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1 Required data

Required are:

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

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

# remove certain predictor combinations
# lm_rm_ph <- lm_all %>%
#   filter(str_detect(lm_coeff, "phosphate_star")) %>%
#   mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
#   filter(
#     str_detect(lm_coeff_filter, "oxygen") &
#       str_detect(lm_coeff_filter, "phosphate")
#   )

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

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

# lm_rm <- bind_rows(lm_rm_ph, lm_rm_o2) %>%
#   select(-lm_coeff_filter) %>%
#   unique()

# lm_rm <- lm_rm_ph %>%
#   select(-lm_coeff_filter) %>%
#   unique()
# 
# lm_all <- anti_join(lm_all, lm_rm)

# remove temp sal predictor combination
# lm_all <- lm_all %>%
# # filter(!(
# #   str_detect(lm_coeff, "temp") &
# #     str_detect(lm_coeff, "phosphate_star")
# # )) %>%
# mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
# filter(!(str_detect(lm_coeff_filter, "nitrate") &
#            str_detect(lm_coeff_filter, "phosphate")
# )) %>%
# filter(!(
#   str_detect(lm_coeff_filter, "temp") &
#     str_detect(lm_coeff_filter, "sal")
# )) %>%
# # filter(!(
# #   str_detect(lm_coeff_filter, "oxygen") &
# #     str_detect(lm_coeff_filter, "aou")
# # )) %>%
# select(-lm_coeff_filter)

# remove helper objects
rm(
  i_gamma_slab,
  i_era,
  i_basin,
  GLODAP_basin_era,
  GLODAP_basin_era_slab,
  lm_full,
  lm_rm_ph,
  lm_rm_si,
  lm_rm_o2,
  lm_rm
)

# lm_full <- lm(paste(
#   params_local$MLR_target,
#   paste(params_local$MLR_predictors, collapse = " + "),
#   sep = " ~ "
# ),
# data = GLODAP_basin_era_slab)
# 
# lm_full <-
#   loess(
#     cstar_tref ~ sal + temp + aou + phosphate,
#     span = 0.1,
#     degree = 1,
#     data = GLODAP_basin_era_slab
#   )

3 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 112

4 Fit all models

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

  • cstar_tref

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

# loop across all basins, era, gamma slabs, and MLRs
# fit all MLR models
for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    #i_basin <- unique(GLODAP$basin)[1]
    #i_era   <- unique(GLODAP$era)[1]
    print(i_basin)
    print(i_era)
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin, era == i_era)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      # number of observations used for each fitting model
      i_nr_obs = nrow(GLODAP_basin_era_slab)
      
      for (i_predictors in unique(lm_all$predictors)) {
        #i_predictors <- unique(lm_all$predictors)[100]
        
        # extract one model definition
        i_lm <- lm_all %>%
          filter(predictors == i_predictors) %>%
          select(lm_coeff) %>%
          pull()
        
        # extract number of predictors
        i_n_predictors <- lm_all %>%
          filter(predictors == i_predictors) %>%
          select(n) %>%
          pull()
        
        if (i_nr_obs > i_n_predictors) {
          # fit model
          if (params_local$MLR_type == "rlm") {
            i_lm_fit <- MASS::rlm(as.formula(i_lm),
                                  data = GLODAP_basin_era_slab)
          }
          
          if (params_local$MLR_type == "lm") {
            i_lm_fit <- lm(as.formula(i_lm),
                           data = GLODAP_basin_era_slab)
          }
          
          # find max predictor correlation
          i_cor_max <- GLODAP_basin_era_slab %>%
            select(!!!syms(str_split(i_predictors, " ",
                                     simplify = TRUE))) %>%
            correlate(quiet = TRUE) %>%
            select(-term) %>%
            abs() %>%
            max(na.rm = TRUE)
          
          # calculate root mean squared error
          i_rmse <- sqrt(c(crossprod(i_lm_fit$residuals)) /
                           length(i_lm_fit$residuals))
          
          # calculate maximum residual
          i_resid_max <- max(abs(i_lm_fit$residuals))
          
          # calculate Akaike information criterion aic
          i_aic <- AIC(i_lm_fit)
          
          # calculate max VIF
          if (is.na(max(i_lm_fit$coefficients))){
            i_vif_max <- as.double("NA")
          } else{
          i_vif_max <- max(vif(i_lm_fit))
          }
          
          # collect model coefficients and diagnostics
          coefficients <- tidy(i_lm_fit)
          
          coefficients <- coefficients %>%
            mutate(
              basin = i_basin,
              era = i_era,
              gamma_slab = i_gamma_slab,
              model = i_lm,
              nr_obs = i_nr_obs,
              rmse = i_rmse,
              aic = i_aic,
              vif_max = i_vif_max,
              resid_max = i_resid_max,
              n_predictors = i_n_predictors,
              na_predictor = anyNA(coefficients$estimate),
              cor_max = i_cor_max
            )
          
          if (exists("lm_all_fitted")) {
            lm_all_fitted <- bind_rows(lm_all_fitted, coefficients)
          }
          
          if (!exists("lm_all_fitted")) {
            lm_all_fitted <- coefficients
          }
        }
      }
    }
  }
}

rm(
  i_lm_fit,
  coefficients,
  i_rmse,
  GLODAP_basin_era,
  GLODAP_basin_era_slab,
  i_lm,
  i_basin,
  i_era,
  i_gamma_slab,
  i_nr_obs,
  i_predictors,
  i_aic,
  i_vif_max,
  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

# lm_all_fitted <- lm_all_fitted_1

# lm_all_fitted <-
#   read_csv(paste(path_version_data,
#                   "lm_all_fitted.csv",
#                   sep = ""))

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

5.3 VIF threshold

To avoid multicollinearity among predictors, models were excluded with a VIF above:

  • 3^{8}

After removing models affected by multicollinearity, the targeted number of MLRs (10) was undercut in following fitting units:

# remove models with predictors fitted as NA
lm_all_fitted_wide <- lm_all_fitted_wide %>%
  filter(vif_max <= params_local$vif_max)

# lm_all_fitted_wide_check <- lm_all_fitted_wide %>%
#   group_by(era, basin, gamma_slab) %>% 
#   count() 
#   filter(n < params_local$MLR_number)
# calculate RMSE sum for adjacent eras
lm_all_fitted_wide_eras <- lm_all_fitted_wide %>%
  select(basin, gamma_slab, n_predictors, model, era, nr_obs, rmse, aic, vif_max, resid_max) %>%
  arrange(era) %>%
  group_by(basin, gamma_slab, model) %>%
  mutate(
    eras = paste(lag(era), era, sep = " --> "),
    rmse_sum = rmse + lag(rmse),
    rmse_lag = lag(rmse),
    aic_sum = aic + lag(aic),
    vif_max_sum = vif_max + lag(vif_max)
  ) %>%
  ungroup() %>%
  select(-c(era)) %>%
  drop_na() %>%
  filter(eras != "1982-1999 --> 2010-2019",
         eras != "1982-1999 --> 2008-2019")

#filter tripairs
lm_all_fitted_wide_eras <- lm_all_fitted_wide_eras %>%
  mutate(rmse = round(rmse, digits = 7), rmse_lag = round(rmse_lag, digits = 7)) %>%
  group_by(basin, gamma_slab, eras, rmse) %>%
  sample_n(1) %>%
  ungroup()

# calculate rank for each era
lm_all_fitted_wide_eras <- lm_all_fitted_wide_eras %>%
  group_by(eras, basin, gamma_slab) %>% 
  mutate(rank = rank(rmse, ties.method="first"),
         rank_sum = rank + rank(rmse_lag, ties.method="first")) %>%
  ungroup()

