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

This results in a total number of MLR models of:

  • 86

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:

  • 10

The criterion used to select the best models was:

  • rmse

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

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

# remove models with predictors fitted as NA

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

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

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


# print table
lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab model rmse aic resid_max eras rmse_sum aic_sum
Indian (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.3676932 859.2472490 4.1502454 1982-1999 –> 2000-2012 3.5157385 2890.798308
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.6609091 954.0361707 5.0014333 1982-1999 –> 2000-2012 4.2817688 3169.411601
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.6152270 940.4260479 4.9984081 1982-1999 –> 2000-2012 4.2552869 3162.545941
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate_star 1.6901823 960.5621662 4.8063232 1982-1999 –> 2000-2012 4.3302552 3180.686593
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2869040 829.5348001 3.7386507 1982-1999 –> 2000-2012 3.3612412 2828.822923
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.2704239 823.2451179 3.6345124 1982-1999 –> 2000-2012 3.3390415 2819.981932
Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.5655843 925.1924499 5.8455750 1982-1999 –> 2000-2012 3.8071900 2996.137475
Indian (-Inf,26] cstar_tref ~ sal + temp + phosphate + phosphate_star 1.6887478 960.1478056 4.8057538 1982-1999 –> 2000-2012 4.3288078 3180.267751
Indian (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.2684376 822.4815460 3.6238096 1982-1999 –> 2000-2012 3.3360389 2818.764301
Indian (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.2110850 799.9021492 3.8321300 1982-1999 –> 2000-2012 3.7109803 2971.615287
Indian (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.3485342 38.8145285 0.7343029 2000-2012 –> 2013-2019 1.7162273 898.061777
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.2371722 12.6379313 0.7855880 2000-2012 –> 2013-2019 1.5240762 842.172731
Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.2445669 14.7257197 0.7968669 2000-2012 –> 2013-2019 1.5149909 837.970838
Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.2443642 14.6693114 0.7978274 2000-2012 –> 2013-2019 1.8099485 939.861761
Indian (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.2461519 15.1649908 0.7993026 2000-2012 –> 2013-2019 1.5145896 837.646537
Indian (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.2441577 14.6118479 0.7993968 2000-2012 –> 2013-2019 1.6603613 890.867952
Indian (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate 0.2443125 12.6549390 0.6785820 2000-2012 –> 2013-2019 1.7983432 932.232727
Indian (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.2442786 14.6455044 0.6844151 2000-2012 –> 2013-2019 1.4553637 814.547654
Indian (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate_star 0.2468879 13.3679999 0.7353430 2000-2012 –> 2013-2019 1.7344249 911.605403
Indian (-Inf,26] cstar_tref ~ temp + silicate + phosphate + phosphate_star 0.2479927 13.6716206 0.7446979 2000-2012 –> 2013-2019 1.7283854 909.559611
Indian (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.7813616 1658.9648433 7.4329240 1982-1999 –> 2000-2012 4.0739639 5554.093416
Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.7679878 1652.7552165 7.2514414 1982-1999 –> 2000-2012 3.9207995 5439.296328
Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.7654615 1651.5769326 7.2022957 1982-1999 –> 2000-2012 3.8893528 5414.774256
Indian (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.8931613 1709.1217739 7.2391831 1982-1999 –> 2000-2012 4.3329079 5711.619027
Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.7652658 1651.4856082 7.1975637 1982-1999 –> 2000-2012 3.8857638 5411.923093
Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.7795272 1658.1158477 7.4439827 1982-1999 –> 2000-2012 3.6249634 5178.751069
Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 1.8326369 1680.3481768 7.2364473 1982-1999 –> 2000-2012 4.2121952 5637.731152
Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.7677550 1652.6466920 6.8268737 1982-1999 –> 2000-2012 3.7050049 5257.085555
Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 1.8176063 1673.5621608 7.1848284 1982-1999 –> 2000-2012 4.1566106 5601.276026
Indian (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1.8165354 1673.0765467 7.1785860 1982-1999 –> 2000-2012 4.1494334 5596.278512
Indian (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.3557083 42.5117710 0.8563430 2000-2012 –> 2013-2019 2.1370699 1701.476614
Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.2329551 11.1901304 0.5801151 2000-2012 –> 2013-2019 2.0009429 1663.945347
Indian (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.2166897 5.8340854 0.5146416 2000-2012 –> 2013-2019 1.9821512 1657.411018
Indian (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.1890512 -4.2631012 0.4734491 2000-2012 –> 2013-2019 2.0822126 1704.858673
Indian (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.2163042 5.7022926 0.5128671 2000-2012 –> 2013-2019 1.9815700 1657.187901
Indian (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.2877187 26.8143145 0.7824059 2000-2012 –> 2013-2019 2.0672458 1684.930162
Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 0.2720980 20.6835786 0.8061319 2000-2012 –> 2013-2019 2.1047349 1701.031755
Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.2702439 22.1776123 0.8099841 2000-2012 –> 2013-2019 2.0379989 1674.824304
Indian (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 0.2878316 24.8433615 0.7926009 2000-2012 –> 2013-2019 2.1054379 1698.405522
Indian (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 0.2884614 25.0050984 0.7918329 2000-2012 –> 2013-2019 2.1049968 1698.081645
Indian (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.3110589 1571.9713059 5.4154999 1982-1999 –> 2000-2012 2.9255370 4326.611498
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2884031 1555.8993912 5.1589001 1982-1999 –> 2000-2012 2.8840825 4293.627278
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.2817723 1551.1420729 5.0834267 1982-1999 –> 2000-2012 2.8715731 4283.540249
Indian (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.2776993 1548.2076017 5.0587150 1982-1999 –> 2000-2012 2.8194255 4236.266305
Indian (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.2819116 1551.2422547 5.0829220 1982-1999 –> 2000-2012 2.8715698 4283.510960
Indian (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate_star 1.2868139 1552.7614629 4.9392946 1982-1999 –> 2000-2012 2.8895511 4294.862144
Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.3193481 1577.7823629 4.6295792 1982-1999 –> 2000-2012 2.6991846 4105.647085
Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.1799818 1474.8514558 3.9696067 1982-1999 –> 2000-2012 2.7438682 4183.517948
Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 1.3677135 1608.9767469 4.5507350 1982-1999 –> 2000-2012 2.9857713 4364.815143
Indian (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 1.3272486 1581.2869465 4.7320806 1982-1999 –> 2000-2012 2.8984509 4294.692763
Indian (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 0.3821132 46.7244067 0.9163824 2000-2012 –> 2013-2019 1.8025108 1690.549501
Indian (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.3695905 46.1919855 0.8888572 2000-2012 –> 2013-2019 1.6806493 1618.163291
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.4124450 54.5297533 0.9457858 2000-2012 –> 2013-2019 1.7008481 1610.429145
Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.4272876 57.2166798 0.9849901 2000-2012 –> 2013-2019 1.7090599 1608.358753
Indian (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.4301291 57.7204194 1.0352954 2000-2012 –> 2013-2019 1.7078284 1605.928021
Indian (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.4264547 57.0683871 0.9840315 2000-2012 –> 2013-2019 1.7083663 1608.310642
Indian (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate_star 0.4971534 66.7262230 0.9818663 2000-2012 –> 2013-2019 1.7839673 1619.487686
Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.4431326 59.9839833 1.0297392 2000-2012 –> 2013-2019 1.7624808 1637.766346
Indian (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.2708838 22.5783583 0.8033255 2000-2012 –> 2013-2019 1.4508656 1497.429814
Indian (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 0.4433075 58.0139662 1.0251873 2000-2012 –> 2013-2019 1.7705561 1639.300913
Indian (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.1563189 2838.9092445 6.5342871 1982-1999 –> 2000-2012 2.5891624 6684.012631
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.1433119 2818.4791909 6.2694208 1982-1999 –> 2000-2012 2.5646849 6646.269390
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.1389448 2811.5676585 6.1716800 1982-1999 –> 2000-2012 2.5545960 6630.669258
Indian (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.1352390 2805.6817751 6.0650292 1982-1999 –> 2000-2012 2.3855065 6357.187530
Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.1398157 2812.9480581 6.1870999 1982-1999 –> 2000-2012 2.5559750 6632.822748
Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate_star 1.2350659 2955.8934582 5.4292465 1982-1999 –> 2000-2012 2.7314783 6892.501033
Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.2370977 2960.8621868 5.2860882 1982-1999 –> 2000-2012 2.4716775 6485.169592
Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.1749550 2867.7841590 4.0284305 1982-1999 –> 2000-2012 2.5622540 6643.308272
Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 1.3770572 3152.4304744 4.4107834 1982-1999 –> 2000-2012 2.8129741 7000.149014
Indian (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 1.2389423 2961.5530661 5.2965630 1982-1999 –> 2000-2012 2.4948343 6520.727021
Indian (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.4113667 106.3362676 1.0621864 2000-2012 –> 2013-2019 1.5676855 2945.245512
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.4238900 111.5543695 1.1023027 2000-2012 –> 2013-2019 1.5672019 2930.033560
Indian (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.4304383 114.2217983 1.1161025 2000-2012 –> 2013-2019 1.5693832 2925.789457
Indian (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.4326959 115.1319964 1.1966686 2000-2012 –> 2013-2019 1.5679349 2920.813771
Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.4295718 113.8711414 1.1180720 2000-2012 –> 2013-2019 1.5693875 2926.819200
Indian (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate_star 0.4764956 129.9096608 1.8548704 2000-2012 –> 2013-2019 1.7115614 3085.803119
Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.4653580 127.7942984 1.2723524 2000-2012 –> 2013-2019 1.7024557 3088.656485
Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.4273075 112.9515624 1.4018584 2000-2012 –> 2013-2019 1.6022625 2980.735721
Indian (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 0.4712334 127.9773861 1.4612609 2000-2012 –> 2013-2019 1.8482906 3280.407860
Indian (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 0.4653938 125.8076874 1.2649437 2000-2012 –> 2013-2019 1.7043361 3087.360754
Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.3361658 4217.8514879 9.4580153 1982-1999 –> 2000-2012 4.2406838 9154.569203
Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.2801432 4172.8497430 11.0573981 1982-1999 –> 2000-2012 4.3839788 9347.053614
Indian (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.2809088 4173.4721450 11.0394168 1982-1999 –> 2000-2012 4.3829515 9345.641780
Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate_star 2.3384082 4217.6302021 10.1664821 1982-1999 –> 2000-2012 4.2431668 9152.649302
Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.1641719 4076.0701380 8.8373130 1982-1999 –> 2000-2012 4.0420479 8979.174748
Indian (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.2804664 4173.1125467 11.0356856 1982-1999 –> 2000-2012 4.3828601 9345.680484
Indian (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate_star 2.3503220 4227.0520600 10.0713155 1982-1999 –> 2000-2012 4.2621261 9170.880371
Indian (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.1230749 4040.5245744 9.7714330 1982-1999 –> 2000-2012 3.9668040 8899.843344
Indian (27,27.25] cstar_tref ~ temp + nitrate + phosphate_star 2.3511204 4225.6817612 9.6529060 1982-1999 –> 2000-2012 4.2665857 9172.075050
Indian (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate_star 2.3050326 4190.9778411 7.7624873 1982-1999 –> 2000-2012 4.1963174 9109.058861
Indian (27,27.25] cstar_tref ~ aou + nitrate + phosphate_star 0.8358097 424.0211279 2.3442181 2000-2012 –> 2013-2019 3.3394696 4766.248369
Indian (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate_star 0.8310018 424.0942968 2.4499835 2000-2012 –> 2013-2019 3.2867853 4732.524940
Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.8247628 421.5772289 2.3826171 2000-2012 –> 2013-2019 3.2898078 4736.986670
Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.7351735 385.1707649 2.7449139 2000-2012 –> 2013-2019 3.0606698 4594.535508
Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate 0.7460042 388.0554256 2.2253743 2000-2012 –> 2013-2019 3.2244571 4713.521883
Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.7154443 376.0850531 2.3435725 2000-2012 –> 2013-2019 3.0516101 4593.936541
Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.7459258 390.0203266 2.2067900 2000-2012 –> 2013-2019 2.7250021 4300.328779
Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.2753372 569.1578191 3.8101262 2000-2012 –> 2013-2019 3.4395091 4645.227957
Indian (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate_star 0.7196220 376.0297367 2.4847798 2000-2012 –> 2013-2019 3.0699440 4603.081797
Indian (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.6878889 362.9667477 2.0656619 2000-2012 –> 2013-2019 2.8109638 4403.491322
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.8282362 3973.6441847 8.5591246 1982-1999 –> 2000-2012 3.3213590 9574.455690
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.8471067 3993.7505521 8.3100086 1982-1999 –> 2000-2012 3.3973008 9709.718782
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.8996704 4048.6919000 6.3640515 1982-1999 –> 2000-2012 3.4027961 9670.001607
Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 1.8295353 3973.0350266 9.1487160 1982-1999 –> 2000-2012 3.3401591 9607.621000
Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.8294287 3974.9209967 9.0431635 1982-1999 –> 2000-2012 3.3342878 9599.768993
Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.8320380 3975.7116277 8.5523129 1982-1999 –> 2000-2012 3.3274201 9579.164993
Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.8291854 3974.6604994 8.5505471 1982-1999 –> 2000-2012 3.3244928 9579.960504
Indian (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.9003300 4049.3715699 6.6843270 1982-1999 –> 2000-2012 3.4035496 9670.873230
Indian (27.25,27.5] cstar_tref ~ temp + nitrate + phosphate_star 1.8323125 3974.0050324 8.8404029 1982-1999 –> 2000-2012 3.3779266 9676.889586
Indian (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate_star 1.8314549 3975.0883381 9.1748121 1982-1999 –> 2000-2012 3.3431487 9611.848148
Indian (27.25,27.5] cstar_tref ~ aou + nitrate + phosphate_star 0.7336616 511.3724854 2.7700585 2000-2012 –> 2013-2019 2.6997858 4623.387815
Indian (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate_star 0.7329185 512.9143995 2.7263340 2000-2012 –> 2013-2019 2.6817669 4609.649314
Indian (27.25,27.5] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.7322836 512.5227210 2.8170156 2000-2012 –> 2013-2019 2.6973057 4625.440217
Indian (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.7204723 507.1728042 2.7090712 2000-2012 –> 2013-2019 2.6628924 4599.438500
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.7065242 498.3363878 2.7628874 2000-2012 –> 2013-2019 2.5347603 4471.980572
Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.0191858 663.9500450 3.3334709 2000-2012 –> 2013-2019 2.8662925 4657.700597
Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 1.0214404 662.9488355 2.5909060 2000-2012 –> 2013-2019 2.8509757 4635.983862
Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.0171119 663.0293780 2.5982918 2000-2012 –> 2013-2019 2.8465407 4637.950375
Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 0.7067411 496.4751544 2.7818031 2000-2012 –> 2013-2019 2.5387791 4472.186782
Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.6975707 492.5717838 2.6228299 2000-2012 –> 2013-2019 2.5267561 4467.232283
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.3367028 4649.1998395 6.1038822 1982-1999 –> 2000-2012 2.3789320 10104.279232
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.3675352 4711.0444519 6.3575376 1982-1999 –> 2000-2012 2.4084348 10161.367163
Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 1.3700223 4713.9722004 6.3513715 1982-1999 –> 2000-2012 2.4220912 10202.063650
Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.3695651 4715.0670554 6.3641401 1982-1999 –> 2000-2012 2.4092020 10160.867044
Indian (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.4107046 4795.3315505 6.8565162 1982-1999 –> 2000-2012 2.4440718 10218.593334
Indian (27.5,27.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.3367672 4647.3305832 6.0999827 1982-1999 –> 2000-2012 2.3790286 10100.524897
Indian (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.3367662 4649.3284913 6.1000458 1982-1999 –> 2000-2012 2.3707118 10074.675389
Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.3675356 4709.0452688 6.3587204 1982-1999 –> 2000-2012 2.4084987 10157.595327
Indian (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.3675001 4710.9747923 6.3999796 1982-1999 –> 2000-2012 2.4013960 10136.142693
Indian (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 1.3712776 4716.4560202 6.4782673 1982-1999 –> 2000-2012 2.4111379 10161.056654
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.9731089 748.8066393 2.2358834 2000-2012 –> 2013-2019 2.3098116 5398.006479
Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.1073337 817.0318182 3.1937822 2000-2012 –> 2013-2019 2.4748689 5528.076270
Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 1.1196639 820.8785978 3.5107863 2000-2012 –> 2013-2019 2.4896862 5534.850798
Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.1182326 822.2032492 3.4716868 2000-2012 –> 2013-2019 2.4877978 5537.270305
Indian (27.5,27.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 0.9953401 758.7333682 2.5276570 2000-2012 –> 2013-2019 2.3321073 5406.063951
Indian (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.9918757 758.8924016 2.4830002 2000-2012 –> 2013-2019 2.3286419 5408.220893
Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.1173408 819.7819570 2.9953933 2000-2012 –> 2013-2019 2.4848764 5528.827226
Indian (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.1043984 815.6303205 3.0849981 2000-2012 –> 2013-2019 2.4718984 5526.605113
Indian (27.5,27.75] cstar_tref ~ temp + nitrate + phosphate_star 1.1327932 825.0339941 3.5300676 2000-2012 –> 2013-2019 2.5040832 5539.514399
Indian (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 1.1322212 826.7673224 3.4558069 2000-2012 –> 2013-2019 2.5034989 5543.223343
Indian (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1.1545925 1918.4769177 5.5062084 1982-1999 –> 2000-2012 2.0070554 3847.151262
Indian (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.1373293 1902.0979696 5.1695077 1982-1999 –> 2000-2012 1.8845390 3632.197368
Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 1.1280641 1890.1186083 5.7848910 1982-1999 –> 2000-2012 1.8480188 3561.664123
Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.1084591 1870.7294984 5.1686914 1982-1999 –> 2000-2012 1.8283864 3544.217041
Indian (27.75,27.85] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1.2282185 1993.8939999 6.1065798 1982-1999 –> 2000-2012 1.9623834 3695.187617
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.1136129 1876.3886889 5.2499159 1982-1999 –> 2000-2012 1.8334900 3549.770270
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.1317619 1896.1112909 5.1928595 1982-1999 –> 2000-2012 1.8463083 3558.180338
Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.2155853 1983.2803998 4.9624819 1982-1999 –> 2000-2012 1.9239858 3632.201866
Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.1264702 1890.3936261 5.2184782 1982-1999 –> 2000-2012 1.8421054 3554.780115
Indian (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.9383826 1667.5160091 5.5410249 1982-1999 –> 2000-2012 1.7423899 3509.120918
Indian (27.75,27.85] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1.1225072 423.2468713 3.3360806 2000-2012 –> 2013-2019 2.3744511 2440.482808
Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 1.1636613 432.8966430 3.4526216 2000-2012 –> 2013-2019 2.2917254 2323.015251
Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.1220438 425.1362144 3.3789110 2000-2012 –> 2013-2019 2.2305029 2295.865713
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.1250766 425.8596391 3.3561633 2000-2012 –> 2013-2019 2.2386895 2302.248328
Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.1323212 427.5798041 3.3164074 2000-2012 –> 2013-2019 2.2640831 2323.691095
Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.1396896 429.3181093 3.4266361 2000-2012 –> 2013-2019 2.3552749 2412.598509
Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.1290798 426.8115115 3.3406375 2000-2012 –> 2013-2019 2.2555500 2317.205138
Indian (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.1312641 427.3294831 3.2302032 2000-2012 –> 2013-2019 2.0696467 2094.845492
Indian (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 1.1252239 423.8947247 3.3323431 2000-2012 –> 2013-2019 2.3805775 2444.448762
Indian (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.1160078 423.6906286 3.4160025 2000-2012 –> 2013-2019 2.3662511 2441.268226
Indian (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.2085197 2468.3188199 7.8356258 1982-1999 –> 2000-2012 1.9291581 4265.537032
Indian (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.2390959 2506.4471218 8.3578801 1982-1999 –> 2000-2012 1.9597415 4303.681492
Indian (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate_star 1.3042210 2582.6148685 8.5114419 1982-1999 –> 2000-2012 2.0248752 4377.868685
Indian (27.85,27.95] cstar_tref ~ sal + nitrate + silicate + phosphate_star 1.3455766 2630.2515454 8.4257250 1982-1999 –> 2000-2012 2.1416491 4588.138787
Indian (27.85,27.95] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1.2565013 2525.7334266 8.5689688 1982-1999 –> 2000-2012 1.9799733 4327.363981
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2402352 2507.8495831 8.4452036 1982-1999 –> 2000-2012 1.9603601 4303.902851
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.2387680 2506.0432604 8.2920932 1982-1999 –> 2000-2012 1.9593924 4303.229580
Indian (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.2823296 2558.7834642 8.1395474 1982-1999 –> 2000-2012 2.0700990 4501.538616
Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.2388619 2506.1589005 8.3193793 1982-1999 –> 2000-2012 1.9592428 4302.793033
Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 1.3880218 2677.6444449 6.5942249 1982-1999 –> 2000-2012 2.2498727 4765.258355
Indian (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.4022976 600.8548915 5.0811728 2000-2012 –> 2013-2019 2.6108173 3069.173711
Indian (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 1.1715534 538.8078651 4.7517412 2000-2012 –> 2013-2019 2.5753375 3233.683887
