263098 2323.5015
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.4920821 141.76919 1.2308406 2000-2012 –> 2013-2019 4.3419146 2286.3347
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate 0.4789695 134.90763 1.0286988 2000-2012 –> 2013-2019 4.9612098 2394.5850
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.4784061 136.69576 1.0972823 2000-2012 –> 2013-2019 4.6683516 2346.4480
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.2503820 20.15081 0.6595283 2000-2012 –> 2013-2019 4.7296833 2281.3231
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.2480316 20.45309 0.6792434 2000-2012 –> 2013-2019 4.1055367 2168.5516
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.4778251 136.47703 1.4317248 2000-2012 –> 2013-2019 4.4063130 2296.6157
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 0.4769966 138.16466 1.5058171 2000-2012 –> 2013-2019 4.0091381 2218.4137
Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.4795344 137.11981 1.3774552 2000-2012 –> 2013-2019 4.4270824 2300.9853
Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.6839690 201.03725 1.9596135 2000-2012 –> 2013-2019 4.5617903 2351.1805
Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.4812056 137.74603 1.3377745 2000-2012 –> 2013-2019 4.4377638 2303.3671
Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 0.4819405 136.02069 1.2816519 2000-2012 –> 2013-2019 4.9924451 2400.5383
Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate 0.4317725 116.23479 1.0410316 2000-2012 –> 2013-2019 5.2963663 2438.9445
Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.2521798 21.43860 0.7043631 2000-2012 –> 2013-2019 4.3942177 2222.3360
Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 1.1698158 295.64127 2.9517652 2000-2012 –> 2013-2019 5.4068973 2512.0075
Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.9503300 260.23865 3.7185202 2000-2012 –> 2013-2019 5.1784033 2476.9661
Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 1.1715618 295.90972 2.9537267 2000-2012 –> 2013-2019 5.4040679 2511.4440
Atlantic (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1.1820851 297.51931 2.9772884 2000-2012 –> 2013-2019 5.4129336 2512.7520
Atlantic (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3.9905160 3246.49937 13.2593410 1982-1999 –> 2000-2012 6.7011460 5070.5891
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4.2254592 3314.51672 13.6068466 1982-1999 –> 2000-2012 7.4059778 5260.5038
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate 4.0871144 3274.10151 14.1459786 1982-1999 –> 2000-2012 7.0158153 5156.2246
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.9779260 3244.85277 13.5952314 1982-1999 –> 2000-2012 6.6884951 5070.9256
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate_star 4.2522002 3319.79685 14.3022215 1982-1999 –> 2000-2012 7.4327668 5263.7953
Atlantic (26.5,26.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 4.3098542 3335.33837 14.2413255 1982-1999 –> 2000-2012 7.6001434 5304.7739
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4.1125251 3283.25401 12.1338877 1982-1999 –> 2000-2012 7.1277298 5189.2087
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 3.9704175 3244.67249 13.2769122 1982-1999 –> 2000-2012 6.7318686 5086.6936
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.0084838 3253.68374 14.0032583 1982-1999 –> 2000-2012 6.7744703 5094.9357
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 3.8809321 3218.36602 16.3219423 1982-1999 –> 2000-2012 6.4815528 5015.3825
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.0305893 3260.03020 14.2182835 1982-1999 –> 2000-2012 6.8303361 5110.3808
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4.1588399 3296.17761 14.6131518 1982-1999 –> 2000-2012 7.2210013 5213.7223
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.0364691 3261.71241 14.2638630 1982-1999 –> 2000-2012 6.8481448 5115.2518
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 4.1127343 3281.31273 12.0949979 1982-1999 –> 2000-2012 7.1285744 5185.4254
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.9846366 3246.79788 12.8747444 1982-1999 –> 2000-2012 6.7493969 5087.7172
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 4.0512643 3263.93455 13.5684491 1982-1999 –> 2000-2012 6.8288313 5106.3200
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.8852070 3217.63649 15.2548013 1982-1999 –> 2000-2012 6.5144119 5020.8515
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 4.0825840 3272.82164 13.7715287 1982-1999 –> 2000-2012 6.9006883 5126.0738
Atlantic (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 4.2296532 3313.66156 14.0787606 1982-1999 –> 2000-2012 7.3351823 5239.7535
Atlantic (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 4.0905776 3275.07892 13.8099177 1982-1999 –> 2000-2012 6.9229852 5132.1281
Atlantic (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 0.9798234 258.14579 3.8914741 2000-2012 –> 2013-2019 4.9703394 3504.6452
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.1619360 290.14860 4.1284759 2000-2012 –> 2013-2019 5.3873952 3604.6653
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate 1.2466645 300.53618 4.1725554 2000-2012 –> 2013-2019 5.3337790 3574.6377
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.8674123 238.69878 2.7394787 2000-2012 –> 2013-2019 4.8453382 3483.5515
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate_star 1.3279731 311.65625 4.6419636 2000-2012 –> 2013-2019 5.5801734 3631.4531
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.1449240 287.55271 2.2369412 2000-2012 –> 2013-2019 5.2574490 3570.8067
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.6977950 200.40312 2.2238735 2000-2012 –> 2013-2019 5.4135865 3641.6161
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.6226775 182.35732 1.9789948 2000-2012 –> 2013-2019 4.5930950 3427.0298
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.8549176 236.14515 2.9671259 2000-2012 –> 2013-2019 4.8634014 3489.8289
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 0.8548768 238.13674 2.9828506 2000-2012 –> 2013-2019 4.7358088 3456.5028
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.8548922 236.13992 2.9919839 2000-2012 –> 2013-2019 4.8854815 3496.1701
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.4212062 325.59823 5.1153195 2000-2012 –> 2013-2019 5.5800461 3621.7758
Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.8552375 236.21099 3.0267136 2000-2012 –> 2013-2019 4.8917065 3497.9234
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.1670836 288.92659 2.4962504 2000-2012 –> 2013-2019 5.2798180 3570.2393
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.7134922 204.31843 2.2893069 2000-2012 –> 2013-2019 4.6981288 3451.1163
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 0.9604393 254.62902 3.9838339 2000-2012 –> 2013-2019 5.0117036 3518.5636
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.9406936 252.97293 4.1222795 2000-2012 –> 2013-2019 4.8259007 3470.6094
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 0.9562963 253.86818 4.0126821 2000-2012 –> 2013-2019 5.0388803 3526.6898
Atlantic (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 1.4364444 325.47526 5.3436851 2000-2012 –> 2013-2019 5.6660977 3639.1368
Atlantic (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 0.9530338 253.26673 4.0289106 2000-2012 –> 2013-2019 5.0436114 3528.3456
Atlantic (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2.6434289 4736.64652 13.2021442 1982-1999 –> 2000-2012 4.3639801 7796.9468
Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.9322305 4943.53102 8.8549366 1982-1999 –> 2000-2012 5.7934481 8796.1997
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 2.7465777 4812.28534 12.1397621 1982-1999 –> 2000-2012 5.1107540 8366.4235
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.5746524 4686.55444 12.6781530 1982-1999 –> 2000-2012 4.2944701 7748.1922
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate_star 2.9816786 4974.57572 11.8646304 1982-1999 –> 2000-2012 5.8430256 8825.3147
Atlantic (26.75,27] cstar_tref ~ sal + nitrate + silicate + phosphate_star 3.1772393 5100.10359 16.4755300 1982-1999 –> 2000-2012 6.3791686 9125.6071
Atlantic (26.75,27] cstar_tref ~ sal + silicate + phosphate + phosphate_star 3.0784122 5037.66450 11.6240706 1982-1999 –> 2000-2012 6.1485911 8997.8725
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3.6318738 5366.36601 11.1954065 1982-1999 –> 2000-2012 7.0179855 9480.7828
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2.4834688 4617.30336 8.5721460 1982-1999 –> 2000-2012 4.4051928 7853.4419
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.6417887 4737.42007 12.7501154 1982-1999 –> 2000-2012 4.5205660 7936.4359
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2.4874510 4620.46936 11.9900155 1982-1999 –> 2000-2012 4.0725056 7557.3015
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.6915218 4774.27350 12.8764385 1982-1999 –> 2000-2012 4.6464836 8035.0600
Atlantic (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3.0024660 4990.30406 17.2987915 1982-1999 –> 2000-2012 5.5905753 8687.0760
Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.7105853 4788.21978 12.8943520 1982-1999 –> 2000-2012 4.6972164 8073.9785
Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.4891171 4619.79238 8.5989099 1982-1999 –> 2000-2012 4.4113512 7854.3434
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 2.7687880 4828.20004 13.6671366 1982-1999 –> 2000-2012 4.6531616 8029.8379
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.5666100 4680.37242 12.5707309 1982-1999 –> 2000-2012 4.1516665 7615.2065
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 2.8213032 4865.32755 13.8024486 1982-1999 –> 2000-2012 4.7821797 8128.8085
Atlantic (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 3.2544258 5147.53387 18.4938269 1982-1999 –> 2000-2012 5.8848532 8867.5098
Atlantic (26.75,27] cstar_tref ~ temp + silicate + phosphate + phosphate_star 2.8426578 4880.22770 13.8298897 1982-1999 –> 2000-2012 4.8355381 8168.8670
Atlantic (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1.9152368 702.97245 8.1063245 2000-2012 –> 2013-2019 4.5586657 5439.6190
Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.5382656 631.76443 5.6261134 2000-2012 –> 2013-2019 4.4704961 5575.2955
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 1.4667167 613.85627 4.2667700 2000-2012 –> 2013-2019 4.2132944 5426.1416
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.4447773 610.82251 4.0999012 2000-2012 –> 2013-2019 4.0194297 5297.3769
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate_star 1.5935860 641.56506 4.5327244 2000-2012 –> 2013-2019 4.5752646 5616.1408
Atlantic (26.75,27] cstar_tref ~ sal + nitrate + silicate + phosphate_star 2.0604155 727.37664 5.2780936 2000-2012 –> 2013-2019 5.2376549 5827.4802
Atlantic (26.75,27] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1.7281373 668.63821 5.5120446 2000-2012 –> 2013-2019 4.8065495 5706.3027
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.8229730 688.48200 8.3655486 2000-2012 –> 2013-2019 5.1517642 5882.6604
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.2640254 568.18213 4.3235791 2000-2012 –> 2013-2019 3.7474941 5185.4855
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.4556896 613.33570 4.1998082 2000-2012 –> 2013-2019 4.0974783 5350.7558
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.4204766 607.15694 4.0426581 2000-2012 –> 2013-2019 3.9079276 5227.6263
Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.4792530 618.69891 4.3098683 2000-2012 –> 2013-2019 4.1707748 5392.9724
Atlantic (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.0435489 726.63124 5.2212021 2000-2012 –> 2013-2019 5.0460149 5716.9353
Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.4979120 622.88557 4.3924471 2000-2012 –> 2013-2019 4.2084974 5411.1054
Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate 1.8448889 690.47343 7.7471848 2000-2012 –> 2013-2019 5.4212593 6024.4085
Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.4054166 601.59695 5.5797114 2000-2012 –> 2013-2019 3.8945336 5221.3893
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 2.0197589 720.72016 6.8287775 2000-2012 –> 2013-2019 4.7885468 5548.9202
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.8823471 699.18697 9.4143111 2000-2012 –> 2013-2019 4.4489571 5379.5594
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 2.0459985 725.03138 6.6510814 2000-2012 –> 2013-2019 4.8673017 5590.3589
Atlantic (26.75,27] cstar_tref ~ temp + silicate + phosphate + phosphate_star 2.0697554 728.88724 6.4483991 2000-2012 –> 2013-2019 4.9124132 5609.1149
Atlantic (27,27.25] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2.7798288 5959.07474 14.6168800 1982-1999 –> 2000-2012 4.4675637 9750.8408
Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.1851961 5374.76908 8.6590868 1982-1999 –> 2000-2012 4.1128729 9427.2134
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 2.1776058 5364.29288 10.7828072 1982-1999 –> 2000-2012 3.6849810 8936.1270
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.1709172 5358.79901 11.1074919 1982-1999 –> 2000-2012 3.5471958 8755.5731
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate_star 2.3203216 5518.92963 10.0437008 1982-1999 –> 2000-2012 4.2489879 9570.3726
Atlantic (27,27.25] cstar_tref ~ sal + nitrate + silicate + phosphate_star 2.4248670 5626.28625 12.3316549 1982-1999 –> 2000-2012 4.4487031 9771.4605
Atlantic (27,27.25] cstar_tref ~ sal + silicate + phosphate + phosphate_star 2.3708128 5571.36951 10.2527191 1982-1999 –> 2000-2012 4.4216829 9742.3659
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.7559448 5940.05445 11.2413214 1982-1999 –> 2000-2012 4.6911316 10000.0655
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.9977674 5156.31999 8.9262174 1982-1999 –> 2000-2012 4.2236177 9488.6449
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.9067783 5044.76540 8.9321904 1982-1999 –> 2000-2012 3.2688086 8423.2879
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.8433865 6016.14392 11.8975205 1982-1999 –> 2000-2012 4.8014107 10098.9857
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.1769654 5365.57639 10.8846203 1982-1999 –> 2000-2012 3.5846615 8806.2740
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2.0559702 5228.27599 10.8949724 1982-1999 –> 2000-2012 3.3856017 8559.9493
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.2131293 5405.71093 10.9107855 1982-1999 –> 2000-2012 3.6643551 8905.6723
Atlantic (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.3529009 5554.89524 13.3245705 1982-1999 –> 2000-2012 4.0664218 9378.1684
Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.2215346 5414.94517 10.9088576 1982-1999 –> 2000-2012 3.6855250 8931.9482
Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 2.0333237 5197.29460 8.9877877 1982-1999 –> 2000-2012 4.3302384 9588.7780
Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.0305857 5196.01214 9.0014257 1982-1999 –> 2000-2012 3.5974304 8845.1449
Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate 2.9423510 6097.48722 14.9329679 1982-1999 –> 2000-2012 4.7604976 10034.0947
Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.5042296 5706.73631 13.5019784 1982-1999 –> 2000-2012 4.0874627 9376.1175
Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate 1.9371450 1289.21442 6.8523226 2000-2012 –> 2013-2019 4.3476301 6901.0097
Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.7380523 1224.62605 6.9461183 2000-2012 –> 2013-2019 3.9232485 6599.3951
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 1.9751882 1301.15575 6.0440411 2000-2012 –> 2013-2019 4.1527940 6665.4486
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.9511903 1295.65017 5.9655197 2000-2012 –> 2013-2019 4.1221075 6654.4492
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate_star 1.9781768 1302.08407 6.1992116 2000-2012 –> 2013-2019 4.2984984 6821.0137
Atlantic (27,27.25] cstar_tref ~ sal + nitrate + silicate + phosphate_star 2.0351947 1319.53144 6.4149521 2000-2012 –> 2013-2019 4.4600617 6945.8177
Atlantic (27,27.25] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1.9893070 1305.52906 6.2428882 2000-2012 –> 2013-2019 4.3601198 6876.8986
Atlantic (27,27.25] cstar_tref ~ sal + silicate + phosphate_star 2.1157584 1341.36805 6.2044164 2000-2012 –> 2013-2019 5.1219016 7489.1050
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.1904663 1366.67452 12.4632244 2000-2012 –> 2013-2019 4.9464111 7306.7290
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.4550223 1115.49130 5.7219429 2000-2012 –> 2013-2019 3.4527897 6271.8113
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.4427947 1112.30961 5.8548713 2000-2012 –> 2013-2019 3.3495730 6157.0750
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.9396341 1292.00286 5.9933663 2000-2012 –> 2013-2019 4.1165995 6657.5792
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.8549258 1266.58489 5.8446897 2000-2012 –> 2013-2019 3.9108959 6494.8609
Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.9611113 1298.76419 6.0197160 2000-2012 –> 2013-2019 4.1742406 6704.4751
Atlantic (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.0249225 1318.42455 6.2655844 2000-2012 –> 2013-2019 4.3778234 6873.3198
Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.9633018 1299.44962 6.0215930 2000-2012 –> 2013-2019 4.1848364 6714.3948
Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate_star 2.0997476 1338.70399 6.4333681 2000-2012 –> 2013-2019 5.0554564 7447.2252
Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 1.4601623 1115.65647 5.6218791 2000-2012 –> 2013-2019 3.4934859 6312.9511
Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.4601335 1117.64436 5.6195162 2000-2012 –> 2013-2019 3.4907191 6313.6565
Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.1500893 1355.25101 7.6990170 2000-2012 –> 2013-2019 4.6543189 7061.9873
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3.2301229 11452.69878 14.1047596 1982-1999 –> 2000-2012 5.4239097 17357.3037
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + phosphate + phosphate_star 3.5385803 11853.27955 18.0161059 1982-1999 –> 2000-2012 5.2859047 17147.8882
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 3.3611268 11626.18212 19.3613010 1982-1999 –> 2000-2012 4.8476740 16488.9167
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.3607609 11627.70159 19.4887616 1982-1999 –> 2000-2012 4.6769544 16167.2210
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3.2952970 11540.87337 13.7707569 1982-1999 –> 2000-2012 5.0941488 16915.1381