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

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab n_predictors model nr_obs rmse aic vif_max resid_max eras rmse_sum rmse_lag aic_sum vif_max_sum rank rank_sum
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 144 1.0895542 447.35567 1.275418e+02 4.5667862 1982-1999 –> 2000-2012 2.4959978 1.4064436 1200.5568 2.538199e+02 4 5
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 144 1.0889332 447.19146 3.637910e+01 4.7771804 1982-1999 –> 2000-2012 2.5005631 1.4116299 1201.9385 7.106101e+01 1 3
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 144 1.0891992 447.26180 1.476622e+01 4.8358486 1982-1999 –> 2000-2012 2.5024611 1.4132619 1202.4942 2.797681e+01 2 5
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 144 1.0895381 447.35141 1.513108e+01 4.8821313 1982-1999 –> 2000-2012 2.5047616 1.4152235 1203.1663 2.896145e+01 3 7
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 144 1.0927466 448.19827 9.281636e+01 4.8099630 1982-1999 –> 2000-2012 2.5197622 1.4270156 1207.4983 1.911066e+02 8 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 144 1.0917596 447.93802 2.797622e+01 4.9991897 1982-1999 –> 2000-2012 2.5242007 1.4324411 1208.8318 5.269335e+01 5 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 144 1.0919031 447.97587 1.344034e+01 5.0505461 1982-1999 –> 2000-2012 2.5258621 1.4339590 1209.3145 2.450891e+01 6 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 144 1.0921188 448.03276 9.451370e+00 5.0876421 1982-1999 –> 2000-2012 2.5275821 1.4354633 1209.8118 1.779392e+01 7 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 144 1.0928876 448.23544 3.597066e+04 5.0924729 1982-1999 –> 2000-2012 2.5284811 1.4355934 1210.0525 6.613068e+04 9 18
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 144 1.0943541 446.62163 6.808385e+01 4.9032494 1982-1999 –> 2000-2012 2.5321656 1.4378115 1207.0871 1.249131e+02 13 23
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 101 1.2710158 349.06850 3.893979e+04 5.0929090 2000-2012 –> 2010-2019 2.3639034 1.0928876 797.3039 7.491044e+04 2 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 101 1.2911514 352.24353 1.116158e+02 4.9163649 2000-2012 –> 2010-2019 2.3807057 1.0895542 799.5992 2.391576e+02 4 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 101 1.2194024 340.69449 7.443499e+01 4.0851973 2000-2012 –> 2010-2019 2.3826424 1.1632399 806.8970 1.730388e+02 1 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 101 1.2904691 352.13676 8.556494e+01 5.2718651 2000-2012 –> 2010-2019 2.3832157 1.0927466 800.3350 1.783813e+02 3 11
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 101 1.2944260 350.75519 6.534630e+01 5.1269142 2000-2012 –> 2010-2019 2.3887801 1.0943541 797.3768 1.334302e+02 5 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 101 1.3002400 353.66046 3.338254e+01 5.0132363 2000-2012 –> 2010-2019 2.3891732 1.0889332 800.8519 6.976164e+01 7 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 101 1.2997958 353.59143 2.417337e+01 5.3796080 2000-2012 –> 2010-2019 2.3915554 1.0917596 801.5294 5.214959e+01 6 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 101 1.3024499 354.00348 1.174932e+01 5.0349730 2000-2012 –> 2010-2019 2.3916490 1.0891992 801.2653 2.651554e+01 9 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 101 1.3014764 353.85244 1.106710e+01 5.3964900 2000-2012 –> 2010-2019 2.3933795 1.0919031 801.8283 2.450744e+01 8 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 101 1.3047073 354.35328 1.258197e+01 5.0559962 2000-2012 –> 2010-2019 2.3942454 1.0895381 801.7047 2.771306e+01 12 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1066 3.1030598 5453.42956 3.539594e+02 11.2637264 1982-1999 –> 2000-2012 6.2956230 3.1925632 13149.9627 7.179613e+02 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1066 3.1421852 5480.14318 5.859085e+01 10.6017551 1982-1999 –> 2000-2012 6.4393646 3.2971794 13272.6968 1.108305e+02 2 4
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1066 3.1994175 5518.62636 1.448879e+01 11.3010624 1982-1999 –> 2000-2012 6.5100346 3.3106171 13323.2922 2.880174e+01 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1066 3.2028859 5520.93635 1.355866e+01 11.3073653 1982-1999 –> 2000-2012 6.5185919 3.3157060 13330.1763 2.805903e+01 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1066 3.2234376 5534.57290 1.362243e+01 11.3104299 1982-1999 –> 2000-2012 6.5644030 3.3409653 13366.4135 2.817360e+01 5 10
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1066 3.2554836 5553.66364 1.264374e+01 11.4135921 1982-1999 –> 2000-2012 6.6568992 3.4014156 13436.9055 2.602976e+01 6 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1066 3.3504179 5616.94632 3.590853e+02 12.1213388 1982-1999 –> 2000-2012 6.7025695 3.3521517 13458.7413 7.293748e+02 7 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1066 3.4289231 5666.32593 1.335859e+01 12.1417788 1982-1999 –> 2000-2012 6.8824029 3.4534798 13596.8056 2.773694e+01 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1066 3.4381607 5672.06187 1.353165e+01 12.1421284 1982-1999 –> 2000-2012 6.9037625 3.4656019 13612.9763 2.808438e+01 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1066 3.4397823 5673.06718 1.357141e+01 12.1469659 1982-1999 –> 2000-2012 6.9096157 3.4698334 13617.6155 2.817373e+01 10 20
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 824 3.2641474 4301.99236 3.558754e+02 10.4235245 2000-2012 –> 2010-2019 6.3672071 3.1030598 9755.4219 7.098347e+02 2 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 824 3.2557150 4297.72951 6.032742e+01 9.8929815 2000-2012 –> 2010-2019 6.3979002 3.1421852 9777.8727 1.189183e+02 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 824 3.3347430 4337.25466 1.803996e+01 10.6187115 2000-2012 –> 2010-2019 6.5341605 3.1994175 9855.8810 3.252876e+01 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 824 3.3372383 4338.48738 1.247425e+01 10.6247172 2000-2012 –> 2010-2019 6.5401242 3.2028859 9859.4237 2.603290e+01 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 824 3.3508801 4345.21028 1.334983e+01 10.6459470 2000-2012 –> 2010-2019 6.5743178 3.2234376 9879.7832 2.697226e+01 5 10
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 824 3.3874321 4361.08960 1.167271e+01 10.6075813 2000-2012 –> 2010-2019 6.6429158 3.2554836 9914.7532 2.431645e+01 6 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 824 3.5495352 4440.12455 3.598206e+02 11.1478407 2000-2012 –> 2010-2019 6.8999530 3.3504179 10057.0709 7.189059e+02 7 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 824 3.6061805 4466.21654 1.484105e+01 11.3451889 2000-2012 –> 2010-2019 7.0351035 3.4289231 10132.5425 2.819964e+01 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 824 3.6124713 4469.08889 1.233938e+01 11.3554309 2000-2012 –> 2010-2019 7.0506320 3.4381607 10141.1508 2.587103e+01 10 19
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 824 3.6126232 4469.15818 1.237143e+01 11.3575024 2000-2012 –> 2010-2019 7.0524054 3.4397823 10142.2254 2.594283e+01 11 21
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1292 3.1877961 6676.24541 9.692980e+04 11.2276421 1982-1999 –> 2000-2012 6.2447961 3.0570000 15861.7686 1.874282e+05 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1292 3.2156404 6698.71773 4.186188e+02 11.9130975 1982-1999 –> 2000-2012 6.3200593 3.1044189 15939.9003 9.089678e+02 3 5
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1292 3.2122831 6696.01845 6.028338e+01 10.1494757 1982-1999 –> 2000-2012 6.3584540 3.1461709 15985.5092 1.182550e+02 2 7
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1292 3.2425978 6720.28963 2.534729e+03 11.7124829 1982-1999 –> 2000-2012 6.3633683 3.1207706 15980.4685 5.147605e+03 4 7
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1292 3.2516562 6727.49817 3.728634e+01 11.6766174 1982-1999 –> 2000-2012 6.3893102 3.1376540 16007.1868 7.764552e+01 5 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1292 3.2703769 6742.33230 3.024669e+01 11.7148811 1982-1999 –> 2000-2012 6.4295629 3.1591861 16046.7510 5.890724e+01 7 13
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 1292 3.2621708 6733.84035 3.464728e+01 11.5019498 1982-1999 –> 2000-2012 6.4362820 3.1741112 16053.3021 7.342262e+01 6 15
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1292 3.2728419 6744.27919 5.815189e+01 12.4185278 1982-1999 –> 2000-2012 6.4395621 3.1667202 16057.3112 1.124326e+02 8 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1292 3.2753938 6746.29321 3.036196e+01 11.7209022 1982-1999 –> 2000-2012 6.4412184 3.1658246 16058.3024 5.911566e+01 9 16
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1292 3.2992826 6765.07105 5.794868e+01 12.8009255 1982-1999 –> 2000-2012 6.4962675 3.1969849 16112.4974 1.120742e+02 10 21
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 991 3.2989562 5192.06352 7.743015e+04 12.7690701 2000-2012 –> 2010-2019 6.4867524 3.1877961 11868.3089 1.743600e+05 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 991 3.3364432 5214.45856 5.833495e+01 12.4043770 2000-2012 –> 2010-2019 6.5487263 3.2122831 11910.4770 1.186183e+02 3 5
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 991 3.3330690 5212.45312 2.310406e+03 13.3562366 2000-2012 –> 2010-2019 6.5756668 3.2425978 11932.7427 4.845135e+03 2 6
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 991 3.3410713 5217.20591 3.318508e+01 13.3221200 2000-2012 –> 2010-2019 6.5927275 3.2516562 11944.7041 7.047142e+01 4 9
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 991 3.3839079 5242.45607 3.740609e+02 12.0028647 2000-2012 –> 2010-2019 6.5995483 3.2156404 11941.1738 7.926798e+02 8 11
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 991 3.3496987 5220.31732 3.123899e+01 13.1450461 2000-2012 –> 2010-2019 6.6118695 3.2621708 11954.1577 6.588627e+01 5 11
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 991 3.3590976 5227.87078 2.776457e+01 13.3761065 2000-2012 –> 2010-2019 6.6294745 3.2703769 11970.2031 5.801126e+01 6 13
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 991 3.3638314 5230.66198 2.787751e+01 13.3856842 2000-2012 –> 2010-2019 6.6392252 3.2753938 11976.9552 5.823947e+01 7 16
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 991 3.4440399 5277.36688 5.569363e+01 12.0051022 2000-2012 –> 2010-2019 6.7168817 3.2728419 12021.6461 1.138455e+02 9 17
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 991 3.4727516 5293.82160 5.546293e+01 11.9912890 2000-2012 –> 2010-2019 6.7720342 3.2992826 12058.8926 1.134116e+02 13 23
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2061 1.7717045 8220.40981 8.403576e+04 13.0666576 1982-1999 –> 2000-2012 3.3828594 1.6111549 18991.6884 1.624805e+05 1 2
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2061 2.0402798 8802.20901 3.241558e+03 16.5659437 1982-1999 –> 2000-2012 3.8025805 1.7623007 20082.2692 6.205063e+03 2 5
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2061 2.1056305 8932.16749 4.807978e+02 16.1495397 1982-1999 –> 2000-2012 3.8463973 1.7407667 20142.4686 9.464295e+02 6 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2061 2.0755817 8872.91990 4.483218e+01 16.5068269 1982-1999 –> 2000-2012 3.9025948 1.8270131 20357.5974 9.789477e+01 3 8
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2061 2.1522946 9020.52004 4.410900e+02 17.5494692 1982-1999 –> 2000-2012 3.9469357 1.7946410 20401.7610 8.785289e+02 9 13
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2061 2.1144765 8949.44820 2.530960e+01 16.7410066 1982-1999 –> 2000-2012 3.9839561 1.8694796 20564.5008 5.096236e+01 7 14
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2061 2.1279997 8975.72659 2.528199e+01 16.7946609 1982-1999 –> 2000-2012 4.0123741 1.8843744 20635.8070 5.090574e+01 8 16
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2061 2.0968056 8914.85543 7.458094e+01 15.5649686 1982-1999 –> 2000-2012 4.0706368 1.9738312 20838.0988 1.332270e+02 4 17
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 2061 2.0999512 8919.03466 4.361535e+01 15.9174287 1982-1999 –> 2000-2012 4.0822751 1.9823239 20864.6389 9.383582e+01 5 19
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2061 2.2336143 9175.39062 7.130308e+01 16.7978827 1982-1999 –> 2000-2012 4.0866072 1.8529928 20740.1828 1.252109e+02 10 16
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1581 2.2228355 7026.43751 8.508626e+04 13.4544554 2000-2012 –> 2010-2019 3.9945400 1.7717045 15246.8473 1.691220e+05 1 2
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1581 2.4678701 7357.09359 3.347057e+03 17.0885440 2000-2012 –> 2010-2019 4.5081498 2.0402798 16159.3026 6.588615e+03 2 4