Indian (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.1687267 540.0010240 4.5395878 2000-2012 –> 2013-2019 2.4078226 3046.448146
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.1591168 537.2433569 5.5118592 2000-2012 –> 2013-2019 2.5981871 3272.003438
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.1686093 539.9674813 4.5233014 2000-2012 –> 2013-2019 2.4088445 3047.817065
Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.1687448 540.0062009 4.3993824 2000-2012 –> 2013-2019 2.4075128 3046.049461
Indian (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.1523075 535.2754521 4.7055216 2000-2012 –> 2013-2019 2.4346370 3094.058916
Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.1691734 540.1286719 4.3712327 2000-2012 –> 2013-2019 2.4080353 3046.287572
Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 1.2516412 560.8936613 5.6644023 2000-2012 –> 2013-2019 2.6396630 3238.538106
Indian (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.4095413 602.5757649 6.2609939 2000-2012 –> 2013-2019 2.5561352 2990.626245
Indian (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.1757388 2486.4263427 8.7012460 1982-1999 –> 2000-2012 2.0790971 5272.030752
Indian (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.2642130 2599.8994045 7.2311174 1982-1999 –> 2000-2012 2.2379413 5543.331355
Indian (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 1.2770366 2613.6839384 8.4641434 1982-1999 –> 2000-2012 2.2658505 5587.462378
Indian (27.95,28.05] cstar_tref ~ sal + nitrate + silicate + phosphate_star 1.3061909 2648.9880114 8.2653204 1982-1999 –> 2000-2012 2.4300419 5892.100220
Indian (27.95,28.05] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1.2658508 2599.9242394 7.4648417 1982-1999 –> 2000-2012 2.2738239 5614.079770
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2726612 2610.3161098 7.4273038 1982-1999 –> 2000-2012 2.2495655 5560.599506
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.2620218 2597.1862301 7.2668097 1982-1999 –> 2000-2012 2.2363452 5541.903546
Indian (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.2915578 2633.3677904 7.7770550 1982-1999 –> 2000-2012 2.4152387 5878.161656
Indian (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.2632827 2598.7479688 7.3016453 1982-1999 –> 2000-2012 2.2380503 5544.424513
Indian (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 1.3435959 2693.1465025 8.0148049 1982-1999 –> 2000-2012 2.5036278 6002.926822
Indian (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.2110452 761.2359550 3.6699476 2000-2012 –> 2013-2019 2.3867840 3247.662298
Indian (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.2487554 775.4638687 3.6921098 2000-2012 –> 2013-2019 2.5129685 3375.363273
Indian (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate_star 1.2503865 774.0695200 3.7172328 2000-2012 –> 2013-2019 2.5274231 3387.753458
Indian (27.95,28.05] cstar_tref ~ sal + nitrate + silicate + phosphate_star 1.2584999 777.0705723 3.3234362 2000-2012 –> 2013-2019 2.5646908 3426.058584
Indian (27.95,28.05] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1.2548120 775.7088672 3.5297068 2000-2012 –> 2013-2019 2.5206628 3375.633107
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2605184 779.8141639 3.6928632 2000-2012 –> 2013-2019 2.5331795 3390.130274
Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.2495953 775.7758465 3.7026853 2000-2012 –> 2013-2019 2.5116172 3372.962077
Indian (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.2567085 778.4096371 3.4441286 2000-2012 –> 2013-2019 2.5482663 3411.777428
Indian (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.2506171 776.1550800 3.6719977 2000-2012 –> 2013-2019 2.5138997 3374.903049
Indian (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 1.2571625 776.5772121 3.3725799 2000-2012 –> 2013-2019 2.6007584 3469.723714
Indian (28.05,28.1] cstar_tref ~ aou + nitrate + phosphate_star 1.3031963 1511.9125354 3.6876355 1982-1999 –> 2000-2012 2.5108191 3569.985246
Indian (28.05,28.1] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1.2990796 1511.0903542 3.4769072 1982-1999 –> 2000-2012 2.5065748 3571.028379
Indian (28.05,28.1] cstar_tref ~ sal + aou + nitrate + phosphate_star 1.2250034 1458.7188589 3.9415600 1982-1999 –> 2000-2012 2.3658535 3446.326256
Indian (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.9890722 1269.8918791 3.8587050 1982-1999 –> 2000-2012 1.9429408 3031.449450
Indian (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5585845 1675.5431696 5.7123232 1982-1999 –> 2000-2012 2.6198788 3573.060098
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.2158565 1454.0334873 3.8623948 1982-1999 –> 2000-2012 2.2735464 3347.216208
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.0208830 1298.1289753 4.2699171 1982-1999 –> 2000-2012 1.9852094 3073.578002
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.5793045 1687.3234063 5.7068111 1982-1999 –> 2000-2012 2.6546386 3601.583511
Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.2948413 1508.1754065 3.8005718 1982-1999 –> 2000-2012 2.5000050 3565.651146
Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.2603431 1486.0876558 3.1703763 1982-1999 –> 2000-2012 2.4650962 3545.129302
Indian (28.05,28.1] cstar_tref ~ aou + nitrate + phosphate_star 1.1733019 489.9431647 3.3980751 2000-2012 –> 2013-2019 2.4764981 2001.855700
Indian (28.05,28.1] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1.0881048 469.0263001 3.0568033 2000-2012 –> 2013-2019 2.3871844 1980.116654
Indian (28.05,28.1] cstar_tref ~ sal + aou + nitrate + phosphate_star 1.1048219 473.6613073 2.8564870 2000-2012 –> 2013-2019 2.3298253 1932.380166
Indian (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.0843870 469.9858425 2.9480915 2000-2012 –> 2013-2019 2.0734592 1739.877722
Indian (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.2235663 506.6953372 3.4718984 2000-2012 –> 2013-2019 2.7821508 2182.238507
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.0792091 468.5307585 2.8248902 2000-2012 –> 2013-2019 2.2950656 1922.564246
Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.1740126 494.1272521 3.1566618 2000-2012 –> 2013-2019 2.1948956 1792.256227
Indian (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.1668359 492.2632194 3.3442015 2000-2012 –> 2013-2019 2.7812992 2199.226687
Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.0923161 470.2006015 2.9944494 2000-2012 –> 2013-2019 2.3871574 1978.376008
Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.0795845 468.6365046 2.9839492 2000-2012 –> 2013-2019 2.3399276 1954.724160
Indian (28.1, Inf] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1.4030044 21348.7110295 5.0326517 1982-1999 –> 2000-2012 2.4293188 43202.010863
Indian (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.2931887 20361.2413644 7.0092226 1982-1999 –> 2000-2012 2.2945602 41844.634559
Indian (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.3138918 20554.0554945 7.6749328 1982-1999 –> 2000-2012 2.4280463 43650.707473
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.3129176 20545.0509166 7.3589382 1982-1999 –> 2000-2012 2.3175092 42076.973754
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.3137021 20552.3027115 7.6809015 1982-1999 –> 2000-2012 2.4278731 43649.177717
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.3137037 20552.3174157 7.6783032 1982-1999 –> 2000-2012 2.4279161 43649.755207
Indian (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.3138977 20554.1100536 7.5807410 1982-1999 –> 2000-2012 2.4195959 43535.595592
Indian (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.3137001 20552.2845665 7.6793404 1982-1999 –> 2000-2012 2.4279101 43649.688614
Indian (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate 1.4165613 21465.4543183 5.2263321 1982-1999 –> 2000-2012 2.4248650 43051.129206
Indian (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.4015031 21337.7137992 4.9340117 1982-1999 –> 2000-2012 2.4029419 42822.122071
Indian (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.4003671 8342.9124488 6.8385172 2000-2012 –> 2013-2019 2.6935558 28704.153813
Indian (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.4153520 8393.4069662 7.0386250 2000-2012 –> 2013-2019 2.7292438 28947.462461
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.4149362 8392.0130078 7.0232243 2000-2012 –> 2013-2019 2.7278538 28937.063924
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate 1.4158183 8392.9695255 7.0453641 2000-2012 –> 2013-2019 2.7295296 28943.357264
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.4156677 8394.4650444 7.0416915 2000-2012 –> 2013-2019 2.7293698 28946.767756
Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.4156783 8394.5003017 7.0419796 2000-2012 –> 2013-2019 2.7293819 28946.817717
Indian (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate 1.4269599 8430.1558363 7.0221529 2000-2012 –> 2013-2019 2.7409132 28982.779344
Indian (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.4178554 8401.7902426 7.0569003 2000-2012 –> 2013-2019 2.7317530 28955.900296
Indian (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate 1.4269678 8430.1819847 6.9850342 2000-2012 –> 2013-2019 2.7406896 28980.667210
Indian (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.4157387 8394.7030080 7.0425901 2000-2012 –> 2013-2019 2.7294389 28946.987574
N_Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.6869975 122.5254441 1.9844368 1982-1999 –> 2000-2012 1.4212605 209.788780
N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.7937326 137.5447087 2.0383256 1982-1999 –> 2000-2012 1.8031204 245.811355
N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.6839029 122.0559199 2.2057626 1982-1999 –> 2000-2012 1.7264668 232.456937
N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.7425615 130.6140480 2.1602026 1982-1999 –> 2000-2012 1.8096724 242.551013
N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate 0.6924717 121.3508641 1.8953276 1982-1999 –> 2000-2012 1.7352995 229.768591
N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.6796001 121.3995261 1.9766954 1982-1999 –> 2000-2012 1.3971008 207.138699
N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.6802298 121.4958560 1.9749797 1982-1999 –> 2000-2012 1.3925877 206.760261
N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.7256169 128.2133722 2.8004232 1982-1999 –> 2000-2012 1.3363210 203.315892
N_Atlantic (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.6785582 121.2399647 1.9748939 1982-1999 –> 2000-2012 1.3899087 206.410971
N_Atlantic (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.6801275 121.4802076 1.9354268 1982-1999 –> 2000-2012 1.5223053 217.793715
N_Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.2061103 932.8259640 5.4785079 1982-1999 –> 2000-2012 2.5223979 1580.289904
N_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.0753348 1243.2628997 8.5955773 1982-1999 –> 2000-2012 3.7552173 1981.948644
N_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.3110550 980.5488182 3.7144586 1982-1999 –> 2000-2012 3.1519454 1753.465093
N_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate 1.4671169 1042.8799841 4.7498145 1982-1999 –> 2000-2012 3.4015182 1832.327397
N_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2225772 940.5826013 5.5412390 1982-1999 –> 2000-2012 2.5350637 1586.964972
N_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.2264197 942.3775211 5.5367255 1982-1999 –> 2000-2012 2.5394414 1588.912384
N_Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate 1.6847534 1121.9990117 5.3246404 1982-1999 –> 2000-2012 3.7686999 1939.296567
N_Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.3456415 995.4429622 6.5553892 1982-1999 –> 2000-2012 2.7363710 1663.481813
N_Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.2286771 943.4294056 5.5432104 1982-1999 –> 2000-2012 2.5420166 1590.054760
N_Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.5791419 1086.9691067 5.8112198 1982-1999 –> 2000-2012 3.2778967 1829.833046
N_Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.3162249 1446.1281493 10.1428608 1982-1999 –> 2000-2012 4.7027730 2265.781008
N_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.0071915 1355.3379630 8.7631282 1982-1999 –> 2000-2012 3.9635543 2105.026961
N_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.2496124 1427.6275683 9.8016171 1982-1999 –> 2000-2012 4.6002016 2241.936371
N_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.2385153 1424.4923718 9.6944192 1982-1999 –> 2000-2012 4.5858996 2238.320913
N_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.2353320 1423.5901363 9.6721095 1982-1999 –> 2000-2012 4.5824394 2237.377154
N_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.2157255 1418.0046758 7.5478176 1982-1999 –> 2000-2012 4.2446128 2180.506641
N_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 2.3950125 1465.3352959 9.4614745 1982-1999 –> 2000-2012 4.8501267 2292.958654
N_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.2554171 1429.2613708 9.0317245 1982-1999 –> 2000-2012 4.6359184 2248.021245
N_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 2.3627332 1456.7323267 9.3299750 1982-1999 –> 2000-2012 4.7894770 2280.264414
N_Atlantic (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 2.3515645 1453.7282974 9.3320790 1982-1999 –> 2000-2012 4.7697000 2276.009527
N_Atlantic (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1.9979888 2367.9648348 7.1501183 1982-1999 –> 2000-2012 3.6469646 3930.591889
N_Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.8544890 2286.7872252 6.5967178 1982-1999 –> 2000-2012 3.6481495 3919.370455
N_Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 1.9064532 2315.6283051 7.5678442 1982-1999 –> 2000-2012 3.6411196 3919.189283
N_Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.8990812 2313.3045638 7.4965089 1982-1999 –> 2000-2012 3.4957655 3851.893662
N_Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.8974229 2312.3296134 7.5328903 1982-1999 –> 2000-2012 3.5344833 3871.096926
N_Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.8979202 2312.6220328 7.5614266 1982-1999 –> 2000-2012 3.5552652 3881.339683
N_Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.9012936 2314.6038852 7.6149966 1982-1999 –> 2000-2012 3.5773820 3892.408108
N_Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.8594763 2289.7844980 6.0275532 1982-1999 –> 2000-2012 3.5633317 3880.864847
N_Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 1.9909768 2364.0413091 7.3372089 1982-1999 –> 2000-2012 3.6926256 3952.074554
N_Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.9866379 2363.6065977 7.2703201 1982-1999 –> 2000-2012 3.6288245 3924.900058
N_Atlantic (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 0.2543610 18.0923852 1.0250528 2000-2012 –> 2013-2019 2.2523497 2386.057220
N_Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.3927658 73.0963953 1.2559227 2000-2012 –> 2013-2019 2.2472547 2359.883620
N_Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.1917695 -14.3677312 0.6118032 2000-2012 –> 2013-2019 2.0908508 2298.936833
N_Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.2342573 10.0476184 0.6100271 2000-2012 –> 2013-2019 2.0638144 2281.729498
N_Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.2960932 38.6266152 1.2500053 2000-2012 –> 2013-2019 2.1935161 2350.956229
N_Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.3456470 57.5053547 1.4945287 2000-2012 –> 2013-2019 2.2435671 2370.127388
N_Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate 0.2407696 11.3928994 0.6343066 2000-2012 –> 2013-2019 2.1003564 2299.243709
N_Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.2041305 -6.7469605 0.8812641 2000-2012 –> 2013-2019 2.0636068 2283.037537
N_Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 0.2961831 36.6636697 1.2349180 2000-2012 –> 2013-2019 2.2871599 2400.704979
N_Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.2157404 0.0016353 0.7263420 2000-2012 –> 2013-2019 2.2023784 2363.608233
N_Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.5992496 2763.6167849 8.8839185 1982-1999 –> 2000-2012 2.5897468 4198.282149
N_Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 1.6109785 2772.2561491 10.0306177 1982-1999 –> 2000-2012 2.5607238 4162.572242
N_Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5880923 2753.4232450 11.1254479 1982-1999 –> 2000-2012 2.5337750 4141.418289
N_Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate_star 1.6141675 2775.1354413 9.9063057 1982-1999 –> 2000-2012 2.6047348 4207.872224
N_Atlantic (27,27.25] cstar_tref ~ sal + silicate + phosphate + phosphate_star 1.5936047 2756.4684419 10.5518478 1982-1999 –> 2000-2012 2.6277329 4232.585690
N_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.6008635 2765.0853312 10.2704452 1982-1999 –> 2000-2012 2.7238864 4326.327685
N_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate 1.6026629 2764.7209787 10.6617029 1982-1999 –> 2000-2012 2.7388367 4335.698684
N_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.5988027 2763.2098437 10.8126736 1982-1999 –> 2000-2012 2.5334371 4139.359201
N_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.6003082 2764.5802107 10.7746489 1982-1999 –> 2000-2012 2.5178717 4122.148505
N_Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.5926423 2757.5888499 10.7852729 1982-1999 –> 2000-2012 2.5009749 4104.965082
N_Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.4914130 273.2993795 2.1585382 2000-2012 –> 2013-2019 2.0906627 3036.916164
N_Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 0.5142644 287.9349761 2.3206549 2000-2012 –> 2013-2019 2.1252429 3060.191125
N_Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.5014823 280.7231072 2.2279313 2000-2012 –> 2013-2019 2.0895746 3034.146352
N_Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate_star 0.5033607 280.0914533 2.3343649 2000-2012 –> 2013-2019 2.1175282 3055.226895
N_Atlantic (27,27.25] cstar_tref ~ sal + silicate + phosphate + phosphate_star 0.5138933 287.6707802 2.4931311 2000-2012 –> 2013-2019 2.1074980 3044.139222
N_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.4863674 269.5220038 1.7283676 2000-2012 –> 2013-2019 2.0872309 3034.607335
N_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate 0.5086401 283.9101425 1.8621740 2000-2012 –> 2013-2019 2.1113029 3048.631121
N_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.5013490 280.6257807 2.1914402 2000-2012 –> 2013-2019 2.1001517 3043.835624
N_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.5013528 280.6285255 2.2069812 2000-2012 –> 2013-2019 2.1016610 3045.208736
N_Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.5014090 280.6695903 2.1832185 2000-2012 –> 2013-2019 2.0940513 3038.258440
N_Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + phosphate_star 3.3107153 7991.1135261 12.6243328 1982-1999 –> 2000-2012 4.8319518 10668.883452
N_Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3.3060189 7988.7839159 12.7129077 1982-1999 –> 2000-2012 4.6592755 10498.890030
N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3.2561219 7942.4000358 12.2863742 1982-1999 –> 2000-2012 4.3318039 10119.645540
N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 3.3898991 8065.2029958 11.3150226 1982-1999 –> 2000-2012 4.9195765 10752.996332
N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.6447551 8286.2945480 19.6128943 1982-1999 –> 2000-2012 4.9055917 10693.829819
N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.6422315 8284.1819555 19.6741673 1982-1999 –> 2000-2012 4.8177237 10590.088981
N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 3.5330743 8189.3761604 18.6825031 1982-1999 –> 2000-2012 4.8467490 10654.438042
N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3.4856417 8150.1516224 17.2164045 1982-1999 –> 2000-2012 4.7208785 10527.943383
N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.6426400 8284.5240122 19.5702062 1982-1999 –> 2000-2012 4.8284041 10603.046580
N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate_star 3.6534883 8291.5938755 19.6120372 1982-1999 –> 2000-2012 4.9216950 10705.580344
N_Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 1.1879194 782.1126783 4.2667240 2000-2012 –> 2013-2019 4.5789809 8846.361383
N_Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.1826565 781.9636297 4.3523012 2000-2012 –> 2013-2019 4.4886754 8770.747546
N_Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.1384221 763.5135707 4.1472380 2000-2012 –> 2013-2019 4.8533777 9107.994547
N_Atlantic (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate_star 1.1869788 781.7292910 4.5567229 2000-2012 –> 2013-2019 4.9281481 9145.656343
N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.1371998 762.9936196 4.0609537 2000-2012 –> 2013-2019 4.5270989 8828.196615
N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.1404192 764.3618698 4.2824465 2000-2012 –> 2013-2019 4.8761075 9125.817263
N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.1386913 763.6280073 4.2178000 2000-2012 –> 2013-2019 4.7809228 9047.809963
N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.1506533 768.6859028 4.4469791 2000-2012 –> 2013-2019 4.6362950 8918.837525
N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.1360564 762.5067118 4.1888430 2000-2012 –> 2013-2019 4.7786963 9047.030724
N_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate_star 1.2697225 814.3446618 4.3892513 2000-2012 –> 2013-2019 4.9232108 9105.938537
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.2307156 13039.4743704 19.0814316 1982-1999 –> 2000-2012 3.1409852 17984.841573
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.2137513 12994.7088301 22.2262174 1982-1999 –> 2000-2012 3.1086812 17876.819221
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate_star 2.2346215 13047.7329628 20.2326832 1982-1999 –> 2000-2012 3.1764441 18117.931853
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.2098630 12984.4002751 14.5550876 1982-1999 –> 2000-2012 3.3224632 18676.826058
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.0963176 12675.0844229 17.2475939 1982-1999 –> 2000-2012 3.0229066 17686.589340
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 2.2308674 13037.8733425 19.3100481 1982-1999 –> 2000-2012 3.1551606 18038.144476
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.1054223 12700.4978166 14.8120975 1982-1999 –> 2000-2012 3.0231111 17676.078719
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 2.2404113 13062.9066708 19.9564901 1982-1999 –> 2000-2012 3.1716935 18091.215934
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.1132855 12722.3576071 16.5213734 1982-1999 –> 2000-2012 3.0345077 17712.241513
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 2.3427317 13324.7822999 20.5306288 1982-1999 –> 2000-2012 3.2910704 18420.643252
N_Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.7178293 1936.7199719 7.9575534 2000-2012 –> 2013-2019 4.0145409 15145.164776
N_Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.6542053 1901.6585902 8.8848994 2000-2012 –> 2013-2019 3.8498376 14848.174548
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.6233846 1883.1896561 7.0402750 2000-2012 –> 2013-2019 3.8541003 14922.664027
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.5916588 1863.8083890 6.5499508 2000-2012 –> 2013-2019 3.8054101 14858.517219
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate_star 1.6827333 1916.4495421 7.6884585 2000-2012 –> 2013-2019 3.9173548 14964.182505
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.5749041 1853.4165169 8.2580391 2000-2012 –> 2013-2019 3.6712217 14528.500940
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 1.7224592 1939.3631344 7.9713536 2000-2012 –> 2013-2019 3.9533266 14977.236477
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.6571031 1903.3773257 8.7448602 2000-2012 –> 2013-2019 3.7625254 14603.875142
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + phosphate + phosphate_star 1.6999137 1926.4247559 7.8848834 2000-2012 –> 2013-2019 3.9403250 14989.331427