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 3.1966121 11406.66666 10.1142689 1982-1999 –> 2000-2012 4.9888354 16771.0673
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 3.0333127 11177.21332 14.1666957 1982-1999 –> 2000-2012 4.2265109 15456.5918
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 3.5310799 11843.91361 17.3593796 1982-1999 –> 2000-2012 5.2558960 17103.8792
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.4560798 11751.15032 18.7535837 1982-1999 –> 2000-2012 5.1800898 17011.8667
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate_star 3.4583358 11752.03061 18.9948284 1982-1999 –> 2000-2012 5.3291687 17229.1317
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.3517878 11615.90064 18.8661511 1982-1999 –> 2000-2012 4.5970474 16007.3917
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 3.2781060 11519.78603 20.1911277 1982-1999 –> 2000-2012 4.5141724 15893.4776
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.2781228 11517.80856 20.2126766 1982-1999 –> 2000-2012 4.5680559 16003.4779
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 3.4082426 11687.62734 17.9262668 1982-1999 –> 2000-2012 5.3046529 17201.0116
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3.2514857 11481.79523 19.4800372 1982-1999 –> 2000-2012 4.6165733 16118.7750
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + phosphate + phosphate_star 3.4567866 11750.05289 18.8847197 1982-1999 –> 2000-2012 5.3382695 17242.3217
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.2781177 11517.80174 20.1739420 1982-1999 –> 2000-2012 4.5839844 16036.2740
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate_star 3.3018762 11547.67733 20.9432242 1982-1999 –> 2000-2012 5.4615867 17408.4521
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 3.4268580 11711.67050 9.6400676 1982-1999 –> 2000-2012 5.2347510 17097.3313
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.4170689 11701.04347 9.6831060 1982-1999 –> 2000-2012 4.9994671 16732.7390
Atlantic (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate_star 2.8401113 2080.73668 16.0309474 2000-2012 –> 2013-2019 6.9083221 14549.6707
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 2.7209796 2044.74162 16.7465636 2000-2012 –> 2013-2019 5.9960552 13556.4453
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.6756927 2032.64335 16.8992454 2000-2012 –> 2013-2019 5.9058156 13485.3421
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 2.9376304 2109.09512 17.3046344 2000-2012 –> 2013-2019 6.2987572 13735.2772
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.9348828 2110.30910 17.5367594 2000-2012 –> 2013-2019 6.2956437 13738.0107
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate_star 3.1234863 2160.62619 14.3084381 2000-2012 –> 2013-2019 6.8786486 14276.1234
Atlantic (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate_star 3.1538367 2168.74893 13.7099757 2000-2012 –> 2013-2019 6.8847441 14255.6432
Atlantic (27.25,27.5] cstar_tref ~ sal + silicate + phosphate + phosphate_star 3.1428172 2165.80884 13.8351148 2000-2012 –> 2013-2019 6.8856194 14266.7533
Atlantic (27.25,27.5] cstar_tref ~ sal + silicate + phosphate_star 3.2109093 2181.81386 11.6409665 2000-2012 –> 2013-2019 6.9685232 14298.1919
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3.5573964 2271.89266 20.1461363 2000-2012 –> 2013-2019 6.8526934 13812.7660
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.3747936 1932.43322 16.8184924 2000-2012 –> 2013-2019 5.5714057 13339.0999
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2.3317913 1919.08326 17.7378464 2000-2012 –> 2013-2019 5.3651040 13096.2966
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.9097491 2103.08453 16.6482028 2000-2012 –> 2013-2019 6.2615369 13718.9852
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2.7876853 2069.08611 7.8080021 2000-2012 –> 2013-2019 6.0657913 13588.8721
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.8408023 2082.94104 13.7070791 2000-2012 –> 2013-2019 6.1189251 13600.7496
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.8683950 2091.06057 13.1189880 2000-2012 –> 2013-2019 6.1198807 13572.8558
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.8379208 2082.08857 13.5798835 2000-2012 –> 2013-2019 6.1160385 13599.8903
Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate_star 2.9084827 2100.71887 11.4541160 2000-2012 –> 2013-2019 6.2103590 13648.3962
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 2.5175069 1979.45442 16.2204686 2000-2012 –> 2013-2019 5.9443650 13691.1249
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.3350914 1918.27125 17.8915346 2000-2012 –> 2013-2019 5.7521603 13619.3147
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.6174543 18544.03722 17.8394184 1982-1999 –> 2000-2012 5.1717853 31491.7654
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate 2.5577191 18360.37950 17.3672994 1982-1999 –> 2000-2012 4.7152023 30377.4698
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + phosphate_star 2.5505204 18340.44623 17.1717942 1982-1999 –> 2000-2012 4.3559794 29381.9727
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 2.3778854 17795.03833 19.9274481 1982-1999 –> 2000-2012 4.3495344 29319.8130
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.3742449 17785.11527 19.7700725 1982-1999 –> 2000-2012 4.0141578 28300.8513
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.5191026 18245.99071 22.6025088 1982-1999 –> 2000-2012 3.8660829 27681.8101
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.6209933 18554.55191 16.3401530 1982-1999 –> 2000-2012 4.6607959 30267.8242
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2.3691819 17770.50267 22.4325087 1982-1999 –> 2000-2012 3.6077095 26747.6479
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 2.5482475 18333.50801 17.4453534 1982-1999 –> 2000-2012 4.2628976 29091.8221
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.5458535 18328.19386 18.1627018 1982-1999 –> 2000-2012 4.1911657 28861.9690
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate_star 2.5580862 18363.49626 19.7842592 1982-1999 –> 2000-2012 4.2080337 28910.7113
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.3717098 17776.80138 19.9641386 1982-1999 –> 2000-2012 3.8955090 27889.5183
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2.3655608 17758.59916 21.1048244 1982-1999 –> 2000-2012 3.7507538 27349.9409
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.3699314 17770.96390 22.0826120 1982-1999 –> 2000-2012 3.7916948 27503.3144
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 2.5838733 18441.55086 19.0809094 1982-1999 –> 2000-2012 4.2435141 29020.9129
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.3725304 17779.49368 21.7326573 1982-1999 –> 2000-2012 3.7889108 27491.0263
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 2.5547454 18353.32668 19.5330791 1982-1999 –> 2000-2012 4.2051668 28902.1176
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + phosphate_star 3.0666320 19772.53233 23.9238481 1982-1999 –> 2000-2012 4.7493527 30425.6877
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.3687540 17767.09676 21.9288321 1982-1999 –> 2000-2012 3.7897055 27496.3125
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 2.4908191 18156.12326 24.6829920 1982-1999 –> 2000-2012 3.9220356 27922.8418
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.3915713 3615.27773 9.6800248 2000-2012 –> 2013-2019 5.0090256 22159.3150
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate 2.4514354 3650.14247 14.9370842 2000-2012 –> 2013-2019 5.0091545 22010.5220
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + phosphate_star 2.4253110 3635.30015 15.3125112 2000-2012 –> 2013-2019 4.9758315 21975.7464
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 2.3041759 3554.75607 9.7753758 2000-2012 –> 2013-2019 4.6820613 21349.7944
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.2491988 3518.79380 9.7978942 2000-2012 –> 2013-2019 4.6234437 21303.9091
Atlantic (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate_star 2.4098814 3625.26728 8.9328618 2000-2012 –> 2013-2019 5.2163799 22709.9853
Atlantic (27.5,27.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 2.4017354 3619.94454 8.7848171 2000-2012 –> 2013-2019 5.1928105 22661.7780
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.4431232 3648.80316 15.7504820 2000-2012 –> 2013-2019 4.9622258 21894.7939
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2.2244001 3503.36536 9.6175646 2000-2012 –> 2013-2019 4.5935821 21273.8680
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 2.4314779 3639.29221 15.2141311 2000-2012 –> 2013-2019 4.9797254 21972.8002
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.4230826 3635.85508 15.3561078 2000-2012 –> 2013-2019 4.9689361 21964.0489
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate_star 2.4442956 3647.55737 15.5432818 2000-2012 –> 2013-2019 5.0023818 22011.0536
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.2714707 3534.28343 9.9105276 2000-2012 –> 2013-2019 4.6431805 21311.0848
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2.2240259 3503.10087 9.4296675 2000-2012 –> 2013-2019 4.5895866 21261.7000
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.2246429 3501.53693 9.5192421 2000-2012 –> 2013-2019 4.5945743 21272.5008
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 2.4441210 3647.44508 15.9763946 2000-2012 –> 2013-2019 5.0279943 22088.9959
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.2245250 3501.45360 9.6871879 2000-2012 –> 2013-2019 4.5970554 21280.9473
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 2.4398095 3644.66953 15.4849501 2000-2012 –> 2013-2019 4.9945549 21997.9962
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.2249872 3501.78021 9.5414589 2000-2012 –> 2013-2019 4.5937412 21268.8770
Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 2.2499563 3517.32316 9.5658104 2000-2012 –> 2013-2019 4.7407754 21673.4464
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 1.3625507 5601.31237 6.8391615 1982-1999 –> 2000-2012 2.2672033 8153.1947
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.3565679 5589.08105 6.9535067 1982-1999 –> 2000-2012 2.2537124 8126.9118
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.9399156 6743.83941 6.8616198 1982-1999 –> 2000-2012 2.9156874 9441.4770
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 1.2984197 5445.39947 6.4801627 1982-1999 –> 2000-2012 2.1139529 7797.5384
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.2129656 5227.22996 6.7299404 1982-1999 –> 2000-2012 1.8712573 7168.8314
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate_star 1.6299415 6180.79892 7.7775035 1982-1999 –> 2000-2012 2.9528438 9464.6234
Atlantic (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate_star 1.5994120 6119.65023 7.6229158 1982-1999 –> 2000-2012 2.8959555 9364.7117
Atlantic (27.75,27.85] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1.5980983 6116.99291 7.5146466 1982-1999 –> 2000-2012 2.8950631 9362.6801
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.5664521 6054.30934 9.3711072 1982-1999 –> 2000-2012 2.2604131 8097.5410
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.3420440 5554.27002 7.0942827 1982-1999 –> 2000-2012 2.1988121 8003.4091
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.3138773 5487.67264 7.1910664 1982-1999 –> 2000-2012 1.9890627 7480.0772
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.1949278 5178.77657 6.5850604 1982-1999 –> 2000-2012 1.9167797 7297.9008
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2500487 5324.61950 6.8504419 1982-1999 –> 2000-2012 1.9321541 7334.6632
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 0.9042227 4279.24926 3.7476871 1982-1999 –> 2000-2012 1.4454509 5845.7261
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.3139417 5485.83113 7.1958200 1982-1999 –> 2000-2012 2.0349344 7602.6618
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.3138795 5485.67821 7.1917099 1982-1999 –> 2000-2012 2.0354769 7604.1233
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.3113548 5479.45780 7.1502712 1982-1999 –> 2000-2012 2.0320523 7595.4995
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 1.3400096 5547.36398 7.8584620 1982-1999 –> 2000-2012 2.0633652 7668.4960
Atlantic (27.75,27.85] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.5749575 6069.82151 10.8070174 1982-1999 –> 2000-2012 2.4911175 8646.0483
Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.5425804 6004.64579 10.0043218 1982-1999 –> 2000-2012 2.4351516 8532.6335
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 1.2877527 931.51042 5.6781889 2000-2012 –> 2013-2019 2.6503033 6532.8228
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.2864368 932.94810 5.5780675 2000-2012 –> 2013-2019 2.6430046 6522.0291
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 1.1488318 868.72630 5.0419593 2000-2012 –> 2013-2019 2.4472515 6314.1258
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.0165068 803.42082 3.1798837 2000-2012 –> 2013-2019 2.2294724 6030.6508
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate_star 1.4316000 989.75219 6.2174002 2000-2012 –> 2013-2019 3.0615415 7170.5511
Atlantic (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate_star 1.4280160 988.37352 6.1701513 2000-2012 –> 2013-2019 3.0274280 7108.0238
Atlantic (27.75,27.85] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1.4253392 987.34158 6.1230827 2000-2012 –> 2013-2019 3.0234375 7104.3345
Atlantic (27.75,27.85] cstar_tref ~ sal + silicate + phosphate_star 1.4318872 987.86251 6.2303322 2000-2012 –> 2013-2019 3.1334288 7305.6927
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.8806360 724.50519 3.7228068 2000-2012 –> 2013-2019 2.4470881 6778.8145
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.2220760 904.71927 4.3730092 2000-2012 –> 2013-2019 2.5641200 6458.9893
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.8157773 684.42859 2.8549594 2000-2012 –> 2013-2019 2.1296546 6172.1012
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.8599956 711.46079 5.0940172 2000-2012 –> 2013-2019 2.0549234 5890.2374
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.0461453 819.22795 3.5405548 2000-2012 –> 2013-2019 2.2961940 6143.8475
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 0.6898186 592.18657 3.3694214 2000-2012 –> 2013-2019 1.5940413 4871.4358
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.0755760 834.48719 3.7717337 2000-2012 –> 2013-2019 2.3895177 6320.3183
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.0727121 833.02077 3.7565756 2000-2012 –> 2013-2019 2.3865916 6318.6990
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.0761036 834.75691 3.7751058 2000-2012 –> 2013-2019 2.3874584 6314.2147
Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 1.0786442 834.05387 3.7597740 2000-2012 –> 2013-2019 2.4186538 6381.4179
Atlantic (27.75,27.85] cstar_tref ~ temp + aou + phosphate + phosphate_star 0.9847235 783.94929 6.1315417 2000-2012 –> 2013-2019 2.5596810 6853.7708
Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.9573298 770.43217 5.6789632 2000-2012 –> 2013-2019 2.4999102 6775.0780
Atlantic (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1.9735375 6484.59479 10.7950506 1982-1999 –> 2000-2012 3.4013245 10142.5767
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 1.9223716 6403.58435 12.4874468 1982-1999 –> 2000-2012 3.2644392 9934.3943
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.9223544 6405.55670 12.4901370 1982-1999 –> 2000-2012 3.2481901 9913.3727
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.9186295 6397.57517 12.3996068 1982-1999 –> 2000-2012 3.1169996 9695.7716
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 1.7526646 6118.55375 11.3745533 1982-1999 –> 2000-2012 2.9824642 9469.9260
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5256091 5692.66874 10.8737589 1982-1999 –> 2000-2012 2.5691822 8708.7726
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.9002648 6369.91368 19.1051493 1982-1999 –> 2000-2012 2.8919785 9281.3224
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.8375210 6266.36568 11.5807046 1982-1999 –> 2000-2012 3.1000910 9673.7541
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.6484291 5933.45983 11.2542352 1982-1999 –> 2000-2012 2.6212441 8807.3487
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 2.0126835 6545.16850 12.6990101 1982-1999 –> 2000-2012 3.2561891 9919.3058
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.3019106 5203.66711 9.0765853 1982-1999 –> 2000-2012 2.2227825 7962.8467
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.5913110 5822.70387 11.0594737 1982-1999 –> 2000-2012 2.6682535 8903.4586
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.1713720 4879.82031 8.9451611 1982-1999 –> 2000-2012 2.0593025 7566.1780
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.6563898 5946.31744 11.1891375 1982-1999 –> 2000-2012 2.7749097 9104.8782
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.6625235 5957.71655 11.2261613 1982-1999 –> 2000-2012 2.7826209 9119.1720
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + phosphate_star 2.0885272 6659.24639 12.7699293 1982-1999 –> 2000-2012 3.3894957 10126.1720
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.6503799 5935.10750 11.1258276 1982-1999 –> 2000-2012 2.7682127 9092.4059
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 1.7056647 6034.72323 11.9905586 1982-1999 –> 2000-2012 2.8274545 9197.2800
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.5843269 5807.13886 8.3836632 1982-1999 –> 2000-2012 2.6298441 8825.0655
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.5788892 5798.53573 8.5359223 1982-1999 –> 2000-2012 2.6237052 8817.0844
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 1.5220753 876.33622 8.0146112 2000-2012 –> 2013-2019 3.4444469 7279.9206
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.5186418 877.27480 7.9363149 2000-2012 –> 2013-2019 3.4409961 7282.8315
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.3980953 836.40320 6.1084780 2000-2012 –> 2013-2019 3.3167248 7233.9784
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 1.3657634 825.40648 7.4620392 2000-2012 –> 2013-2019 3.1184280 6943.9602
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.1438177 744.05571 5.9924546 2000-2012 –> 2013-2019 2.6694268 6436.7245
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.8515724 605.38583 4.1848260 2000-2012 –> 2013-2019 2.7518372 6975.2995