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1581 2.4833275 7376.83687 4.303832e+01 16.9074457 2000-2012 –> 2010-2019 4.5589092 2.0755817 16249.7568 8.787050e+01 4 7
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1581 2.4697169 7359.45900 7.698024e+01 15.8786438 2000-2012 –> 2010-2019 4.5665225 2.0968056 16274.3144 1.515612e+02 3 7
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 1581 2.4858463 7378.04251 4.265553e+01 16.7079365 2000-2012 –> 2010-2019 4.5857976 2.0999512 16297.0772 8.627088e+01 5 10
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1581 2.5144349 7416.19968 2.399148e+01 17.1107434 2000-2012 –> 2010-2019 4.6289114 2.1144765 16365.6479 4.930108e+01 6 13
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1581 2.5326374 7439.00758 5.019527e+02 16.2628401 2000-2012 –> 2010-2019 4.6382679 2.1056305 16371.1751 9.827505e+02 8 14
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1581 2.5248154 7429.22665 2.398870e+01 17.1530052 2000-2012 –> 2010-2019 4.6528150 2.1279997 16404.9532 4.927069e+01 7 15
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1581 2.6233179 7548.24261 4.560926e+02 18.3101440 2000-2012 –> 2010-2019 4.7756126 2.1522946 16568.7626 8.971826e+02 13 22
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1581 2.5570303 7469.31646 7.961015e+01 15.6014378 2000-2012 –> 2010-2019 4.8020295 2.2449992 16665.6638 1.562237e+02 9 20
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1734 1.9398749 7232.85707 1.818885e+02 7.5154841 1982-1999 –> 2000-2012 3.6669829 1.7271080 16708.2296 3.891841e+02 1 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1734 2.0419214 7410.65354 1.280863e+03 9.0725751 1982-1999 –> 2000-2012 3.7060390 1.6641176 16707.1699 2.573983e+03 2 3
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1734 2.0457585 7417.16443 1.963340e+02 8.9460510 1982-1999 –> 2000-2012 3.7132083 1.6674498 16723.3106 4.043983e+02 3 5
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1734 2.0757596 7467.65348 3.379257e+01 9.0364430 1982-1999 –> 2000-2012 3.7652246 1.6894649 16836.9423 6.866440e+01 5 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1734 2.0854572 7483.81767 3.397550e+01 8.9958501 1982-1999 –> 2000-2012 3.7830047 1.6975475 16876.0822 6.894657e+01 6 10
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1734 2.0516527 7425.14193 1.602436e+02 8.4161931 1982-1999 –> 2000-2012 3.8457514 1.7940988 17081.7086 3.372395e+02 4 17
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1734 2.1741373 7628.23834 1.306736e+02 10.5701581 1982-1999 –> 2000-2012 3.8923277 1.7181905 17078.6903 2.833824e+02 8 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1734 2.1754741 7630.37008 1.262100e+03 10.5119181 1982-1999 –> 2000-2012 3.8962735 1.7207994 17088.1263 2.563321e+03 9 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1734 2.2025913 7673.33142 1.281675e+02 10.6855156 1982-1999 –> 2000-2012 3.9376456 1.7350543 17170.8018 2.786708e+02 11 20
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1734 2.2276519 7712.56675 1.444370e+02 10.8124105 1982-1999 –> 2000-2012 3.9799466 1.7522947 17257.6354 3.122384e+02 12 23
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1370 2.2241379 6092.16366 1.759340e+02 9.1541404 2000-2012 –> 2010-2019 4.1640128 1.9398749 13325.0207 3.578226e+02 1 2
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1370 2.3926204 6292.23785 1.511527e+03 12.3314966 2000-2012 –> 2010-2019 4.4345417 2.0419214 13702.8914 2.792390e+03 4 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1370 2.3915922 6291.06018 1.712153e+02 12.0779701 2000-2012 –> 2010-2019 4.4373507 2.0457585 13708.2246 3.675493e+02 3 6
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1370 2.3926211 6290.23866 1.415754e+02 12.3384244 2000-2012 –> 2010-2019 4.4442737 2.0516527 13715.3806 3.018190e+02 5 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1370 2.3290394 6218.44076 1.744329e+02 10.2511687 2000-2012 –> 2010-2019 4.4633015 2.1342621 13782.4832 3.158328e+02 2 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1370 2.4095500 6311.55718 3.003780e+01 12.1076954 2000-2012 –> 2010-2019 4.4853096 2.0757596 13779.2107 6.383037e+01 6 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1370 2.4128499 6315.30712 3.007552e+01 12.0754818 2000-2012 –> 2010-2019 4.4983072 2.0854572 13799.1248 6.405102e+01 7 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1370 2.4780606 6388.37645 1.639323e+02 11.3318595 2000-2012 –> 2010-2019 4.6521978 2.1741373 14016.6148 2.946059e+02 10 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1370 2.4840422 6394.98238 1.492689e+03 11.2871507 2000-2012 –> 2010-2019 4.6595163 2.1754741 14025.3525 2.754789e+03 11 20
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1370 2.4897480 6399.26888 1.354158e+02 11.1189909 2000-2012 –> 2010-2019 4.6668866 2.1771386 14030.2915 2.494111e+02 12 22
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1714 2.0685768 7369.80019 1.967111e+02 14.9314350 1982-1999 –> 2000-2012 3.6641282 1.5955515 16297.7827 4.129111e+02 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1714 2.0761378 7382.30728 4.935509e+02 14.9738493 1982-1999 –> 2000-2012 3.6746879 1.5985501 16319.1635 1.062069e+03 3 5
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1714 2.0761348 7382.30232 5.404790e+02 15.3393537 1982-1999 –> 2000-2012 3.6797256 1.6035908 16334.0375 1.168707e+03 2 5
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1714 2.1091806 7436.43601 6.223015e+02 11.9282020 1982-1999 –> 2000-2012 3.7297314 1.6205509 16437.8922 1.349347e+03 6 10
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1714 2.0873288 7400.73562 1.182046e+03 18.2851783 1982-1999 –> 2000-2012 3.7489697 1.6616409 16520.5284 2.401235e+03 4 9
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1714 2.0873788 7398.81772 1.815270e+01 15.6585841 1982-1999 –> 2000-2012 3.7664608 1.6790820 16565.9576 3.882597e+01 5 11
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1714 2.2711398 7690.04731 3.737199e+02 15.6720956 1982-1999 –> 2000-2012 3.9624747 1.6913349 16893.5495 7.943522e+02 7 15
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1714 2.2808310 7704.64389 4.757674e+02 14.0508262 1982-1999 –> 2000-2012 3.9721337 1.6913027 16908.0560 1.014847e+03 9 16
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1714 2.2722822 7691.77127 1.203158e+03 21.4961528 1982-1999 –> 2000-2012 4.0159098 1.7436276 17039.1784 2.543370e+03 8 19
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1714 2.3398552 7792.22656 4.782282e+02 11.5553671 1982-1999 –> 2000-2012 4.0749367 1.7350815 17116.4130 1.022581e+03 14 24
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1316 2.3482892 5995.55060 7.193648e+02 9.1667106 2000-2012 –> 2010-2019 4.4574698 2.1091806 13431.9866 1.341666e+03 1 6
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1316 2.4036658 6056.89705 2.169959e+02 15.5856940 2000-2012 –> 2010-2019 4.4722426 2.0685768 13426.6972 4.137071e+02 3 4
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1316 2.4029234 6056.08401 5.166795e+02 15.4089548 2000-2012 –> 2010-2019 4.4790612 2.0761378 13438.3913 1.010230e+03 2 5
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1316 2.4049503 6058.30312 6.210520e+02 15.8307838 2000-2012 –> 2010-2019 4.4810850 2.0761348 13440.6054 1.161531e+03 4 6
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1316 2.4319146 6087.64890 1.190751e+03 16.5767371 2000-2012 –> 2010-2019 4.5192434 2.0873288 13488.3845 2.372797e+03 5 9
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1316 2.4483275 6105.35258 4.458007e+02 15.4442254 2000-2012 –> 2010-2019 4.7341643 2.2858368 13817.5118 8.899833e+02 6 15
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1316 2.4523898 6109.71602 8.030588e+02 14.9223637 2000-2012 –> 2010-2019 4.7442577 2.2918679 13830.9079 1.571782e+03 7 17
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1316 2.4524199 6107.74826 5.791372e+02 14.8880170 2000-2012 –> 2010-2019 4.7450109 2.2925910 13828.0216 1.075370e+03 8 19
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1316 2.4550610 6110.58129 2.168860e+02 14.8460371 2000-2012 –> 2010-2019 4.7868192 2.3317582 13888.9248 4.135145e+02 10 22
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1316 2.4545643 6110.04867 4.431780e+02 15.5128333 2000-2012 –> 2010-2019 4.8035360 2.3489717 13913.6054 8.872402e+02 9 23
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2044 2.2431721 9117.27909 1.606919e+04 16.0784245 1982-1999 –> 2000-2012 4.2058302 1.9626581 20987.3806 3.178501e+04 1 2
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2044 2.3163496 9248.51012 3.113282e+03 16.2226204 1982-1999 –> 2000-2012 4.2792972 1.9629476 21119.4471 5.784694e+03 2 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2044 2.3344888 9280.39823 1.771504e+03 16.7164404 1982-1999 –> 2000-2012 4.3216542 1.9871654 21220.7871 3.325932e+03 7 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2044 2.3322629 9276.49859 6.047106e+01 16.2566219 1982-1999 –> 2000-2012 4.3224313 1.9901684 21225.4403 1.214886e+02 5 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2044 2.3318501 9275.77493 5.754061e+01 16.2212323 1982-1999 –> 2000-2012 4.3243023 1.9924522 21231.2125 1.143538e+02 3 9
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2044 2.3349740 9279.24788 1.677745e+01 16.7669106 1982-1999 –> 2000-2012 4.3251816 1.9902076 21226.3011 3.259767e+01 10 15
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2044 2.3345049 9278.42642 1.589413e+01 16.7262572 1982-1999 –> 2000-2012 4.3270021 1.9924973 21231.9922 3.082006e+01 9 16
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2044 2.3318834 9275.83333 5.940537e+01 16.2231254 1982-1999 –> 2000-2012 4.3276895 1.9958060 21240.7971 1.193352e+02 4 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2044 2.3344912 9278.40239 1.645116e+01 16.7196301 1982-1999 –> 2000-2012 4.3303239 1.9958327 21241.4418 3.191093e+01 8 17
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2044 2.3329700 9275.73785 5.711430e+01 16.3851494 1982-1999 –> 2000-2012 4.4086016 2.0756315 21460.8292 1.136020e+02 6 16
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1545 2.4945007 7223.05382 1.567282e+04 18.4128954 2000-2012 –> 2010-2019 4.7376728 2.2431721 16340.3329 3.174202e+04 1 2
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1545 2.6101069 7363.03876 2.901278e+03 17.0291962 2000-2012 –> 2010-2019 4.9264565 2.3163496 16611.5489 6.014560e+03 2 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1545 2.6179263 7372.28203 5.425692e+01 17.7782781 2000-2012 –> 2010-2019 4.9497764 2.3318501 16648.0570 1.117975e+02 3 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1545 2.6189201 7373.45480 5.668514e+01 17.7231506 2000-2012 –> 2010-2019 4.9508035 2.3318834 16649.2881 1.160905e+02 6 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1545 2.6179814 7372.34702 1.689558e+03 17.7454199 2000-2012 –> 2010-2019 4.9524701 2.3344888 16652.7452 3.461062e+03 4 11
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1545 2.6187869 7371.29767 1.514934e+01 17.6019868 2000-2012 –> 2010-2019 4.9532918 2.3345049 16649.7241 3.104347e+01 5 14
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1545 2.6218045 7376.85621 5.777533e+01 17.7922616 2000-2012 –> 2010-2019 4.9540674 2.3322629 16653.3548 1.182464e+02 8 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1545 2.6199620 7372.68384 1.568473e+01 17.5313535 2000-2012 –> 2010-2019 4.9544531 2.3344912 16651.0862 3.213588e+01 7 15
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1545 2.6226477 7375.84976 1.597576e+01 17.6178940 2000-2012 –> 2010-2019 4.9576217 2.3349740 16655.0976 3.275321e+01 9 19
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1545 2.6784381 7440.89263 5.404601e+01 18.5340031 2000-2012 –> 2010-2019 5.0114082 2.3329700 16716.6305 1.111603e+02 10 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 665 1.7047713 2610.65144 3.998230e+05 11.0770668 1982-1999 –> 2000-2012 3.3633578 1.6585865 6366.6653 8.708304e+05 1 8
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 665 1.7597317 2652.85282 1.753261e+05 11.3030671 1982-1999 –> 2000-2012 3.3852351 1.6255034 6369.6987 4.425476e+05 3 9
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 665 1.7345801 2633.70621 3.276979e+05 11.6721369 1982-1999 –> 2000-2012 3.4311172 1.6965371 6433.7000 6.646474e+05 2 19
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 665 1.8412521 2713.08120 3.119564e+03 11.4675233 1982-1999 –> 2000-2012 3.4425858 1.6013337 6400.8046 6.231807e+03 12 13