N_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.6099586 1875.0343325 8.6780582 2000-2012 –> 2013-2019 3.7232441 14597.391940
N_Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.9593168 3176.5210655 5.8027087 1982-1999 –> 2000-2012 1.3512696 3846.482568
N_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate 0.9046133 3039.7140116 5.2235044 1982-1999 –> 2000-2012 1.3332950 3829.495330
N_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.8697511 2951.4801459 4.9680354 1982-1999 –> 2000-2012 1.2740298 3663.551524
N_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.8924410 3010.6097490 5.2903658 1982-1999 –> 2000-2012 1.3204059 3800.115183
N_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.7987359 2755.9143871 3.5149256 1982-1999 –> 2000-2012 1.1881452 3417.021641
N_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.9319059 3109.9610169 5.1497683 1982-1999 –> 2000-2012 1.3376691 3827.017048
N_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.9418987 3134.4500531 5.2669854 1982-1999 –> 2000-2012 1.3742307 3937.762735
N_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.9541421 3164.1024986 5.3374652 1982-1999 –> 2000-2012 1.3825882 3955.135987
N_Atlantic (27.75,27.85] cstar_tref ~ temp + aou + phosphate + phosphate_star 0.9373365 3121.3020539 4.5779753 1982-1999 –> 2000-2012 1.3424486 3834.174045
N_Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.9234206 3088.9595569 4.7170810 1982-1999 –> 2000-2012 1.3265270 3797.081481
N_Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.2514908 27.1976943 0.7104044 2000-2012 –> 2013-2019 1.1921585 3158.645012
N_Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.2388223 9.5208220 0.9344001 2000-2012 –> 2013-2019 1.1981391 3186.041888
N_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate 0.2496690 22.7111615 0.6274437 2000-2012 –> 2013-2019 1.1542822 3062.425173
N_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.2447505 17.9065647 0.6068853 2000-2012 –> 2013-2019 1.1145016 2969.386711
N_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.2435968 16.2906669 0.6519494 2000-2012 –> 2013-2019 1.1360378 3026.900416
N_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.2206435 -17.5557639 0.6265870 2000-2012 –> 2013-2019 1.0193794 2738.358623
N_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.2483150 22.8514751 1.0649857 2000-2012 –> 2013-2019 1.1802209 3132.812492
N_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.2721281 54.1699507 1.2999984 2000-2012 –> 2013-2019 1.2140268 3188.620004
N_Atlantic (27.75,27.85] cstar_tref ~ temp + aou + phosphate + phosphate_star 0.2697264 49.1382901 0.8581382 2000-2012 –> 2013-2019 1.2070630 3170.440344
N_Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.2665403 47.0743291 0.8331630 2000-2012 –> 2013-2019 1.1899609 3136.033886
N_Atlantic (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 0.7991540 2465.9895271 7.4583402 1982-1999 –> 2000-2012 1.4280012 3748.234874
N_Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.7892546 2442.3870135 6.6238636 1982-1999 –> 2000-2012 1.3911043 3668.271158
N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.7899051 2444.0792199 7.3895832 1982-1999 –> 2000-2012 1.4288604 3749.532924
N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.7882974 2439.8944383 6.1009067 1982-1999 –> 2000-2012 1.4271392 3745.111823
N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.7959063 2459.6254491 7.0161966 1982-1999 –> 2000-2012 1.3984728 3687.092466
N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.8055814 2484.4433935 7.3847478 1982-1999 –> 2000-2012 1.4104450 3716.971149
N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.7973842 2463.4358747 7.5310847 1982-1999 –> 2000-2012 1.3964621 3683.180331
N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.8078252 2490.1565629 7.4174884 1982-1999 –> 2000-2012 1.4129841 3723.333399
N_Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.7970709 2462.6287417 8.3948422 1982-1999 –> 2000-2012 1.4073535 3707.018762
N_Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.7967896 2461.9036989 6.9190922 1982-1999 –> 2000-2012 1.4232556 3741.103133
N_Atlantic (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 0.2035040 -34.0528410 0.5875417 2000-2012 –> 2013-2019 1.0026580 2431.936686
N_Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + phosphate_star 0.1868008 -56.8338039 0.6486640 2000-2012 –> 2013-2019 0.9765287 2384.784542
N_Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.1822012 -61.4655257 0.7138148 2000-2012 –> 2013-2019 0.9714558 2380.921488
N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.1912695 -48.5454409 0.5318062 2000-2012 –> 2013-2019 0.9811746 2395.533779
N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 0.2011513 -37.1459572 0.5917923 2000-2012 –> 2013-2019 0.9971331 2420.674102
N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.1812615 -62.8409847 0.7396819 2000-2012 –> 2013-2019 0.9695589 2377.053454
N_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.1912137 -48.6230977 0.6830634 2000-2012 –> 2013-2019 0.9871200 2411.002351
N_Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.2011320 -35.1715586 0.5864775 2000-2012 –> 2013-2019 0.9982029 2427.457183
N_Atlantic (27.85,27.95] cstar_tref ~ temp + aou + phosphate + phosphate_star 0.2033019 -34.3171176 0.5857370 2000-2012 –> 2013-2019 1.0001090 2425.631423
N_Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.2019665 -34.0701227 0.5496276 2000-2012 –> 2013-2019 0.9987562 2427.833576
N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.5112120 4168.6369671 12.6333960 1982-1999 –> 2000-2012 2.8743903 7031.629353
N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.0724459 5777.9235503 12.9867813 1982-1999 –> 2000-2012 6.5989776 10207.333130
N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.2921897 5934.5945553 30.4124770 1982-1999 –> 2000-2012 6.6617166 10288.950114
N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate_star 2.5067058 5314.3753118 24.2877348 1982-1999 –> 2000-2012 5.2521759 9329.187423
N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.4828420 5294.6805814 25.3804916 1982-1999 –> 2000-2012 5.0355259 9191.506775
N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.2643638 5915.3437844 30.2264133 1982-1999 –> 2000-2012 6.6160898 10260.970004
N_Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.8990688 4684.7653398 7.6457139 1982-1999 –> 2000-2012 3.5359914 7847.340128
N_Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.0620207 3368.6259297 5.3572545 1982-1999 –> 2000-2012 2.2167465 5958.122620
N_Atlantic (27.95,28.05] cstar_tref ~ temp + aou + phosphate + phosphate_star 3.1255925 5814.8195391 11.6129527 1982-1999 –> 2000-2012 6.6674671 10249.383532
N_Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.5487016 5354.0572022 12.0284117 1982-1999 –> 2000-2012 5.4352570 9453.453201
N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.1340993 -170.1538009 0.5115393 2000-2012 –> 2013-2019 1.6453113 3998.483166
N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.1532570 -128.4906046 0.5870185 2000-2012 –> 2013-2019 3.2257029 5649.432946
N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.1445263 -146.7907715 0.5537030 2000-2012 –> 2013-2019 3.4367160 5787.803784
N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + phosphate_star 0.1586870 -119.6274652 0.5746327 2000-2012 –> 2013-2019 2.6653928 5194.747847
N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.1459598 -143.7115018 0.5499714 2000-2012 –> 2013-2019 2.6288018 5150.969080
N_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.1446406 -146.5442005 0.5512328 2000-2012 –> 2013-2019 3.4090044 5768.799584
N_Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + phosphate_star 0.2167922 -22.2816986 0.9259192 2000-2012 –> 2013-2019 2.1158610 4662.483641
N_Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.2026541 -41.3226083 0.9053285 2000-2012 –> 2013-2019 1.2646748 3327.303321
N_Atlantic (27.95,28.05] cstar_tref ~ temp + aou + phosphate + phosphate_star 0.2243037 -11.6545479 1.2012461 2000-2012 –> 2013-2019 3.3498962 5803.164991
N_Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.2189004 -17.2623302 1.2893783 2000-2012 –> 2013-2019 2.7676020 5336.794872
N_Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate 0.2240865 -88.5916713 1.0148090 1982-1999 –> 2000-2012 0.3655815 -540.026627
N_Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.2141833 -144.6283541 0.8722952 1982-1999 –> 2000-2012 0.3471507 -647.521320
N_Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate 0.2240683 -86.6956827 1.0134164 1982-1999 –> 2000-2012 0.3628501 -552.781855
N_Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.1815559 -354.8329306 0.5811135 1982-1999 –> 2000-2012 0.3060646 -912.252140
N_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 0.1981260 -244.6887743 0.6535581 1982-1999 –> 2000-2012 0.3225724 -804.538999
N_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.1550421 -557.5344279 0.5273086 1982-1999 –> 2000-2012 0.2487038 -1359.783741
N_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.1632926 -490.9625944 0.5247477 1982-1999 –> 2000-2012 0.2728023 -1158.773618
N_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.2432335 20.6834294 0.8747404 1982-1999 –> 2000-2012 0.4386796 -148.954250
N_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.2202508 -106.7597641 0.8018336 1982-1999 –> 2000-2012 0.3947408 -373.936492
N_Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.2144546 -141.0026788 0.8276310 1982-1999 –> 2000-2012 0.4088157 -315.428044
N_Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate 0.0695001 -184.6082836 0.3135270 2000-2012 –> 2013-2019 0.2935865 -273.199955
N_Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.0682263 -185.4938644 0.2935211 2000-2012 –> 2013-2019 0.2824096 -330.122218
N_Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate 0.0690400 -183.6444397 0.3064901 2000-2012 –> 2013-2019 0.2931083 -270.340122
N_Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.0660978 -188.4383189 0.2591589 2000-2012 –> 2013-2019 0.2476537 -543.271249
N_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 0.0661163 -190.3946000 0.2674070 2000-2012 –> 2013-2019 0.2642423 -435.083374
N_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.0331098 -296.2819002 0.1569210 2000-2012 –> 2013-2019 0.1881519 -853.816328
N_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.0574577 -210.2917528 0.2404535 2000-2012 –> 2013-2019 0.2207503 -701.254347
N_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.1231939 -91.3089462 0.4256341 2000-2012 –> 2013-2019 0.3664274 -70.625517
N_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.1106526 -108.0576630 0.3959879 2000-2012 –> 2013-2019 0.3309035 -214.817427
N_Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.1367322 -75.0436595 0.5130878 2000-2012 –> 2013-2019 0.3511868 -216.046338
N_Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate 0.1363619 -978.7214641 0.9178459 1982-1999 –> 2000-2012 0.3033208 -1384.318938
N_Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.1361618 -979.2531216 0.8642824 1982-1999 –> 2000-2012 0.3030800 -1383.123324
N_Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate + silicate 0.1362991 -977.5157071 0.9060606 1982-1999 –> 2000-2012 0.3032570 -1381.119517
N_Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.1361144 -977.8537507 0.8437352 1982-1999 –> 2000-2012 0.3029110 -1380.539945
N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate 0.1356694 -985.4993592 0.7957046 1982-1999 –> 2000-2012 0.2990289 -1413.506153
N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.1311296 -1042.1753018 0.4979028 1982-1999 –> 2000-2012 0.2630482 -1707.602365
N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.1353205 -987.9386491 0.7368775 1982-1999 –> 2000-2012 0.2953356 -1437.112955
N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.2180218 -165.6783489 1.4741307 1982-1999 –> 2000-2012 0.4914340 -14.854946
N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.2151311 -188.6889217 1.2342257 1982-1999 –> 2000-2012 0.4711222 -111.603979
N_Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.2223762 -131.5850589 1.6545967 1982-1999 –> 2000-2012 0.4895956 -6.421602
N_Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate 0.0914138 -243.0894091 0.2265128 2000-2012 –> 2013-2019 0.2277757 -1221.810873
N_Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.0780263 -282.2602981 0.2800304 2000-2012 –> 2013-2019 0.2141881 -1261.513420
N_Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate + silicate 0.0833284 -265.1672576 0.2283361 2000-2012 –> 2013-2019 0.2196274 -1242.682965
N_Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.0780037 -280.3357451 0.2832103 2000-2012 –> 2013-2019 0.2141181 -1258.189496
N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate 0.0835303 -264.5378570 0.2952467 2000-2012 –> 2013-2019 0.2191997 -1250.037216
N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.0584966 -355.1603544 0.1897740 2000-2012 –> 2013-2019 0.1896262 -1397.335656
N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.0821775 -266.7831703 0.2629404 2000-2012 –> 2013-2019 0.2174980 -1254.721819
N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.1647062 -86.0098805 0.5251719 2000-2012 –> 2013-2019 0.3827280 -251.688230
N_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.1625214 -89.4818216 0.4587410 2000-2012 –> 2013-2019 0.3776525 -278.170743
N_Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.1612162 -91.5783763 0.5018526 2000-2012 –> 2013-2019 0.3813670 -240.502762
N_Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate 0.2351044 -118.0448131 1.5455151 1982-1999 –> 2000-2012 0.4567273 -300.940412
N_Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.1838778 -1209.1788512 3.9642376 1982-1999 –> 2000-2012 0.3769167 -1693.309135
N_Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate 0.1818242 -1259.1332218 1.6307395 1982-1999 –> 2000-2012 0.3665681 -1839.716009
N_Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.1771336 -1373.3858240 2.8072327 1982-1999 –> 2000-2012 0.3602244 -1971.707290
N_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 0.1764692 -1392.1022002 4.5233797 1982-1999 –> 2000-2012 0.3611199 -1973.792892
N_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.1735430 -1464.4756486 4.5604178 1982-1999 –> 2000-2012 0.3581936 -2044.167576
N_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.1592546 -1846.6534705 3.6131152 1982-1999 –> 2000-2012 0.3319718 -2573.059501
N_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.3236201 1307.2724674 10.2715826 1982-1999 –> 2000-2012 0.7564188 2598.149736
N_Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate_star 0.3058908 1054.6624307 7.5595627 1982-1999 –> 2000-2012 0.6393782 1771.113409
N_Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.2987921 952.2218742 8.3141286 1982-1999 –> 2000-2012 0.6304035 1658.284976
N_Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate 0.2387257 2.0611372 0.9268614 2000-2012 –> 2013-2019 0.4738301 -115.983676
N_Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.1503188 -267.9221583 0.5316606 2000-2012 –> 2013-2019 0.3341966 -1477.101009
N_Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate 0.1566556 -243.6428130 0.8720768 2000-2012 –> 2013-2019 0.3384799 -1502.776035
N_Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.1487915 -271.9271467 0.6192076 2000-2012 –> 2013-2019 0.3259252 -1645.312971
N_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 0.1238013 -382.0414545 0.3259680 2000-2012 –> 2013-2019 0.3002705 -1774.143655
N_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.1228768 -384.4491226 0.3398026 2000-2012 –> 2013-2019 0.2964198 -1848.924771
N_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.1164822 -415.8742255 0.3786191 2000-2012 –> 2013-2019 0.2757368 -2262.527696
N_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.2002730 -97.2117044 0.6048654 2000-2012 –> 2013-2019 0.5238931 1210.060763
N_Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + phosphate_star 0.2202371 -43.3378348 0.9274307 2000-2012 –> 2013-2019 0.5261279 1011.324596
N_Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.2005241 -96.4749370 0.5580593 2000-2012 –> 2013-2019 0.4993161 855.746937
N_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate 0.2557382 88.0257098 1.1108960 1982-1999 –> 2000-2012 0.5325595 217.511024
N_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.2336279 -37.4730120 1.1750612 1982-1999 –> 2000-2012 0.4944414 41.117114
N_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 0.2470114 41.0708742 1.1091974 1982-1999 –> 2000-2012 0.5116748 132.673283
N_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.2295033 -60.5878204 1.2371797 1982-1999 –> 2000-2012 0.4903098 19.978213
N_Atlantic (28.2, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate_star 0.2574087 99.2060790 1.4558463 1982-1999 –> 2000-2012 0.5489094 276.574468
N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 0.1642377 -534.3780084 0.8230133 1982-1999 –> 2000-2012 0.3484239 -764.685816
N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.1213900 -958.6292337 0.6141453 1982-1999 –> 2000-2012 0.2081946 -1854.969246
N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.1540914 -622.2916740 0.7722926 1982-1999 –> 2000-2012 0.3102827 -997.000828
N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.3140762 381.7544237 1.8710430 1982-1999 –> 2000-2012 0.7105701 834.287888
N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.2572835 100.5199375 1.4452106 1982-1999 –> 2000-2012 0.5133774 164.894173
N_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate 0.0746845 -107.5544028 0.1825773 2000-2012 –> 2013-2019 0.3304227 -19.528693
N_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.0331232 -186.8583389 0.0858789 2000-2012 –> 2013-2019 0.2667510 -224.331351
N_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 0.0729200 -107.9453295 0.1754501 2000-2012 –> 2013-2019 0.3199314 -66.874455
N_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.0327066 -186.1241345 0.0783340 2000-2012 –> 2013-2019 0.2622099 -246.711955
N_Atlantic (28.2, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate_star 0.0327066 -188.1238503 0.0785344 2000-2012 –> 2013-2019 0.2901153 -88.917771
N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 0.0189602 -242.6476484 0.0424918 2000-2012 –> 2013-2019 0.1831978 -777.025657
N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.0188991 -240.9699897 0.0432388 2000-2012 –> 2013-2019 0.1402892 -1199.599223
N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.0158988 -258.2573587 0.0439763 2000-2012 –> 2013-2019 0.1699902 -880.549033
N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.0328451 -185.7014048 0.1084276 2000-2012 –> 2013-2019 0.3469213 196.053019
N_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.0316790 -189.3162906 0.0946390 2000-2012 –> 2013-2019 0.2889624 -88.796353
N_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 4.3918661 10226.9932406 22.9427936 1982-1999 –> 2000-2012 8.6627969 12495.418715
N_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4.3801387 10219.5706474 21.1703352 1982-1999 –> 2000-2012 7.6489343 12279.811733
N_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 3.6509282 9577.8539898 21.0535525 1982-1999 –> 2000-2012 7.3996346 11745.768573
N_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 5.2795759 10877.7319052 20.0416812 1982-1999 –> 2000-2012 9.0491561 13050.011004
N_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5.3717434 10938.7208284 20.9045182 1982-1999 –> 2000-2012 9.2200757 13127.251462
N_Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + phosphate_star 4.7451599 10499.6483748 25.9210876 1982-1999 –> 2000-2012 8.0634970 12569.712579
N_Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate 4.2255724 10090.9686478 19.7505058 1982-1999 –> 2000-2012 8.4393351 12348.802164
N_Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4.2238280 10091.5135439 20.3992874 1982-1999 –> 2000-2012 7.3230265 12109.878069
N_Pacific (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate 5.3139773 10898.6195979 21.5611662 1982-1999 –> 2000-2012 9.0835947 13068.906463
N_Pacific (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5.1854873 10814.3634694 21.9100513 1982-1999 –> 2000-2012 8.9547272 12986.571619
N_Pacific (-Inf,26] cstar_tref ~ aou + silicate + phosphate + phosphate_star 5.1272764 11877.9520310 24.9278936 2000-2012 –> 2013-2019 10.3146503 22691.597401
N_Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5.0325524 11807.4885612 23.7211478 2000-2012 –> 2013-2019 9.8996865 22398.576633
N_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 3.9958904 10909.1405399 13.8090418 2000-2012 –> 2013-2019 8.3877565 21136.133781
N_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3.9787857 10894.4704512 13.7469062 2000-2012 –> 2013-2019 8.3589243 21114.041099
N_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 3.5599649 10462.2462916 12.6503236 2000-2012 –> 2013-2019 7.2108931 20040.100281
N_Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate 4.3323469 11221.2962509 30.2048045 2000-2012 –> 2013-2019 9.1258906 21754.694944
N_Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + phosphate_star 4.3069777 11200.4738902 27.0059987 2000-2012 –> 2013-2019 9.0521376 21700.122265
N_Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate 3.9843465 10897.8977792 18.1939911 2000-2012 –> 2013-2019 8.2099188 20988.866427
N_Pacific (-Inf,26] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3.9501518 10866.4032234 20.0806915 2000-2012 –> 2013-2019 8.1739798 20957.916767
N_Pacific (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5.0778681 11842.3235413 25.0294282 2000-2012 –> 2013-2019 10.2633554 22656.687011
N_Pacific (26,26.5] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2.8193146 6784.0823636 17.7065605 1982-1999 –> 2000-2012 4.5813079 8388.360535
N_Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.8154904 6782.3387799 16.9573632 1982-1999 –> 2000-2012 4.5542161 8377.955786
N_Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.5152976 6471.3872051 19.9485848 1982-1999 –> 2000-2012 4.1455032 8015.318220
N_Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.4483370 6396.9706006 20.6437578 1982-1999 –> 2000-2012 4.0580427 7930.752460
N_Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.3997238 6341.6578573 20.4895980 1982-1999 –> 2000-2012 3.9998394 7870.647425
N_Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.1920072 6091.9595612 16.0673605 1982-1999 –> 2000-2012 3.7888316 7619.297819
N_Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 2.5155455 6469.6590105 20.1064119 1982-1999 –> 2000-2012 4.1673326 8022.137657
N_Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.2678386 6185.7579311 22.1374095 1982-1999 –> 2000-2012 3.8355544 7698.341586
N_Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 2.4513218 6398.3307754 21.1165308 1982-1999 –> 2000-2012 4.0789570 7938.996278
N_Pacific (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 2.4074837 6348.5618456 21.2419422 1982-1999 –> 2000-2012 4.0219519 7882.713074
N_Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.3244253 5452.8368652 11.4999435 2000-2012 –> 2013-2019 5.1399156 12235.175645
N_Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.2981216 5425.4776462 9.9520363 2000-2012 –> 2013-2019 4.9958557 12089.982924
N_Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.2451152 5369.3796671 11.9763187 2000-2012 –> 2013-2019 4.7604128 11840.766872
N_Pacific (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.2290222 5352.0857723 12.1386387 2000-2012 –> 2013-2019 4.6773593 11749.056373
N_Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.2124789 5334.1771942 12.1493770 2000-2012 –> 2013-2019 4.6122027 11675.835052
N_Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.0971074 5205.4319589 9.8827171 2000-2012 –> 2013-2019 4.2891146 11297.391520