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.4464132 854.37191 7.2320914 2000-2012 –> 2013-2019 3.2839342 7120.7376
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.8318852 596.39252 3.7926699 2000-2012 –> 2013-2019 2.4803143 6529.8523
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 1.4756376 861.77350 6.6685784 2000-2012 –> 2013-2019 3.4883211 7406.9420
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.7666199 555.99193 3.6736419 2000-2012 –> 2013-2019 2.0685305 5759.6590
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2116338 771.12689 6.4619187 2000-2012 –> 2013-2019 2.8029448 6593.8308
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 0.7132097 524.05060 3.5536917 2000-2012 –> 2013-2019 1.8845817 5403.8709
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.2703568 793.37109 6.6654833 2000-2012 –> 2013-2019 2.9267466 6739.6885
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.2989690 803.83943 6.8835856 2000-2012 –> 2013-2019 2.9614925 6761.5560
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.2598878 789.48176 6.5878827 2000-2012 –> 2013-2019 2.9102677 6724.5893
Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 1.4124328 841.19851 7.7469454 2000-2012 –> 2013-2019 3.1180975 6875.9217
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.2844994 796.57456 6.7900716 2000-2012 –> 2013-2019 3.4995748 7637.2444
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.1373750 741.40091 4.9790722 2000-2012 –> 2013-2019 3.3039773 7515.8334
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.0964793 722.19020 6.3060746 2000-2012 –> 2013-2019 2.6808063 6529.3291
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.0954227 723.73708 6.4534540 2000-2012 –> 2013-2019 2.6743119 6522.2728
Atlantic (27.95,28.05] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.6669082 11186.82779 19.8057551 1982-1999 –> 2000-2012 8.3556612 18167.4005
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + phosphate + phosphate_star 4.5025150 11051.41794 18.7834144 1982-1999 –> 2000-2012 8.2535524 18074.8217
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.4550954 11013.43898 18.6661485 1982-1999 –> 2000-2012 8.0644768 17940.3699
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3.0088610 9531.40857 15.6201568 1982-1999 –> 2000-2012 5.1515527 15124.4100
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2.2593634 8451.66564 12.3218262 1982-1999 –> 2000-2012 3.7711410 13154.4964
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 4.5216751 11067.45228 18.7693835 1982-1999 –> 2000-2012 8.2894089 18102.2168
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.4793947 11033.97834 18.8739676 1982-1999 –> 2000-2012 8.2153542 18049.0791
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate_star 4.5387594 11081.69232 18.7635503 1982-1999 –> 2000-2012 8.3184047 18124.5311
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.4591913 11016.90891 18.5680851 1982-1999 –> 2000-2012 8.0588873 17936.9664
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 4.4547182 11015.11924 18.6907697 1982-1999 –> 2000-2012 8.0512694 17934.9410
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.4637785 11020.79130 18.5359021 1982-1999 –> 2000-2012 8.0614153 17939.3851
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate_star 4.5594163 11098.83871 20.5827006 1982-1999 –> 2000-2012 8.1254040 17992.8298
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4.3963621 10963.32740 20.6293783 1982-1999 –> 2000-2012 7.7791529 17724.4095
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + phosphate_star 4.5373507 11080.52022 18.7779635 1982-1999 –> 2000-2012 8.3196704 18125.1683
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.4640627 11021.03173 18.5393599 1982-1999 –> 2000-2012 8.0612239 17939.2873
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 4.4691139 11023.30196 18.7289878 1982-1999 –> 2000-2012 8.3443232 18130.0127
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate_star 3.1454317 9697.02337 16.1871024 1982-1999 –> 2000-2012 5.3862450 15402.5621
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.2906491 8501.59373 12.3869725 1982-1999 –> 2000-2012 3.8136079 13221.2740
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.6250614 11154.81684 19.8373298 1982-1999 –> 2000-2012 8.2965517 18125.3904
Atlantic (27.95,28.05] cstar_tref ~ temp + nitrate + silicate + phosphate_star 4.6124998 11142.54727 21.6977876 1982-1999 –> 2000-2012 8.1055467 17983.6729
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + phosphate + phosphate_star 0.8542528 683.07032 3.6550587 2000-2012 –> 2013-2019 5.3567678 11734.4883
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate 0.9670896 749.07239 5.0554247 2000-2012 –> 2013-2019 5.6605916 11957.3562
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.7052324 583.08605 2.6380008 2000-2012 –> 2013-2019 5.1603278 11596.5250
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.6090338 505.06630 2.7410760 2000-2012 –> 2013-2019 3.6178948 10036.4749
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.5647637 466.91819 3.1493755 2000-2012 –> 2013-2019 2.8241270 8918.5838
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 0.9087778 715.98704 3.6783168 2000-2012 –> 2013-2019 5.4304529 11783.4393
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.4282354 317.69557 1.7580876 2000-2012 –> 2013-2019 4.9076302 11351.6739
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate_star 0.9731968 752.42142 3.8119050 2000-2012 –> 2013-2019 5.5119562 11834.1137
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.7717527 631.03884 3.2511944 2000-2012 –> 2013-2019 5.2309440 11647.9477
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 0.4001633 283.62579 1.5675198 2000-2012 –> 2013-2019 4.8548815 11298.7450
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.8233219 665.45022 3.5360274 2000-2012 –> 2013-2019 5.2871004 11686.2415
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate_star 1.0604817 798.11607 4.3373332 2000-2012 –> 2013-2019 5.6198980 11896.9548
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.8487831 681.65306 3.5788543 2000-2012 –> 2013-2019 5.2451453 11644.9805
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + phosphate_star 0.9564252 743.17329 3.7498892 2000-2012 –> 2013-2019 5.4937760 11823.6935
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.8140349 659.41520 3.5104036 2000-2012 –> 2013-2019 5.2780976 11680.4469
Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 0.9374232 732.49724 3.4155777 2000-2012 –> 2013-2019 5.4065372 11755.7992
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.0018614 767.86467 3.4924624 2000-2012 –> 2013-2019 4.1472931 10464.8880
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.8248152 666.41425 4.0059800 2000-2012 –> 2013-2019 3.1154643 9168.0080
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + phosphate + phosphate_star 0.7129087 586.84546 3.8376580 2000-2012 –> 2013-2019 5.3380613 11739.7367
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.7112986 587.64258 3.8532384 2000-2012 –> 2013-2019 5.3363600 11742.4594
Atlantic (28.05,28.1] cstar_tref ~ aou + phosphate + phosphate_star 1.3389377 3732.73352 8.9649112 1982-1999 –> 2000-2012 2.1611226 5516.2991
Atlantic (28.05,28.1] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1.3282091 3717.22758 8.4287643 1982-1999 –> 2000-2012 2.1479711 5498.5137
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.3339554 3726.62135 9.0930907 1982-1999 –> 2000-2012 2.0488731 5309.4799
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.3255248 3714.82538 8.5768042 1982-1999 –> 2000-2012 2.0396781 5298.1328
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.3823460 3806.16000 8.9508089 1982-1999 –> 2000-2012 2.1153329 5427.2112
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.3367641 3735.19823 8.2052578 1982-1999 –> 2000-2012 2.0602963 5339.4242
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 1.3649815 3776.65283 8.9359361 1982-1999 –> 2000-2012 2.0876871 5375.2214
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.2354271 3561.65308 9.6650488 1982-1999 –> 2000-2012 1.9133679 5069.5058
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate_star 1.3857288 3809.47850 8.8343783 1982-1999 –> 2000-2012 2.1202923 5431.6451
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.3603360 3771.23451 8.5384560 1982-1999 –> 2000-2012 2.0821648 5370.0429
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.0967043 3304.47585 8.5274178 1982-1999 –> 2000-2012 1.7267139 4708.0074
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.3833389 3807.72240 8.5440514 1982-1999 –> 2000-2012 2.1177373 5431.5630
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate_star 1.4032941 3836.88783 8.8648713 1982-1999 –> 2000-2012 2.1517204 5486.1640
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.4015952 3836.25184 9.0426541 1982-1999 –> 2000-2012 2.1448604 5477.4943
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + phosphate + phosphate_star 1.3797191 3800.02097 8.8056306 1982-1999 –> 2000-2012 2.1110051 5415.7033
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.3762430 3796.53186 8.4509691 1982-1999 –> 2000-2012 2.1070766 5413.3169
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.3372500 3733.98905 8.1327267 1982-1999 –> 2000-2012 2.1377475 5482.7933
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.2354727 3559.73332 9.6559647 1982-1999 –> 2000-2012 1.9321091 5105.0313
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 1.3685386 3782.31599 8.2697880 1982-1999 –> 2000-2012 2.2303858 5636.1948
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.1146372 3337.76924 8.1067583 1982-1999 –> 2000-2012 1.7446709 4739.3563
Atlantic (28.05,28.1] cstar_tref ~ aou + phosphate + phosphate_star 0.5773076 333.47579 2.3480009 2000-2012 –> 2013-2019 1.9162453 4066.2093
Atlantic (28.05,28.1] cstar_tref ~ aou + silicate + phosphate + phosphate_star 0.5765517 334.98835 2.3111086 2000-2012 –> 2013-2019 1.9047608 4052.2159
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + phosphate_star 0.4291476 225.15010 1.7846102 2000-2012 –> 2013-2019 1.7631030 3951.7715
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.4195171 218.70700 1.7112354 2000-2012 –> 2013-2019 1.7450419 3933.5324
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.4499877 244.79012 1.7810074 2000-2012 –> 2013-2019 1.8323337 4050.9501
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.4283254 228.43668 1.7265938 2000-2012 –> 2013-2019 1.7650894 3963.6349
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 0.4659034 255.72009 1.9728635 2000-2012 –> 2013-2019 1.8308849 4032.3729
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.3366016 136.79097 1.5570948 2000-2012 –> 2013-2019 1.5720287 3698.4441
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate_star 0.4955531 278.67111 2.0820321 2000-2012 –> 2013-2019 1.8812819 4088.1496
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.4484156 243.48821 1.8624228 2000-2012 –> 2013-2019 1.8087516 4014.7227
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 0.3001883 96.20067 1.7853949 2000-2012 –> 2013-2019 1.3968926 3400.6765
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.4699630 260.94746 1.9444918 2000-2012 –> 2013-2019 1.8533019 4068.6699
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + phosphate_star 0.5188717 295.77641 2.1669740 2000-2012 –> 2013-2019 1.9221658 4132.6642
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.4738734 264.02989 1.9625486 2000-2012 –> 2013-2019 1.8754686 4100.2817
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + phosphate + phosphate_star 0.4917937 275.83823 2.0657127 2000-2012 –> 2013-2019 1.8715128 4075.8592
Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.4681852 259.53759 1.9383973 2000-2012 –> 2013-2019 1.8444283 4056.0695
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.4733482 263.61742 2.3906660 2000-2012 –> 2013-2019 1.8105982 3997.6065
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate + phosphate_star 0.4580099 249.36351 2.6788983 2000-2012 –> 2013-2019 1.6934825 3809.0968
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 0.6348162 370.80097 2.1803913 2000-2012 –> 2013-2019 2.0033548 4153.1170
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.3431583 143.96758 2.4199022 2000-2012 –> 2013-2019 1.4577955 3481.7368
Atlantic (28.1,28.15] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1.3070563 5281.30084 11.6805718 1982-1999 –> 2000-2012 1.9916240 7052.9314
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.3719031 5432.56945 9.8841229 1982-1999 –> 2000-2012 2.0470548 7180.7655
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate 1.3957624 5486.43307 10.1642678 1982-1999 –> 2000-2012 2.0613893 7210.5889
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.2890323 5239.92190 10.1610007 1982-1999 –> 2000-2012 1.9020573 6826.7865
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.3900126 5475.53709 9.5778443 1982-1999 –> 2000-2012 2.0508032 7189.3547
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.1913209 4995.65992 8.9723660 1982-1999 –> 2000-2012 1.8229516 6635.1138
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate 1.3824453 5456.48355 9.6470150 1982-1999 –> 2000-2012 2.0649441 7222.9928
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.3148856 5301.95783 12.4917692 1982-1999 –> 2000-2012 1.9766448 7018.2538
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.3018181 5270.75581 9.9780068 1982-1999 –> 2000-2012 1.9242539 6883.3978
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.1072902 4767.14873 15.2261050 1982-1999 –> 2000-2012 1.6063187 6007.8972
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.3160440 5304.70901 9.8277627 1982-1999 –> 2000-2012 1.9526805 6955.5194
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + phosphate_star 1.4085063 5514.82702 9.8592202 1982-1999 –> 2000-2012 2.0725496 7234.9528
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.3977462 5492.86995 9.9678049 1982-1999 –> 2000-2012 2.0479973 7179.4828
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + phosphate + phosphate_star 1.3854861 5463.34740 9.6265331 1982-1999 –> 2000-2012 2.0734666 7243.3923
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.3060962 5281.00535 9.9808255 1982-1999 –> 2000-2012 1.9372695 6917.2336
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.1940208 5000.73188 9.4611998 1982-1999 –> 2000-2012 1.8640467 6738.0331
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.3210021 5314.45632 11.2440371 1982-1999 –> 2000-2012 1.9866400 7038.6403
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate 1.3282485 5331.54617 11.7999299 1982-1999 –> 2000-2012 2.0465315 7184.5216
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.1193241 4798.91706 13.5869094 1982-1999 –> 2000-2012 1.6247024 6059.0587
Atlantic (28.1,28.15] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1.3337796 5344.52820 11.8648844 1982-1999 –> 2000-2012 2.0716946 7243.1284
Atlantic (28.1,28.15] cstar_tref ~ aou + phosphate + phosphate_star 0.4903769 406.97298 1.7641197 2000-2012 –> 2013-2019 1.8667919 5847.7996
Atlantic (28.1,28.15] cstar_tref ~ aou + silicate + phosphate + phosphate_star 0.4895828 408.06216 1.7039831 2000-2012 –> 2013-2019 1.7966391 5689.3630
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + phosphate + phosphate_star 0.4037117 299.67895 1.7095319 2000-2012 –> 2013-2019 1.7756148 5732.2484
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.3856113 275.89937 1.4310718 2000-2012 –> 2013-2019 1.6746436 5515.8213
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.4197944 323.63296 1.5759293 2000-2012 –> 2013-2019 1.8098070 5799.1700
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.4194663 325.19361 1.5462175 2000-2012 –> 2013-2019 1.6107873 5320.8535
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate 0.4154693 315.81266 1.7090390 2000-2012 –> 2013-2019 1.7979146 5772.2962
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.3922726 285.52476 1.6867747 2000-2012 –> 2013-2019 1.7071581 5587.4826
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate_star 0.4262672 330.23230 1.7097020 2000-2012 –> 2013-2019 1.8169743 5805.3300
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.4043632 302.58522 1.4758757 2000-2012 –> 2013-2019 1.7061813 5573.3410
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 0.2770351 92.05403 1.1121639 2000-2012 –> 2013-2019 1.3843253 4859.2028
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.4200192 323.93378 1.5314873 2000-2012 –> 2013-2019 1.7360632 5628.6428
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + phosphate_star 0.4202480 322.23992 1.6034162 2000-2012 –> 2013-2019 1.8287543 5837.0669
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.4195108 323.25314 1.5521494 2000-2012 –> 2013-2019 1.8172570 5816.1231
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + phosphate + phosphate_star 0.4248967 328.42254 1.7055060 2000-2012 –> 2013-2019 1.8103828 5791.7699
Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.4178209 320.98475 1.5136772 2000-2012 –> 2013-2019 1.7239171 5601.9901
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.5341289 459.00314 1.6821036 2000-2012 –> 2013-2019 1.7281498 5459.7350
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate + phosphate_star 0.4126692 312.01225 1.6827518 2000-2012 –> 2013-2019 1.7336713 5626.4686
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate 0.5343392 457.22433 1.7902782 2000-2012 –> 2013-2019 1.8625877 5788.7705
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.2771681 90.32370 1.1114077 2000-2012 –> 2013-2019 1.3964922 4889.2408
Atlantic (28.15,28.2] cstar_tref ~ aou + silicate + phosphate + phosphate_star 0.9792095 8284.94278 12.4177870 1982-1999 –> 2000-2012 1.7989159 11942.6899
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate 1.0479091 8684.22180 14.4275882 1982-1999 –> 2000-2012 1.7203119 11748.0799
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate_star 1.0048762 8438.06575 11.5293844 1982-1999 –> 2000-2012 1.6521062 11389.9139
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate 1.0400871 8641.88208 13.0252205 1982-1999 –> 2000-2012 1.6958746 11632.9781
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.9937731 8374.31211 12.3479982 1982-1999 –> 2000-2012 1.6408603 11327.5014
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.9601452 8170.58847 14.3409846 1982-1999 –> 2000-2012 1.7563307 11743.3429
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 0.9600630 8168.08193 11.7993448 1982-1999 –> 2000-2012 1.6142050 11151.6709