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 665 1.7602415 2651.23814 1.612889e+05 11.3877062 1982-1999 –> 2000-2012 3.4567890 1.6965474 6449.2438 3.243021e+05 4 22
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 665 1.8546172 2722.70039 1.914159e+02 11.4483129 1982-1999 –> 2000-2012 3.4593644 1.6047472 6414.5633 4.012671e+02 15 18
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 665 1.8109242 2690.99188 1.341354e+04 11.6887616 1982-1999 –> 2000-2012 3.4888095 1.6778853 6469.4950 2.560156e+04 6 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 665 1.8798650 2740.68419 6.943423e+01 11.4998900 1982-1999 –> 2000-2012 3.4906245 1.6107595 6439.8168 1.646777e+02 19 23
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 665 1.8873433 2745.96461 9.671063e+01 11.4803271 1982-1999 –> 2000-2012 3.4911992 1.6038558 6436.7474 2.318749e+02 25 27
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 665 1.8821082 2742.27033 1.022045e+02 11.5071813 1982-1999 –> 2000-2012 3.4936369 1.6115287 6442.3311 2.431722e+02 20 25
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 548 1.7846707 2203.99702 3.949037e+05 10.4024937 2000-2012 –> 2010-2019 3.4894420 1.7047713 4814.6485 7.947266e+05 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 548 1.8190384 2224.90224 1.903359e+05 9.5133391 2000-2012 –> 2010-2019 3.5787701 1.7597317 4877.7551 3.656620e+05 4 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 548 1.7882732 2206.20711 3.334733e+03 13.4583627 2000-2012 –> 2010-2019 3.6295253 1.8412521 4919.2883 6.454297e+03 2 14
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 548 1.7996371 2213.14980 2.607788e+02 13.7363270 2000-2012 –> 2010-2019 3.6542542 1.8546172 4935.8502 4.521947e+02 3 18
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 548 1.8452797 2240.60005 1.669703e+04 11.0015690 2000-2012 –> 2010-2019 3.6562039 1.8109242 4931.5919 3.011057e+04 8 14
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 548 1.9268903 2288.03121 2.813699e+05 11.3432765 2000-2012 –> 2010-2019 3.6614704 1.7345801 4921.7374 6.090678e+05 26 28
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 548 1.8574102 2247.78138 2.883984e+02 11.6318778 2000-2012 –> 2010-2019 3.6721308 1.8147206 4941.5585 5.000288e+02 12 19
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 548 1.8534568 2245.44611 1.669590e+04 11.2461107 2000-2012 –> 2010-2019 3.6775069 1.8240501 4946.0433 3.013953e+04 10 19
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 548 1.8454768 2238.71714 2.317490e+03 10.8987746 2000-2012 –> 2010-2019 3.6886600 1.8431832 4951.1925 4.778999e+03 9 22
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 548 1.8697393 2255.03234 1.579765e+04 11.2261562 2000-2012 –> 2010-2019 3.6925543 1.8228150 4954.7286 2.789624e+04 13 21
Atlantic (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 696 3.1726136 3596.30402 1.116510e+04 16.5062934 1982-1999 –> 2000-2012 6.2297521 3.0571385 8546.1732 2.775607e+04 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 696 3.1823793 3600.58220 7.885057e+03 16.6065101 1982-1999 –> 2000-2012 6.2464773 3.0640980 8554.8764 1.918013e+04 3 5
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 696 3.1979407 3607.37230 9.277721e+03 16.6889248 1982-1999 –> 2000-2012 6.2704881 3.0725474 8567.0253 2.271933e+04 10 13
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 696 3.1981519 3607.46422 6.472979e+03 16.8306750 1982-1999 –> 2000-2012 6.2873623 3.0892103 8577.6422 1.537912e+04 12 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 696 3.1915864 3604.60365 9.797566e+01 16.8158536 1982-1999 –> 2000-2012 6.3348725 3.1432861 8608.5511 2.320004e+02 8 13
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 696 3.1817289 3600.29765 2.112249e+03 16.9442996 1982-1999 –> 2000-2012 6.3377857 3.1560568 8612.1354 4.830605e+03 2 9
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 696 3.1983583 3605.55404 6.830399e+01 16.7753867 1982-1999 –> 2000-2012 6.3426144 3.1442562 8608.1019 1.507659e+02 13 19
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 696 3.1836864 3601.15381 1.671356e+05 16.9713705 1982-1999 –> 2000-2012 6.3477651 3.1640786 8617.9315 3.798120e+05 4 15
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 696 3.1894986 3603.69277 1.146308e+02 16.9948150 1982-1999 –> 2000-2012 6.3485148 3.1590162 8617.3544 2.781781e+02 6 14
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 696 3.1898407 3601.84202 6.795899e+01 16.9845415 1982-1999 –> 2000-2012 6.3549717 3.1651310 8617.2668 1.547752e+02 7 21
Atlantic (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 557 3.1979372 2889.72918 1.317648e+04 16.8933139 2000-2012 –> 2010-2019 6.3705508 3.1726136 6486.0332 2.434158e+04 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 557 3.2397696 2904.20698 1.316705e+05 17.7454958 2000-2012 –> 2010-2019 6.4234560 3.1836864 6505.3608 2.988061e+05 2 6
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 557 3.2590971 2910.83303 9.171193e+03 17.0902482 2000-2012 –> 2010-2019 6.4414764 3.1823793 6511.4152 1.705625e+04 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 557 3.2683663 2913.99688 2.270912e+03 17.8240788 2000-2012 –> 2010-2019 6.4500952 3.1817289 6514.2945 4.383161e+03 4 6
Atlantic (27.85,27.95] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 557 3.2741067 2913.95173 4.259925e+02 17.7915262 2000-2012 –> 2010-2019 6.4578512 3.1837445 6513.1309 8.752556e+02 5 10
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 557 3.2811219 2918.33607 9.807735e+01 17.7368767 2000-2012 –> 2010-2019 6.4727083 3.1915864 6522.9397 1.960530e+02 6 14
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 557 3.2877708 2920.59122 1.344371e+02 17.8804415 2000-2012 –> 2010-2019 6.4772695 3.1894986 6524.2840 2.490680e+02 7 13
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 557 3.3026652 2925.62650 5.347485e+01 17.9287134 2000-2012 –> 2010-2019 6.4988896 3.1962244 6532.2515 1.052210e+02 8 17
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + silicate + phosphate 557 3.3125080 2926.94159 7.378517e+01 17.8288941 2000-2012 –> 2010-2019 6.5023487 3.1898407 6528.7836 1.417442e+02 11 18
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 557 3.3071238 2927.12939 1.084114e+02 17.9477694 2000-2012 –> 2010-2019 6.5052196 3.1980958 6534.5692 2.133826e+02 9 20
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 736 2.3282424 3346.68482 2.075384e+05 15.4700404 1982-1999 –> 2000-2012 5.0494785 2.7212361 8171.6940 4.478809e+05 3 4
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 736 2.2555450 3299.98997 1.289215e+03 18.5965814 1982-1999 –> 2000-2012 5.1103209 2.8547760 8220.2386 2.338465e+03 1 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 736 2.3445794 3356.97761 1.009053e+03 17.5809201 1982-1999 –> 2000-2012 5.1457915 2.8012120 8239.5712 1.673368e+03 5 7
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 736 2.3732669 3374.87919 1.661412e+03 17.5874826 1982-1999 –> 2000-2012 5.1896085 2.8163416 8268.1812 2.744861e+03 7 10
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 736 2.3132779 3337.19316 2.075340e+03 19.2222350 1982-1999 –> 2000-2012 5.2027824 2.8895045 8281.4800 3.698993e+03 2 10
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 736 2.3463898 3356.11375 8.786074e+02 17.1379183 1982-1999 –> 2000-2012 5.2093942 2.8630045 8280.0843 1.510545e+03 6 12
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 736 2.3879246 3383.94253 1.017411e+03 17.8163434 1982-1999 –> 2000-2012 5.2181755 2.8302509 8287.0387 1.682646e+03 9 13
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 736 2.3381898 3352.96055 1.366019e+03 19.6817339 1982-1999 –> 2000-2012 5.2537352 2.9155454 8315.0835 2.549455e+03 4 14
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 736 2.3746538 3373.73917 1.348857e+03 17.9523997 1982-1999 –> 2000-2012 5.2845282 2.9098744 8329.9915 2.280754e+03 8 17
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 736 2.4393632 3415.31441 2.475874e+03 18.3735597 1982-1999 –> 2000-2012 5.3138616 2.8744984 8349.2500 5.216125e+03 12 19
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 522 2.0845692 2262.25480 1.071671e+03 16.6133550 2000-2012 –> 2010-2019 4.3401142 2.2555450 5562.2448 2.360886e+03 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 522 2.1511481 2295.07762 1.806081e+03 17.3269201 2000-2012 –> 2010-2019 4.4644260 2.3132779 5632.2708 3.881421e+03 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 522 2.1591647 2298.96099 1.839931e+05 13.6325471 2000-2012 –> 2010-2019 4.4874071 2.3282424 5645.6458 3.915314e+05 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 522 2.1856474 2311.68802 1.107594e+03 17.9032573 2000-2012 –> 2010-2019 4.5238372 2.3381898 5664.6486 2.473612e+03 4 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 522 2.2077815 2322.20747 9.521040e+02 15.8463123 2000-2012 –> 2010-2019 4.5523609 2.3445794 5679.1851 1.961157e+03 5 10
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 522 2.2077840 2320.20864 8.382773e+02 15.8614236 2000-2012 –> 2010-2019 4.5541737 2.3463898 5676.3224 1.716885e+03 6 12
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 522 2.2428535 2338.66171 1.629661e+03 15.8141522 2000-2012 –> 2010-2019 4.6161203 2.3732669 5713.5409 3.291072e+03 7 14
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 522 2.2492346 2339.62779 1.363741e+03 16.5373953 2000-2012 –> 2010-2019 4.6238885 2.3746538 5713.3670 2.712598e+03 8 16
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 522 2.2645451 2348.71016 9.590565e+02 16.1034578 2000-2012 –> 2010-2019 4.6524696 2.3879246 5732.6527 1.976467e+03 9 18
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate 522 2.2764872 2352.20128 8.746109e+02 17.1188695 2000-2012 –> 2010-2019 4.6686264 2.3921392 5736.7396 1.794792e+03 10 20
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 414 0.1926008 -174.94710 1.194714e+04 1.2161697 1982-1999 –> 2000-2012 0.3300400 0.1374392 -802.3773 2.755184e+04 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 414 0.1947628 -165.70442 1.680841e+04 1.3112973 1982-1999 –> 2000-2012 0.3314432 0.1366804 -799.4129 3.950910e+04 4 5
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 414 0.1943363 -167.51956 1.368742e+04 1.1582975 1982-1999 –> 2000-2012 0.3355587 0.1412224 -764.1571 3.148972e+04 3 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 414 0.1960843 -160.10521 8.808839e+03 1.1773256 1982-1999 –> 2000-2012 0.3361799 0.1400956 -765.8272 1.593503e+04 6 9
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 414 0.1949955 -164.71589 1.099873e+04 1.1502585 1982-1999 –> 2000-2012 0.3371956 0.1422001 -753.5290 2.613410e+04 5 13
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 414 0.1983131 -150.74676 2.750250e+02 1.1213075 1982-1999 –> 2000-2012 0.3406483 0.1423352 -738.4834 5.073433e+02 8 17
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 414 0.2024127 -133.80483 1.020552e+06 1.3637494 1982-1999 –> 2000-2012 0.3425130 0.1401004 -739.4879 2.236305e+06 12 16
Atlantic (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 414 0.2029633 -133.55528 1.963568e+03 1.4045149 1982-1999 –> 2000-2012 0.3431772 0.1402139 -740.3196 3.689573e+03 14 19
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 414 0.1986197 -151.46771 9.650347e+01 1.1828793 1982-1999 –> 2000-2012 0.3437032 0.1450835 -719.5172 1.771053e+02 9 22
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 414 0.2016279 -137.02115 1.421813e+02 1.2102020 1982-1999 –> 2000-2012 0.3437054 0.1420775 -726.8128 2.743138e+02 11 18
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 307 0.1273719 -380.00734 2.520618e+04 0.8778282 2000-2012 –> 2010-2019 0.3234562 0.1960843 -540.1125 3.401502e+04 6 12
Atlantic (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 307 0.1291973 -371.27048 2.506866e+04 0.8505764 2000-2012 –> 2010-2019 0.3239601 0.1947628 -536.9749 4.187707e+04 8 12
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 307 0.1256898 -388.17002 7.627496e+02 0.8704686 2000-2012 –> 2010-2019 0.3240029 0.1983131 -538.9168 1.037775e+03 3 11
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 307 0.1326202 -355.21480 1.213198e+04 0.8421186 2000-2012 –> 2010-2019 0.3252211 0.1926008 -530.1619 2.407912e+04 10 12
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 307 0.1265088 -384.18203 2.827772e+02 0.8740972 2000-2012 –> 2010-2019 0.3281367 0.2016279 -521.2032 4.249586e+02 5 16
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 307 0.1256062 -388.57843 1.645740e+02 0.8689321 2000-2012 –> 2010-2019 0.3314959 0.2058897 -508.2807 2.273203e+02 1 22