N_Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 2.4107462 5538.4951539 14.2275432 2000-2012 –> 2013-2019 4.9262917 12008.154164
N_Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.3722134 5501.7598328 14.7875456 2000-2012 –> 2013-2019 4.6400520 11687.517764
N_Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 2.4014306 5529.1876727 14.3596218 2000-2012 –> 2013-2019 4.8527524 11927.518448
N_Pacific (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 2.3942345 5521.9730366 14.4141785 2000-2012 –> 2013-2019 4.8017182 11870.534882
N_Pacific (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1.6846421 4777.8475811 7.6985677 1982-1999 –> 2000-2012 2.9474023 5794.408583
N_Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5686208 4604.5963615 8.0436944 1982-1999 –> 2000-2012 2.7670061 5591.343808
N_Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.5867496 4632.8178466 8.3901025 1982-1999 –> 2000-2012 2.6381213 5539.990677
N_Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.5964235 4647.7458632 8.4772677 1982-1999 –> 2000-2012 2.6109633 5533.237048
N_Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.6009636 4654.7205883 8.5237068 1982-1999 –> 2000-2012 2.6044734 5533.565484
N_Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.3960597 4318.3667135 5.7215564 1982-1999 –> 2000-2012 2.3291553 5152.978769
N_Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 1.7146408 4821.1971358 8.1761537 1982-1999 –> 2000-2012 2.8031764 5747.490380
N_Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.6782526 4770.5146892 7.3284720 1982-1999 –> 2000-2012 2.7155546 5669.496189
N_Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 1.7265009 4838.1266593 8.2538580 1982-1999 –> 2000-2012 2.7832792 5746.418042
N_Pacific (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1.7315019 4845.2304267 8.2958587 1982-1999 –> 2000-2012 2.7807330 5749.164099
N_Pacific (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1.5559220 4087.6049194 6.5047909 2000-2012 –> 2013-2019 3.2405641 8865.452500
N_Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.4571646 3945.9939575 6.9946462 2000-2012 –> 2013-2019 3.0257855 8550.590319
N_Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.4960706 4003.6994647 7.5257856 2000-2012 –> 2013-2019 3.0828201 8636.517311
N_Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.5116998 4026.4594120 7.6966251 2000-2012 –> 2013-2019 3.1081233 8674.205275
N_Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.5180273 4035.6069127 7.7687772 2000-2012 –> 2013-2019 3.1189909 8690.327501
N_Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.4357208 3913.5261611 6.1814698 2000-2012 –> 2013-2019 2.8317805 8231.892875
N_Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 1.6236254 4180.8841619 7.1505542 2000-2012 –> 2013-2019 3.3382662 9002.081298
N_Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.5119689 4026.8492349 7.0609686 2000-2012 –> 2013-2019 3.1902215 8797.363924
N_Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 1.6443196 4208.6208057 7.3188109 2000-2012 –> 2013-2019 3.3708205 9046.747465
N_Pacific (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1.6512523 4217.8347593 7.3845845 2000-2012 –> 2013-2019 3.3827542 9063.065186
N_Pacific (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2.1584572 6738.9332529 10.7051481 1982-1999 –> 2000-2012 3.9163240 8591.193970
N_Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5315560 5686.2146670 8.3021318 1982-1999 –> 2000-2012 3.2838912 7537.550605
N_Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.4628803 5545.1890643 7.5601193 1982-1999 –> 2000-2012 3.4208546 7499.496893
N_Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.4208113 5455.4921334 6.7974491 1982-1999 –> 2000-2012 3.5056523 7468.061814
N_Pacific (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.4139707 5440.6563880 6.6261391 1982-1999 –> 2000-2012 3.5206520 7462.896985
N_Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.8865533 6327.0432284 8.3248108 1982-1999 –> 2000-2012 3.8720792 8294.318373
N_Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 1.9607293 6443.5919359 8.6728977 1982-1999 –> 2000-2012 3.9199502 8396.490420
N_Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.8158547 6209.6309943 7.4673909 1982-1999 –> 2000-2012 3.5644328 8058.975082
N_Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate_star 1.9040673 6353.4492830 8.3399874 1982-1999 –> 2000-2012 3.9955538 8366.972313
N_Pacific (26.75,27] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1.8975162 6342.8547846 8.3494687 1982-1999 –> 2000-2012 4.0097582 8365.541676
N_Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 1.9644763 5645.3017383 8.1057820 2000-2012 –> 2013-2019 3.8226466 11923.745510
N_Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.6911786 5240.4510456 9.4171658 2000-2012 –> 2013-2019 3.2227346 10926.665713
N_Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.6780988 5223.4539973 8.4255943 2000-2012 –> 2013-2019 3.1409791 10768.643062
N_Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.6783363 5219.9613260 7.6052066 2000-2012 –> 2013-2019 3.0991477 10675.453459
N_Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.9147518 5574.1992792 8.2277235 2000-2012 –> 2013-2019 3.8182691 11928.760593
N_Pacific (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.6791899 5221.3280988 7.4628248 2000-2012 –> 2013-2019 3.0931607 10661.984487
N_Pacific (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate_star 1.9338382 5598.8609207 8.4672412 2000-2012 –> 2013-2019 3.8633691 11993.147231
N_Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.2303435 5984.3010464 7.8839257 2000-2012 –> 2013-2019 4.1168968 12311.344275
N_Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.2306087 5984.6207008 7.8432956 2000-2012 –> 2013-2019 4.0464634 12194.251695
N_Pacific (26.75,27] cstar_tref ~ temp + silicate + phosphate + phosphate_star 2.2309274 5983.0047190 7.8576779 2000-2012 –> 2013-2019 4.1284437 12325.859504
N_Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.6425989 8117.2035112 10.8788684 1982-1999 –> 2000-2012 2.6719701 9988.289983
N_Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 1.5561413 7888.3774197 10.5790083 1982-1999 –> 2000-2012 2.7757682 9977.226206
N_Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5328898 7826.6665156 11.6398192 1982-1999 –> 2000-2012 2.2962632 9315.893484
N_Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.6832579 8222.6821543 10.3778237 1982-1999 –> 2000-2012 2.7477236 10138.814550
N_Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.5631735 7909.4587495 11.6748707 1982-1999 –> 2000-2012 2.4338582 9567.573383
N_Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.5344250 7830.9029980 11.5774263 1982-1999 –> 2000-2012 2.4771025 9591.024086
N_Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.5386668 7842.5857205 11.4999967 1982-1999 –> 2000-2012 2.6097373 9766.660484
N_Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.4947904 7720.1526772 11.3255907 1982-1999 –> 2000-2012 2.7018336 9797.684785
N_Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.5392315 7844.1387183 11.4884868 1982-1999 –> 2000-2012 2.6234821 9783.917365
N_Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate_star 1.5648926 7912.1103670 11.1298213 1982-1999 –> 2000-2012 2.7828063 9999.154316
N_Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.2836091 8395.6935392 11.9551645 2000-2012 –> 2013-2019 3.8736248 16377.205575
N_Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 2.3874688 8559.7691374 12.2749765 2000-2012 –> 2013-2019 3.9436101 16448.146557
N_Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.3215399 8457.2059268 11.5089747 2000-2012 –> 2013-2019 3.8544296 16283.872442
N_Pacific (27,27.25] cstar_tref ~ sal + nitrate + silicate + phosphate_star 2.2923937 8408.0300501 11.8228607 2000-2012 –> 2013-2019 3.9857492 16654.023410
N_Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2.4215580 8614.7076433 11.7446990 2000-2012 –> 2013-2019 3.9847315 16524.166393
N_Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.3286781 8468.6696232 11.5847376 2000-2012 –> 2013-2019 3.8631032 16299.572621
N_Pacific (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.3218613 8457.7229635 11.5160529 2000-2012 –> 2013-2019 3.8605281 16300.308684
N_Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.2923895 8410.0232399 11.8236111 2000-2012 –> 2013-2019 3.7871800 16130.175917
N_Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.3216347 8457.3585111 11.5160878 2000-2012 –> 2013-2019 3.8608663 16301.497229
N_Pacific (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate_star 2.3231293 8457.7614382 11.4911199 2000-2012 –> 2013-2019 3.8880219 16369.871805
N_Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.2024421 8646.1300035 7.8366860 1982-1999 –> 2000-2012 1.7181326 9725.549516
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 1.0464008 7895.7643006 7.1654366 1982-1999 –> 2000-2012 1.7451395 9400.892177
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.0255709 7789.5080227 7.3743468 1982-1999 –> 2000-2012 1.6008462 9022.881097
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.0464006 7897.7631523 7.1643517 1982-1999 –> 2000-2012 1.7407979 9396.115550
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.3356257 9211.6940785 7.8274841 1982-1999 –> 2000-2012 1.6494412 9591.757596
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2009972 8639.6564473 7.9782086 1982-1999 –> 2000-2012 1.7752578 9870.543754
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.2011641 8640.4045849 7.9509418 1982-1999 –> 2000-2012 1.8098549 9953.275786
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 1.0463984 7895.7518105 7.1927447 1982-1999 –> 2000-2012 1.6882498 9281.312333
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.0463159 7897.3273756 7.2130596 1982-1999 –> 2000-2012 1.6854216 9278.851722
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.2009807 8639.5825330 7.9809896 1982-1999 –> 2000-2012 1.8137415 9961.836843
N_Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5050858 8849.5292204 6.7864694 2000-2012 –> 2013-2019 2.7075279 17495.659224
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 1.4136165 8544.4442330 7.8779693 2000-2012 –> 2013-2019 2.4600173 16440.208534
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.3572355 8349.6936409 6.9136454 2000-2012 –> 2013-2019 2.3828064 16139.201664
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.4124875 8542.5820011 7.8604822 2000-2012 –> 2013-2019 2.4588881 16440.345153
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.5233912 8907.9674851 7.0291824 2000-2012 –> 2013-2019 2.7243884 17547.623932
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.5189329 8893.7998921 6.9642824 2000-2012 –> 2013-2019 2.7200970 17534.204477
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 1.3572823 8347.8602895 6.8974913 2000-2012 –> 2013-2019 2.4036806 16243.612100
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 1.4577059 8692.9088433 7.9929466 2000-2012 –> 2013-2019 2.5725065 16929.583241
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.3507326 8326.4769128 6.7016963 2000-2012 –> 2013-2019 2.3970485 16223.804288
N_Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.5209814 8900.3148641 6.9770359 2000-2012 –> 2013-2019 2.7219621 17539.897397
N_Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.7351082 6296.7298607 5.2571735 1982-1999 –> 2000-2012 1.0574515 6681.276223
N_Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.6949709 5979.2709272 5.7876517 1982-1999 –> 2000-2012 1.0019037 6300.524095
N_Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate_star 0.7384043 6320.0247666 5.1490069 1982-1999 –> 2000-2012 1.0960807 6836.953991
N_Pacific (27.5,27.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 0.7362630 6303.6053855 5.1118809 1982-1999 –> 2000-2012 1.0877257 6797.891839
N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.7107793 6106.4409337 6.0069509 1982-1999 –> 2000-2012 1.0198533 6436.676041
N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.7015422 6032.4811691 5.8259238 1982-1999 –> 2000-2012 1.0153917 6382.526471
N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.7080674 6084.8270325 5.5837229 1982-1999 –> 2000-2012 1.0220946 6435.603358
N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.7026418 6041.3364079 5.8234559 1982-1999 –> 2000-2012 1.0164037 6391.020827
N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 0.7194237 6172.7894953 5.2754685 1982-1999 –> 2000-2012 1.0339589 6523.654110
N_Pacific (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.7779891 6617.2826521 4.1323022 1982-1999 –> 2000-2012 1.0981254 6992.952258
N_Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.9200600 6961.9063944 4.0435770 2000-2012 –> 2013-2019 1.6551682 13258.636255
N_Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.9176158 6948.0687530 4.4020406 2000-2012 –> 2013-2019 1.6125867 12927.339680
N_Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate_star 0.9214731 6967.8897260 4.0439851 2000-2012 –> 2013-2019 1.6598773 13287.914493
N_Pacific (27.5,27.75] cstar_tref ~ sal + silicate + phosphate + phosphate_star 0.9240412 6982.3672435 3.9446045 2000-2012 –> 2013-2019 1.6603042 13285.972629
N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.9367123 7055.2161984 4.5411893 2000-2012 –> 2013-2019 1.6474916 13161.657132
N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.9132964 6923.5239850 4.5525825 2000-2012 –> 2013-2019 1.6148386 12956.005154
N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.9323082 7030.7007483 4.0502711 2000-2012 –> 2013-2019 1.6403756 13115.527781
N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.9111052 6911.0280631 4.5742917 2000-2012 –> 2013-2019 1.6137470 12952.364471
N_Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate_star 0.9401304 7072.1640670 3.8715165 2000-2012 –> 2013-2019 1.6595542 13244.953562
N_Pacific (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.7798750 6101.9885411 5.1298635 2000-2012 –> 2013-2019 1.5578641 12719.271193
N_Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.4769392 1406.4301173 1.8180956 1982-1999 –> 2000-2012 0.6189752 1132.752800
N_Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.5598211 1735.2187673 2.0290846 1982-1999 –> 2000-2012 0.6866387 1400.342432
N_Pacific (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate_star 0.4835177 1432.5406264 2.0120281 1982-1999 –> 2000-2012 0.6485194 1237.795527
N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.5708942 1775.4103581 2.0930227 1982-1999 –> 2000-2012 0.6977436 1440.669737
N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.5622392 1744.0630849 2.0730817 1982-1999 –> 2000-2012 0.6895464 1411.267433
N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.4699900 1376.3117895 2.1221971 1982-1999 –> 2000-2012 0.5983872 1048.120193
N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.5619850 1743.1351667 2.0723942 1982-1999 –> 2000-2012 0.6893037 1410.388286
N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate_star 0.5632462 1745.7349603 2.0700099 1982-1999 –> 2000-2012 0.6917941 1416.176984
N_Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.4684011 1369.3629601 2.2967793 1982-1999 –> 2000-2012 0.6478088 1221.818885
N_Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.4002195 1046.5592613 1.2570137 1982-1999 –> 2000-2012 0.5266047 709.838545
N_Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.4945548 1386.4952419 1.5033120 2000-2012 –> 2013-2019 0.9714940 2792.925359
N_Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.5283305 1513.3383056 1.2995265 2000-2012 –> 2013-2019 1.0881517 3248.557073
N_Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate_star 0.5355927 1537.5498559 1.4192656 2000-2012 –> 2013-2019 1.0984100 3281.721714
N_Pacific (27.75,27.85] cstar_tref ~ sal + nitrate + silicate + phosphate_star 0.5254128 1500.7055272 1.8996649 2000-2012 –> 2013-2019 1.0089305 2933.246154
N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.5237291 1496.5430497 1.2874532 2000-2012 –> 2013-2019 1.0859683 3240.606135
N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.5179115 1475.0960730 1.8485972 2000-2012 –> 2013-2019 0.9879014 2851.407863
N_Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.5225322 1492.1500446 1.2882765 2000-2012 –> 2013-2019 1.0845172 3235.285211
N_Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.5238112 1496.8440335 1.9200800 2000-2012 –> 2013-2019 0.9922123 2866.206994
N_Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.3727314 843.5191361 1.1518211 2000-2012 –> 2013-2019 0.7729509 1890.078397
N_Pacific (27.75,27.85] cstar_tref ~ temp + nitrate + silicate + phosphate_star 0.5252730 1500.1946965 1.9724347 2000-2012 –> 2013-2019 0.9979452 2886.183904
N_Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.4737018 1810.2896411 1.6125059 1982-1999 –> 2000-2012 0.6911169 1759.656697
N_Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate 0.6301370 2571.3402649 2.3069066 1982-1999 –> 2000-2012 0.8289802 2464.774909
N_Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.6293504 2570.0000958 2.3152590 1982-1999 –> 2000-2012 0.8140353 2420.820293
N_Pacific (27.85,27.95] cstar_tref ~ sal + nitrate + silicate + phosphate_star 0.4826359 1858.2522975 1.5277315 1982-1999 –> 2000-2012 0.7003812 1806.535802
N_Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.6300293 2572.8830683 2.3110916 1982-1999 –> 2000-2012 0.8146930 2423.633741
N_Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.6181197 2521.8521039 2.2767338 1982-1999 –> 2000-2012 0.8027535 2372.504897
N_Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.4552717 1704.1756636 1.7066500 1982-1999 –> 2000-2012 0.6662121 1635.281905
N_Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.6163651 2514.2508224 2.2664815 1982-1999 –> 2000-2012 0.8009941 2364.887949
N_Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.5270358 2095.5798770 2.2547174 1982-1999 –> 2000-2012 0.7081325 1934.549407
N_Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.3431707 948.3258862 1.2520285 1982-1999 –> 2000-2012 0.5292982 803.845294
N_Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.4585605 1544.4257153 1.6430540 2000-2012 –> 2013-2019 0.9322623 3354.715356
N_Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.5262896 1874.2214249 1.4359757 2000-2012 –> 2013-2019 1.1556400 4444.221521
N_Pacific (27.85,27.95] cstar_tref ~ sal + nitrate + silicate + phosphate_star 0.4631878 1566.4619132 1.6038516 2000-2012 –> 2013-2019 0.9458237 3424.714211
N_Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.5729351 2077.5218459 1.6849042 2000-2012 –> 2013-2019 1.1529275 4429.128223
N_Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.5276738 1880.5097937 1.4344498 2000-2012 –> 2013-2019 1.1577031 4453.392862
N_Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.5172482 1832.7364128 1.4034259 2000-2012 –> 2013-2019 1.1353679 4354.588517
N_Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.3935078 1178.1640507 1.9041060 2000-2012 –> 2013-2019 0.8487795 2882.339714
N_Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.5156120 1825.1513453 1.4026454 2000-2012 –> 2013-2019 1.1319771 4339.402168
N_Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.5554759 2003.4345006 2.1901017 2000-2012 –> 2013-2019 1.0825117 4099.014378
N_Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.3080894 592.3263352 0.9434592 2000-2012 –> 2013-2019 0.6512601 1540.652221
N_Pacific (27.95,28.05] cstar_tref ~ aou + silicate + phosphate + phosphate_star 0.2258774 -202.1820665 1.2886957 1982-1999 –> 2000-2012 0.4141414 -343.274515
N_Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.2124281 -391.2236750 1.4962489 1982-1999 –> 2000-2012 0.3884947 -571.175719
N_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.2121693 -395.0176089 1.4981124 1982-1999 –> 2000-2012 0.3879294 -576.032617
N_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.2119243 -398.6121059 1.4991431 1982-1999 –> 2000-2012 0.3873543 -580.773842
N_Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.2118722 -399.3772148 1.4992956 1982-1999 –> 2000-2012 0.3872531 -581.709878
N_Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.2148551 -355.8700351 1.3373721 1982-1999 –> 2000-2012 0.3956139 -519.778580
N_Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 0.2248217 -216.7597633 1.2656679 1982-1999 –> 2000-2012 0.4113016 -363.660728
N_Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.2086579 -446.9512964 1.5089922 1982-1999 –> 2000-2012 0.3807313 -640.897793
N_Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate_star 0.2238190 -230.6713033 1.2563128 1982-1999 –> 2000-2012 0.4086409 -383.019834
N_Pacific (27.95,28.05] cstar_tref ~ temp + silicate + phosphate + phosphate_star 0.2235820 -233.9684345 1.2589449 1982-1999 –> 2000-2012 0.4081360 -387.201980
N_Pacific (27.95,28.05] cstar_tref ~ aou + silicate + phosphate + phosphate_star 0.1828274 -791.8261483 0.8816352 2000-2012 –> 2013-2019 0.4087048 -994.008215
N_Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.1715364 -972.6530350 1.1272626 2000-2012 –> 2013-2019 0.3839645 -1363.876710
N_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.1713847 -975.1904511 1.1275112 2000-2012 –> 2013-2019 0.3835540 -1370.208060
N_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.1712248 -977.8667388 1.1268928 2000-2012 –> 2013-2019 0.3831492 -1376.478845
N_Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.1711949 -978.3686298 1.1267430 2000-2012 –> 2013-2019 0.3830671 -1377.745845
N_Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.1696219 -1004.8424015 0.8923872 2000-2012 –> 2013-2019 0.3844770 -1360.712436
N_Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate 0.1823320 -799.6079701 0.8911253 2000-2012 –> 2013-2019 0.4071538 -1016.367733
N_Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.1700185 -998.1445296 1.0903352 2000-2012 –> 2013-2019 0.3786764 -1445.095826
N_Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate_star 0.1815742 -811.5526950 0.9000563 2000-2012 –> 2013-2019 0.4053932 -1042.223998
N_Pacific (27.95,28.05] cstar_tref ~ temp + silicate + phosphate + phosphate_star 0.1814302 -813.8283184 0.9016016 2000-2012 –> 2013-2019 0.4050122 -1047.796753
N_Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 0.2331089 -58.2938429 1.5629269 1982-1999 –> 2000-2012 0.3982486 -223.553582
N_Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.2330887 -56.4570447 1.5876743 1982-1999 –> 2000-2012 0.3249674 -491.770207
N_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.2330910 -56.4390217 1.5863032 1982-1999 –> 2000-2012 0.3249919 -491.639807
N_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.2332115 -55.4650935 1.5876172 1982-1999 –> 2000-2012 0.3251375 -490.539481
N_Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.2178887 -183.5039389 1.5724875 1982-1999 –> 2000-2012 0.3067989 -634.056033
N_Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.2332290 -55.3237433 1.5877536 1982-1999 –> 2000-2012 0.3251594 -490.375630
N_Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.2144397 -213.5652027 1.0428112 1982-1999 –> 2000-2012 0.3512551 -464.130674
N_Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.2363319 -30.4237314 1.6157724 1982-1999 –> 2000-2012 0.3291855 -460.839832
N_Pacific (28.05,28.1] cstar_tref ~ temp + nitrate + silicate + phosphate_star 0.2397161 -5.6369343 1.4152593 1982-1999 –> 2000-2012 0.3859500 -227.311715
N_Pacific (28.05,28.1] cstar_tref ~ temp + silicate + phosphate + phosphate_star 0.2551171 111.6743666 1.4461803 1982-1999 –> 2000-2012 0.4286359 -30.619860
N_Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate 0.1602412 -644.1217089 0.7140244 2000-2012 –> 2013-2019 0.3933501 -702.415552
N_Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.1042491 -1326.5177437 0.3713630 2000-2012 –> 2013-2019 0.3373378 -1382.974788