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.9555765 8142.36133 12.5573844 1982-1999 –> 2000-2012 1.6011772 11088.6785
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.9583722 8159.65070 12.3221925 1982-1999 –> 2000-2012 1.6108697 11137.7183
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.9551477 8141.70528 12.4314560 1982-1999 –> 2000-2012 1.6002678 11087.7973
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.7654124 6829.15714 25.0683926 1982-1999 –> 2000-2012 1.5491134 10354.6870
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.9803741 8293.97733 14.2585533 1982-1999 –> 2000-2012 1.7890069 11913.0835
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 0.5929968 5320.73116 20.9146121 1982-1999 –> 2000-2012 1.2759838 8437.2564
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + phosphate_star 0.9710188 8235.23289 14.9832143 1982-1999 –> 2000-2012 1.7755762 11837.2421
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.9592795 8165.25053 12.9356824 1982-1999 –> 2000-2012 1.6986563 11516.8194
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate_star 0.9576736 8153.33518 13.3268283 1982-1999 –> 2000-2012 1.6696830 11390.2070
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 0.9653568 8200.62438 13.8491542 1982-1999 –> 2000-2012 1.6917102 11497.0935
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.9572758 8152.87609 13.2107909 1982-1999 –> 2000-2012 1.6682648 11387.4629
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.8182781 7224.40533 13.5294387 1982-1999 –> 2000-2012 1.6212096 10822.3698
Atlantic (28.15,28.2] cstar_tref ~ temp + nitrate + silicate + phosphate_star 0.9595277 8164.78136 13.1721653 1982-1999 –> 2000-2012 1.7065910 11545.2529
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.6374470 862.54130 3.5399336 2000-2012 –> 2013-2019 1.6312201 9236.8534
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + phosphate + phosphate_star 0.6358857 858.39298 2.3187511 2000-2012 –> 2013-2019 1.6368147 9273.1666
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.6358764 860.38018 2.3162524 2000-2012 –> 2013-2019 1.5960215 9030.9686
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 0.6284098 848.03313 3.0550910 2000-2012 –> 2013-2019 1.5884728 9016.1151
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.5673141 760.43649 2.1629643 2000-2012 –> 2013-2019 1.5228906 8902.7978
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.5172736 679.54551 2.2423627 2000-2012 –> 2013-2019 1.4756458 8839.1962
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.5155680 678.65230 2.2908907 2000-2012 –> 2013-2019 1.4707156 8820.3576
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 0.6644580 896.89572 2.4040093 2000-2012 –> 2013-2019 1.6845816 9424.0828
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.4842522 621.75921 1.6393860 2000-2012 –> 2013-2019 1.2496646 7450.9164
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.6642637 898.63954 2.4176145 2000-2012 –> 2013-2019 1.6446378 9192.6169
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 0.3572185 357.22912 1.1096132 2000-2012 –> 2013-2019 0.9502153 5677.9603
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.6771527 915.47410 2.4696317 2000-2012 –> 2013-2019 1.6716252 9293.9498
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + phosphate_star 0.6682831 901.92410 2.0562954 2000-2012 –> 2013-2019 1.6393018 9137.1570
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.6682826 903.92347 2.0565213 2000-2012 –> 2013-2019 1.6275621 9069.1740
Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.6775709 916.01503 2.4481382 2000-2012 –> 2013-2019 1.6636068 9244.0708
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate_star 0.5689706 760.99054 2.2087785 2000-2012 –> 2013-2019 1.5266442 8914.3257
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 0.5200793 682.28413 2.2713444 2000-2012 –> 2013-2019 1.4854361 8882.9085
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.5159584 677.31541 2.3130401 2000-2012 –> 2013-2019 1.4732342 8830.1915
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.7477977 1002.40453 1.7226763 2000-2012 –> 2013-2019 1.5660757 8226.8099
Atlantic (28.15,28.2] cstar_tref ~ temp + nitrate + silicate + phosphate_star 0.7187978 965.75668 1.8677995 2000-2012 –> 2013-2019 1.6783255 9130.5380
Atlantic (28.2, Inf] cstar_tref ~ aou + nitrate + silicate + phosphate_star 0.8083147 14234.74084 13.3917613 1982-1999 –> 2000-2012 1.5445319 19674.5324
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate 0.6790836 12178.48882 4.5921194 1982-1999 –> 2000-2012 1.2262303 16168.4505
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.6784036 12168.67486 4.5156779 1982-1999 –> 2000-2012 1.1969281 15898.5425
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 0.6615632 11872.26055 4.3245696 1982-1999 –> 2000-2012 1.1961771 15751.1882
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.6380153 11446.88016 4.6598571 1982-1999 –> 2000-2012 1.1453402 15072.2337
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.8833160 15283.06271 5.6444636 1982-1999 –> 2000-2012 1.7372079 21448.1618
Atlantic (28.2, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate_star 0.9088694 15617.35238 5.6258138 1982-1999 –> 2000-2012 1.6321806 20970.8736
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 0.6786319 12172.64357 4.4942970 1982-1999 –> 2000-2012 1.2209704 16121.5480
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.6783961 12170.54493 4.5269884 1982-1999 –> 2000-2012 1.1890296 15827.6076
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.6572459 11797.05538 4.5957727 1982-1999 –> 2000-2012 1.1917382 15676.8736
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.6198179 11107.66039 4.1805518 1982-1999 –> 2000-2012 1.0930948 14396.1345
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.8840755 15293.19704 5.6169765 1982-1999 –> 2000-2012 1.7379825 21458.3824
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 0.8612638 14986.93534 6.3756976 1982-1999 –> 2000-2012 1.7150518 21153.4407
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + phosphate_star 0.7809756 13829.00611 4.8347853 1982-1999 –> 2000-2012 1.6874438 20283.5723
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.7749638 13739.88315 4.4228123 1982-1999 –> 2000-2012 1.4590624 18823.5170
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.8860393 15319.36242 5.5708032 1982-1999 –> 2000-2012 1.7401707 21485.8292
Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + phosphate_star 0.9259652 15837.09842 8.4405082 1982-1999 –> 2000-2012 1.6697189 21326.5715
Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate 0.8108738 14272.01531 11.1403370 1982-1999 –> 2000-2012 1.5324088 19613.5430
Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.7986185 14094.43368 12.1243589 1982-1999 –> 2000-2012 1.5106308 19373.1539
Atlantic (28.2, Inf] cstar_tref ~ temp + nitrate + silicate + phosphate_star 0.8759472 15182.27915 10.0525547 1982-1999 –> 2000-2012 1.6778593 21039.0120
Atlantic (28.2, Inf] cstar_tref ~ aou + nitrate + silicate + phosphate_star 0.4501223 993.95159 1.5648889 2000-2012 –> 2013-2019 1.2584370 15228.6924
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate 0.4547557 1008.15284 2.0609851 2000-2012 –> 2013-2019 1.1338393 13186.6417
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.4444906 974.03342 1.9381796 2000-2012 –> 2013-2019 1.1228942 13142.7083
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 0.4449066 975.51344 1.8686116 2000-2012 –> 2013-2019 1.1064698 12847.7740
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.4267565 911.62170 1.5887800 2000-2012 –> 2013-2019 1.0647717 12358.5019
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.5758994 1385.77787 1.7818722 2000-2012 –> 2013-2019 1.4592154 16668.8406
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 0.4542792 1008.49415 1.9878249 2000-2012 –> 2013-2019 1.1329111 13181.1377
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.4378294 952.14581 2.3570728 2000-2012 –> 2013-2019 1.1162255 13122.6907
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.4448646 977.36411 1.8488413 2000-2012 –> 2013-2019 1.1021105 12774.4195
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 0.3889944 767.05153 2.0727055 2000-2012 –> 2013-2019 1.0088122 11874.7119
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.5135537 1204.51498 1.9536933 2000-2012 –> 2013-2019 1.4228238 16829.0645
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.5750326 1383.39501 1.7600113 2000-2012 –> 2013-2019 1.4591081 16676.5920
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 0.4880827 1126.03907 1.8868245 2000-2012 –> 2013-2019 1.3493465 16112.9744
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + phosphate_star 0.6014850 1452.54523 2.4242827 2000-2012 –> 2013-2019 1.3824606 15281.5513
Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.5601147 1341.81201 1.6797518 2000-2012 –> 2013-2019 1.3350786 15081.6952
Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate 0.4698081 1061.66895 1.5717936 2000-2012 –> 2013-2019 1.2806819 15333.6843
Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.4182040 879.59547 1.6653982 2000-2012 –> 2013-2019 1.2168225 14974.0291
Atlantic (28.2, Inf] cstar_tref ~ temp + aou + phosphate + phosphate_star 0.5457127 1298.60250 2.0515074 2000-2012 –> 2013-2019 1.4588387 16971.0522
Atlantic (28.2, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.5453603 1299.58041 2.0346976 2000-2012 –> 2013-2019 1.4288347 16584.7586
Atlantic (28.2, Inf] cstar_tref ~ temp + nitrate + silicate + phosphate_star 0.5633691 1348.97716 1.8759369 2000-2012 –> 2013-2019 1.4393163 16531.2563
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 5.8788276 16716.38927 24.7102565 1982-1999 –> 2000-2012 11.1648251 23556.3650
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.6447816 16505.67236 22.4725361 1982-1999 –> 2000-2012 10.8130170 23297.7666
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 6.5476886 17280.59316 81.3999150 1982-1999 –> 2000-2012 13.5390669 24739.6395
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5.8892665 16727.67850 44.4742950 1982-1999 –> 2000-2012 10.9707756 23482.3051
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 6.1506257 16955.03796 68.8839447 1982-1999 –> 2000-2012 12.8326669 24315.8915
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 5.6615753 16523.22674 40.2060959 1982-1999 –> 2000-2012 10.5548368 23196.2766
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 6.2416255 17029.93820 23.2632894 1982-1999 –> 2000-2012 11.4339699 23830.3364
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5.8157682 16661.92181 26.1111201 1982-1999 –> 2000-2012 10.8516265 23396.5686
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate_star 6.3865665 17150.13657 23.5313799 1982-1999 –> 2000-2012 11.8283606 24054.4234
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 6.0163238 16839.44063 20.8733316 1982-1999 –> 2000-2012 10.9955805 23549.0619
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 5.5955046 16461.76320 23.7617019 1982-1999 –> 2000-2012 10.4625917 23122.9384
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6.1470699 16952.01005 22.9824705 1982-1999 –> 2000-2012 11.3325914 23751.4970
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate_star 6.4034615 17163.96959 24.7106877 1982-1999 –> 2000-2012 11.8964326 24088.9805
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate 7.7851459 18186.97324 31.6951790 1982-1999 –> 2000-2012 15.3407916 25817.8644
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6.3719990 17140.17989 23.5540972 1982-1999 –> 2000-2012 11.8374609 24056.0751
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + phosphate + phosphate_star 6.3931196 17155.50638 23.4173098 1982-1999 –> 2000-2012 11.8463771 24064.4522
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + phosphate_star 6.4138969 17170.49551 23.9373743 1982-1999 –> 2000-2012 11.9087424 24094.2618
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate 7.8451583 18227.18055 29.8100355 1982-1999 –> 2000-2012 15.4170974 25862.8410
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6.1765125 16977.02897 23.5744309 1982-1999 –> 2000-2012 11.4007496 23792.9845
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate_star 6.3747922 17140.47460 24.0796783 1982-1999 –> 2000-2012 11.8487890 24057.8245
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 5.6853690 13510.62459 23.6747249 2000-2012 –> 2013-2019 11.5641966 30227.0139
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.3223262 13230.47030 23.0804439 2000-2012 –> 2013-2019 10.9671078 29736.1427
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 4.2460706 12262.45145 16.0136752 2000-2012 –> 2013-2019 10.7937592 29543.0446
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4.2434104 12261.77165 16.4254233 2000-2012 –> 2013-2019 10.1326769 28989.4502
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 3.9002982 11901.24386 14.3350324 2000-2012 –> 2013-2019 10.0509239 28856.2818
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 3.8756242 11876.10716 13.8787493 2000-2012 –> 2013-2019 9.5371995 28399.3339
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 6.0448303 13772.77495 26.1705474 2000-2012 –> 2013-2019 12.2864558 30802.7132
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5.5191033 13385.71024 24.6378243 2000-2012 –> 2013-2019 11.3348715 30047.6320
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate_star 6.1894296 13873.85757 29.0265251 2000-2012 –> 2013-2019 12.5759961 31023.9941
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 5.7061331 13528.21298 27.5315978 2000-2012 –> 2013-2019 11.7224569 30367.6536
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 5.1524949 13093.80215 23.5985085 2000-2012 –> 2013-2019 10.7479996 29555.5654
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5.8187367 13611.77284 29.5949842 2000-2012 –> 2013-2019 11.9658066 30563.7829
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + phosphate_star 6.2979405 13948.17330 24.5604418 2000-2012 –> 2013-2019 12.7014019 31112.1429
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6.2908017 13945.32365 24.3667372 2000-2012 –> 2013-2019 12.6628007 31085.5035
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + phosphate + phosphate_star 6.2016984 13882.32513 28.9301664 2000-2012 –> 2013-2019 12.5948180 31037.8315
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + phosphate_star 6.2986319 13946.64274 24.3968261 2000-2012 –> 2013-2019 12.7125288 31117.1382
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5.8700780 13649.33638 30.2766170 2000-2012 –> 2013-2019 12.0465904 30626.3654
Indo-Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate_star 6.2981053 13948.28523 24.2111363 2000-2012 –> 2013-2019 12.6728975 31088.7598
Indo-Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate 5.1294077 13070.59921 25.2012364 2000-2012 –> 2013-2019 13.1393238 31406.6034
Indo-Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4.9702599 12937.82796 24.2823275 2000-2012 –> 2013-2019 12.5580614 30992.3635
Indo-Pacific (26,26.5] cstar_tref ~ aou + silicate + phosphate + phosphate_star 5.0384665 15835.84210 41.1359199 1982-1999 –> 2000-2012 9.7495222 24902.8363
Indo-Pacific (26,26.5] cstar_tref ~ sal + aou + phosphate + phosphate_star 5.1722841 15972.46228 39.8511551 1982-1999 –> 2000-2012 9.3785509 24693.7801
Indo-Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.5032117 15252.47754 40.4744945 1982-1999 –> 2000-2012 8.3426112 23697.4538
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5.0998014 15900.90632 47.2712918 1982-1999 –> 2000-2012 8.6192439 24080.4918
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 4.5345098 15290.57659 47.0064381 1982-1999 –> 2000-2012 7.7942971 23238.4081
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 5.5380585 16328.59606 41.7706813 1982-1999 –> 2000-2012 9.7880992 25081.4907
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5.1341694 15935.91265 37.7492516 1982-1999 –> 2000-2012 9.3222622 24646.0238
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.6123030 15377.23436 43.9787355 1982-1999 –> 2000-2012 8.5083414 23866.8756
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 4.4940028 15243.80836 41.5324403 1982-1999 –> 2000-2012 8.3159410 23676.8817
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.7434863 15523.40518 43.8818180 1982-1999 –> 2000-2012 8.7217591 24076.7534
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 5.4771339 16270.94082 40.4655212 1982-1999 –> 2000-2012 9.9573646 25184.7106
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5.1558818 15957.90777 38.9034677 1982-1999 –> 2000-2012 9.6342040 24872.3781
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.7693627 15551.76017 43.8495858 1982-1999 –> 2000-2012 8.7606153 24115.0433
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 5.1622458 15962.33699 38.9395182 1982-1999 –> 2000-2012 9.6589660 24887.3118
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 5.5129083 16304.87277 46.6640833 1982-1999 –> 2000-2012 9.6797227 24997.4483
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4.8906367 15682.63249 46.4559387 1982-1999 –> 2000-2012 8.7723970 24161.0757
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 5.0547723 15852.68219 43.4003200 1982-1999 –> 2000-2012 9.7413895 24903.8134
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5.0291397 15828.18512 42.2245245 1982-1999 –> 2000-2012 9.7153967 24881.0819
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 5.1267841 15926.41003 43.6850963 1982-1999 –> 2000-2012 9.8311411 24989.0643
Indo-Pacific (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 5.1447771 15944.67009 43.7024864 1982-1999 –> 2000-2012 9.8543296 25010.6909
Indo-Pacific (26,26.5] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.0780188 8293.58005 22.3634021 2000-2012 –> 2013-2019 9.1164853 24129.4221
Indo-Pacific (26,26.5] cstar_tref ~ sal + aou + phosphate + phosphate_star 5.3009554 9062.57264 21.2429066 2000-2012 –> 2013-2019 10.4732395 25035.0349
Indo-Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.7055665 8014.76738 20.8655954 2000-2012 –> 2013-2019 8.2087782 23267.2449
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5.1364511 8972.14231 26.1527213 2000-2012 –> 2013-2019 10.2362525 24873.0486
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 3.7913438 8083.86436 20.4330609 2000-2012 –> 2013-2019 8.3258536 23374.4409
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5.1585928 8984.75414 20.5628533 2000-2012 –> 2013-2019 10.2927622 24920.6668