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 307 0.1291500 -371.49509 1.026250e+06 0.8854104 2000-2012 –> 2010-2019 0.3315627 0.2024127 -505.2999 2.046803e+06 7 19
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 307 0.1256121 -388.54958 8.618714e+02 0.8689392 2000-2012 –> 2010-2019 0.3321518 0.2065397 -505.6420 1.203534e+03 2 26
Atlantic (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 307 0.1303803 -367.67375 5.434915e+03 0.8853605 2000-2012 –> 2010-2019 0.3333436 0.2029633 -501.2290 7.398483e+03 9 23
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 307 0.1400888 -321.57562 1.344530e+04 0.8324061 2000-2012 –> 2010-2019 0.3344251 0.1943363 -489.0952 2.713272e+04 12 15
Atlantic (28.1,28.15] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 537 0.1212065 -728.47901 6.607187e+03 0.8951160 1982-1999 –> 2000-2012 0.2304295 0.1092230 -1920.3432 1.343599e+04 2 3
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 537 0.1210837 -729.56786 2.922538e+03 0.8855183 1982-1999 –> 2000-2012 0.2305254 0.1094417 -1918.3991 5.938533e+03 1 3
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 537 0.1213332 -727.35648 2.589735e+03 0.8767919 1982-1999 –> 2000-2012 0.2312985 0.1099652 -1908.9536 5.255764e+03 3 6
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 537 0.1215564 -725.38241 3.587710e+03 0.8733974 1982-1999 –> 2000-2012 0.2318693 0.1103129 -1902.1944 7.155744e+03 4 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 537 0.1281935 -668.28614 5.893662e+04 0.7121098 1982-1999 –> 2000-2012 0.2432460 0.1150525 -1781.3233 1.201791e+05 5 10
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 537 0.1291593 -660.22546 8.010349e+03 0.7111650 1982-1999 –> 2000-2012 0.2457262 0.1165669 -1753.4380 1.707765e+04 6 12
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 537 0.1298527 -654.47463 5.977551e+03 0.7109075 1982-1999 –> 2000-2012 0.2474302 0.1175775 -1734.6011 1.314675e+04 7 14
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 537 0.1302487 -651.20433 5.982350e+03 0.7102089 1982-1999 –> 2000-2012 0.2483372 0.1180885 -1724.7563 1.314800e+04 8 16
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 537 0.1314686 -641.19218 1.519821e+04 0.8402528 1982-1999 –> 2000-2012 0.2509772 0.1195086 -1696.6219 2.973360e+04 9 18
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 537 0.1324439 -633.25448 2.478365e+02 0.8411689 1982-1999 –> 2000-2012 0.2534041 0.1209602 -1670.3811 4.446606e+02 10 20
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 390 0.1059544 -630.13054 2.993956e+03 0.6337284 2000-2012 –> 2010-2019 0.2270380 0.1210837 -1359.6984 5.916495e+03 2 3
Atlantic (28.1,28.15] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 390 0.1058856 -630.63717 6.672743e+03 0.6417698 2000-2012 –> 2010-2019 0.2270920 0.1212065 -1359.1162 1.327993e+04 1 3
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 390 0.1064341 -626.60677 2.533070e+03 0.6263111 2000-2012 –> 2010-2019 0.2277673 0.1213332 -1353.9632 5.122804e+03 3 6
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 390 0.1068117 -623.84475 3.416357e+03 0.6228702 2000-2012 –> 2010-2019 0.2283681 0.1215564 -1349.2272 7.004067e+03 4 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 390 0.1197251 -534.82273 5.188877e+04 0.7535375 2000-2012 –> 2010-2019 0.2479186 0.1281935 -1203.1089 1.108254e+05 5 10
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 390 0.1204953 -529.82067 6.921252e+03 0.7492390 2000-2012 –> 2010-2019 0.2496546 0.1291593 -1190.0461 1.493160e+04 6 12
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 390 0.1210394 -526.30623 5.031425e+03 0.7467174 2000-2012 –> 2010-2019 0.2508922 0.1298527 -1180.7809 1.100898e+04 7 14
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 390 0.1214340 -523.76756 5.045040e+03 0.7458608 2000-2012 –> 2010-2019 0.2516828 0.1302487 -1174.9719 1.102739e+04 8 16
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 390 0.1239064 -508.04656 2.364673e+06 0.7109668 2000-2012 –> 2010-2019 0.2570671 0.1331607 -1135.5040 4.996501e+06 9 20
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 390 0.1259089 -495.54133 1.497338e+04 0.5760679 2000-2012 –> 2010-2019 0.2573775 0.1314686 -1136.7335 3.017159e+04 12 21
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1166 0.1872166 -584.27525 2.925432e+02 2.6265212 1982-1999 –> 2000-2012 0.3623401 0.1751235 -1672.1685 6.113561e+02 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1166 0.1877148 -578.07802 9.851753e+02 2.4774062 1982-1999 –> 2000-2012 0.3646266 0.1769117 -1631.3473 1.897566e+03 2 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1166 0.1943876 -496.62047 5.867072e+01 2.6234330 1982-1999 –> 2000-2012 0.3759531 0.1815655 -1461.3996 1.322850e+02 3 6
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 1166 0.2035411 -391.31711 5.367314e+01 2.2020859 1982-1999 –> 2000-2012 0.3979651 0.1944241 -1124.9024 1.239322e+02 4 8
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1166 0.2168159 -241.97912 6.650555e+02 2.8167001 1982-1999 –> 2000-2012 0.4233091 0.2064932 -768.3156 1.395731e+03 5 13
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1166 0.2171313 -238.58893 7.789772e+02 2.8284630 1982-1999 –> 2000-2012 0.4233978 0.2062665 -768.6688 1.599186e+03 7 13
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1166 0.2171094 -238.82456 8.239466e+03 2.8300740 1982-1999 –> 2000-2012 0.4233981 0.2062887 -768.5379 1.722987e+04 6 13
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1166 0.2171562 -238.32157 6.635393e+02 2.8294232 1982-1999 –> 2000-2012 0.4234071 0.2062508 -768.6602 1.393179e+03 8 13
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1166 0.2174892 -236.74845 2.245350e+02 2.7512595 1982-1999 –> 2000-2012 0.4246438 0.2071545 -754.1871 4.918054e+02 9 18
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1166 0.2179986 -231.29287 1.451250e+02 2.7498477 1982-1999 –> 2000-2012 0.4256241 0.2076255 -740.9926 3.254547e+02 10 20
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 918 0.1171982 -1317.00840 4.544344e+02 0.7727550 2000-2012 –> 2010-2019 0.3044149 0.1872166 -1901.2837 7.469776e+02 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 918 0.1267690 -1172.88195 1.007581e+03 0.7922486 2000-2012 –> 2010-2019 0.3144839 0.1877148 -1750.9600 1.992756e+03 3 5
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 918 0.1232350 -1224.79281 1.246408e+02 0.8063517 2000-2012 –> 2010-2019 0.3176226 0.1943876 -1721.4133 1.833115e+02 2 5
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 918 0.1608460 -737.76639 1.236114e+02 1.0859851 2000-2012 –> 2010-2019 0.3643870 0.2035411 -1129.0835 1.772845e+02 13 17
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 918 0.1487149 -879.73911 7.976066e+02 1.0325498 2000-2012 –> 2010-2019 0.3655308 0.2168159 -1121.7182 1.462662e+03 5 10
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 918 0.1487380 -879.45285 1.005965e+04 1.0351002 2000-2012 –> 2010-2019 0.3658475 0.2171094 -1118.2774 1.829911e+04 6 12
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 918 0.1487604 -879.17696 8.872913e+02 1.0366969 2000-2012 –> 2010-2019 0.3658917 0.2171313 -1117.7659 1.666268e+03 7 14
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 918 0.1487658 -879.10990 7.951222e+02 1.0369724 2000-2012 –> 2010-2019 0.3659221 0.2171562 -1117.4315 1.458661e+03 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 918 0.1516403 -845.97288 1.025312e+02 0.9613576 2000-2012 –> 2010-2019 0.3713458 0.2197055 -1059.0774 1.452567e+02 9 20
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 918 0.1569697 -782.55512 3.279804e+02 0.9606745 2000-2012 –> 2010-2019 0.3749683 0.2179986 -1013.8480 4.731055e+02 11 21
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 982 0.1447439 -995.20312 2.434339e+03 1.2523419 1982-1999 –> 2000-2012 0.3068635 0.1621197 -2005.6361 4.187514e+03 1 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 982 0.1532134 -883.51906 2.090692e+03 1.2077477 1982-1999 –> 2000-2012 0.3134801 0.1602668 -1923.3563 2.955425e+03 2 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 982 0.1551845 -858.41309 6.600797e+03 1.2404663 1982-1999 –> 2000-2012 0.3184765 0.1632920 -1850.4143 9.353683e+03 4 7
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 982 0.1553812 -855.92443 2.094630e+03 1.2389090 1982-1999 –> 2000-2012 0.3195751 0.1641939 -1833.8369 2.959818e+03 5 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 982 0.1564208 -842.82855 2.026287e+03 1.2434758 1982-1999 –> 2000-2012 0.3229534 0.1665326 -1784.5632 2.882199e+03 7 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 982 0.1560585 -849.38242 6.839116e+02 1.2069100 1982-1999 –> 2000-2012 0.3316807 0.1756222 -1657.1740 1.096187e+03 6 12
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 982 0.1533984 -881.14908 5.762964e+02 1.6285576 1982-1999 –> 2000-2012 0.3661082 0.2127098 -1196.8440 1.085183e+03 3 10
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 982 0.1652904 -736.50609 2.326691e+02 1.4269739 1982-1999 –> 2000-2012 0.3784445 0.2131541 -1048.8636 3.635244e+02 8 16
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 982 0.1835353 -528.86865 2.861558e+02 1.8048183 1982-1999 –> 2000-2012 0.4016764 0.2181411 -780.0680 4.235798e+02 9 18
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 982 0.1877154 -486.63899 8.323722e+01 1.6942233 1982-1999 –> 2000-2012 0.4128682 0.2251527 -658.9115 1.202911e+02 11 21
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 764 0.1427908 -791.92221 2.505255e+03 0.9756067 2000-2012 –> 2010-2019 0.2875347 0.1447439 -1787.1253 4.939594e+03 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 764 0.1526338 -690.06455 6.490803e+02 0.7085452 2000-2012 –> 2010-2019 0.3060321 0.1533984 -1571.2136 1.225377e+03 2 5
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 764 0.1552671 -663.92751 2.370141e+03 1.2098358 2000-2012 –> 2010-2019 0.3084805 0.1532134 -1547.4466 4.460832e+03 3 5
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 764 0.1567321 -649.57827 9.450837e+03 1.2400133 2000-2012 –> 2010-2019 0.3119165 0.1551845 -1507.9914 1.605163e+04 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 764 0.1570845 -646.14621 2.383094e+03 1.2426718 2000-2012 –> 2010-2019 0.3124657 0.1553812 -1502.0706 4.477724e+03 5 10
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 764 0.1580590 -636.69672 2.298481e+03 1.2508994 2000-2012 –> 2010-2019 0.3144797 0.1564208 -1479.5253 4.324768e+03 6 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 764 0.1590818 -628.84031 7.066285e+02 1.2019067 2000-2012 –> 2010-2019 0.3151403 0.1560585 -1478.2227 1.390540e+03 7 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 764 0.1676805 -548.40329 2.856627e+02 1.0861342 2000-2012 –> 2010-2019 0.3329709 0.1652904 -1284.9094 5.183317e+02 8 16
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 764 0.1850214 -396.03175 2.754199e+02 0.8695792 2000-2012 –> 2010-2019 0.3685567 0.1835353 -924.9004 5.615757e+02 10 19
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 764 0.1850634 -397.68451 6.022325e+01 0.8404373 2000-2012 –> 2010-2019 0.3693539 0.1842905 -920.4887 1.123144e+02 11 21
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5288 5.8946296 33782.95902 1.837446e+02 36.6554298 1982-1999 –> 2000-2012 12.0343239 6.1396943 81584.7769 3.651772e+02 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5288 5.9872872 33947.90985 2.842360e+01 38.4058657 1982-1999 –> 2000-2012 12.2153465 6.2280593 81960.9028 5.695735e+01 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5288 6.0377283 34036.63636 1.407606e+01 39.4122381 1982-1999 –> 2000-2012 12.3080360 6.2703076 82149.5380 2.794465e+01 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5288 6.0568919 34070.15102 1.774910e+01 38.7958809 1982-1999 –> 2000-2012 12.3517538 6.2948620 82240.8099 3.492875e+01 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5288 6.1594619 34247.75007 1.889536e+02 21.1019481 1982-1999 –> 2000-2012 12.6238985 6.4644366 82811.2395 3.746045e+02 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5288 6.2059499 34327.27172 8.233928e+03 21.4156874 1982-1999 –> 2000-2012 12.7222690 6.5163191 83008.8935 1.681300e+04 6 12
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 5288 6.2074073 34327.75513 1.834420e+02 21.5553600 1982-1999 –> 2000-2012 12.7252343 6.5178270 83010.7961 3.648321e+02 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5288 6.2723985 34439.90955 2.696983e+01 22.2369571 1982-1999 –> 2000-2012 12.8453498 6.5729514 83249.4096 5.288484e+01 8 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5288 6.3334456 34542.34443 6.340117e+00 22.5396478 1982-1999 –> 2000-2012 12.9602909 6.6268453 83472.5205 1.278164e+01 12 21