N_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.1042174 -1327.0020104 0.3705507 2000-2012 –> 2013-2019 0.3373083 -1383.441032
N_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.1041906 -1327.4116746 0.3698246 2000-2012 –> 2013-2019 0.3374020 -1382.876768
N_Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.0896204 -1567.2287621 0.5206992 2000-2012 –> 2013-2019 0.3075091 -1750.732701
N_Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.1041854 -1327.4899789 0.3696767 2000-2012 –> 2013-2019 0.3374144 -1382.813722
N_Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.1296312 -979.6044213 0.6341015 2000-2012 –> 2013-2019 0.3440708 -1193.169624
N_Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.1040602 -1329.4049961 0.3611833 2000-2012 –> 2013-2019 0.3403921 -1359.828728
N_Pacific (28.05,28.1] cstar_tref ~ temp + nitrate + silicate + phosphate_star 0.1315295 -958.4598337 0.6109725 2000-2012 –> 2013-2019 0.3712456 -964.096768
N_Pacific (28.05,28.1] cstar_tref ~ temp + silicate + phosphate + phosphate_star 0.1436183 -818.4784662 0.5989408 2000-2012 –> 2013-2019 0.3987354 -706.804100
N_Pacific (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.2355450 -524.7273334 1.0263016 1982-1999 –> 2000-2012 0.4751582 -555.041006
N_Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate 0.2201573 -1879.0009439 1.0694115 1982-1999 –> 2000-2012 0.4222350 -2682.426346
N_Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.2200792 -1884.1032564 1.0362715 1982-1999 –> 2000-2012 0.4219124 -2691.007527
N_Pacific (28.1, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate_star 0.2359967 -488.3784655 1.0385607 1982-1999 –> 2000-2012 0.4757434 -518.170342
N_Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.2200863 -1883.4566000 1.0374691 1982-1999 –> 2000-2012 0.4219114 -2690.541397
N_Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.2199090 -1899.5864659 1.0475093 1982-1999 –> 2000-2012 0.4215943 -2709.807870
N_Pacific (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.2120481 -2628.1856395 0.9402111 1982-1999 –> 2000-2012 0.4067869 -3597.041175
N_Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.2198680 -1903.3214063 1.0497242 1982-1999 –> 2000-2012 0.4215259 -2714.156948
N_Pacific (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.2447347 241.3438052 1.0322828 1982-1999 –> 2000-2012 0.4617010 -238.327879
N_Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.2248722 -1452.8668250 1.5437728 1982-1999 –> 2000-2012 0.4299606 -2187.355811
N_Pacific (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.2063067 -2897.9276623 1.4536667 2000-2012 –> 2013-2019 0.4418517 -3422.654996
N_Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate 0.2149968 -2146.4507586 1.0155197 2000-2012 –> 2013-2019 0.4351541 -4025.451703
N_Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.2118964 -2409.7165974 1.2134292 2000-2012 –> 2013-2019 0.4319756 -4293.819854
N_Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate_star 0.2167715 -1996.3294379 1.4364918 2000-2012 –> 2013-2019 0.4579084 -2053.416963
N_Pacific (28.1, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate_star 0.2074969 -2794.8736743 1.4585246 2000-2012 –> 2013-2019 0.4434936 -3283.252140
N_Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.2119731 -2403.1137188 1.2089415 2000-2012 –> 2013-2019 0.4320594 -4286.570319
N_Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.2117532 -2422.0649563 1.2141253 2000-2012 –> 2013-2019 0.4316622 -4321.651422
N_Pacific (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.1996295 -3498.7605540 1.1897601 2000-2012 –> 2013-2019 0.4116776 -6126.946193
N_Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.2116780 -2428.5473034 1.2162850 2000-2012 –> 2013-2019 0.4315460 -4331.868710
N_Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.2090058 -2660.5584981 1.6882499 2000-2012 –> 2013-2019 0.4338779 -4113.425323
S_Atlantic (26,26.5] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1.7577501 404.6286923 5.8633456 1982-1999 –> 2000-2012 4.0054329 1094.195549
S_Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.7567721 406.5184911 5.9322723 1982-1999 –> 2000-2012 3.9944385 1096.727607
S_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.7604210 406.9293169 5.8664495 1982-1999 –> 2000-2012 4.0121805 1099.047050
S_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.7616380 407.0661556 5.8650790 1982-1999 –> 2000-2012 4.0176266 1099.754304
S_Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.7653460 407.4824746 5.8339811 1982-1999 –> 2000-2012 4.0282357 1101.099149
S_Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.7608686 406.9796608 6.0052815 1982-1999 –> 2000-2012 3.9833430 1095.117806
S_Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate 1.7612999 405.0281487 5.9300144 1982-1999 –> 2000-2012 4.0144392 1095.332101
S_Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.7574893 406.5993094 5.8759077 1982-1999 –> 2000-2012 4.0051643 1098.165113
S_Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + phosphate_star 1.7632281 405.2447927 5.9567950 1982-1999 –> 2000-2012 4.0198003 1096.011571
S_Atlantic (26,26.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1.7698062 405.9820941 5.9820140 1982-1999 –> 2000-2012 4.0327205 1097.602075
S_Atlantic (26,26.5] cstar_tref ~ sal + aou + nitrate + silicate 0.3094015 56.2481285 0.8868384 2000-2012 –> 2013-2019 2.3752456 492.854666
S_Atlantic (26,26.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.2675377 32.0798511 0.6378534 2000-2012 –> 2013-2019 2.2795223 465.455758
S_Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.4920821 141.7691912 1.2308406 2000-2012 –> 2013-2019 2.2488542 548.287682
S_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.2503820 20.1508091 0.6595283 2000-2012 –> 2013-2019 2.0383269 430.151871
S_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.4778251 136.4770344 1.4317248 2000-2012 –> 2013-2019 2.2382460 543.406351
S_Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.4795344 137.1198116 1.3774552 2000-2012 –> 2013-2019 2.2411725 544.185967
S_Atlantic (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.6839690 201.0372478 1.9596135 2000-2012 –> 2013-2019 2.5612500 620.692323
S_Atlantic (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.4812056 137.7460320 1.3377745 2000-2012 –> 2013-2019 2.2465516 545.228507
S_Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate 0.4317725 116.2347865 1.0410316 2000-2012 –> 2013-2019 2.2211332 524.392573
S_Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.2521798 21.4386032 0.7043631 2000-2012 –> 2013-2019 2.0130484 428.418264
S_Atlantic (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1.5211812 967.9813494 4.4636941 1982-1999 –> 2000-2012 2.9191944 1678.069604
S_Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.5180994 968.9268126 4.2542359 1982-1999 –> 2000-2012 2.9157370 1680.908125
S_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.5282858 972.4043259 4.2769272 1982-1999 –> 2000-2012 2.9282437 1685.045843
S_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.5318322 973.6095979 4.2767996 1982-1999 –> 2000-2012 2.9345087 1687.023244
S_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.5351810 974.7451634 4.2791994 1982-1999 –> 2000-2012 2.9393574 1688.584169
S_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.5072438 965.1950223 4.1299141 1982-1999 –> 2000-2012 2.8935192 1673.927558
S_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 1.5283290 970.4190414 4.3017044 1982-1999 –> 2000-2012 2.9285203 1681.126906
S_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.5210862 969.9488888 4.4850214 1982-1999 –> 2000-2012 2.9187877 1681.948405
S_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 1.5318429 971.6132113 4.2645468 1982-1999 –> 2000-2012 2.9353263 1683.255761
S_Atlantic (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 1.5353386 972.7985122 4.2320760 1982-1999 –> 2000-2012 2.9406922 1684.971065
S_Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.7598480 213.1084802 2.0986591 2000-2012 –> 2013-2019 2.2779474 1182.035293
S_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.5892846 168.8760826 1.9296551 2000-2012 –> 2013-2019 2.1214870 1142.611332
S_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.7265536 205.3122222 2.0623454 2000-2012 –> 2013-2019 2.2548394 1177.716548
S_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.7227148 204.3904445 2.0612250 2000-2012 –> 2013-2019 2.2545470 1178.000042
S_Atlantic (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.7194696 203.6073587 2.1085251 2000-2012 –> 2013-2019 2.2546506 1178.352522
S_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.7175547 203.1436367 2.2897091 2000-2012 –> 2013-2019 2.2247984 1168.338659
S_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate 0.7715039 213.7573420 2.6182236 2000-2012 –> 2013-2019 2.2998329 1184.176383
S_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.7276197 205.5673603 2.9637867 2000-2012 –> 2013-2019 2.2487060 1175.516249
S_Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate_star 0.7625735 211.7314875 2.6514309 2000-2012 –> 2013-2019 2.2944163 1183.344699
S_Atlantic (26.5,26.75] cstar_tref ~ temp + silicate + phosphate + phosphate_star 0.7564351 210.3251972 2.6915648 2000-2012 –> 2013-2019 2.2917736 1183.123709
S_Atlantic (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1.7648799 1720.8382105 9.6843443 1982-1999 –> 2000-2012 2.7715708 2796.341134
S_Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.7563334 1718.6635083 9.6418569 1982-1999 –> 2000-2012 2.6706283 2724.348459
S_Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.2670589 1437.8477745 4.7477277 1982-1999 –> 2000-2012 2.7674286 2813.036738
S_Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.7790003 1729.6915018 9.6563433 1982-1999 –> 2000-2012 2.7672841 2793.427769
S_Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.7873161 1733.7021219 9.6619994 1982-1999 –> 2000-2012 2.7988923 2814.816511
S_Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.7922853 1736.0898286 9.6688305 1982-1999 –> 2000-2012 2.8144200 2824.950404
S_Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate 1.3120554 1465.8587882 4.8277195 1982-1999 –> 2000-2012 2.8399774 2852.622755
S_Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.2153509 1402.0154075 5.1076936 1982-1999 –> 2000-2012 2.2578459 2505.589746
S_Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 1.7995987 1737.5919085 9.7122838 1982-1999 –> 2000-2012 2.8352148 2834.227455
S_Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.6584148 1669.3286111 9.2867648 1982-1999 –> 2000-2012 2.6480567 2734.089325
S_Atlantic (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 0.6048792 206.2369627 2.0644925 2000-2012 –> 2013-2019 2.3697591 1927.075173
S_Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.7138773 243.3616150 2.3213412 2000-2012 –> 2013-2019 2.3646382 1908.711959
S_Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.6040597 207.9495453 2.0734472 2000-2012 –> 2013-2019 2.3603931 1926.613054
S_Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.2669897 34.8594212 0.7022372 2000-2012 –> 2013-2019 1.5340487 1472.707196
S_Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.6123260 210.8310048 2.0885516 2000-2012 –> 2013-2019 2.3913264 1940.522507
S_Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.6143317 211.5242810 2.0930735 2000-2012 –> 2013-2019 2.4016478 1945.226403
S_Atlantic (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.6160537 212.1176810 2.0958601 2000-2012 –> 2013-2019 2.4083390 1948.207510
S_Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate 0.2670159 32.8802150 0.6964390 2000-2012 –> 2013-2019 1.5790714 1498.739003
S_Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.2547778 24.9339026 0.5759477 2000-2012 –> 2013-2019 1.4701287 1426.949310
S_Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.5931562 204.0879081 1.9983149 2000-2012 –> 2013-2019 2.2515710 1873.416519
S_Atlantic (27,27.25] cstar_tref ~ aou + nitrate + silicate 1.2404249 1611.7047000 4.3794546 1982-1999 –> 2000-2012 2.2882024 2996.446604
S_Atlantic (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1.0498830 1450.2649142 3.9216357 1982-1999 –> 2000-2012 2.0596273 2802.325155
S_Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate 1.0726634 1471.3015590 4.3355858 1982-1999 –> 2000-2012 2.0734763 2815.028143
S_Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.0410543 1443.9890673 4.0436543 1982-1999 –> 2000-2012 2.0394333 2787.431682
S_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.0622885 1463.7767753 4.1831687 1982-1999 –> 2000-2012 2.0605575 2807.116087
S_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2806447 1646.9761296 4.8830838 1982-1999 –> 2000-2012 2.2893417 3000.062991
S_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.2762055 1643.5731716 4.8604966 1982-1999 –> 2000-2012 2.2841645 2995.973518
S_Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.2781434 1645.0601390 4.8636432 1982-1999 –> 2000-2012 2.2900135 3001.093108
S_Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 1.0731250 1471.7231943 4.0490985 1982-1999 –> 2000-2012 2.0819437 2822.923272
S_Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.0491506 1451.5810579 3.9321435 1982-1999 –> 2000-2012 2.0569864 2803.866749
S_Atlantic (27,27.25] cstar_tref ~ aou + nitrate + silicate 0.7232672 281.5505642 3.2268747 2000-2012 –> 2013-2019 1.9636921 1893.255264
S_Atlantic (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate_star 0.4734006 178.4390645 2.1725472 2000-2012 –> 2013-2019 1.5232836 1628.703979
S_Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate 0.6883744 271.2880049 3.3596193 2000-2012 –> 2013-2019 1.7610378 1742.589564
S_Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.4205291 151.0688405 1.3349464 2000-2012 –> 2013-2019 1.4615834 1595.057908
S_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.6400002 255.2176227 2.8075293 2000-2012 –> 2013-2019 1.7022887 1718.994398
S_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.6842452 271.7958946 2.8398836 2000-2012 –> 2013-2019 1.9648899 1918.772024
S_Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.6881160 273.1948899 2.8826488 2000-2012 –> 2013-2019 1.9643215 1916.768061
S_Atlantic (27,27.25] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.6868255 272.7293401 2.8805095 2000-2012 –> 2013-2019 1.9649689 1917.789479
S_Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 0.6488970 256.6413813 2.6585376 2000-2012 –> 2013-2019 1.7220219 1728.364576
S_Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.4617035 174.2343274 1.9590553 2000-2012 –> 2013-2019 1.5108541 1625.815385
S_Atlantic (27.25,27.5] cstar_tref ~ aou + nitrate + silicate 1.2504006 2250.2369899 4.8125972 1982-1999 –> 2000-2012 2.0760023 3759.992333
S_Atlantic (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1.1349011 2120.0402693 3.6397271 1982-1999 –> 2000-2012 1.9600877 3631.181042
S_Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 1.1822787 2175.8253624 3.8773030 1982-1999 –> 2000-2012 2.0014700 3678.055402
S_Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.1321197 2118.6932502 4.0424552 1982-1999 –> 2000-2012 1.9474352 3617.128102
S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.1558463 2146.9841054 3.8171690 1982-1999 –> 2000-2012 1.9362880 3591.998958
S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2947828 2301.8119877 4.4773001 1982-1999 –> 2000-2012 2.1391742 3843.066857
S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.2963108 2303.4206709 4.4876342 1982-1999 –> 2000-2012 2.1414331 3845.732786
S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.2970134 2304.1598283 4.4942521 1982-1999 –> 2000-2012 2.1426620 3847.232627
S_Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 1.1675461 2158.7214410 3.9764296 1982-1999 –> 2000-2012 1.9856333 3659.303417
S_Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.1093450 2090.9741108 3.6039087 1982-1999 –> 2000-2012 1.9199310 3582.299672
S_Atlantic (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate_star 0.7347105 407.3948693 2.9881534 2000-2012 –> 2013-2019 1.8696116 2527.435139
S_Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 0.8113742 442.7288701 4.5032498 2000-2012 –> 2013-2019 1.9936529 2618.554233
S_Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.7337992 408.9530589 3.0491730 2000-2012 –> 2013-2019 1.8659189 2527.646309
S_Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.8232213 449.8893746 4.3493477 2000-2012 –> 2013-2019 2.1252655 2759.329470
S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.8099477 444.1024621 4.5061105 2000-2012 –> 2013-2019 1.9657940 2591.086568
S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.8084839 443.4584678 3.8931014 2000-2012 –> 2013-2019 2.1032667 2745.270456
S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.8073724 442.9686961 3.8151328 2000-2012 –> 2013-2019 2.1036832 2746.389367
S_Atlantic (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.8076852 443.1066046 3.8362659 2000-2012 –> 2013-2019 2.1046986 2747.266433
S_Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 0.8455746 457.4270908 4.8137707 2000-2012 –> 2013-2019 2.0131207 2616.148532
S_Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.7328702 408.5020816 2.8761313 2000-2012 –> 2013-2019 1.8422152 2499.476192
S_Atlantic (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1.1356876 2977.5670737 2.7515471 1982-1999 –> 2000-2012 2.2063193 5615.939978
S_Atlantic (27.5,27.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1.2973333 3232.8003293 4.3562625 1982-1999 –> 2000-2012 2.2962370 5748.708720
S_Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.1335854 2976.0135436 2.7913355 1982-1999 –> 2000-2012 2.1541274 5531.768597
S_Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.2847235 3216.0665991 4.3557620 1982-1999 –> 2000-2012 2.2693596 5708.568825
S_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.2331296 3137.4511642 3.7271888 1982-1999 –> 2000-2012 2.2027560 5602.825411
S_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.2897204 3223.5120919 4.3568632 1982-1999 –> 2000-2012 2.2902818 5744.348712
S_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.2945031 3230.6115446 4.3742424 1982-1999 –> 2000-2012 2.3083968 5774.824367
S_Atlantic (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate 1.2597812 3176.4633665 4.0423230 1982-1999 –> 2000-2012 2.2294187 5639.857702
S_Atlantic (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.1356739 2979.5440188 2.7563503 1982-1999 –> 2000-2012 2.0967715 5429.315819
S_Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.2917488 3226.5262847 4.3970025 1982-1999 –> 2000-2012 2.2874650 5738.790275
S_Atlantic (27.5,27.75] cstar_tref ~ aou + nitrate + silicate + phosphate_star 0.9613955 825.9458132 5.4217145 2000-2012 –> 2013-2019 2.0970831 3803.512887
S_Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.9166454 799.8233408 4.8249248 2000-2012 –> 2013-2019 2.0502308 3775.836884
S_Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.8096475 726.5915125 4.1736743 2000-2012 –> 2013-2019 2.0943710 3942.658112
S_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.7660136 693.9060783 3.5377626 2000-2012 –> 2013-2019 1.9991432 3831.357243
S_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.7900818 712.1586793 4.0352990 2000-2012 –> 2013-2019 2.0798022 3935.670771
S_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.7855925 708.7966464 4.0767714 2000-2012 –> 2013-2019 2.0800956 3939.408191
S_Atlantic (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.7926343 714.0617070 4.0822199 2000-2012 –> 2013-2019 2.0910273 3950.428042
S_Atlantic (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.7626577 691.3156485 4.0960779 2000-2012 –> 2013-2019 1.8983317 3670.859667
S_Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.7939608 715.0482177 4.4814555 2000-2012 –> 2013-2019 2.0857096 3941.574502
S_Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + phosphate_star 0.8088810 724.0327228 4.3920549 2000-2012 –> 2013-2019 2.1115253 3964.668769
S_Atlantic (27.75,27.85] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1.0293370 1370.0865496 3.1322227 1982-1999 –> 2000-2012 1.7291479 1983.174836
S_Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.9942923 1339.5951464 3.2221207 1982-1999 –> 2000-2012 1.6932318 1953.978198
S_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.0517538 1392.2949830 2.8789580 1982-1999 –> 2000-2012 1.8360594 2071.900770
S_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.0327676 1375.2074885 3.1890066 1982-1999 –> 2000-2012 1.7607796 2012.656963
S_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.0592508 1398.9573573 3.1141709 1982-1999 –> 2000-2012 1.8039199 2049.211089
S_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.0657541 1404.6986612 3.2539208 1982-1999 –> 2000-2012 1.8063448 2051.844027
S_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.0667750 1405.5967647 3.1468144 1982-1999 –> 2000-2012 1.8125670 2056.703327
S_Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.0674463 1406.1867968 2.8187876 1982-1999 –> 2000-2012 1.6541979 1921.541053
S_Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate 1.0780630 1413.4699660 3.0790171 1982-1999 –> 2000-2012 1.8071279 2049.737444
S_Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.8972779 1243.2948165 3.1257372 1982-1999 –> 2000-2012 1.5182420 1790.725216
S_Atlantic (27.75,27.85] cstar_tref ~ aou + silicate + phosphate + phosphate_star 0.4859647 157.0424077 2.2118836 2000-2012 –> 2013-2019 1.5153017 1527.128957
S_Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.4819958 157.3366645 2.1930243 2000-2012 –> 2013-2019 1.4762880 1496.931811
S_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.4797969 156.3856181 2.2255983 2000-2012 –> 2013-2019 1.5315508 1548.680601
S_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.4796771 156.3336713 2.2162997 2000-2012 –> 2013-2019 1.5124447 1531.541160
S_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.4795543 156.2804103 2.2153752 2000-2012 –> 2013-2019 1.5388051 1555.237768
S_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.4757216 154.6113414 2.2246205 2000-2012 –> 2013-2019 1.5414757 1559.310003
S_Atlantic (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.4787984 155.9522886 2.2292698 2000-2012 –> 2013-2019 1.5455734 1561.549053
S_Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate 0.4857864 156.9660523 2.2401514 2000-2012 –> 2013-2019 1.5603278 1567.366955
S_Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.4854160 158.8074146 2.2345420 2000-2012 –> 2013-2019 1.5528623 1564.994211
S_Atlantic (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.4854062 158.8032078 2.2382274 2000-2012 –> 2013-2019 1.3826840 1402.098024
S_Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.2758973 1726.4658649 6.3539303 1982-1999 –> 2000-2012 2.0724763 2603.118815
S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.3831661 1809.6130995 5.2965855 1982-1999 –> 2000-2012 2.1837561 2689.902416
S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.1518183 1621.0887946 4.4073666 1982-1999 –> 2000-2012 1.7889799 2336.070319
S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.3743701 1803.0420792 7.0638971 1982-1999 –> 2000-2012 2.2194196 2722.460907
S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.3625278 1794.1286210 7.2342108 1982-1999 –> 2000-2012 2.1952993 2702.950986
S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.3550603 1788.4680366 6.4524637 1982-1999 –> 2000-2012 2.1965432 2704.824632
S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.3624517 1794.0710369 7.1849306 1982-1999 –> 2000-2012 2.1910535 2699.259276
S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 1.3625513 1792.1463723 7.2187137 1982-1999 –> 2000-2012 2.2352429 2732.868575