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.7655878 8061.87819 20.8331851 2000-2012 –> 2013-2019 8.3778908 23439.1126
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 3.7010915 8013.22441 20.7652410 2000-2012 –> 2013-2019 8.1950943 23257.0328
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.7919676 8082.34674 20.6606615 2000-2012 –> 2013-2019 8.5354539 23605.7519
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 5.3559765 9092.84840 22.3783098 2000-2012 –> 2013-2019 10.8331104 25363.7892
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4.2701209 8430.54255 17.2329408 2000-2012 –> 2013-2019 9.4260028 24388.4503
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.8043799 8091.92839 20.6531455 2000-2012 –> 2013-2019 8.5737426 23643.6886
Indo-Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate_star 4.6638433 8687.13823 20.5800905 2000-2012 –> 2013-2019 9.8260891 24649.4752
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4.1023332 8313.00962 21.9710538 2000-2012 –> 2013-2019 8.9929699 23995.6421
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 4.0912940 8303.10908 22.1144132 2000-2012 –> 2013-2019 9.1460662 24155.7913
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.0780046 8295.56981 22.3515988 2000-2012 –> 2013-2019 9.1071443 24123.7549
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 4.1027486 8311.30654 22.0525908 2000-2012 –> 2013-2019 9.2295328 24237.7166
Indo-Pacific (26,26.5] cstar_tref ~ temp + nitrate + silicate + phosphate_star 4.6917356 8704.62095 21.8488465 2000-2012 –> 2013-2019 10.2721034 25072.8840
Indo-Pacific (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 4.1100351 8316.50913 21.9941004 2000-2012 –> 2013-2019 9.2548122 24261.1792
Indo-Pacific (26,26.5] cstar_tref ~ temp + silicate + phosphate_star 5.0916859 8942.47733 19.2886551 2000-2012 –> 2013-2019 10.6777990 25314.1037
Indo-Pacific (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 5.0576268 14402.58313 22.8268266 1982-1999 –> 2000-2012 8.6621211 20978.3047
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + phosphate + phosphate_star 4.8945360 14247.41268 17.3590254 1982-1999 –> 2000-2012 8.3497120 20720.3256
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.5792922 13934.24644 18.7286909 1982-1999 –> 2000-2012 7.7941833 20234.0052
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5.0223808 14371.47698 20.2004134 1982-1999 –> 2000-2012 8.3280904 20738.9299
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 4.8183006 14177.09743 20.9438790 1982-1999 –> 2000-2012 7.9748471 20434.3509
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 5.1120378 14453.24051 17.8500195 1982-1999 –> 2000-2012 8.7805111 21071.7158
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.6353942 13991.89142 15.3087346 1982-1999 –> 2000-2012 8.0656841 20449.2389
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate_star 5.1978515 14532.04857 18.2271653 1982-1999 –> 2000-2012 9.0131091 21245.8591
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.7897998 14147.01208 19.2570538 1982-1999 –> 2000-2012 8.2328855 20613.4071
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 4.3600664 13704.00984 17.3691131 1982-1999 –> 2000-2012 7.5528474 19988.9988
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.8650027 14220.76149 19.1617485 1982-1999 –> 2000-2012 8.4512845 20786.1739
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 5.0261438 14373.02254 19.3595777 1982-1999 –> 2000-2012 8.6078622 20933.3409
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4.8526656 14208.74137 18.4639585 1982-1999 –> 2000-2012 8.4139524 20757.1583
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 5.1902724 14525.14084 18.2411109 1982-1999 –> 2000-2012 9.0011014 21236.1290
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.8661678 14221.89511 19.0628053 1982-1999 –> 2000-2012 8.4582192 20791.2137
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate_star 4.8689786 14222.62869 18.4949663 1982-1999 –> 2000-2012 8.5008702 20816.7507
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5.1515714 14491.70971 24.6688697 1982-1999 –> 2000-2012 8.6233463 20978.2686
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + phosphate_star 5.0750912 14418.90188 13.9262340 1982-1999 –> 2000-2012 8.8410357 21101.0993
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 5.1432747 14482.07936 22.6963980 1982-1999 –> 2000-2012 8.8895212 21151.5332
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.7291174 14086.65351 15.8951232 1982-1999 –> 2000-2012 8.2284434 20592.4201
Indo-Pacific (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3.4957027 7104.77613 19.1678607 2000-2012 –> 2013-2019 8.5533295 21507.3593
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + phosphate + phosphate_star 4.2374465 7615.86076 16.6053832 2000-2012 –> 2013-2019 9.1319826 21863.2734
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.2584428 6920.09918 16.6705200 2000-2012 –> 2013-2019 7.8377350 20854.3456
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4.5091215 7782.90857 18.9151952 2000-2012 –> 2013-2019 9.5315023 22154.3855
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 3.3839493 7022.48017 19.4619205 2000-2012 –> 2013-2019 8.2022499 21199.5776
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.4562515 7076.63113 14.3411426 2000-2012 –> 2013-2019 8.0916458 21068.5226
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.4319686 7057.90474 18.1822538 2000-2012 –> 2013-2019 8.2217684 21204.9168
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2.9249069 6635.28632 15.3266971 2000-2012 –> 2013-2019 7.2849733 20339.2962
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.4812795 7095.79486 18.6137498 2000-2012 –> 2013-2019 8.3462822 21316.5563
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3.3840924 7020.59248 19.4181539 2000-2012 –> 2013-2019 8.2367580 21229.3338
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.4851419 7098.74004 18.5844497 2000-2012 –> 2013-2019 8.3513098 21320.6351
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate_star 3.5317033 7131.98914 17.1812619 2000-2012 –> 2013-2019 8.4006818 21354.6178
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.5607135 7155.71703 20.9830561 2000-2012 –> 2013-2019 8.7122849 21647.4267
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + phosphate_star 3.8543017 7364.14895 17.7442882 2000-2012 –> 2013-2019 8.9293929 21783.0508
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 3.5932573 7177.88179 19.7191965 2000-2012 –> 2013-2019 8.7365320 21659.9612
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.1134216 6799.17921 18.0981616 2000-2012 –> 2013-2019 7.8425390 20885.8327
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 3.6394052 7211.77536 20.1389219 2000-2012 –> 2013-2019 8.8560917 21760.9471
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 3.5759376 7165.04875 20.6245361 2000-2012 –> 2013-2019 8.7858413 21708.0613
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 3.6449391 7215.81088 20.1321355 2000-2012 –> 2013-2019 8.8635847 21766.7601
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + silicate + phosphate_star 3.7539004 7292.04535 18.2108146 2000-2012 –> 2013-2019 8.9814329 21849.0493
Indo-Pacific (26.75,27] cstar_tref ~ aou + phosphate + phosphate_star 4.6548648 19933.26479 14.0515241 1982-1999 –> 2000-2012 8.1470506 29580.0384
Indo-Pacific (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.6271044 19894.96076 13.2410188 1982-1999 –> 2000-2012 8.0109449 29429.9597
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + phosphate + phosphate_star 4.3375013 19459.46470 15.1634098 1982-1999 –> 2000-2012 7.5061990 28757.3205
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.3368038 19460.38112 15.3154320 1982-1999 –> 2000-2012 7.4572566 28704.8502
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4.4883426 19691.80368 13.9921590 1982-1999 –> 2000-2012 7.5994239 28925.4147
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 4.4810586 19682.85995 14.7076973 1982-1999 –> 2000-2012 7.5301579 28845.8229
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 4.5938414 19846.34821 14.4727774 1982-1999 –> 2000-2012 8.1024067 29512.0143
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.2495218 19323.38982 21.2569544 1982-1999 –> 2000-2012 7.3758701 28574.6728
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.5856345 19836.29994 13.4103213 1982-1999 –> 2000-2012 8.0243013 29431.3207
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 4.2489495 19324.48221 21.2022892 1982-1999 –> 2000-2012 7.3400329 28536.8135
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.7202002 20031.18132 13.1239119 1982-1999 –> 2000-2012 8.4174916 29887.9872
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate_star 4.7944639 20134.36615 18.5516358 1982-1999 –> 2000-2012 8.0063880 29481.1355
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4.7734236 20106.73166 17.5713226 1982-1999 –> 2000-2012 7.9836653 29453.6096
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + phosphate + phosphate_star 4.6941891 19991.94821 14.6135590 1982-1999 –> 2000-2012 8.4444451 29898.1013
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.6835952 19978.72470 13.3909355 1982-1999 –> 2000-2012 8.3641830 29819.1844
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate_star 4.6818087 19974.15408 16.3315821 1982-1999 –> 2000-2012 8.0510765 29493.5728
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4.6816206 19975.88328 16.3311968 1982-1999 –> 2000-2012 7.9580475 29396.4314
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 4.3829499 19529.69857 22.4963529 1982-1999 –> 2000-2012 7.6564520 28945.0227
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4.3819085 19530.09744 22.5534439 1982-1999 –> 2000-2012 7.6063236 28892.8787
Indo-Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 4.9846298 20396.45574 20.2819400 1982-1999 –> 2000-2012 8.4485076 30015.8471
Indo-Pacific (26.75,27] cstar_tref ~ aou + phosphate + phosphate_star 4.3673724 10182.13985 12.8774210 2000-2012 –> 2013-2019 9.0222372 30115.4046
Indo-Pacific (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3.8974123 9783.84771 13.1476264 2000-2012 –> 2013-2019 8.5245167 29678.8085
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + phosphate + phosphate_star 4.1580082 10011.41505 14.0131777 2000-2012 –> 2013-2019 8.4955095 29470.8798
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.8515106 9744.19232 12.4088939 2000-2012 –> 2013-2019 8.1883143 29204.5734
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4.2270829 10071.34453 14.3188072 2000-2012 –> 2013-2019 8.7154255 29763.1482
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 3.9746986 9856.88827 13.7541731 2000-2012 –> 2013-2019 8.4557572 29539.7482
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 4.3711803 10192.99208 13.8579667 2000-2012 –> 2013-2019 8.9650217 30039.3403
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.9424165 9826.21512 16.0460137 2000-2012 –> 2013-2019 8.1919384 29149.6049
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.9480880 9836.85390 13.6483393 2000-2012 –> 2013-2019 8.5337225 29673.1538
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 3.7910198 9690.53273 14.4697328 2000-2012 –> 2013-2019 8.0399692 29015.0149
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.9928745 9870.92996 14.0974714 2000-2012 –> 2013-2019 8.7130747 29902.1113
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + phosphate + phosphate_star 4.4300835 10234.26709 13.9004608 2000-2012 –> 2013-2019 9.1242726 30226.2153
Indo-Pacific (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.9786142 9858.35035 13.9274083 2000-2012 –> 2013-2019 8.6622095 29837.0751
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate_star 4.3360353 10158.82067 15.7690752 2000-2012 –> 2013-2019 9.0178440 30132.9748
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4.0069208 9883.27698 14.1524460 2000-2012 –> 2013-2019 8.6885414 29859.1603
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 4.0075434 9881.82322 17.1289126 2000-2012 –> 2013-2019 8.3904932 29411.5218
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 3.9779988 9861.40584 14.0146243 2000-2012 –> 2013-2019 8.7715928 29994.5493
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.8154542 9711.12179 14.9440193 2000-2012 –> 2013-2019 8.1973626 29241.2192
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 4.0223379 9894.77929 14.5115796 2000-2012 –> 2013-2019 8.9558424 30221.7692
Indo-Pacific (26.75,27] cstar_tref ~ temp + silicate + phosphate + phosphate_star 4.0081600 9882.36418 14.2944907 2000-2012 –> 2013-2019 8.9007044 30153.1789
Indo-Pacific (27,27.25] cstar_tref ~ aou + phosphate + phosphate_star 5.1272710 27045.79598 31.1002502 1982-1999 –> 2000-2012 8.0220312 37702.8930
Indo-Pacific (27,27.25] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.9061541 26657.48335 26.7325621 1982-1999 –> 2000-2012 7.8004630 37315.9116
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + phosphate_star 5.0992462 26999.26883 32.3831587 1982-1999 –> 2000-2012 7.8985735 37514.5516
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.8750894 26603.24358 28.0171555 1982-1999 –> 2000-2012 7.6744035 37120.5061
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5.4464941 27584.56487 31.9461789 1982-1999 –> 2000-2012 7.9307819 37589.6512
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 5.0947223 26995.41032 27.9307861 1982-1999 –> 2000-2012 7.5747120 36995.0679
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 5.3628679 27445.56489 29.9631852 1982-1999 –> 2000-2012 8.4283594 38350.5032
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.1175553 25107.99035 24.7855935 1982-1999 –> 2000-2012 6.8735403 35558.3310
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 5.1426203 27076.26231 25.1338599 1982-1999 –> 2000-2012 8.1980831 37969.1428
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 3.5193329 23720.01733 17.2708406 1982-1999 –> 2000-2012 6.2671461 34159.6188
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5.7028142 27991.73953 39.7165766 1982-1999 –> 2000-2012 8.5112718 38522.9920
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5.2656860 27285.64786 23.9470379 1982-1999 –> 2000-2012 8.5654913 38508.5684
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate_star 5.4551094 27596.55909 32.7696363 1982-1999 –> 2000-2012 7.9881300 37682.9850
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5.1088926 27018.00237 28.9822154 1982-1999 –> 2000-2012 7.6359041 37096.2389
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate 5.3675316 27451.26120 30.5841701 1982-1999 –> 2000-2012 8.4850419 38426.3865
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + phosphate_star 4.1496432 25174.72176 23.5155063 1982-1999 –> 2000-2012 6.9717024 35724.7007
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate 5.1494771 27086.05964 25.8943121 1982-1999 –> 2000-2012 8.2591972 38052.4514
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.5598114 23819.27256 15.9687197 1982-1999 –> 2000-2012 6.3719533 34356.1491
Indo-Pacific (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate_star 5.7029028 27989.87719 39.6512934 1982-1999 –> 2000-2012 8.5399189 38562.5331
Indo-Pacific (27,27.25] cstar_tref ~ temp + silicate + phosphate + phosphate_star 5.2768945 27302.47424 24.9101966 1982-1999 –> 2000-2012 8.6205163 38579.9848
Indo-Pacific (27,27.25] cstar_tref ~ aou + phosphate + phosphate_star 4.9486070 15534.82169 20.3416770 2000-2012 –> 2013-2019 10.0758780 42580.6177
Indo-Pacific (27,27.25] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.8524808 15435.91678 19.0689871 2000-2012 –> 2013-2019 9.7586349 42093.4001
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4.8074792 15389.98907 21.1482479 2000-2012 –> 2013-2019 10.3707631 43162.4043
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + phosphate_star 4.8184140 15399.67606 21.9017060 2000-2012 –> 2013-2019 9.9176603 42398.9449
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 4.8156373 15396.71083 21.5988462 2000-2012 –> 2013-2019 10.1018921 42714.8766
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.7571383 15335.84034 20.6677390 2000-2012 –> 2013-2019 9.6322277 41939.0839
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4.8614093 15447.37296 22.3413158 2000-2012 –> 2013-2019 10.3079034 43031.9378
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 4.7176642 15294.97805 20.0146256 2000-2012 –> 2013-2019 9.8123866 42290.3884
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 4.8574388 15441.16991 22.3759114 2000-2012 –> 2013-2019 10.2203066 42886.7348
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.2854132 14798.65599 19.8816771 2000-2012 –> 2013-2019 8.4029685 39906.6463
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 4.8045283 15386.83061 21.2785181 2000-2012 –> 2013-2019 9.9471486 42463.0929
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 3.9442911 14373.97277 16.3911587 2000-2012 –> 2013-2019 7.4636240 38093.9901
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4.8661884 15452.42743 21.6187752 2000-2012 –> 2013-2019 10.2003468 42852.4661
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + phosphate + phosphate_star 4.8652199 15449.40354 22.4367425 2000-2012 –> 2013-2019 10.3432677 43083.1150
Indo-Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4.8162235 15399.33701 21.3934631 2000-2012 –> 2013-2019 10.0819096 42684.9849
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4.9657540 15556.61498 17.9612885 2000-2012 –> 2013-2019 10.0746467 42574.6173
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + phosphate_star 4.3845451 14914.29362 18.5285404 2000-2012 –> 2013-2019 8.5341884 40089.0154
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate 5.0112500 15601.52941 19.2388335 2000-2012 –> 2013-2019 10.1607271 42687.5890
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.9757965 14412.89780 16.0587779 2000-2012 –> 2013-2019 7.5356079 38232.1704
Indo-Pacific (27,27.25] cstar_tref ~ temp + silicate + phosphate + phosphate_star 5.0328720 15623.67647 19.3332667 2000-2012 –> 2013-2019 10.3097665 42926.1507
Indo-Pacific (27.25,27.5] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.0353258 31962.44652 14.1959730 1982-1999 –> 2000-2012 6.6540595 44873.3514
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3.3848794 29968.76777 11.0720416 1982-1999 –> 2000-2012 5.9312368 42729.8785