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 5288 6.3312864 34536.73831 2.357317e+01 22.7501874 1982-1999 –> 2000-2012 12.9677173 6.6364309 83486.2749 4.655355e+01 11 21
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4027 5.8132289 25618.26756 1.797305e+02 29.8166630 2000-2012 –> 2010-2019 11.7078585 5.8946296 59401.2266 3.634751e+02 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4027 5.8986957 25735.81646 2.579390e+01 29.9012317 2000-2012 –> 2010-2019 11.8859829 5.9872872 59683.7263 5.421750e+01 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4027 5.9505597 25806.32143 1.238123e+01 30.3650604 2000-2012 –> 2010-2019 11.9882881 6.0377283 59842.9578 2.645728e+01 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4027 5.9635183 25823.84162 1.559624e+01 29.8505664 2000-2012 –> 2010-2019 12.0204102 6.0568919 59893.9926 3.334535e+01 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4027 6.0160806 25894.51837 1.823865e+02 29.7421857 2000-2012 –> 2010-2019 12.1755425 6.1594619 60142.2684 3.713401e+02 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4027 6.0729975 25970.35744 8.395655e+03 29.1232571 2000-2012 –> 2010-2019 12.2789474 6.2059499 60297.6292 1.662958e+04 6 12
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 4027 6.0730211 25968.38876 1.789045e+02 28.9290791 2000-2012 –> 2010-2019 12.2804284 6.2074073 60296.1439 3.623465e+02 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4027 6.1092456 26018.28673 2.494759e+01 23.4812114 2000-2012 –> 2010-2019 12.3816441 6.2723985 60458.1963 5.191741e+01 8 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4027 6.1110635 26020.68289 5.829835e+00 25.8387091 2000-2012 –> 2010-2019 12.4365092 6.3254457 60549.6602 1.230634e+01 9 18
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4027 6.1131565 26021.44087 5.539385e+00 26.0055681 2000-2012 –> 2010-2019 12.4387290 6.3255725 60548.6302 1.168556e+01 10 20
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5504 4.2513323 31564.80979 8.033053e+02 12.5872191 1982-1999 –> 2000-2012 8.3798808 4.1285485 74772.9075 1.581564e+03 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5504 4.2919398 31669.45604 5.032700e+01 27.9080585 1982-1999 –> 2000-2012 8.5229423 4.2310025 75250.7899 9.950558e+01 2 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5504 4.3512765 31820.60080 5.520357e+01 13.5398700 1982-1999 –> 2000-2012 8.5464178 4.1951413 75272.3318 1.060534e+02 7 9
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5504 4.3018825 31694.92780 8.504765e+02 27.9024337 1982-1999 –> 2000-2012 8.5916038 4.2897212 75486.1182 1.699944e+03 3 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5504 4.3155901 31729.94813 6.024519e+01 14.7079916 1982-1999 –> 2000-2012 8.5923350 4.2767448 75475.0102 1.158946e+02 4 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5504 4.3340872 31777.02863 1.268077e+01 15.2366269 1982-1999 –> 2000-2012 8.6212497 4.2871626 75559.1346 2.479210e+01 5 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5504 4.3522958 31823.17927 1.867991e+01 28.0688599 1982-1999 –> 2000-2012 8.6282509 4.2759551 75565.4293 3.859741e+01 8 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5504 4.3417175 31796.39160 1.744956e+01 15.6753722 1982-1999 –> 2000-2012 8.6370004 4.2952829 75607.3099 3.468759e+01 6 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5504 4.3619501 31847.57011 2.023370e+01 27.9655415 1982-1999 –> 2000-2012 8.6490190 4.2870689 75629.3436 4.190417e+01 9 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5504 4.4314898 32021.67942 1.748105e+01 13.6626634 1982-1999 –> 2000-2012 8.6965948 4.2651050 75725.2450 3.551322e+01 11 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4225 4.3330546 24394.03528 7.935005e+02 12.9767736 2000-2012 –> 2010-2019 8.5843869 4.2513323 55958.8451 1.596806e+03 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4225 4.3948020 24513.60046 5.979280e+01 13.2686846 2000-2012 –> 2010-2019 8.7103921 4.3155901 56243.5486 1.200380e+02 2 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4225 4.4343357 24589.27315 4.900153e+01 25.6243432 2000-2012 –> 2010-2019 8.7262755 4.2919398 56258.7292 9.932854e+01 7 9
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4225 4.4254439 24572.31215 8.355298e+02 25.5273457 2000-2012 –> 2010-2019 8.7273265 4.3018825 56267.2399 1.686006e+03 4 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4225 4.4185607 24559.15895 1.295795e+01 16.1999079 2000-2012 –> 2010-2019 8.7526478 4.3340872 56336.1876 2.563872e+01 3 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4225 4.4256518 24572.70914 1.756839e+01 16.7998893 2000-2012 –> 2010-2019 8.7673693 4.3417175 56369.1007 3.501794e+01 5 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4225 4.4327865 24586.32056 3.933132e+02 13.9548535 2000-2012 –> 2010-2019 8.7965360 4.3637495 56438.4308 7.981070e+02 6 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4225 4.4487245 24616.64780 5.559173e+01 14.0454447 2000-2012 –> 2010-2019 8.8000009 4.3512765 56437.2486 1.107953e+02 8 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4225 4.4999400 24713.37190 1.895609e+01 25.8181458 2000-2012 –> 2010-2019 8.8522358 4.3522958 56536.5512 3.763600e+01 9 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4225 4.5072674 24727.12012 2.055593e+01 25.7075262 2000-2012 –> 2010-2019 8.8692174 4.3619501 56574.6902 4.078963e+01 10 19
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4353 3.1346631 22314.07295 1.301763e+02 16.1584988 1982-1999 –> 2000-2012 5.9916551 2.8569920 51789.6325 2.458793e+02 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4353 3.1624468 22390.89753 1.639357e+03 28.4054238 1982-1999 –> 2000-2012 6.0921908 2.9297439 52166.5458 3.058899e+03 2 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4353 3.2255173 22562.81747 5.181590e+01 16.9759451 1982-1999 –> 2000-2012 6.1654569 2.9399396 52379.9247 9.995048e+01 3 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4353 3.2371326 22594.11203 5.762660e+01 17.3036713 1982-1999 –> 2000-2012 6.1945505 2.9574179 52481.9584 1.110920e+02 5 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4353 3.2314427 22578.79605 8.539512e+02 17.2772814 1982-1999 –> 2000-2012 6.2912976 3.0598549 52873.0064 1.595313e+03 4 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4353 3.2928363 22742.64819 1.388131e+02 17.2363656 1982-1999 –> 2000-2012 6.4078637 3.1150274 53250.1244 2.581134e+02 6 12
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4353 3.3536159 22901.87968 1.340990e+04 17.0323429 1982-1999 –> 2000-2012 6.4947039 3.1410879 53508.7811 2.387736e+04 7 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4353 3.3545699 22902.35579 8.536835e+02 16.8671128 1982-1999 –> 2000-2012 6.4969303 3.1423604 53512.0907 1.594044e+03 8 16
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4353 3.3979187 23014.13680 1.294297e+02 17.8818320 1982-1999 –> 2000-2012 6.5872156 3.1892969 53800.8084 2.443150e+02 9 18
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4353 3.4075560 23040.79399 2.710311e+01 20.7492238 1982-1999 –> 2000-2012 6.6439959 3.2364399 54004.5784 5.004196e+01 10 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3295 3.3600140 17351.52334 1.302242e+02 24.7158215 2000-2012 –> 2010-2019 6.4946771 3.1346631 39665.5963 2.604005e+02 2 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3295 3.3531357 17338.01922 1.631354e+03 26.4291557 2000-2012 –> 2010-2019 6.5155826 3.1624468 39728.9167 3.270711e+03 1 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3295 3.3746887 17380.24232 8.735141e+02 22.8180475 2000-2012 –> 2010-2019 6.6061314 3.2314427 39959.0384 1.727465e+03 3 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3295 3.4983003 17617.31185 5.327504e+01 25.1317582 2000-2012 –> 2010-2019 6.7238176 3.2255173 40180.1293 1.050909e+02 5 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3295 3.5103481 17639.96822 5.893843e+01 25.0490344 2000-2012 –> 2010-2019 6.7474807 3.2371326 40234.0803 1.165650e+02 6 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3295 3.4707456 17565.19963 1.395886e+02 24.1504108 2000-2012 –> 2010-2019 6.7635819 3.2928363 40307.8478 2.784017e+02 4 10
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3295 3.5170881 17652.60902 1.112190e+04 24.1179540 2000-2012 –> 2010-2019 6.8707040 3.3536159 40554.4887 2.453180e+04 7 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3295 3.5170939 17650.61991 8.731089e+02 24.1023827 2000-2012 –> 2010-2019 6.8716638 3.3545699 40552.9757 1.726792e+03 8 16
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3295 3.5992507 17802.78717 1.298155e+02 25.3597105 2000-2012 –> 2010-2019 6.9971694 3.3979187 40816.9240 2.592452e+02 9 18
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3295 3.6326933 17865.73580 2.727222e+01 24.4165622 2000-2012 –> 2010-2019 7.0402493 3.4075560 40906.5298 5.437533e+01 10 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4541 2.9468476 22716.04396 1.135622e+02 14.7816724 1982-1999 –> 2000-2012 5.5779933 2.6311457 51943.8376 2.186773e+02 1 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4541 2.9699349 22786.92027 9.308064e+02 15.6015850 1982-1999 –> 2000-2012 5.5873032 2.6173683 51950.4429 1.822829e+03 2 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4541 3.0265392 22958.38619 6.118207e+02 15.0776203 1982-1999 –> 2000-2012 5.7844413 2.7579021 52762.1770 1.201134e+03 3 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4541 3.0467445 23018.81667 6.318626e+03 14.3191344 1982-1999 –> 2000-2012 5.8162059 2.7694614 52873.8103 1.310156e+04 4 8
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4541 3.0478675 23020.16349 5.788152e+02 14.3902491 1982-1999 –> 2000-2012 5.8195674 2.7716999 52883.0484 1.119901e+03 5 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4541 3.1321968 23270.03356 5.721779e+01 17.5924183 1982-1999 –> 2000-2012 5.9477047 2.8155079 53326.8955 1.064909e+02 6 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4541 3.1497357 23320.74672 6.768612e+01 17.8090959 1982-1999 –> 2000-2012 5.9904223 2.8406866 53486.6007 1.254814e+02 8 15
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4541 3.1328325 23271.87647 1.125570e+02 15.4678671 1982-1999 –> 2000-2012 6.0265622 2.8937298 53664.2131 2.197593e+02 7 15
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4541 3.1746858 23390.40483 1.125401e+02 15.4782887 1982-1999 –> 2000-2012 6.1006946 2.9260088 53916.5427 2.173390e+02 9 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4541 3.3008882 23746.44765 3.093834e+01 13.9425483 1982-1999 –> 2000-2012 6.4345413 3.1336531 55113.8990 5.977203e+01 10 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3559 3.2474730 18498.13398 1.196355e+02 13.6930199 2000-2012 –> 2010-2019 6.1943205 2.9468476 41214.1779 2.331977e+02 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3559 3.3177390 18650.50455 9.026900e+02 18.2109180 2000-2012 –> 2010-2019 6.2876738 2.9699349 41437.4248 1.833496e+03 2 4
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3559 3.3528541 18725.44601 6.239348e+02 17.8553513 2000-2012 –> 2010-2019 6.3793933 3.0265392 41683.8322 1.235756e+03 4 7
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3559 3.3456873 18710.21473 6.360950e+03 16.2066134 2000-2012 –> 2010-2019 6.3924318 3.0467445 41729.0314 1.267958e+04 3 7
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3559 3.3584879 18735.39623 5.942473e+02 17.4393477 2000-2012 –> 2010-2019 6.4063554 3.0478675 41755.5597 1.173062e+03 5 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3559 3.3948715 18814.09328 5.748035e+01 14.8868260 2000-2012 –> 2010-2019 6.5270683 3.1321968 42084.1268 1.146981e+02 6 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3559 3.4003846 18825.64303 1.191485e+02 15.8033531 2000-2012 –> 2010-2019 6.5332170 3.1328325 42097.5195 2.317055e+02 7 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3559 3.4055625 18836.47377 6.848872e+01 14.8544682 2000-2012 –> 2010-2019 6.5552982 3.1497357 42157.2205 1.361748e+02 8 16