S_Atlantic (27.85,27.95] cstar_tref ~ temp + aou + phosphate + phosphate_star 1.1582385 1624.8140383 4.6708604 1982-1999 –> 2000-2012 2.0148206 2552.046614
S_Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.0371466 1513.0742181 4.7001792 1982-1999 –> 2000-2012 1.8893042 2438.557451
S_Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.6914729 228.2014840 1.6806711 2000-2012 –> 2013-2019 2.0512855 2020.275439
S_Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.6598612 218.6554003 1.6323119 2000-2012 –> 2013-2019 1.9357585 1945.121265
S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.6727922 222.6144435 1.7116497 2000-2012 –> 2013-2019 2.0559583 2032.227543
S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.7941506 256.4451078 3.5107776 2000-2012 –> 2013-2019 1.9459690 1877.533902
S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.6775720 224.0585973 1.7118992 2000-2012 –> 2013-2019 2.0400998 2018.187218
S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.6774194 224.0126473 1.7159831 2000-2012 –> 2013-2019 2.0324797 2012.480684
S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.6777033 224.0981271 1.7066455 2000-2012 –> 2013-2019 2.0401549 2018.169164
S_Atlantic (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate_star 0.6777354 222.1077876 1.7017676 2000-2012 –> 2013-2019 2.0402867 2014.254160
S_Atlantic (27.85,27.95] cstar_tref ~ temp + aou + phosphate + phosphate_star 0.7978227 255.3862100 3.2990622 2000-2012 –> 2013-2019 1.9560612 1880.200248
S_Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.6989838 230.4054141 2.5823275 2000-2012 –> 2013-2019 1.7361305 1743.479632
S_Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.2602884 2502.6209621 5.1797335 1982-1999 –> 2000-2012 1.9931642 3525.046070
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.4778957 2742.8131763 7.8668132 1982-1999 –> 2000-2012 2.0800019 3586.384650
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.2689159 2512.9089681 5.2180016 1982-1999 –> 2000-2012 2.0542432 3598.237213
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.1729060 2394.2618683 4.2468449 1982-1999 –> 2000-2012 1.5570827 2828.942023
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate 1.3941495 2652.8444203 5.2935369 1982-1999 –> 2000-2012 2.1811280 3738.083989
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.3016799 2551.3520134 5.2994538 1982-1999 –> 2000-2012 2.0820887 3630.963076
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.2908608 2538.7657039 5.2766767 1982-1999 –> 2000-2012 2.0751567 3622.898053
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.2944931 2543.0030584 5.2558015 1982-1999 –> 2000-2012 2.0918231 3642.134291
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.2890182 2536.6116142 5.2842709 1982-1999 –> 2000-2012 2.0684638 3615.098808
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 1.3006396 2548.1463881 5.1468060 1982-1999 –> 2000-2012 2.1221877 3672.506445
S_Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.6400075 227.9858806 2.1398803 2000-2012 –> 2013-2019 1.9002959 2730.606843
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.5974548 212.8496176 1.5152789 2000-2012 –> 2013-2019 2.0753505 2955.662794
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.6970677 246.7744662 2.0384017 2000-2012 –> 2013-2019 1.9659836 2759.683434
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.3464328 92.9518780 1.2361091 2000-2012 –> 2013-2019 1.5193389 2487.213746
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.6872596 243.6569667 2.2794142 2000-2012 –> 2013-2019 1.9889394 2795.008980
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.6958037 246.3751758 2.2087814 2000-2012 –> 2013-2019 1.9866645 2785.140880
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.7024862 248.4779922 2.2635509 2000-2012 –> 2013-2019 1.9969793 2791.481051
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.6905805 244.7174918 2.1703047 2000-2012 –> 2013-2019 1.9795987 2781.329106
S_Atlantic (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate_star 0.7575676 263.0851271 2.7015255 2000-2012 –> 2013-2019 2.0582072 2811.231515
S_Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 0.3512820 96.0099896 1.2131009 2000-2012 –> 2013-2019 2.0711169 3067.449524
S_Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.9012069 1186.9069745 3.1054722 1982-1999 –> 2000-2012 1.4161311 1646.476714
S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.9986430 1278.4818939 4.4313997 1982-1999 –> 2000-2012 1.4781064 1695.953932
S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.9266590 1211.7499043 3.2475805 1982-1999 –> 2000-2012 1.4918675 1726.292877
S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.6633302 913.5428840 2.0554492 1982-1999 –> 2000-2012 0.9519947 1031.647451
S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.9306281 1215.5623424 3.2219573 1982-1999 –> 2000-2012 1.4634528 1695.294038
S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.9297983 1214.7666748 3.2303419 1982-1999 –> 2000-2012 1.4704429 1703.094409
S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate 0.9733483 1253.5973046 2.9172763 1982-1999 –> 2000-2012 1.5530910 1781.120265
S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.9363764 1221.0550734 3.2281794 1982-1999 –> 2000-2012 1.4911609 1724.615309
S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate 0.9712595 1251.6810202 2.8802753 1982-1999 –> 2000-2012 1.5239452 1751.004913
S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.9271077 1212.1816647 3.2278489 1982-1999 –> 2000-2012 1.4628599 1695.146116
S_Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.4816273 162.6844375 1.6843345 2000-2012 –> 2013-2019 1.3828342 1349.591412
S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.5038316 172.4198531 1.6067901 2000-2012 –> 2013-2019 1.5024745 1450.901747
S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.5537472 192.8245644 1.7370133 2000-2012 –> 2013-2019 1.4804062 1404.574469
S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.2765456 42.8487516 1.4308526 2000-2012 –> 2013-2019 0.9398758 956.391636
S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate 0.5858239 202.9877411 1.4850952 2000-2012 –> 2013-2019 1.5175387 1417.591062
S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.5100344 175.0628874 1.7735140 2000-2012 –> 2013-2019 1.4406625 1390.625230
S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.5291806 183.0228036 1.7931381 2000-2012 –> 2013-2019 1.4589789 1397.789478
S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.5322614 184.2766727 1.8081532 2000-2012 –> 2013-2019 1.4686377 1405.331746
S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.5267933 182.0461679 1.7784919 2000-2012 –> 2013-2019 1.4539010 1394.227833
S_Atlantic (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate_star 0.5451135 187.4302754 1.9868935 2000-2012 –> 2013-2019 1.5154047 1438.221619
S_Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.6665219 1432.5587219 2.6579101 1982-1999 –> 2000-2012 1.0661668 1733.565332
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.7466920 1591.5704512 4.0805484 1982-1999 –> 2000-2012 1.1502852 1898.200325
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.6843272 1469.4671897 2.6849563 1982-1999 –> 2000-2012 1.1227630 1823.462131
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.5325821 1118.4883344 2.4678756 1982-1999 –> 2000-2012 0.8465691 1281.514333
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.6829625 1466.6724855 2.6779463 1982-1999 –> 2000-2012 1.0939161 1783.640016
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.6836537 1468.0886289 2.6714552 1982-1999 –> 2000-2012 1.1002915 1792.913725
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate 0.7202276 1539.0507030 2.8382078 1982-1999 –> 2000-2012 1.2484704 1997.633568
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.6856369 1472.1439594 2.7204941 1982-1999 –> 2000-2012 1.1116054 1809.637854
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate 0.7251776 1548.6397430 2.7605279 1982-1999 –> 2000-2012 1.2281753 1979.211493
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.6819070 1464.5071853 2.6759754 1982-1999 –> 2000-2012 1.0956185 1785.300616
S_Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.3179548 96.4739456 1.3507103 2000-2012 –> 2013-2019 0.9844767 1529.032667
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.3376206 114.5980327 1.3307919 2000-2012 –> 2013-2019 1.0843126 1706.168484
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.3541370 129.0218542 1.4552633 2000-2012 –> 2013-2019 1.0384642 1598.489044
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.1624096 -106.4058638 0.6749301 2000-2012 –> 2013-2019 0.6949917 1012.082471
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate 0.3915286 157.3350075 1.1093266 2000-2012 –> 2013-2019 1.0793422 1631.916705
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.3355076 112.7020037 1.4355868 2000-2012 –> 2013-2019 1.0184701 1579.374489
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.3439722 120.2267128 1.4479550 2000-2012 –> 2013-2019 1.0276259 1588.315342
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.3464441 122.3892349 1.4709416 2000-2012 –> 2013-2019 1.0320810 1594.533194
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate 0.3642825 135.5521327 1.1162604 2000-2012 –> 2013-2019 1.0894601 1684.191876
S_Atlantic (28.1,28.15] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.3414349 117.9907926 1.4314234 2000-2012 –> 2013-2019 1.0233419 1582.497978
S_Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.4279705 852.2490489 1.6386788 1982-1999 –> 2000-2012 0.7711353 1142.969244
S_Atlantic (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.3795617 675.7944903 1.4952248 1982-1999 –> 2000-2012 0.6665160 824.835402
S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.4426180 901.7187617 1.5250857 1982-1999 –> 2000-2012 0.7409869 1081.653724
S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.3879861 708.0644853 1.5652955 1982-1999 –> 2000-2012 0.6919106 902.610842
S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.3543951 574.9456824 1.3151841 1982-1999 –> 2000-2012 0.6314786 696.263391
S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.3877521 707.1776332 1.5579393 1982-1999 –> 2000-2012 0.6778440 864.831484
S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.3882773 709.1676240 1.5643660 1982-1999 –> 2000-2012 0.6809756 873.905400
S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.3879786 708.0359828 1.5679722 1982-1999 –> 2000-2012 0.6832403 879.679981
S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate 0.4175227 813.9176188 1.6046271 1982-1999 –> 2000-2012 0.8195585 1228.035290
S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.3871810 705.0112197 1.5535029 1982-1999 –> 2000-2012 0.6783373 865.565542
S_Atlantic (28.15,28.2] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 0.2862451 62.3931673 1.6046301 2000-2012 –> 2013-2019 0.6658068 738.187658
S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.3158536 90.7411010 1.6383620 2000-2012 –> 2013-2019 0.7038397 798.805586
S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.1605550 -104.1318168 0.7418763 2000-2012 –> 2013-2019 0.5149502 470.813866
S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate 0.3346606 105.3983971 1.2339869 2000-2012 –> 2013-2019 0.7311305 843.260098
S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate 0.3007531 76.6321607 1.6822343 2000-2012 –> 2013-2019 0.6885051 783.809794
S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 0.3070853 82.6328974 1.6787582 2000-2012 –> 2013-2019 0.6953626 791.800521
S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate 0.3216661 93.9928074 1.3987845 2000-2012 –> 2013-2019 0.7351428 893.596042
S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.3099097 85.2696535 1.7087425 2000-2012 –> 2013-2019 0.6978882 793.305636
S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate 0.3170157 89.7987960 1.3483761 2000-2012 –> 2013-2019 0.7345385 903.716415
S_Atlantic (28.15,28.2] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 0.3050650 80.7319510 1.6610771 2000-2012 –> 2013-2019 0.6922461 785.743171
S_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate 0.6727388 10626.0137378 4.4591584 1982-1999 –> 2000-2012 1.1687394 13499.878227
S_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.6688849 10568.3686402 4.2077009 1982-1999 –> 2000-2012 1.1648785 13444.175857
S_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 0.6465806 10216.2710137 4.3148632 1982-1999 –> 2000-2012 1.1424908 13091.408156
S_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.6451979 10196.0470330 4.4722837 1982-1999 –> 2000-2012 1.1406775 13069.716936
S_Atlantic (28.2, Inf] cstar_tref ~ sal + nitrate + silicate + phosphate_star 0.6965135 10988.5821456 5.1584632 1982-1999 –> 2000-2012 1.2168201 14055.331828
S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 0.6722041 10619.7590170 4.5855075 1982-1999 –> 2000-2012 1.1545035 13383.855423
S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.6612850 10451.7320200 4.5286875 1982-1999 –> 2000-2012 1.1369416 13162.490935
S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.6465583 10217.9140111 4.2884831 1982-1999 –> 2000-2012 1.1263465 12963.180257
S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.6721860 10621.4804794 4.3197734 1982-1999 –> 2000-2012 1.1924916 13690.222522
S_Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.6602979 10436.2232694 4.6527961 1982-1999 –> 2000-2012 1.2388958 13928.669246
S_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 0.4162095 815.7951716 2.3266079 2000-2012 –> 2013-2019 1.0850944 11384.163812
S_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 0.4097356 792.5625413 1.8733726 2000-2012 –> 2013-2019 1.0563162 11008.833555
S_Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 0.4072871 785.6798449 2.0271177 2000-2012 –> 2013-2019 1.0524851 10981.726878
S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 0.4218791 835.8468095 2.3289327 2000-2012 –> 2013-2019 1.0940832 11455.605827
S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 0.4123673 804.0507651 2.1316027 2000-2012 –> 2013-2019 1.0736523 11255.782785
S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 0.4056384 779.6683984 2.0648554 2000-2012 –> 2013-2019 1.0521967 10997.582410
S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 0.4167793 819.8226516 2.0004322 2000-2012 –> 2013-2019 1.0944750 11526.054519
S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + phosphate_star 0.4158866 814.6450479 2.0950348 2000-2012 –> 2013-2019 1.0881309 11435.025202
S_Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 0.4158497 816.5134363 2.1015892 2000-2012 –> 2013-2019 1.0880357 11437.993916
S_Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 0.4265162 854.0473470 1.7733468 2000-2012 –> 2013-2019 1.0868141 11290.270616
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 3.8824787 3411.1046816 14.5834419 1982-1999 –> 2000-2012 7.0468938 4720.841690
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3.9983202 3447.0909352 15.3748474 1982-1999 –> 2000-2012 7.1440416 4753.841749
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate 3.9150982 3419.3454172 15.5047604 1982-1999 –> 2000-2012 7.0923192 4729.117932
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.9009888 3416.9263723 15.2166890 1982-1999 –> 2000-2012 7.0663528 4726.814492
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.9004981 3416.7723884 15.2264228 1982-1999 –> 2000-2012 7.0680467 4727.008228
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate 3.9840313 3440.7088595 16.9145551 1982-1999 –> 2000-2012 7.1728114 4752.311652
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3.9140807 3421.0272695 15.5715567 1982-1999 –> 2000-2012 7.1014448 4734.406214
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate 4.0026914 3446.4283684 17.0572939 1982-1999 –> 2000-2012 7.1680599 4754.317202
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.9000853 3416.6428485 15.2371899 1982-1999 –> 2000-2012 7.0653127 4726.509218
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate_star 3.9409642 3427.4054620 15.8666170 1982-1999 –> 2000-2012 7.1344371 4739.749434
S_Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4.0347251 920.0683007 11.9450401 2000-2012 –> 2013-2019 7.9967388 4355.993995
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 3.9742060 915.2018505 11.9962807 2000-2012 –> 2013-2019 7.8566847 4326.306532
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate 3.9816733 913.8063045 12.1531528 2000-2012 –> 2013-2019 7.8967715 4333.151722
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate 3.9814455 915.7878822 12.1077624 2000-2012 –> 2013-2019 7.8824344 4332.714254
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3.9815533 915.7965950 12.1197929 2000-2012 –> 2013-2019 7.8820514 4332.568983
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate 3.9892970 914.4222497 11.9804513 2000-2012 –> 2013-2019 7.9733283 4355.131109
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3.9860985 916.1639697 11.9112501 2000-2012 –> 2013-2019 7.9001791 4337.191239
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate 3.9884465 914.3535886 12.0474516 2000-2012 –> 2013-2019 7.9911379 4360.781957
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3.9820290 915.8350666 12.1025536 2000-2012 –> 2013-2019 7.8821143 4332.477915
S_Pacific (-Inf,26] cstar_tref ~ sal + temp + silicate + phosphate_star 3.9875756 914.2832694 11.7437343 2000-2012 –> 2013-2019 7.9285397 4341.688731
S_Pacific (26,26.5] cstar_tref ~ sal + aou + nitrate + silicate 3.1140728 4176.4380909 11.8722853 1982-1999 –> 2000-2012 5.2518462 5325.721237
S_Pacific (26,26.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3.1130134 4177.8834377 11.8714031 1982-1999 –> 2000-2012 5.2491177 5328.758869
S_Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate 2.9979797 4114.5097719 16.6028216 1982-1999 –> 2000-2012 5.1836301 5275.354497
S_Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.5098242 3826.8165339 11.9800068 1982-1999 –> 2000-2012 4.6925478 4988.961784
S_Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.7439349 3972.1803791 16.4962560 1982-1999 –> 2000-2012 4.8785867 5122.700731
S_Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 3.0297626 4131.6991739 12.3618078 1982-1999 –> 2000-2012 5.2890118 5309.832064
S_Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3.0203482 4128.6263700 12.9389651 1982-1999 –> 2000-2012 5.1522900 5278.483617
S_Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 2.5184223 3830.3909855 12.4756154 1982-1999 –> 2000-2012 5.1439940 5086.962802
S_Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate 2.7584229 3978.7641682 17.1992697 1982-1999 –> 2000-2012 5.3425221 5227.024864
S_Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.4897933 3813.7553332 13.1499664 1982-1999 –> 2000-2012 5.0540379 5059.989808
S_Pacific (26,26.5] cstar_tref ~ sal + aou + nitrate + silicate 2.4665036 1066.0700232 7.3185228 2000-2012 –> 2013-2019 5.5805764 5242.508114
S_Pacific (26,26.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.4093144 1057.4194730 6.9553120 2000-2012 –> 2013-2019 5.5223278 5235.302911
S_Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.0853598 991.8614857 8.2407706 2000-2012 –> 2013-2019 4.5951840 4818.678020
S_Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.3042296 1037.1729474 7.3867197 2000-2012 –> 2013-2019 5.0481645 5009.353326
S_Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + phosphate_star 2.4814586 1068.8144123 8.0828516 2000-2012 –> 2013-2019 5.5112212 5200.513586
S_Pacific (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.3997912 1055.6214103 7.3902377 2000-2012 –> 2013-2019 5.4201395 5184.247780
S_Pacific (26,26.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.4174179 1058.9438917 8.3121734 2000-2012 –> 2013-2019 5.5805746 5262.873565
S_Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + phosphate_star 2.1017005 993.4051396 8.3363332 2000-2012 –> 2013-2019 4.6201228 4823.796125
S_Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate 2.4080636 1055.1836994 7.2432738 2000-2012 –> 2013-2019 5.1664865 5033.947868
S_Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.0273677 979.0572694 7.8286885 2000-2012 –> 2013-2019 4.5171611 4792.812603
S_Pacific (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.5823220 3224.5029302 7.6388493 1982-1999 –> 2000-2012 3.8633225 3868.470157
S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.9425086 2838.4378186 8.0046980 1982-1999 –> 2000-2012 3.0199878 3417.004557
S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.4377107 3146.3571395 7.8940379 1982-1999 –> 2000-2012 3.7546084 3800.771286
S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.6420994 3255.5347446 6.4033260 1982-1999 –> 2000-2012 3.8855310 3888.250265
S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.3595856 3102.1876806 8.8082761 1982-1999 –> 2000-2012 3.8744504 3809.539744
S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.6417567 3255.3588659 6.3939056 1982-1999 –> 2000-2012 3.8864525 3888.458495
S_Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 2.0154544 2886.4260478 8.3863953 1982-1999 –> 2000-2012 3.1172936 3471.443532
S_Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate 2.4544995 3153.6640605 7.8257602 1982-1999 –> 2000-2012 3.7844028 3809.792989
S_Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.0032522 2880.1914598 8.9169313 1982-1999 –> 2000-2012 3.0831034 3459.589395
S_Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.6302777 3249.4539205 6.0857171 1982-1999 –> 2000-2012 3.8517086 3875.421381
S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.9423414 826.3047550 5.0739559 2000-2012 –> 2013-2019 3.8848500 3664.742574
S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.0569885 848.6708038 6.3154998 2000-2012 –> 2013-2019 4.7050782 4107.276492
S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.0594141 849.1304176 6.2661375 2000-2012 –> 2013-2019 4.7015134 4104.665162
S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + phosphate_star 2.2551111 882.5337253 5.2927235 2000-2012 –> 2013-2019 4.6786659 4018.993590
S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.1907509 873.2413219 5.6194997 2000-2012 –> 2013-2019 4.5503365 3975.429003
S_Pacific (26.5,26.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.0597075 849.1859888 6.2600190 2000-2012 –> 2013-2019 4.7014642 4104.544855
S_Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.9423432 824.3051047 5.0691593 2000-2012 –> 2013-2019 3.9577976 3710.731153
S_Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.8433095 805.8954461 5.1596075 2000-2012 –> 2013-2019 3.8465618 3686.086906
S_Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + phosphate_star 2.2552037 880.5497469 5.2628610 2000-2012 –> 2013-2019 4.6814256 4016.501017
S_Pacific (26.5,26.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 2.1923045 871.5178057 5.7281475 2000-2012 –> 2013-2019 4.5547821 3973.366415
S_Pacific (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate 2.5883093 4415.3548789 6.8809426 1982-1999 –> 2000-2012 4.3197405 5466.399152
S_Pacific (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.5873514 4416.6671210 6.8221734 1982-1999 –> 2000-2012 4.3167030 5469.076846
S_Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2.6321704 4448.5764877 6.6448247 1982-1999 –> 2000-2012 4.2548059 5467.355295
S_Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.5851882 4415.1130435 11.2635398 1982-1999 –> 2000-2012 3.9462966 5341.094643
S_Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.5430808 4384.6008503 6.5561557 1982-1999 –> 2000-2012 4.2420633 5427.656022
S_Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.6433925 4456.4811170 6.4776244 1982-1999 –> 2000-2012 4.2504257 5470.158429