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 3.7814759 31224.74693 16.1463953 1982-1999 –> 2000-2012 6.3950534 44124.9772
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.5814452 30609.68000 11.8352381 1982-1999 –> 2000-2012 6.1538680 43425.9487
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate_star 3.5873833 30626.48934 11.7071771 1982-1999 –> 2000-2012 6.3236358 43775.1481
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + silicate + phosphate + phosphate_star 3.6420608 30798.23726 12.7423962 1982-1999 –> 2000-2012 6.3384873 43867.4869
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4.6303597 33526.16092 20.2506215 1982-1999 –> 2000-2012 6.9217423 45715.8375
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 3.3681999 29914.68086 10.0128925 1982-1999 –> 2000-2012 5.5866544 41931.1793
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.2133540 32454.62093 28.0433725 1982-1999 –> 2000-2012 6.4521704 44518.6027
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.5251580 30429.81953 11.3555983 1982-1999 –> 2000-2012 6.1340254 43322.2807
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2.9437486 28385.35811 14.0098460 1982-1999 –> 2000-2012 5.1108642 40275.0477
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.5671158 30564.16126 11.8020452 1982-1999 –> 2000-2012 6.2473531 43602.7957
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4.4608237 33102.64397 25.5514718 1982-1999 –> 2000-2012 6.7233614 45223.7089
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.5439747 30490.26393 11.5691907 1982-1999 –> 2000-2012 6.2101701 43500.4492
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.9454438 31708.69083 15.1038103 1982-1999 –> 2000-2012 6.2134477 43842.8249
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + phosphate + phosphate_star 4.3136531 32719.73655 31.7830126 1982-1999 –> 2000-2012 6.5763385 44839.1552
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate 4.0564165 32021.63377 14.6024239 1982-1999 –> 2000-2012 6.7902146 45165.4322
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.1055927 28991.03277 18.1092286 1982-1999 –> 2000-2012 5.2772444 40890.0471
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate_star 4.1179381 32192.54123 14.9900509 1982-1999 –> 2000-2012 6.9599538 45546.5977
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 4.0901947 32115.78817 14.8603481 1982-1999 –> 2000-2012 6.9174712 45441.6832
Indo-Pacific (27.25,27.5] cstar_tref ~ aou + silicate + phosphate 4.2299028 19545.71058 17.4703663 2000-2012 –> 2013-2019 8.3514726 51746.2608
Indo-Pacific (27.25,27.5] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4.1901801 19483.28644 16.3812137 2000-2012 –> 2013-2019 8.2255060 51445.7330
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3.4534928 18165.04078 12.1670983 2000-2012 –> 2013-2019 6.8383722 48133.8085
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate 3.9332582 19051.24073 13.8690039 2000-2012 –> 2013-2019 7.7147341 50275.9877
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.5440853 18341.84489 14.4077540 2000-2012 –> 2013-2019 7.1255306 48951.5249
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate_star 3.6426960 18527.23214 13.1181427 2000-2012 –> 2013-2019 7.2300792 49153.7215
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + silicate + phosphate 4.0542885 19256.17749 17.7923424 2000-2012 –> 2013-2019 8.8779795 53242.7720
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + silicate + phosphate + phosphate_star 3.8243938 18859.59125 12.6599691 2000-2012 –> 2013-2019 7.4664546 49657.8285
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 3.3364316 17931.58214 11.3668388 2000-2012 –> 2013-2019 6.7046315 47846.2630
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4.3226385 19697.78914 19.4111539 2000-2012 –> 2013-2019 8.5359925 52152.4101
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.4889740 18234.83379 13.9696458 2000-2012 –> 2013-2019 7.0141320 48664.6533
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2.9871147 17176.44695 11.4331300 2000-2012 –> 2013-2019 5.9308633 45561.8051
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.5127982 18281.29976 14.3170633 2000-2012 –> 2013-2019 7.0799140 48845.4610
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate 3.5128411 18279.38312 15.5360695 2000-2012 –> 2013-2019 7.5060691 50122.7589
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.4921618 18241.06943 14.1039559 2000-2012 –> 2013-2019 7.0361364 48731.3334
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4.0453470 19245.10198 17.8858090 2000-2012 –> 2013-2019 7.9907908 50953.7928
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate 4.1994804 19498.42461 16.5724086 2000-2012 –> 2013-2019 8.2558969 51520.0584
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.4011722 18060.80464 15.1116820 2000-2012 –> 2013-2019 6.5067649 47051.8374
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate_star 4.2396447 19563.41807 16.7813619 2000-2012 –> 2013-2019 8.3575828 51755.9593
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 4.2155627 19524.52313 16.6459809 2000-2012 –> 2013-2019 8.3057574 51640.3113
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3.2060797 34205.32181 16.1165127 1982-1999 –> 2000-2012 5.2366915 47246.7579
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 3.5366334 35501.72972 18.6069078 1982-1999 –> 2000-2012 5.7716528 49128.5358
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.0241735 33432.42665 10.6465044 1982-1999 –> 2000-2012 5.2573809 47056.2655
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate_star 3.2443712 34360.42069 15.2302073 1982-1999 –> 2000-2012 5.4940442 48027.2467
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + nitrate + silicate + phosphate_star 3.6183904 35804.13408 22.0235927 1982-1999 –> 2000-2012 5.6713612 48910.6329
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 3.3823441 34911.49941 17.8578668 1982-1999 –> 2000-2012 5.6270087 48564.6767
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3.6613660 35962.36472 14.4724224 1982-1999 –> 2000-2012 5.7434304 49157.0401
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 3.2154899 34244.10260 12.3691526 1982-1999 –> 2000-2012 5.5528320 48147.0464
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2.9620664 33159.85309 9.9206811 1982-1999 –> 2000-2012 4.9406529 46044.3443
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.7189825 36168.96658 18.0165955 1982-1999 –> 2000-2012 5.8352660 49463.4732
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 3.2725117 34474.69534 12.8852831 1982-1999 –> 2000-2012 5.7662799 48772.3549
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.9884236 33275.07418 10.1176771 1982-1999 –> 2000-2012 5.2091876 46864.6948
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2.7925439 32380.03662 13.8452645 1982-1999 –> 2000-2012 4.7527637 45207.4148
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.9972234 33313.98033 10.2433594 1982-1999 –> 2000-2012 5.2462592 46981.0716
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate 3.4704377 35251.71718 20.6793591 1982-1999 –> 2000-2012 5.8098301 49158.0307
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3.4538395 35190.28016 20.2840591 1982-1999 –> 2000-2012 5.5045054 48291.8996
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate 2.9905721 33282.58365 10.2297238 1982-1999 –> 2000-2012 5.3411730 47218.1685
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.9889979 33277.61687 10.1421194 1982-1999 –> 2000-2012 5.2336475 46932.7532
Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.6346096 35865.31321 11.9571251 1982-1999 –> 2000-2012 5.9953460 49829.2471
Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.0421573 33510.87985 20.5245758 1982-1999 –> 2000-2012 5.0788137 46570.5186
Indo-Pacific (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate_star 3.8302692 21532.51934 11.3372630 2000-2012 –> 2013-2019 7.5120696 57566.5276
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3.4912150 20812.31553 11.8470025 2000-2012 –> 2013-2019 6.6972947 55017.6373
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 3.8858629 21644.80185 13.7960229 2000-2012 –> 2013-2019 7.4224963 57146.5316
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.8040309 19104.37283 12.8427971 2000-2012 –> 2013-2019 5.8282044 52536.7995
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate_star 3.5389071 20916.03854 11.7486107 2000-2012 –> 2013-2019 6.7832783 55276.4592
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 3.8490796 21570.69205 13.5058363 2000-2012 –> 2013-2019 7.2314237 56482.1915
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate 3.7900246 21450.21562 16.0458099 2000-2012 –> 2013-2019 7.4674866 57468.6230
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3.5945907 21039.68868 20.0754485 2000-2012 –> 2013-2019 7.2559567 57002.0534
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.8182534 19143.79534 14.0538853 2000-2012 –> 2013-2019 6.0337434 53387.8979
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2.7566735 18973.64957 11.0744869 2000-2012 –> 2013-2019 5.7187399 52133.5027
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.7052905 21276.03189 22.3468441 2000-2012 –> 2013-2019 7.4242730 57444.9985
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 2.8344254 19186.38030 14.6028909 2000-2012 –> 2013-2019 6.1069371 53661.0756
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.7904199 19066.45792 12.3385782 2000-2012 –> 2013-2019 5.7788436 52341.5321
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2.7753204 19026.17923 11.0100123 2000-2012 –> 2013-2019 5.5678643 51406.2158
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.7912594 19068.80155 12.3967568 2000-2012 –> 2013-2019 5.7884828 52382.7819
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate 3.0642350 19793.83464 8.6039584 2000-2012 –> 2013-2019 6.0548071 53076.4183
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.7887743 19061.86119 12.2782252 2000-2012 –> 2013-2019 5.7777722 52339.4781
Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.7987241 21470.08064 11.5498737 2000-2012 –> 2013-2019 7.4333337 57335.3939
Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate 3.8825247 21638.10515 11.5114637 2000-2012 –> 2013-2019 7.5761116 57714.4051
Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.5488965 20940.00229 14.5586275 2000-2012 –> 2013-2019 6.5910538 54450.8821
Indo-Pacific (27.75,27.85] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3.0020270 13116.84949 8.4128587 1982-1999 –> 2000-2012 4.6464510 17996.3243
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 3.0321277 13168.76897 9.0261867 1982-1999 –> 2000-2012 4.8287015 18273.0117
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3.0121532 13136.37364 8.6995299 1982-1999 –> 2000-2012 4.7363596 18138.1854
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 3.0228392 13152.80282 8.8094837 1982-1999 –> 2000-2012 4.8350437 18279.0485
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.9316135 12995.33363 9.8665209 1982-1999 –> 2000-2012 4.5571790 17847.5111
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3.0327255 13171.79497 7.1653693 1982-1999 –> 2000-2012 4.4929295 17751.4823
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.9866291 13092.08852 9.6636378 1982-1999 –> 2000-2012 4.7790740 18192.4870
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2.9013013 12943.24541 9.3968214 1982-1999 –> 2000-2012 4.3501642 17505.1281
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.1691461 13400.77335 9.0529633 1982-1999 –> 2000-2012 4.4564430 17660.3404
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.9300222 12992.50810 9.6105624 1982-1999 –> 2000-2012 4.6066342 17923.2207
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2.9297670 12994.05494 9.4523317 1982-1999 –> 2000-2012 4.2124336 17246.4694
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.9297975 12992.10908 9.5068443 1982-1999 –> 2000-2012 4.6344536 17964.9559
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.9297671 12992.05509 9.4494442 1982-1999 –> 2000-2012 4.6410850 17974.8089
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + phosphate_star 3.0938255 13273.59710 7.0998617 1982-1999 –> 2000-2012 4.6522511 18016.6383
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.9798968 13080.34476 8.1158384 1982-1999 –> 2000-2012 4.5289110 17810.0002
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + phosphate_star 3.2292613 13496.56294 8.4669179 1982-1999 –> 2000-2012 4.5168317 17754.6696
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 3.0011109 13115.26122 8.3559009 1982-1999 –> 2000-2012 4.7124152 18095.9949
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.9935809 13104.18755 7.6294875 1982-1999 –> 2000-2012 4.2768293 17355.7539
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate_star 2.9995568 13112.56566 8.2722261 1982-1999 –> 2000-2012 4.7404090 18136.7814
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + silicate + phosphate + phosphate_star 2.9987486 13111.16326 8.2327944 1982-1999 –> 2000-2012 4.7466818 18145.6897
Indo-Pacific (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate_star 3.0104784 7660.82792 9.5527793 2000-2012 –> 2013-2019 6.0226333 20795.2045
Indo-Pacific (27.75,27.85] cstar_tref ~ aou + silicate + phosphate 2.9693664 7617.10911 9.5985363 2000-2012 –> 2013-2019 5.9940652 20771.1124
Indo-Pacific (27.75,27.85] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2.9586552 7608.14501 9.5697240 2000-2012 –> 2013-2019 5.9606822 20724.9945
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 3.0904414 7740.36398 11.5170863 2000-2012 –> 2013-2019 6.1225691 20909.1329
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3.0093863 7661.72710 9.5054074 2000-2012 –> 2013-2019 6.0215395 20798.1007
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 2.9578006 7607.26854 9.5024506 2000-2012 –> 2013-2019 5.9806398 20760.0714
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.5122401 7113.90392 9.6533539 2000-2012 –> 2013-2019 5.4438536 20109.2376
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.8927197 7541.76561 8.5735240 2000-2012 –> 2013-2019 5.9254452 20713.5606
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.8717147 7519.65436 10.5831602 2000-2012 –> 2013-2019 5.8583438 20611.7429
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2.5078036 7110.54130 9.1123958 2000-2012 –> 2013-2019 5.4091049 20053.7867
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.8776137 7525.88028 16.1446108 2000-2012 –> 2013-2019 6.0467598 20926.6536
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.5262216 7130.74241 9.1131126 2000-2012 –> 2013-2019 5.4562438 20123.2505
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 2.4853143 7083.21047 11.8076895 2000-2012 –> 2013-2019 5.4150813 20077.2654
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.5307179 7136.13763 8.9482479 2000-2012 –> 2013-2019 5.4605154 20128.2467
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.5335899 7139.57883 8.8566147 2000-2012 –> 2013-2019 5.4633570 20131.6339
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.9401276 7591.08584 9.5053416 2000-2012 –> 2013-2019 5.9200244 20671.4306
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 2.9576715 7607.13608 9.5623409 2000-2012 –> 2013-2019 5.9587824 20722.3973
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.9121242 7562.04991 9.1004241 2000-2012 –> 2013-2019 5.9057051 20666.2375
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate_star 2.9539853 7603.35245 9.5384459 2000-2012 –> 2013-2019 5.9535422 20715.9181
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + silicate + phosphate + phosphate_star 2.9515129 7600.81195 9.5251173 2000-2012 –> 2013-2019 5.9502615 20711.9752
Indo-Pacific (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 3.1570986 16204.40378 17.4959573 1982-1999 –> 2000-2012 4.8793002 21621.2445
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate 2.9977874 15875.98924 11.6502340 1982-1999 –> 2000-2012 4.8786349 21533.5096
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + phosphate_star 2.9977861 15877.98656 11.6562431 1982-1999 –> 2000-2012 4.8412205 21482.1733
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 2.9439987 15763.85083 12.4143678 1982-1999 –> 2000-2012 4.6818226 21205.5608
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.9425239 15762.69199 12.2302547 1982-1999 –> 2000-2012 4.6657613 21183.1886
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.1509804 16194.17524 17.7951410 1982-1999 –> 2000-2012 4.8629378 21596.5854
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 2.9972509 15876.86094 11.7573905 1982-1999 –> 2000-2012 4.6453331 21172.5499
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.9968713 15878.06255 11.6991105 1982-1999 –> 2000-2012 4.5855321 21074.6222
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.9395547 15756.32764 12.1720814 1982-1999 –> 2000-2012 4.5661831 21017.9312
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2.9394912 15758.19135 12.1974297 1982-1999 –> 2000-2012 4.5233734 20948.4548
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.2963064 16478.41586 17.9003963 1982-1999 –> 2000-2012 4.6680082 21270.5802
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.1536223 16199.45858 17.9011214 1982-1999 –> 2000-2012 4.9122132 21675.8837
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 3.1422009 16178.58610 17.3522723 1982-1999 –> 2000-2012 4.4874407 20919.1030
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.1564522 16205.11306 17.9922628 1982-1999 –> 2000-2012 4.9352348 21712.9788
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate 3.0086039 15898.69424 11.5181669 1982-1999 –> 2000-2012 4.7686513 21373.3993
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + phosphate_star 3.0084886 15900.45258 11.4861017 1982-1999 –> 2000-2012 4.6928669 21256.1354
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 2.9600661 15798.16245 11.8123389 1982-1999 –> 2000-2012 4.7059225 21252.5725
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.9597782 15799.54923 11.8690724 1982-1999 –> 2000-2012 4.6431449 21155.5775
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + phosphate_star 3.3097304 16502.03633 17.7211518 1982-1999 –> 2000-2012 4.6858032 21300.9627
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3.1542854 16200.78405 17.1829443 1982-1999 –> 2000-2012 4.5040437 20948.5356
Indo-Pacific (27.85,27.95] cstar_tref ~ aou + nitrate 3.0125503 9192.12440 10.3486225 2000-2012 –> 2013-2019 6.0896441 25230.7179