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3559 3.4233001 18871.45114 1.191484e+02 15.8592237 2000-2012 –> 2010-2019 6.5979859 3.1746858 42261.8560 2.316886e+02 9 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3559 3.4818410 18994.14488 3.105945e+01 13.7243287 2000-2012 –> 2010-2019 6.7827291 3.3008882 42740.5925 6.199779e+01 10 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4344 2.0084735 18400.53174 9.237373e+01 12.5792486 1982-1999 –> 2000-2012 3.5586073 1.5501338 39981.2648 1.816627e+02 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4344 2.0698412 18662.01363 5.096205e+01 13.3445365 1982-1999 –> 2000-2012 3.6899141 1.6200729 40755.1832 9.889994e+01 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4344 2.0834412 18718.91181 5.899601e+01 13.4131155 1982-1999 –> 2000-2012 3.7213377 1.6378965 40939.1356 1.138875e+02 3 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4344 2.1276637 18901.39102 1.207041e+03 12.6816926 1982-1999 –> 2000-2012 3.7788505 1.6511868 41215.4568 2.463364e+03 4 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4344 2.2275085 19299.81569 5.171336e+02 9.6217965 1982-1999 –> 2000-2012 4.1056538 1.8781452 43109.3960 1.048128e+03 5 10
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4344 2.2321092 19317.74138 9.269375e+01 10.7478833 1982-1999 –> 2000-2012 4.1289685 1.8968593 43242.4522 1.853839e+02 6 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4344 2.2480823 19379.69148 2.084104e+04 10.9113431 1982-1999 –> 2000-2012 4.1422462 1.8941640 43287.8907 4.396872e+04 7 13
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4344 2.2553209 19405.62126 8.448821e+01 11.1905480 1982-1999 –> 2000-2012 4.1620232 1.9067023 43388.4325 1.645093e+02 8 16
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4344 2.2865053 19524.92742 4.278981e+02 10.3825310 1982-1999 –> 2000-2012 4.2010180 1.9145128 43555.2079 8.482344e+02 9 18
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4344 2.3231415 19665.03025 2.100529e+01 11.5780005 1982-1999 –> 2000-2012 4.3042267 1.9810852 44094.2274 4.084504e+01 10 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3356 2.3629204 15309.55304 1.052533e+02 11.8303247 2000-2012 –> 2010-2019 4.3713939 2.0084735 33710.0848 1.976270e+02 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3356 2.4234005 15479.18789 5.078803e+01 12.5529743 2000-2012 –> 2010-2019 4.4932416 2.0698412 34141.2015 1.017501e+02 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3356 2.4341636 15508.93222 5.889496e+01 12.6114532 2000-2012 –> 2010-2019 4.5176048 2.0834412 34227.8440 1.178910e+02 3 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3356 2.4505843 15554.05878 1.364166e+03 19.3940945 2000-2012 –> 2010-2019 4.5782480 2.1276637 34455.4498 2.571207e+03 4 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3356 2.5407492 15796.58018 6.138153e+02 14.7454155 2000-2012 –> 2010-2019 4.7682577 2.2275085 35096.3959 1.130949e+03 5 10
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3356 2.5562147 15837.31234 1.063497e+02 10.0322959 2000-2012 –> 2010-2019 4.7883240 2.2321092 35155.0537 1.990434e+02 6 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3356 2.5825989 15906.23566 2.607664e+04 11.5964932 2000-2012 –> 2010-2019 4.8306812 2.2480823 35285.9271 4.691768e+04 7 14
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3356 2.5914178 15927.11632 9.604923e+01 10.5525818 2000-2012 –> 2010-2019 4.8467387 2.2553209 35332.7376 1.805374e+02 8 16
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3356 2.6116513 15979.31926 5.020237e+02 16.3633647 2000-2012 –> 2010-2019 4.8981565 2.2865053 35504.2467 9.299218e+02 9 18
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3356 2.6429740 16061.34033 2.225986e+01 10.8109022 2000-2012 –> 2010-2019 4.9661155 2.3231415 35726.3706 4.326514e+01 10 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3510 1.8220282 14186.59929 2.205183e+03 15.3034579 1982-1999 –> 2000-2012 3.1682971 1.3462690 30385.0779 4.190669e+03 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3510 1.8759530 14391.34827 1.285454e+02 14.7758916 1982-1999 –> 2000-2012 3.2694364 1.3934834 30914.8757 2.474184e+02 2 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3510 1.9238362 14568.28337 3.434381e+01 14.5238031 1982-1999 –> 2000-2012 3.3614791 1.4376430 31386.0103 6.464160e+01 3 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3510 1.9319087 14597.67802 3.840967e+01 14.4954814 1982-1999 –> 2000-2012 3.3781315 1.4462228 31471.5157 7.229890e+01 4 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3510 1.9544675 14679.17518 1.962881e+03 16.0481651 1982-1999 –> 2000-2012 3.4660964 1.5116289 31970.1266 3.857206e+03 5 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3510 1.9561269 14685.13295 1.273260e+05 15.5785486 1982-1999 –> 2000-2012 3.4722221 1.5160952 32003.9053 2.523243e+05 6 12
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3510 1.9570386 14686.40397 8.385783e+02 15.4595681 1982-1999 –> 2000-2012 3.4733970 1.5163585 32004.8138 1.617500e+03 7 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3510 1.9778613 14762.70149 1.965890e+02 15.5540889 1982-1999 –> 2000-2012 3.5022476 1.5243864 32132.9040 3.914221e+02 8 16
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3510 1.9799292 14768.03747 1.025137e+02 15.0041024 1982-1999 –> 2000-2012 3.5067619 1.5268326 32151.3605 1.996243e+02 9 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3510 2.0087602 14871.52281 3.414668e+01 15.2785334 1982-1999 –> 2000-2012 3.5564907 1.5477305 32385.0397 6.910616e+01 10 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2694 1.9556284 11273.03474 2.381762e+03 13.9011868 2000-2012 –> 2010-2019 3.7776565 1.8220282 25459.6340 4.586945e+03 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2694 2.0221870 11453.36046 1.399214e+02 13.5033003 2000-2012 –> 2010-2019 3.8981399 1.8759530 25844.7087 2.684668e+02 2 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2694 2.0411044 11503.53052 2.085180e+03 15.2971527 2000-2012 –> 2010-2019 3.9955719 1.9544675 26182.7057 4.048061e+03 3 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2694 2.0759810 11594.81823 3.535384e+01 13.9229727 2000-2012 –> 2010-2019 3.9998172 1.9238362 26163.1016 6.969765e+01 6 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2694 2.0449089 11513.56409 1.382062e+05 14.4507979 2000-2012 –> 2010-2019 4.0010358 1.9561269 26198.6970 2.655322e+05 4 10
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2694 2.0518648 11529.86067 8.779605e+02 14.0890538 2000-2012 –> 2010-2019 4.0089034 1.9570386 26216.2646 1.716539e+03 5 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2694 2.0839221 11615.38922 3.970234e+01 13.9806487 2000-2012 –> 2010-2019 4.0158308 1.9319087 26213.0672 7.811201e+01 8 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2694 2.0785410 11601.45825 2.078912e+02 14.8257159 2000-2012 –> 2010-2019 4.0564022 1.9778613 26364.1597 4.044802e+02 7 15
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2694 2.0888546 11626.12719 1.086803e+02 13.5859299 2000-2012 –> 2010-2019 4.0687838 1.9799292 26394.1647 2.111940e+02 9 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2694 2.1182962 11703.53876 3.735953e+01 14.5358180 2000-2012 –> 2010-2019 4.1270564 2.0087602 26575.0616 7.150621e+01 10 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3166 1.3695792 10990.15533 1.552315e+05 12.6197543 1982-1999 –> 2000-2012 2.5753420 1.2057627 24886.8590 3.193912e+05 1 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3166 1.3748118 11014.30122 4.088654e+03 12.5335656 1982-1999 –> 2000-2012 2.5779233 1.2031115 24891.9776 8.147293e+03 2 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3166 1.3840284 11056.60836 2.049320e+03 12.8456292 1982-1999 –> 2000-2012 2.5803423 1.1963140 24885.3081 4.065897e+03 3 4
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3166 1.3841621 11055.21997 1.357349e+03 12.8332875 1982-1999 –> 2000-2012 2.5906209 1.2064589 24954.9127 2.782315e+03 4 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3166 1.4041442 11147.97682 4.152373e+02 12.6885655 1982-1999 –> 2000-2012 2.6201851 1.2160409 25118.0514 8.367935e+02 5 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3166 1.4120836 11183.67900 1.813971e+02 12.9697801 1982-1999 –> 2000-2012 2.6291500 1.2170664 25161.0399 3.670503e+02 6 12
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3166 1.4144741 11192.38918 1.664209e+02 13.0302886 1982-1999 –> 2000-2012 2.6332646 1.2187905 25179.9867 3.422594e+02 7 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3166 1.4309313 11267.63564 5.456701e+01 12.8096111 1982-1999 –> 2000-2012 2.6629190 1.2319877 25350.3284 1.077914e+02 8 16
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3166 1.4345487 11283.62274 2.171497e+01 13.0551443 1982-1999 –> 2000-2012 2.6691094 1.2345607 25384.3498 4.151937e+01 9 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3166 1.4361518 11290.69478 7.186552e+01 12.8172094 1982-1999 –> 2000-2012 2.6720351 1.2358833 25400.6771 1.413396e+02 10 21
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2517 1.5581865 9389.62945 1.716971e+05 10.5534916 2000-2012 –> 2010-2019 2.9277657 1.3695792 20379.7848 3.269285e+05 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2517 1.5720437 9434.19987 4.373541e+03 10.6259235 2000-2012 –> 2010-2019 2.9468555 1.3748118 20448.5011 8.462196e+03 2 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2517 1.5734244 9438.61917 2.120075e+03 10.6338953 2000-2012 –> 2010-2019 2.9574528 1.3840284 20495.2275 4.169395e+03 3 6
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2517 1.5739056 9438.15862 1.434112e+03 10.6739589 2000-2012 –> 2010-2019 2.9580677 1.3841621 20493.3786 2.791461e+03 4 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2517 1.6019986 9529.21901 4.562728e+02 10.7288936 2000-2012 –> 2010-2019 3.0061428 1.4041442 20677.1958 8.715101e+02 6 11
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2517 1.5981553 9517.12775 1.961287e+02 10.6658480 2000-2012 –> 2010-2019 3.0102390 1.4120836 20700.8068 3.775258e+02 5 11
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2517 1.6044439 9534.89712 1.825578e+02 10.7898430 2000-2012 –> 2010-2019 3.0189180 1.4144741 20727.2863 3.489787e+02 7 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2517 1.6186051 9581.13342 2.106924e+01 10.7315507 2000-2012 –> 2010-2019 3.0531538 1.4345487 20864.7562 4.278421e+01 8 17
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2517 1.6284348 9611.61226 5.778785e+01 10.8028100 2000-2012 –> 2010-2019 3.0593661 1.4309313 20879.2479 1.123549e+02 10 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2517 1.6226973 9593.84438 2.409787e+01 10.7439853 2000-2012 –> 2010-2019 3.0621196 1.4394223 20898.9425 4.893511e+01 9 20
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1183 0.6247807 2258.34980 4.031147e+03 4.1118046 1982-1999 –> 2000-2012 1.1022589 0.4774781 4500.4117 8.013355e+03 5 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1183 0.6202654 2241.18860 2.568629e+03 4.2222731 1982-1999 –> 2000-2012 1.1047524 0.4844870 4531.0182 5.124596e+03 2 5
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1183 0.6187260 2235.30901 9.741165e+05 4.1453779 1982-1999 –> 2000-2012 1.1053166 0.4865907 4539.3411 2.336930e+06 1 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1183 0.6225477 2249.87814 2.461574e+02 4.2560822 1982-1999 –> 2000-2012 1.1075900 0.4850423 4543.4629 4.896919e+02 3 7
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1183 0.6243534 2256.73082 3.925427e+01 4.2786153 1982-1999 –> 2000-2012 1.1102279 0.4858746 4555.9353 7.204476e+01 4 9
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1183 0.6249428 2258.96355 4.484428e+01 4.2832764 1982-1999 –> 2000-2012 1.1111338 0.4861910 4560.3020 8.298955e+01 6 12
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1183 0.6261002 2261.34142 1.614109e+03 4.3669156 1982-1999 –> 2000-2012 1.1154467 0.4893465 4581.8861 3.147074e+03 7 16
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1183 0.6329737 2289.17427 4.907518e+02 4.1745392 1982-1999 –> 2000-2012 1.1164178 0.4834441 4571.9399 9.701466e+02 8 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1183 0.6388060 2310.87498 7.208271e+01 4.2128407 1982-1999 –> 2000-2012 1.1267954 0.4879895 4624.3169 1.366634e+02 10 18
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1183 0.6346450 2293.41327 2.441830e+02 4.4611651 1982-1999 –> 2000-2012 1.1289090 0.4942639 4646.7344 4.750662e+02 9 20
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1026 0.7087434 2219.23675 8.960152e+05 3.8392299 2000-2012 –> 2010-2019 1.3274694 0.6187260 4454.5458 1.870132e+06 2 3
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1026 0.7084060 2218.25979 2.640557e+03 3.7914563 2000-2012 –> 2010-2019 1.3286715 0.6202654 4459.4484 5.209186e+03 1 3
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1026 0.7098947 2222.56743 2.552496e+02 3.7884079 2000-2012 –> 2010-2019 1.3324424 0.6225477 4472.4456 5.014071e+02 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1026 0.7103016 2223.74335 4.230055e+03 3.8568161 2000-2012 –> 2010-2019 1.3350824 0.6247807 4482.0931 8.261202e+03 4 9