S_Pacific (26.75,27] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.6468024 4458.8763330 6.4056203 1982-1999 –> 2000-2012 4.2505756 5471.481475
S_Pacific (26.75,27] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.6477691 4459.5547649 6.3928697 1982-1999 –> 2000-2012 4.2500542 5471.669771
S_Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate_star 2.6778738 4478.5607307 11.2458689 1982-1999 –> 2000-2012 4.3434107 5509.118198
S_Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.5188515 4366.8138822 6.7333199 1982-1999 –> 2000-2012 3.9866998 5332.658555
S_Pacific (26.75,27] cstar_tref ~ aou + nitrate + silicate + phosphate_star 2.2341486 1465.7103958 6.2406852 2000-2012 –> 2013-2019 4.8472084 5898.747816
S_Pacific (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate 2.2232915 1462.5244409 6.1967551 2000-2012 –> 2013-2019 4.8116008 5877.879320
S_Pacific (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.1980521 1457.0576018 6.0366154 2000-2012 –> 2013-2019 4.7854035 5873.724723
S_Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.9995328 1395.1512757 5.3955917 2000-2012 –> 2013-2019 4.5847210 5810.264319
S_Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.2231686 1464.4882844 6.2048548 2000-2012 –> 2013-2019 4.7662493 5849.089135
S_Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + phosphate_star 2.0096425 1396.4495897 5.4352213 2000-2012 –> 2013-2019 4.8735330 5999.789702
S_Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.0084839 1398.0724126 5.4711449 2000-2012 –> 2013-2019 4.7012812 5888.958848
S_Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + phosphate_star 2.1323587 1435.2133998 6.1358483 2000-2012 –> 2013-2019 4.8102325 5913.774130
S_Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.1323191 1437.2012488 6.1368902 2000-2012 –> 2013-2019 4.6511706 5804.015131
S_Pacific (26.75,27] cstar_tref ~ temp + nitrate + silicate + phosphate_star 2.1324583 1435.2439473 6.1383479 2000-2012 –> 2013-2019 4.8394304 5933.885212
S_Pacific (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate_star 2.3766054 6335.8051466 7.6277158 1982-1999 –> 2000-2012 4.4640940 7683.843322
S_Pacific (27,27.25] cstar_tref ~ nitrate + silicate + phosphate_star 2.3870226 6345.9114773 7.1483060 1982-1999 –> 2000-2012 4.5316600 7708.695076
S_Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.3478996 6304.1684291 7.5268299 1982-1999 –> 2000-2012 4.4345728 7653.964342
S_Pacific (27,27.25] cstar_tref ~ sal + nitrate + silicate + phosphate_star 2.3502276 6304.9115255 7.0320489 1982-1999 –> 2000-2012 4.4929558 7669.142948
S_Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.3747096 6335.5963179 6.1723372 1982-1999 –> 2000-2012 3.7986795 7448.476382
S_Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + phosphate_star 2.3951583 6357.3296469 6.3937443 1982-1999 –> 2000-2012 4.5634678 7728.919178
S_Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.3280385 6280.6539654 8.3155193 1982-1999 –> 2000-2012 3.9249053 7464.582801
S_Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + phosphate_star 2.4400675 6408.7489769 6.4580667 1982-1999 –> 2000-2012 3.8810841 7527.007175
S_Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.3505201 6307.2560836 7.9584350 1982-1999 –> 2000-2012 3.2548142 7138.625542
S_Pacific (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate_star 2.3524799 6307.5629788 8.2197180 1982-1999 –> 2000-2012 3.9509334 7490.107541
S_Pacific (27,27.25] cstar_tref ~ aou + nitrate + silicate + phosphate_star 2.0783710 2325.9627093 6.9037820 2000-2012 –> 2013-2019 4.4549764 8661.767856
S_Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + phosphate_star 2.6414781 2583.9382373 7.7758245 2000-2012 –> 2013-2019 5.0314063 8935.216995
S_Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate 2.5634534 2551.6762027 7.2553068 2000-2012 –> 2013-2019 4.9583161 8908.664117
S_Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.0781167 2327.8310428 6.8859325 2000-2012 –> 2013-2019 4.4260164 8631.999472
S_Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.6414194 2585.9143322 7.7472344 2000-2012 –> 2013-2019 5.0161290 8921.510650
S_Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.3137965 2443.4231630 7.7855022 2000-2012 –> 2013-2019 4.6955637 8787.233694
S_Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.3743520 2471.2214786 5.1664248 2000-2012 –> 2013-2019 4.7023904 8751.875444
S_Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 2.3886627 2475.6872908 7.7758801 2000-2012 –> 2013-2019 4.8571428 8916.481203
S_Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.0217361 2298.2351804 6.0796410 2000-2012 –> 2013-2019 4.3722563 8605.491264
S_Pacific (27,27.25] cstar_tref ~ temp + nitrate + silicate + phosphate_star 2.3751382 2469.5777194 5.2236140 2000-2012 –> 2013-2019 4.7276181 8777.140698
S_Pacific (27.25,27.5] cstar_tref ~ aou + nitrate + silicate + phosphate_star 2.1501696 8776.1548464 9.8354299 1982-1999 –> 2000-2012 3.8462255 10614.669731
S_Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.0153399 8518.3424052 11.0950074 1982-1999 –> 2000-2012 3.7016287 10353.439971
S_Pacific (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate_star 2.0463196 8577.5453620 11.9013005 1982-1999 –> 2000-2012 3.8444903 10470.899834
S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.4630206 9323.1519550 6.7713409 1982-1999 –> 2000-2012 3.9020636 11009.527960
S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.9793388 8446.0259372 9.2728207 1982-1999 –> 2000-2012 3.7357165 10319.322133
S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 1.9868576 8459.2372016 9.1364670 1982-1999 –> 2000-2012 3.7583361 10338.563566
S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.9830496 8453.5403893 9.3143418 1982-1999 –> 2000-2012 3.7462704 10330.484091
S_Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 2.1128720 8705.9505710 8.9608651 1982-1999 –> 2000-2012 3.8695070 10577.384164
S_Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.0535569 8593.7096826 8.6737532 1982-1999 –> 2000-2012 3.5462962 10314.448911
S_Pacific (27.25,27.5] cstar_tref ~ temp + nitrate + silicate + phosphate_star 2.0591864 8602.6929474 8.6942906 1982-1999 –> 2000-2012 3.8309636 10482.177438
S_Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.2237413 3434.3558081 7.3682137 2000-2012 –> 2013-2019 4.2390812 11952.698213
S_Pacific (27.25,27.5] cstar_tref ~ sal + nitrate + silicate + phosphate_star 2.4808629 3601.0743437 8.2938535 2000-2012 –> 2013-2019 4.5271825 12178.619706
S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.0598708 3316.3191430 7.2945966 2000-2012 –> 2013-2019 4.0392096 11762.345080
S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.3236626 3502.1322477 7.6430273 2000-2012 –> 2013-2019 4.5790240 12471.914240
S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.4134347 3560.5837069 7.5749691 2000-2012 –> 2013-2019 4.3964842 12014.124096
S_Pacific (27.25,27.5] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.3047213 3489.5111957 7.4848932 2000-2012 –> 2013-2019 4.5525944 12445.950280
S_Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 2.4451403 3578.7092920 6.5124858 2000-2012 –> 2013-2019 4.5580123 12284.659863
S_Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.1708358 3397.2263151 7.2320773 2000-2012 –> 2013-2019 4.2243927 11990.935998
S_Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2.1096237 3353.1210070 7.1618595 2000-2012 –> 2013-2019 4.2903623 12187.912952
S_Pacific (27.25,27.5] cstar_tref ~ temp + silicate + phosphate + phosphate_star 2.3120641 3492.4161123 7.3011624 2000-2012 –> 2013-2019 4.6037504 12524.300806
S_Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 1.9078128 10059.7837564 10.4690142 1982-1999 –> 2000-2012 3.4864377 12146.078703
S_Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.9077703 10061.6754987 10.4819418 1982-1999 –> 2000-2012 3.4859324 12149.646088
S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2.0372452 10381.1931336 6.7284257 1982-1999 –> 2000-2012 3.6483466 12492.010555
S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.8374804 9879.0063078 9.8200529 1982-1999 –> 2000-2012 3.4138883 11965.746883
S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.9928148 10273.8959712 7.2070918 1982-1999 –> 2000-2012 3.6438774 12411.811489
S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.9888953 10264.3160321 7.2016925 1982-1999 –> 2000-2012 3.6394814 12401.912323
S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate 1.8945036 10025.7190588 8.7532798 1982-1999 –> 2000-2012 3.5409051 12158.507785
S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.8596281 9937.3070399 7.9161279 1982-1999 –> 2000-2012 3.5015378 12069.074210
S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.9864679 10258.3735735 7.1919234 1982-1999 –> 2000-2012 3.6370599 12395.973794
S_Pacific (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.9478046 10162.7311569 7.8617334 1982-1999 –> 2000-2012 3.5587112 12273.414812
S_Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 2.7422723 5017.9698076 8.5385106 2000-2012 –> 2013-2019 4.6500851 15077.753564
S_Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2.6598932 4957.0769577 9.0334417 2000-2012 –> 2013-2019 4.5676635 15018.752456
S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.5156134 4842.0806217 10.5153629 2000-2012 –> 2013-2019 4.3530938 14721.086929
S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate 2.7931169 5057.8513153 8.1006621 2000-2012 –> 2013-2019 4.7859316 15331.747287
S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2.7781363 5046.7622501 7.9339070 2000-2012 –> 2013-2019 4.7670316 15311.078282
S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate 2.5689427 4883.3367064 12.2081500 2000-2012 –> 2013-2019 4.4634463 14909.055765
S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2.4864057 4817.9995630 9.2935581 2000-2012 –> 2013-2019 4.3460338 14755.306603
S_Pacific (27.5,27.75] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2.7744135 5043.9972243 7.9554157 2000-2012 –> 2013-2019 4.7608814 15302.370798
S_Pacific (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2.6533162 4951.9719765 5.0592193 2000-2012 –> 2013-2019 4.6011208 15114.703133
S_Pacific (27.5,27.75] cstar_tref ~ temp + nitrate + silicate + phosphate_star 2.6779935 4969.0610830 5.2061779 2000-2012 –> 2013-2019 4.7597954 15453.531827
S_Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.7928552 3883.3090308 4.0583822 1982-1999 –> 2000-2012 2.5695607 4454.773955
S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.4579202 3483.7742946 4.6016716 1982-1999 –> 2000-2012 2.2252794 4049.452371
S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.7911018 3881.4186937 4.4241176 1982-1999 –> 2000-2012 2.5348999 4432.190133
S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate_star 1.8124235 3902.2818156 5.0680594 1982-1999 –> 2000-2012 2.5797866 4465.962325
S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.7943316 3884.8994132 4.0797963 1982-1999 –> 2000-2012 2.5607849 4450.012873
S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.7956155 3886.2812997 4.0956808 1982-1999 –> 2000-2012 2.5552143 4447.100724
S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + phosphate + phosphate_star 1.8122780 3902.1267784 5.0668581 1982-1999 –> 2000-2012 2.5785442 4465.123502
S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.7953048 3885.9469904 4.0928990 1982-1999 –> 2000-2012 2.5540204 4446.210274
S_Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.4604813 3485.1652018 4.7039988 1982-1999 –> 2000-2012 2.4113920 4151.357663
S_Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.4602156 3486.8137054 4.7190195 1982-1999 –> 2000-2012 2.3399277 4117.805560
S_Pacific (27.75,27.85] cstar_tref ~ aou + nitrate + phosphate_star 1.8966863 1751.9536178 5.4898322 2000-2012 –> 2013-2019 3.3785740 5263.230898
S_Pacific (27.75,27.85] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1.8957993 1753.5578887 5.5459838 2000-2012 –> 2013-2019 3.3771224 5266.098929
S_Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + phosphate_star 1.8578286 1736.4414969 5.4952848 2000-2012 –> 2013-2019 3.3388910 5248.642433
S_Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 2.0693758 1827.6729692 6.4717666 2000-2012 –> 2013-2019 3.8408179 5685.768134
S_Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.8398154 1730.1987868 5.1660632 2000-2012 –> 2013-2019 3.3173960 5239.852516
S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate 2.0627986 1824.9798206 7.4829095 2000-2012 –> 2013-2019 3.8664776 5717.917635
S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.8522460 1735.8955373 5.5521141 2000-2012 –> 2013-2019 3.3101662 5219.669832
S_Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 2.0000610 1800.8503265 7.1408714 2000-2012 –> 2013-2019 3.7704945 5659.845178
S_Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.8892846 1750.6457016 5.5559555 2000-2012 –> 2013-2019 3.3497659 5235.810903
S_Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.8874044 1751.8033774 5.6435732 2000-2012 –> 2013-2019 3.3476200 5238.617083
S_Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.6408006 4041.3144595 5.6654837 1982-1999 –> 2000-2012 2.2224852 4507.903996
S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.4620403 3798.6151691 7.3065935 1982-1999 –> 2000-2012 2.0729693 4290.515757
S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.6453992 4047.2029450 5.8772873 1982-1999 –> 2000-2012 2.2544765 4537.537221
S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.6377784 4037.4354546 5.6684330 1982-1999 –> 2000-2012 2.2156603 4500.640735
S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.6384353 4038.2791524 5.6468925 1982-1999 –> 2000-2012 2.2143426 4499.718274
S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.6841095 4096.1292414 5.6099139 1982-1999 –> 2000-2012 2.2510641 4549.483832
S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.6374260 4036.9827679 5.6534568 1982-1999 –> 2000-2012 2.2131661 4498.272004
S_Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.4849832 3829.3755104 8.0251731 1982-1999 –> 2000-2012 2.1911945 4394.061946
S_Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.4250380 3744.6802125 7.2239955 1982-1999 –> 2000-2012 2.0962950 4285.173272
S_Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.6495318 4052.4808042 5.9699565 1982-1999 –> 2000-2012 2.2685392 4551.159840
S_Pacific (27.85,27.95] cstar_tref ~ aou + nitrate + phosphate_star 1.6940893 1788.7206476 4.8681673 2000-2012 –> 2013-2019 3.2005040 5646.244313
S_Pacific (27.85,27.95] cstar_tref ~ aou + nitrate + silicate + phosphate_star 1.6024807 1739.9091454 5.3529369 2000-2012 –> 2013-2019 3.0437275 5506.385851
S_Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + phosphate_star 1.5617257 1716.3632034 5.1965849 2000-2012 –> 2013-2019 3.0363520 5531.013149
S_Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.5588097 1716.6549913 5.2691538 2000-2012 –> 2013-2019 2.9996536 5484.543523
S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 1.7281300 1808.9042994 6.5614486 2000-2012 –> 2013-2019 3.3411110 5812.239663
S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.5617256 1718.3631294 5.1955990 2000-2012 –> 2013-2019 3.0237659 5516.978298
S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.7279545 1810.8114431 6.5291031 2000-2012 –> 2013-2019 3.3403773 5815.418748
S_Pacific (27.85,27.95] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.7851097 1840.5544020 5.1528860 2000-2012 –> 2013-2019 3.4225357 5877.537170
S_Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + phosphate_star 1.6892858 1788.1253367 5.0766790 2000-2012 –> 2013-2019 3.1742689 5617.500847
S_Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.5988724 1739.8487763 5.5253769 2000-2012 –> 2013-2019 3.0239104 5484.528989
S_Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + phosphate_star 1.3759106 5316.5417046 3.6344579 1982-1999 –> 2000-2012 2.1762845 6149.177577
S_Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.3741410 5314.6139262 3.6074937 1982-1999 –> 2000-2012 2.1611220 6137.673693
S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.3351730 5226.8141756 3.8102195 1982-1999 –> 2000-2012 2.1383851 6063.878417
S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.3581160 5278.8129116 3.6154008 1982-1999 –> 2000-2012 2.1437689 6100.713995
S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 1.3731900 5310.5010241 3.6448188 1982-1999 –> 2000-2012 2.1762362 6145.423499
S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.3647623 5293.7122987 3.8034648 1982-1999 –> 2000-2012 2.1554226 6119.971693
S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.3713189 5308.3395774 3.6156056 1982-1999 –> 2000-2012 2.1612144 6133.935139
S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.3711909 5308.0546914 3.6166872 1982-1999 –> 2000-2012 2.1615096 6134.017676
S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.3707710 5307.1198900 3.6205935 1982-1999 –> 2000-2012 2.1614647 6133.408300
S_Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.3315073 5218.4235296 3.8224482 1982-1999 –> 2000-2012 2.1307982 6052.130505
S_Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.4411609 1926.8634009 6.2871746 2000-2012 –> 2013-2019 2.8153019 7241.477327
S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 1.4435818 1926.6626818 5.6203318 2000-2012 –> 2013-2019 2.8017070 7203.496202
S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.4318840 1919.9405375 5.8589910 2000-2012 –> 2013-2019 2.7670570 7146.754713
S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.4425084 1927.8652315 5.6059773 2000-2012 –> 2013-2019 2.8006244 7206.678143
S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.4304317 1918.8526668 5.1528666 2000-2012 –> 2013-2019 2.7951940 7212.564965
S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.4343637 1921.7953663 6.2289064 2000-2012 –> 2013-2019 2.8056826 7230.134944
S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.4274900 1916.6458165 6.1586051 2000-2012 –> 2013-2019 2.7986809 7224.700508
S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.4359175 1922.9560302 6.1621687 2000-2012 –> 2013-2019 2.8242136 7268.847992
S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + phosphate + phosphate_star 1.4534141 1933.9393596 5.8752140 2000-2012 –> 2013-2019 2.8259817 7243.056720
S_Pacific (27.95,28.05] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.4269880 1916.2688100 6.1504411 2000-2012 –> 2013-2019 2.7977590 7223.388700
S_Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.3426936 2779.7767061 3.0152785 1982-1999 –> 2000-2012 2.0959350 3243.462037
S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 1.3420306 2776.9795024 3.0892403 1982-1999 –> 2000-2012 2.0720942 3226.288192
S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.3389709 2775.2955095 3.0712261 1982-1999 –> 2000-2012 2.0618570 3222.691734
S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.3394592 2775.8840921 3.0530733 1982-1999 –> 2000-2012 2.0673665 3226.021396
S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.3440490 2781.4050875 3.0335636 1982-1999 –> 2000-2012 2.0886757 3240.535340
S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.3422225 2779.2103002 3.0272307 1982-1999 –> 2000-2012 2.0975356 3243.983268
S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.3421713 2779.1486921 3.0286335 1982-1999 –> 2000-2012 2.0981995 3244.296429
S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.3440922 2781.4570529 3.0210931 1982-1999 –> 2000-2012 2.1039260 3248.593100
S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.3421424 2779.1139589 3.0294734 1982-1999 –> 2000-2012 2.0982838 3244.320970
S_Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.3753054 2818.5095857 4.3369864 1982-1999 –> 2000-2012 2.0985510 3266.102678
S_Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.3660714 1045.6030407 5.8381496 2000-2012 –> 2013-2019 2.7087651 3825.379747
S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.3771015 1050.3959885 5.9322261 2000-2012 –> 2013-2019 2.7160723 3825.691498
S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.3676500 1046.2913388 5.6251247 2000-2012 –> 2013-2019 2.7071092 3822.175431
S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1.3902411 1056.0557602 6.2884207 2000-2012 –> 2013-2019 2.7342900 3837.460848
S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate 1.3721564 1046.2519419 4.8671847 2000-2012 –> 2013-2019 2.7188910 3828.878831
S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.3652518 1045.2453536 5.8169293 2000-2012 –> 2013-2019 2.7074743 3824.455654
S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.3651969 1045.2213912 5.8183489 2000-2012 –> 2013-2019 2.7073682 3824.370083
S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.3650501 1045.1572768 5.7180597 2000-2012 –> 2013-2019 2.7091423 3826.614330
S_Pacific (28.05,28.1] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.3651027 1045.1802554 5.8137163 2000-2012 –> 2013-2019 2.7072451 3824.294214
S_Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.3649515 1045.1142337 5.8173251 2000-2012 –> 2013-2019 2.7348145 3857.224145
S_Pacific (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1.5807017 28725.3993575 6.0245297 1982-1999 –> 2000-2012 2.5443802 34844.814609
S_Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate 1.5469762 28393.4722606 5.6669740 1982-1999 –> 2000-2012 2.4961989 34444.112895
S_Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.4833561 27753.0328209 5.9673524 1982-1999 –> 2000-2012 2.3857874 33582.339071
S_Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.4830395 27749.7671740 5.9640824 1982-1999 –> 2000-2012 2.3849586 33576.565229
S_Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.4829300 27748.6370970 5.9633974 1982-1999 –> 2000-2012 2.3844589 33573.523907
S_Pacific (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.4719761 27635.2164974 5.8861852 1982-1999 –> 2000-2012 2.3694585 33440.228419
S_Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.4829141 27748.4735216 5.9631175 1982-1999 –> 2000-2012 2.3844404 33573.347148
S_Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate_star 1.4880539 27799.4045028 5.9842892 1982-1999 –> 2000-2012 2.3896559 33622.649214
S_Pacific (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.4204617 27090.2439417 5.1762608 1982-1999 –> 2000-2012 2.3613878 33104.099094
S_Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.5111500 28037.0214033 5.9955095 1982-1999 –> 2000-2012 2.4504702 34043.330204
S_Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1.1763503 10615.4056291 5.8838309 2000-2012 –> 2013-2019 2.6597065 38368.438450
S_Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1.3803284 11687.4069897 5.3686504 2000-2012 –> 2013-2019 2.8808236 39616.183209
S_Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 1.2989158 11279.8603879 5.8220008 2000-2012 –> 2013-2019 2.8322159 39539.489223
S_Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate 1.1749761 10607.5693929 5.8807234 2000-2012 –> 2013-2019 2.6580156 38357.336567
S_Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1.1740976 10602.5549386 5.8791424 2000-2012 –> 2013-2019 2.6570276 38351.192036
S_Pacific (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1.1787708 10629.1855990 5.8761085 2000-2012 –> 2013-2019 2.6507469 38264.402096
S_Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1.1741503 10602.8557985 5.8792791 2000-2012 –> 2013-2019 2.6570644 38351.329320
S_Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate + phosphate_star 1.1799509 10633.8936024 5.8466812 2000-2012 –> 2013-2019 2.6680047 38433.298105
S_Pacific (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1.1449456 10433.9982634 5.0209470 2000-2012 –> 2013-2019 2.5654074 37524.242205
S_Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1.2858329 11211.9941289 5.9354347 2000-2012 –> 2013-2019 2.7969829 39249.015532