Indo-Pacific (27.85,27.95] cstar_tref ~ aou + nitrate + phosphate_star 3.0022565 9181.65849 10.0810523 2000-2012 –> 2013-2019 6.0250536 25110.0220
Indo-Pacific (27.85,27.95] cstar_tref ~ aou + nitrate + silicate 2.9886056 9165.06100 10.2733506 2000-2012 –> 2013-2019 5.9638017 24993.3634
Indo-Pacific (27.85,27.95] cstar_tref ~ aou + nitrate + silicate + phosphate_star 2.9868284 9164.89461 10.1207112 2000-2012 –> 2013-2019 5.9482516 24965.9465
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate 2.9252623 9087.03918 11.6244412 2000-2012 –> 2013-2019 5.9230497 24963.0284
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + phosphate_star 2.8715322 9021.52233 14.3166435 2000-2012 –> 2013-2019 5.8693183 24899.5089
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 2.9198871 9082.34084 11.4921145 2000-2012 –> 2013-2019 5.8638858 24846.1917
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.8481123 8993.69689 14.5983138 2000-2012 –> 2013-2019 5.7906362 24756.3889
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3.3455631 9579.98087 9.3910455 2000-2012 –> 2013-2019 6.4965435 25774.1561
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 2.8674795 9016.37871 12.0637520 2000-2012 –> 2013-2019 5.8647304 24893.2397
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.8604062 9009.38378 13.3126745 2000-2012 –> 2013-2019 5.8572776 24887.4463
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.7930108 8922.54572 11.8257838 2000-2012 –> 2013-2019 5.7325655 24678.8734
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 2.7924477 8923.81146 12.1877377 2000-2012 –> 2013-2019 5.7319389 24682.0028
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.3793624 9616.59042 9.4844936 2000-2012 –> 2013-2019 6.5329847 25816.0490
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 3.2082435 9429.33945 9.8016041 2000-2012 –> 2013-2019 6.3504444 25607.9255
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.3946636 9633.04358 9.5332614 2000-2012 –> 2013-2019 6.5511159 25838.1566
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate 2.9890013 9165.54312 10.8107340 2000-2012 –> 2013-2019 5.9976052 25064.2374
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + phosphate_star 2.9800799 9156.65640 12.2537325 2000-2012 –> 2013-2019 5.9885685 25057.1090
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 2.9812457 9158.08086 10.6000925 2000-2012 –> 2013-2019 5.9413118 24956.2433
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.9749384 9152.36756 11.8702656 2000-2012 –> 2013-2019 5.9347166 24951.9168
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate 1.8917738 15904.27205 8.5282363 1982-1999 –> 2000-2012 3.7503593 22848.0366
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.7766167 15420.92243 7.6348057 1982-1999 –> 2000-2012 3.5908254 22284.5214
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.7129068 15136.70313 8.4831831 1982-1999 –> 2000-2012 3.5497194 22040.4023
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.6842950 15008.52718 8.4784051 1982-1999 –> 2000-2012 3.5011979 21877.1715
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 1.6507753 14851.17867 8.5824558 1982-1999 –> 2000-2012 3.4231101 21633.3821
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.6504798 14851.79528 8.5203422 1982-1999 –> 2000-2012 3.4070311 21605.5845
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.6061006 14641.15468 8.5984924 1982-1999 –> 2000-2012 3.3270533 21325.3311
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.6055100 14640.31276 8.5118974 1982-1999 –> 2000-2012 3.3190793 21311.8706
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 1.7236517 15185.02868 8.4652463 1982-1999 –> 2000-2012 3.5887994 22140.7766
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.6886702 15028.57588 8.5486172 1982-1999 –> 2000-2012 3.3670803 21627.6467
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate_star 1.7266242 15198.34483 8.4332278 1982-1999 –> 2000-2012 3.6011757 22171.1918
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.6978511 15070.47733 8.4606304 1982-1999 –> 2000-2012 3.5423190 21990.3171
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.6130248 14676.40022 8.5989644 1982-1999 –> 2000-2012 3.1557418 20990.8447
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.7023273 15090.82439 8.4183323 1982-1999 –> 2000-2012 3.5571527 22029.7034
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.7381773 15251.88146 8.2603860 1982-1999 –> 2000-2012 3.6285462 22255.2973
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + phosphate + phosphate_star 1.7282294 15205.52590 8.4279303 1982-1999 –> 2000-2012 3.6066937 22185.4625
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.7036646 15096.89317 8.4128593 1982-1999 –> 2000-2012 3.5610534 22040.4677
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 1.7576546 15335.99695 8.0773126 1982-1999 –> 2000-2012 3.6481392 22337.6207
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.7403070 15259.34461 10.4004200 1982-1999 –> 2000-2012 3.4210554 21861.1487
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.6586609 14890.00689 9.0156615 1982-1999 –> 2000-2012 3.2018005 21203.3827
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.5753171 8264.43214 6.0929609 2000-2012 –> 2013-2019 3.3519339 23685.3546
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.6522504 8472.42200 10.4725100 2000-2012 –> 2013-2019 3.3651571 23609.1251
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5832896 8286.66417 9.1473557 2000-2012 –> 2013-2019 3.2675846 23295.1914
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 1.6125704 8365.36613 11.2159046 2000-2012 –> 2013-2019 3.2633457 23216.5448
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.5969718 8324.55821 10.1906284 2000-2012 –> 2013-2019 3.2474516 23176.3535
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.5363563 8154.14270 9.7433999 2000-2012 –> 2013-2019 3.1424569 22795.2974
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.5212814 8112.71670 8.7714345 2000-2012 –> 2013-2019 3.1267914 22753.0295
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 1.6529338 8474.24323 10.4219148 2000-2012 –> 2013-2019 3.3765854 23659.2719
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.6522119 8474.31945 10.4855832 2000-2012 –> 2013-2019 3.3408821 23502.8953
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate_star 1.6530850 8474.64602 10.4084624 2000-2012 –> 2013-2019 3.3797092 23672.9909
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.5861329 8294.56560 9.0977828 2000-2012 –> 2013-2019 3.2839840 23365.0429
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.5717262 8256.38171 9.1811819 2000-2012 –> 2013-2019 3.1847510 22932.7819
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.5868838 8296.65027 9.0695503 2000-2012 –> 2013-2019 3.2892111 23387.4747
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate_star 1.6898617 8571.54941 10.2815943 2000-2012 –> 2013-2019 3.4857356 24073.7863
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.5865283 8295.66334 8.5945618 2000-2012 –> 2013-2019 3.3247055 23547.5448
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + phosphate + phosphate_star 1.6532209 8475.00809 10.4020414 2000-2012 –> 2013-2019 3.3814503 23680.5340
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.5869380 8296.80046 9.0624015 2000-2012 –> 2013-2019 3.2906026 23393.6936
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 1.5877387 8297.02197 8.8536059 2000-2012 –> 2013-2019 3.3453933 23633.0189
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.7064878 8614.66722 10.9704122 2000-2012 –> 2013-2019 3.4467948 23874.0118
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.6367966 8433.03690 9.7696994 2000-2012 –> 2013-2019 3.2954575 23323.0438
Indo-Pacific (28.05,28.1] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1.6301531 8386.41877 8.4075126 1982-1999 –> 2000-2012 3.1947675 12381.6961
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5359575 8127.12615 7.2494345 1982-1999 –> 2000-2012 3.0789830 12094.7531
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.5801895 8251.76168 8.0261139 1982-1999 –> 2000-2012 3.1906516 12310.6727
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.5436685 8151.11012 7.4056493 1982-1999 –> 2000-2012 3.0890092 12123.9366
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.6729451 8502.17106 7.3656787 1982-1999 –> 2000-2012 3.4474879 12768.1263
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.5426004 8146.07166 7.3145744 1982-1999 –> 2000-2012 3.0963964 12128.5423
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.4952785 8011.29187 6.5554310 1982-1999 –> 2000-2012 2.9172490 11806.5677
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.5447871 8152.29014 7.3457551 1982-1999 –> 2000-2012 3.1030661 12140.9089
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate 1.7122176 8602.03539 8.4981520 1982-1999 –> 2000-2012 3.4393857 12808.2452
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.5441104 8150.36681 7.3600899 1982-1999 –> 2000-2012 3.0910184 12123.3564
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate 1.6929865 8552.44942 8.1848408 1982-1999 –> 2000-2012 3.3951840 12727.5816
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.5446596 8151.92784 7.3417904 1982-1999 –> 2000-2012 3.1020336 12139.3069
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 1.5461457 8154.14926 7.4026344 1982-1999 –> 2000-2012 3.1275783 12172.2428
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.6488807 8438.56460 8.4259912 1982-1999 –> 2000-2012 3.2341828 12463.8733
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 1.6509297 8442.01641 8.5271739 1982-1999 –> 2000-2012 3.2317048 12459.2226
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.5073086 8044.46994 6.4785885 1982-1999 –> 2000-2012 2.9313307 11840.8225
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate_star 1.6551039 8453.10209 8.5190712 1982-1999 –> 2000-2012 3.2414853 12477.8632
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + nitrate + silicate + phosphate_star 1.6582650 8461.47867 8.6483842 1982-1999 –> 2000-2012 3.2581117 12504.2768
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1.6545562 8451.64933 8.5000140 1982-1999 –> 2000-2012 3.2397884 12474.8638
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + silicate + phosphate_star 1.6599989 8464.06658 8.7809166 1982-1999 –> 2000-2012 3.2749826 12524.9607
Indo-Pacific (28.05,28.1] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1.4057043 4396.61666 8.1565303 2000-2012 –> 2013-2019 3.0358574 12783.0354
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.3010438 4205.80672 6.0878618 2000-2012 –> 2013-2019 2.8370014 12332.9329
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.4283544 4438.45011 7.9643911 2000-2012 –> 2013-2019 3.1040808 12947.9136
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.3134709 4229.49632 5.6581916 2000-2012 –> 2013-2019 2.8936604 12481.2580
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.3044598 4214.34104 6.0185747 2000-2012 –> 2013-2019 2.8481283 12365.4512
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.3043983 4212.22348 6.0453500 2000-2012 –> 2013-2019 2.8469987 12358.2951
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.2811278 4169.36479 6.0700177 2000-2012 –> 2013-2019 2.7764062 12180.6567
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.3053374 4214.01708 6.0318147 2000-2012 –> 2013-2019 2.8501245 12366.3072
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate 1.3589406 4312.30481 4.9530623 2000-2012 –> 2013-2019 3.0711582 12914.3402
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.3044599 4212.34131 6.0190625 2000-2012 –> 2013-2019 2.8485704 12362.7081
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate 1.3526890 4300.81416 4.9670454 2000-2012 –> 2013-2019 3.0456755 12853.2636
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.3050972 4213.55846 6.0249300 2000-2012 –> 2013-2019 2.8497568 12365.4863
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 1.3208040 4241.37059 6.9545356 2000-2012 –> 2013-2019 2.8669497 12395.5199
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.4255920 4433.62611 8.1873764 2000-2012 –> 2013-2019 3.0744727 12872.1907
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate 1.4230981 4427.26281 8.2151807 2000-2012 –> 2013-2019 3.0740278 12869.2792
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.3038982 4211.26789 6.7565463 2000-2012 –> 2013-2019 2.8112068 12255.7378
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate_star 1.4258059 4431.99994 8.1904559 2000-2012 –> 2013-2019 3.0809098 12885.1020
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + nitrate + silicate + phosphate_star 1.4256136 4431.66372 8.1815285 2000-2012 –> 2013-2019 3.0838785 12893.1424
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1.4255570 4431.56493 8.1705123 2000-2012 –> 2013-2019 3.0801133 12883.2143
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + silicate + phosphate_star 1.4275842 4433.10607 8.4621107 2000-2012 –> 2013-2019 3.0875831 12897.1727
Indo-Pacific (28.1, Inf] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1.7964513 95145.49048 8.9462670 1982-1999 –> 2000-2012 3.5233207 142441.3734
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.5873437 89274.99992 9.7500059 1982-1999 –> 2000-2012 3.2331926 135416.7068
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate 1.5848976 89199.81705 10.0617134 1982-1999 –> 2000-2012 3.0033009 131761.2118
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5424042 87912.13817 9.5209242 1982-1999 –> 2000-2012 2.8574710 128655.5318
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate_star 1.6642328 91517.67942 10.9916640 1982-1999 –> 2000-2012 3.4083009 139052.0028
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate_star 1.6837904 92072.09490 10.9863325 1982-1999 –> 2000-2012 3.5015419 140602.0194
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1.6435643 90924.64823 10.9438989 1982-1999 –> 2000-2012 3.3075258 137327.6893
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.7083640 92761.64209 8.3613328 1982-1999 –> 2000-2012 3.2883587 137920.8658
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.3721772 82364.69161 7.0595815 1982-1999 –> 2000-2012 2.5735866 120935.2519
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.8349681 96154.17396 8.1185585 1982-1999 –> 2000-2012 3.5452484 143219.8082
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.5425430 87916.40796 9.5219774 1982-1999 –> 2000-2012 2.8568197 128645.3420
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.5419823 87901.15487 9.5201414 1982-1999 –> 2000-2012 2.8517031 128548.5407
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.5426882 87920.87526 9.5229429 1982-1999 –> 2000-2012 2.8559676 128631.5437
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.5490514 88116.20896 9.2452570 1982-1999 –> 2000-2012 2.8766434 129087.6737
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.5426778 87920.55485 9.5231863 1982-1999 –> 2000-2012 2.8560023 128632.0510
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate_star 1.5491568 88117.43652 9.1927832 1982-1999 –> 2000-2012 2.8784387 129117.5097
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.7630350 94254.47174 6.4107513 1982-1999 –> 2000-2012 3.4706825 141281.0401
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.4861751 86149.85882 7.4928876 1982-1999 –> 2000-2012 2.8030948 126927.1285
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.5793562 89035.60813 9.4267114 1982-1999 –> 2000-2012 3.0346992 132217.5815
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + nitrate + silicate + phosphate_star 1.7529890 93983.29805 8.3515766 1982-1999 –> 2000-2012 3.3860182 139934.8672
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate 1.5350792 54901.83412 10.0689111 2000-2012 –> 2013-2019 3.2799434 148664.6803
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.4706222 53629.38304 8.6388573 2000-2012 –> 2013-2019 3.0579660 142904.3830
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate 1.3484194 51049.96500 8.6530985 2000-2012 –> 2013-2019 2.9333170 140249.7820
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.2967733 49891.67118 9.4901170 2000-2012 –> 2013-2019 2.8391775 137803.8094
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate_star 1.4766281 53748.46871 8.9547087 2000-2012 –> 2013-2019 3.1408609 145266.1481
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate_star 1.4839885 53896.19209 9.0713330 2000-2012 –> 2013-2019 3.1677789 145968.2870
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1.4460376 53126.51809 8.9003650 2000-2012 –> 2013-2019 3.0896020 144051.1663
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + silicate + phosphate_star 1.5453790 55098.51188 8.8618170 2000-2012 –> 2013-2019 3.2622868 148092.8879
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.5785051 55732.63244 11.8778982 2000-2012 –> 2013-2019 3.2868690 148494.2745
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.4755114 53727.99243 9.7598600 2000-2012 –> 2013-2019 3.1794528 146366.6274
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate + phosphate_star 1.2246566 48193.70684 9.3065323 2000-2012 –> 2013-2019 2.5968338 130558.3984
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2971131 49899.45571 9.4905403 2000-2012 –> 2013-2019 2.8396561 137815.8637
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate + phosphate_star 1.2944065 49839.39779 9.4402909 2000-2012 –> 2013-2019 2.8363888 137740.5527
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.2975674 49909.86077 9.4937692 2000-2012 –> 2013-2019 2.8402557 137830.7360
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.3092860 50176.97187 9.7211962 2000-2012 –> 2013-2019 2.8583374 138293.1808
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.2975212 49908.80146 9.4926591 2000-2012 –> 2013-2019 2.8401990 137829.3563
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate_star 1.3254741 50540.05605 10.3712645 2000-2012 –> 2013-2019 2.8746309 138657.4926
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.4284939 52765.86376 11.8019856 2000-2012 –> 2013-2019 2.9146690 138915.7226
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.3512909 51115.16667 9.9517102 2000-2012 –> 2013-2019 2.9306471 140150.7748
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + nitrate + silicate + phosphate_star 1.5951762 56042.76416 13.2057625 2000-2012 –> 2013-2019 3.3481651 150026.0622