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 - 5).

6.1.1 All models

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

Version Author Date
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
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
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
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
Indian - 1982-1999 --> 2000-2012
(-Inf,26] 7 2 6 9 9 6 9
(26,26.5] 7 2 6 8 5 10 9
(26.5,26.75] 6 3 4 9 6 10 9
(26.75,27] 6 3 4 9 6 10 9
(27,27.25] 5 7 2 9 6 6 10
(27.25,27.5] 6 8 2 9 5 5 10
(27.5,27.75] 6 6 4 10 5 5 10
(27.75,27.85] 7 4 5 8 8 10 5
(27.85,27.95] 5 3 4 9 10 10 5
(27.95,28.05] 5 3 4 9 10 10 5
(28.05,28.1] 10 7 2 10 6 5 5
(28.1, Inf] 8 6 3 7 7 10 7
total 78.00 54.00 46.00 106.00 83.00 97.00 93.00
Indian - 2000-2012 --> 2013-2019
(-Inf,26] 7 2 6 8 5 10 9
(26,26.5] 7 2 6 8 5 10 9
(26.5,26.75] 6 3 5 9 6 10 8
(26.75,27] 6 3 4 9 6 10 9
(27,27.25] 9 10 0 8 6 5 6
(27.25,27.5] 8 10 0 9 6 5 6
(27.5,27.75] 6 7 3 10 4 4 10
(27.75,27.85] 8 2 7 7 6 10 7
(27.85,27.95] 7 4 4 8 9 9 7
(27.95,28.05] 5 3 4 9 10 10 5
(28.05,28.1] 9 8 2 10 6 5 5
(28.1, Inf] 6 4 4 5 10 10 8
total 84.00 58.00 45.00 100.00 79.00 98.00 89.00
N_Atlantic - 1982-1999 --> 2000-2012
(-Inf,26] 8 3 5 7 9 8 9
(26,26.5] 7 4 4 6 9 9 9
(26.5,26.75] 8 2 6 7 5 10 9
(26.75,27] 9 2 7 7 6 10 6
(27,27.25] 8 2 5 6 10 10 5
(27.25,27.5] 6 6 2 9 10 6 8
(27.5,27.75] 5 3 4 9 10 5 10
(27.75,27.85] 8 4 6 7 8 6 9
(27.85,27.95] 8 3 6 9 7 8 8
(27.95,28.05] 7 5 4 10 6 5 10
(28.05,28.1] 9 8 2 5 9 6 6
(28.1,28.15] 9 9 0 6 9 6 6
(28.15,28.2] 9 10 0 6 8 5 6
(28.2, Inf] 8 9 1 5 10 6 5
total 109.00 70.00 52.00 99.00 116.00 100.00 106.00
N_Atlantic - 2000-2012 --> 2013-2019
(26.75,27] 10 4 5 6 5 10 7
(27,27.25] 8 2 5 6 10 10 5
(27.25,27.5] 6 5 3 7 10 10 6
(27.5,27.75] 6 3 5 10 10 4 8
(27.75,27.85] 9 5 5 7 8 6 8
(27.85,27.95] 10 2 8 8 6 5 7
(27.95,28.05] 7 5 4 10 6 5 10
(28.05,28.1] 9 8 2 5 9 6 6
(28.1,28.15] 9 8 1 6 9 6 6
(28.15,28.2] 9 10 0 6 8 5 6
(28.2, Inf] 8 9 1 5 10 6 5
total 91.00 61.00 39.00 76.00 91.00 73.00 74.00
N_Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 10 6 3 5 5 7 10
(26,26.5] 8 1 7 8 4 10 8
(26.5,26.75] 8 1 7 8 4 10 8
(26.75,27] 8 1 7 8 4 10 8
(27,27.25] 7 2 6 8 10 7 7
(27.25,27.5] 7 5 4 7 10 6 9
(27.5,27.75] 6 2 5 9 9 10 6
(27.75,27.85] 6 4 4 9 8 10 7
(27.85,27.95] 7 4 5 8 8 10 6
(27.95,28.05] 8 1 7 8 4 10 8
(28.05,28.1] 6 3 6 8 6 10 8
(28.1, Inf] 7 4 5 8 8 10 6
total 88.00 34.00 66.00 94.00 80.00 110.00 91.00
N_Pacific - 2000-2012 --> 2013-2019
(-Inf,26] 10 7 3 6 4 6 8
(26,26.5] 8 2 6 7 5 10 9
(26.5,26.75] 8 1 7 8 4 10 8
(26.75,27] 6 2 6 8 7 10 8
(27,27.25] 6 3 5 8 10 9 6
(27.25,27.5] 6 6 3 6 10 7 9
(27.5,27.75] 6 2 5 9 9 10 6
(27.75,27.85] 6 5 3 10 7 10 6
(27.85,27.95] 7 4 5 9 8 9 7
(27.95,28.05] 8 1 7 8 4 10 8
(28.05,28.1] 6 3 6 8 6 10 8
(28.1, Inf] 7 3 5 8 9 10 5
total 84.00 39.00 61.00 95.00 83.00 111.00 88.00
S_Atlantic - 1982-1999 --> 2000-2012
(26,26.5] 8 1 7 8 4 10 8
(26.5,26.75] 8 1 7 8 4 10 8
(26.75,27] 9 3 6 6 5 10 8
(27,27.25] 9 7 2 5 6 10 6
(27.25,27.5] 9 7 2 5 6 10 6
(27.5,27.75] 10 5 4 7 5 10 6
(27.75,27.85] 8 3 6 7 6 10 8
(27.85,27.95] 7 2 6 8 8 8 9
(27.95,28.05] 7 3 4 7 10 8 9
(28.05,28.1] 6 4 5 6 10 8 9
(28.1,28.15] 6 4 5 6 10 8 9
(28.15,28.2] 7 4 5 7 10 8 8
(28.2, Inf] 8 10 0 6 9 6 5
total 102.00 54.00 59.00 86.00 93.00 116.00 99.00
S_Atlantic - 2000-2012 --> 2013-2019
(26,26.5] 8 6 3 6 8 10 7
(26.5,26.75] 8 2 6 7 5 10 9
(26.75,27] 9 4 5 7 6 10 7
(27,27.25] 9 7 2 5 6 10 6
(27.25,27.5] 9 6 3 6 7 10 6
(27.5,27.75] 9 4 4 8 6 10 7
(27.75,27.85] 8 4 5 7 6 10 8
(27.85,27.95] 7 3 5 9 8 8 8
(27.95,28.05] 7 3 5 8 9 8 9
(28.05,28.1] 7 3 4 7 10 8 9
(28.1,28.15] 7 3 5 6 10 8 9
(28.15,28.2] 6 3 5 5 10 9 9
(28.2, Inf] 8 9 1 7 9 5 7
total 102.00 57.00 53.00 88.00 100.00 116.00 101.00
S_Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 5 3 4 5 10 9 10
(26,26.5] 8 10 0 6 7 6 8
(26.5,26.75] 8 7 2 8 6 8 9
(26.75,27] 9 6 3 7 8 8 7
(27,27.25] 5 10 0 10 5 7 6
(27.25,27.5] 6 10 0 7 6 9 7
(27.5,27.75] 7 7 2 6 9 9 8
(27.75,27.85] 8 3 5 9 8 5 9
(27.85,27.95] 8 4 5 9 7 7 9
(27.95,28.05] 9 3 6 7 9 6 8
(28.05,28.1] 8 5 4 7 9 7 9
(28.1, Inf] 7 3 5 8 8 10 7
total 88.00 71.00 36.00 89.00 92.00 91.00 97.00
S_Pacific - 2000-2012 --> 2013-2019
(-Inf,26] 5 3 4 5 10 10 9
(26,26.5] 7 9 1 7 7 7 8
(26.5,26.75] 5 7 2 9 6 6 10
(26.75,27] 7 10 0 8 6 7 7
(27,27.25] 8 10 0 7 6 8 6
(27.25,27.5] 6 6 3 8 6 10 8
(27.5,27.75] 6 7 2 6 8 10 8
(27.75,27.85] 10 10 0 7 6 5 5
(27.85,27.95] 9 9 1 8 6 5 6
(27.95,28.05] 7 4 5 7 10 6 9
(28.05,28.1] 8 3 5 7 9 8 9
(28.1, Inf] 7 4 4 8 8 9 9
total 85.00 82.00 27.00 87.00 88.00 91.00 94.00

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
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
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