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 Plot selected model residuals

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

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

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

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

5.5 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)

5.6 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 - 6).

6.1.1 All models

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

Version Author Date
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19

6.1.2 Best models

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

Version Author Date
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19

6.2 RMSE correlation between eras

RMSE was plotted to compare the agreement for one model applied to two adjacent eras (ie check whether the same predictor combination performs equal in both eras).

6.2.1 All models

# find max rmse to scale axis
max_rmse <-
  max(c(lm_all_fitted_wide_eras$rmse,
        lm_all_fitted_wide_eras$rmse_sum - lm_all_fitted_wide_eras$rmse))

lm_all_fitted_wide_eras %>%
  ggplot(aes(rmse, rmse_sum - rmse, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  coord_equal(xlim = c(0,max_rmse),
              ylim = c(0,max_rmse)) +
  facet_grid(eras ~ basin)

Version Author Date
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.2.2 Best models

# find max rmse to scale axis
max_rmse <-
  max(c(lm_best$rmse,
        lm_best$rmse_sum - lm_best$rmse))

lm_best %>%
  ggplot(aes(rmse, rmse_sum - rmse, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  coord_equal(xlim = c(0,max_rmse),
              ylim = c(0,max_rmse)) +
  facet_grid(eras ~ basin)

Version Author Date
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.3 Predictor counts

The number of models where a particular predictor was included were counted for each basin, density slab and compared eras

# calculate cases of predictor used
lm_all_stats <- lm_best_long %>% 
  filter(term != "(Intercept)",
         delta_coeff != 0) %>% 
  group_by(basin, eras, gamma_slab) %>% 
  count(term) %>% 
  ungroup() %>% 
  pivot_wider(values_from = n,
              names_from = term,
              values_fill = 0)

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2012
(-Inf,26] 16 6 10 13 18 11 18
(26,26.5] 15 8 8 15 12 17 18
(26.5,26.75] 15 7 10 17 12 18 14
(26.75,27] 14 7 10 17 13 19 13
(27,27.25] 16 8 10 15 15 18 13
(27.25,27.5] 15 8 9 15 18 13 16
(27.5,27.75] 14 6 10 15 20 11 15
(27.75,27.85] 15 7 10 16 18 16 12
(27.85,27.95] 16 6 12 15 17 14 14
(27.95,28.05] 14 7 10 18 15 12 17
(28.05,28.1] 16 5 13 17 14 11 16
(28.1,28.15] 15 5 14 16 14 13 16
(28.15,28.2] 17 14 6 14 14 13 14
(28.2, Inf] 15 16 4 14 15 14 13
total 213.00 110.00 136.00 217.00 215.00 200.00 209.00
Atlantic - 2000-2012 --> 2013-2019
(26,26.5] 17 10 8 14 12 17 16
(26.5,26.75] 16 8 9 16 12 18 15
(26.75,27] 15 7 10 15 13 20 13
(27,27.25] 14 9 7 15 17 19 12
(27.25,27.5] 14 10 6 15 17 19 11
(27.5,27.75] 13 6 11 16 20 12 13
(27.75,27.85] 14 7 9 16 18 17 12
(27.85,27.95] 17 8 10 15 16 14 15
(27.95,28.05] 15 6 11 17 16 11 17
(28.05,28.1] 16 5 13 17 14 11 16
(28.1,28.15] 16 5 13 17 14 11 16
(28.15,28.2] 16 11 8 15 15 13 17
(28.2, Inf] 17 14 6 14 14 13 14
total 200.00 106.00 121.00 202.00 198.00 195.00 187.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 12 7 9 14 20 11 18
(26,26.5] 15 6 11 17 13 14 17
(26.5,26.75] 15 5 12 17 15 12 17
(26.75,27] 15 7 12 18 13 11 16
(27,27.25] 16 6 14 16 10 12 16
(27.25,27.5] 16 5 12 17 13 17 14
(27.5,27.75] 14 8 9 14 18 18 14
(27.75,27.85] 18 7 11 15 12 16 15
(27.85,27.95] 20 12 7 13 13 12 14
(27.95,28.05] 16 7 10 15 18 12 16
(28.05,28.1] 12 6 10 15 12 19 18
(28.1, Inf] 14 8 9 18 15 17 13
total 183.00 84.00 126.00 189.00 172.00 171.00 188.00
Indo-Pacific - 2000-2012 --> 2013-2019
(-Inf,26] 14 8 8 15 18 11 18
(26,26.5] 13 6 10 18 12 16 17
(26.5,26.75] 14 5 11 18 11 16 17
(26.75,27] 17 4 14 17 11 12 16
(27,27.25] 17 4 15 16 13 13 14
(27.25,27.5] 15 3 14 14 13 19 12
(27.5,27.75] 17 7 10 13 16 17 14
(27.75,27.85] 18 7 11 14 12 18 13
(27.85,27.95] 20 16 3 11 12 12 11
(27.95,28.05] 15 7 10 16 18 11 17
(28.05,28.1] 12 7 9 15 12 19 18
(28.1, Inf] 13 9 7 16 17 19 12
total 185.00 83.00 122.00 183.00 165.00 183.00 179.00

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
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
lm_best %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 

sessionInfo()
R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] gt_0.2.2         corrr_0.4.3      broom_0.7.3      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