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1026 0.7112072 2226.35774 3.130141e+01 3.7874627 2000-2012 –> 2010-2019 1.3355606 0.6243534 4483.0886 7.055569e+01 5 9
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1026 0.7116510 2227.63787 3.685149e+01 3.7872096 2000-2012 –> 2010-2019 1.3365938 0.6249428 4486.6014 8.169578e+01 6 12
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1026 0.7154312 2236.50894 1.740525e+03 3.9886825 2000-2012 –> 2010-2019 1.3415314 0.6261002 4497.8504 3.354634e+03 7 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1026 0.7176193 2244.77524 5.048695e+02 3.9305226 2000-2012 –> 2010-2019 1.3505930 0.6329737 4533.9495 9.956213e+02 8 16
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1026 0.7234255 2259.31101 2.552478e+02 4.0679910 2000-2012 –> 2010-2019 1.3580705 0.6346450 4552.7243 4.994308e+02 10 19
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1026 0.7229264 2259.89492 6.458221e+01 3.9707112 2000-2012 –> 2010-2019 1.3617324 0.6388060 4570.7699 1.366649e+02 9 19
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1763 0.6077064 3261.00549 3.478608e+05 3.6796219 1982-1999 –> 2000-2012 1.1185631 0.5108567 7112.9968 7.043054e+05 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1763 0.6312966 3395.28950 4.629019e+03 4.5709192 1982-1999 –> 2000-2012 1.1545905 0.5232940 7370.8231 8.702414e+03 3 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1763 0.6361961 3422.54924 5.113514e+02 4.6704413 1982-1999 –> 2000-2012 1.1636488 0.5274528 7438.7390 9.488912e+02 4 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1763 0.6403848 3445.68819 3.545377e+01 4.7534603 1982-1999 –> 2000-2012 1.1711678 0.5307830 7494.2041 6.720931e+01 6 11
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1763 0.6412719 3450.56933 4.294381e+01 4.7703757 1982-1999 –> 2000-2012 1.1728222 0.5315503 7506.5041 8.044757e+01 9 15
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1763 0.6256814 3363.78662 2.994473e+05 2.9810992 1982-1999 –> 2000-2012 1.1798092 0.5541278 7633.3666 6.059319e+05 2 14
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1763 0.6610621 3557.73928 3.501432e+03 3.6274560 1982-1999 –> 2000-2012 1.1820037 0.5209417 7510.1337 6.535996e+03 14 16
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1763 0.6377509 3431.15598 1.988492e+06 3.7082393 1982-1999 –> 2000-2012 1.1948443 0.5570934 7728.1495 4.031758e+06 5 19
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1763 0.6406997 3447.42157 2.190586e+03 3.4023077 1982-1999 –> 2000-2012 1.1976064 0.5569068 7742.6941 4.019871e+03 7 20
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 1763 0.6409757 3446.94022 2.993152e+05 4.1562925 1982-1999 –> 2000-2012 1.2038312 0.5628556 7794.7837 6.057030e+05 8 26
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1342 0.6849951 2806.95684 3.489779e+05 4.0768228 2000-2012 –> 2010-2019 1.2927015 0.6077064 6067.9623 6.968387e+05 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1342 0.6940131 2842.06139 3.073452e+05 3.7480435 2000-2012 –> 2010-2019 1.3196945 0.6256814 6205.8480 6.067925e+05 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1342 0.7123763 2912.15519 4.245397e+03 4.5226704 2000-2012 –> 2010-2019 1.3436729 0.6312966 6307.4447 8.874417e+03 5 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1342 0.7073201 2893.03695 2.129912e+06 3.9212817 2000-2012 –> 2010-2019 1.3450710 0.6377509 6324.1929 4.118404e+06 3 8
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 1342 0.7100479 2901.36798 3.072539e+05 3.8356480 2000-2012 –> 2010-2019 1.3510235 0.6409757 6348.3082 6.065691e+05 4 12
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1342 0.7173149 2930.69809 4.800549e+02 4.6391927 2000-2012 –> 2010-2019 1.3535110 0.6361961 6353.2473 9.914063e+02 7 11
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1342 0.7135637 2916.62522 2.177093e+03 3.7297767 2000-2012 –> 2010-2019 1.3542634 0.6406997 6364.0468 4.367679e+03 6 13
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1342 0.7215564 2946.52186 3.539008e+01 4.7364663 2000-2012 –> 2010-2019 1.3619412 0.6403848 6392.2100 7.084385e+01 9 15
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1342 0.7224205 2949.73388 4.255031e+01 4.7558985 2000-2012 –> 2010-2019 1.3636923 0.6412719 6400.3032 8.549412e+01 10 19
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1342 0.7193474 2938.29226 3.867419e+02 3.7200765 2000-2012 –> 2010-2019 1.3659497 0.6466023 6418.0493 7.556412e+02 8 18
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1127 0.5340557 1798.45429 8.648547e+05 2.9897291 1982-1999 –> 2000-2012 1.0684877 0.5344320 4487.5554 1.528128e+06 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1127 0.5432736 1837.02682 5.045109e+03 3.1052177 1982-1999 –> 2000-2012 1.0873346 0.5440610 4586.4127 9.474580e+03 2 5
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1127 0.5440820 1840.37820 4.516375e+02 3.1510219 1982-1999 –> 2000-2012 1.0892916 0.5452096 4596.8840 9.391715e+02 3 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1127 0.5448721 1843.64913 3.397066e+01 3.1965484 1982-1999 –> 2000-2012 1.0910172 0.5461452 4605.9429 6.830384e+01 4 9
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1127 0.5450425 1844.35383 3.971165e+01 3.2062721 1982-1999 –> 2000-2012 1.0914217 0.5463792 4608.0941 8.044634e+01 5 11
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1127 0.5746031 1963.40076 3.275682e+01 5.0785398 1982-1999 –> 2000-2012 1.1133937 0.5387906 4679.9233 6.718178e+01 6 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1127 0.6052759 2080.61967 3.135154e+03 3.7283366 1982-1999 –> 2000-2012 1.1651519 0.5598760 4926.7412 6.332196e+03 8 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1127 0.6181670 2128.12108 1.024568e+03 3.9979404 1982-1999 –> 2000-2012 1.1854701 0.5673031 5018.7330 2.409027e+03 10 18
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1127 0.6280471 2163.86148 4.471200e+02 4.1005183 1982-1999 –> 2000-2012 1.2032594 0.5752124 5101.2160 1.086817e+03 13 22
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1127 0.6270245 2160.18865 3.863424e+02 3.9938708 1982-1999 –> 2000-2012 1.2033269 0.5763024 5103.9345 9.420655e+02 12 22
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 909 0.5344483 1454.61648 8.638209e+05 3.0791715 2000-2012 –> 2010-2019 1.0685040 0.5340557 3253.0708 1.728676e+06 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 909 0.5422707 1481.03256 4.918916e+03 3.0198030 2000-2012 –> 2010-2019 1.0855443 0.5432736 3318.0594 9.964025e+03 3 5
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 909 0.5428083 1482.83388 4.652232e+02 3.0203795 2000-2012 –> 2010-2019 1.0868902 0.5440820 3323.2121 9.168608e+02 4 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 909 0.5433979 1484.80770 3.310046e+01 3.0179653 2000-2012 –> 2010-2019 1.0882700 0.5448721 3328.4568 6.707111e+01 5 9
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 909 0.5435231 1485.22653 3.864565e+01 3.0177902 2000-2012 –> 2010-2019 1.0885656 0.5450425 3329.5804 7.835730e+01 6 11
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 909 0.5388206 1469.42898 3.266351e+01 2.8456565 2000-2012 –> 2010-2019 1.1134237 0.5746031 3432.8297 6.542033e+01 2 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 909 0.5765539 1592.48243 2.183689e+03 2.8855832 2000-2012 –> 2010-2019 1.1765980 0.6000440 3653.5342 3.414881e+03 7 14
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate 909 0.5920952 1638.83843 3.325154e+02 3.5279585 2000-2012 –> 2010-2019 1.1921392 0.6000440 3697.8903 6.336616e+02 8 16
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 909 0.5981864 1659.44587 3.332690e+03 3.3367158 2000-2012 –> 2010-2019 1.2034623 0.6052759 3740.0655 6.467844e+03 9 18
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 909 0.6078028 1688.43922 1.711300e+03 3.3695953 2000-2012 –> 2010-2019 1.2259698 0.6181670 3816.5603 2.735869e+03 10 21
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1086 0.4271657 1248.46743 1.606327e+03 2.8163994 1982-1999 –> 2000-2012 0.9042680 0.4771023 3185.1526 3.071422e+03 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1086 0.4282781 1254.11659 3.166260e+01 2.8556864 1982-1999 –> 2000-2012 0.9127808 0.4845027 3234.3920 6.099511e+01 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1086 0.4337698 1281.79022 3.206340e+06 3.0563576 1982-1999 –> 2000-2012 0.9438103 0.5100405 3407.5373 5.988080e+06 3 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1086 0.4381239 1303.48361 1.155361e+04 3.0507602 1982-1999 –> 2000-2012 0.9470772 0.5089533 3423.1877 2.144304e+04 4 9
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1086 0.4382457 1304.08758 4.460594e+02 3.0523042 1982-1999 –> 2000-2012 0.9472479 0.5090022 3424.0634 8.945884e+02 5 11
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1086 0.4385448 1305.56955 3.668861e+01 3.0519085 1982-1999 –> 2000-2012 0.9476210 0.5090762 3425.9572 7.165738e+01 6 13
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1086 0.4386032 1305.85846 4.414550e+01 3.0520613 1982-1999 –> 2000-2012 0.9476977 0.5090945 3426.3481 8.626048e+01 7 15
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1086 0.4506277 1364.60334 9.360566e+02 2.8874612 1982-1999 –> 2000-2012 0.9556277 0.5050000 3462.2236 1.875441e+03 9 12
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate 1086 0.4413781 1317.55673 4.366823e+02 3.1378019 1982-1999 –> 2000-2012 0.9601297 0.5187516 3489.2639 8.802869e+02 8 21
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1086 0.4738819 1473.89113 5.643378e+03 2.4073294 1982-1999 –> 2000-2012 0.9816675 0.5077856 3587.0900 1.137995e+04 13 17
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 798 0.4127408 866.26874 1.805805e+03 2.2647329 2000-2012 –> 2010-2019 0.8399064 0.4271657 2114.7362 3.412132e+03 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 798 0.4186506 888.95900 2.961470e+01 2.2668495 2000-2012 –> 2010-2019 0.8469287 0.4282781 2143.0756 6.127730e+01 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 798 0.4357941 953.01151 3.007830e+06 2.5288435 2000-2012 –> 2010-2019 0.8695638 0.4337698 2234.8017 6.214170e+06 4 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 798 0.4372387 958.29354 1.054216e+04 2.4468684 2000-2012 –> 2010-2019 0.8753626 0.4381239 2261.7772 2.209578e+04 5 9
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 798 0.4373079 958.54610 5.044035e+02 2.4477405 2000-2012 –> 2010-2019 0.8755536 0.4382457 2262.6337 9.504628e+02 6 11
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 798 0.4375010 959.25068 3.451199e+01 2.4479054 2000-2012 –> 2010-2019 0.8760459 0.4385448 2264.8202 7.120060e+01 7 13
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 798 0.4375438 959.40657 4.138654e+01 2.4480797 2000-2012 –> 2010-2019 0.8761469 0.4386032 2265.2650 8.553204e+01 8 15
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 798 0.4279085 923.86788 1.025961e+03 2.7084317 2000-2012 –> 2010-2019 0.8785362 0.4506277 2288.4712 1.962018e+03 3 12
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate 798 0.4395418 964.67820 4.978064e+02 2.4990572 2000-2012 –> 2010-2019 0.8809199 0.4413781 2282.2349 9.344887e+02 10 18
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 798 0.4393898 966.12587 1.052434e+03 2.4422342 2000-2012 –> 2010-2019 0.8978107 0.4584210 2367.9714 2.011718e+03 9 19
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2644 0.5943534 4766.09990 2.513024e+01 2.9184523 1982-1999 –> 2000-2012 1.2103592 0.6160058 11659.4443 4.725203e+01 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2644 0.6097462 4901.30722 5.007207e+03 3.0348676 1982-1999 –> 2000-2012 1.2392151 0.6294689 11953.8188 9.765699e+03 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2644 0.6140477 4938.48098 4.685623e+02 3.0302942 1982-1999 –> 2000-2012 1.2479914 0.6339437 12043.1423 9.187663e+02 7 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2644 0.6125405 4925.48548 3.867088e+01 3.3666860 1982-1999 –> 2000-2012 1.2522063 0.6396658 12096.3000 7.274278e+01 3 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2644 0.6125719 4925.75680 3.134828e+01 3.3670202 1982-1999 –> 2000-2012 1.2522694 0.6396975 12096.9362 5.900379e+01 4 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2644 0.6127664 4927.43545 3.378911e+02 3.3662800 1982-1999 –> 2000-2012 1.2526622 0.6398958 12100.8960 6.440239e+02 5 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2644 0.6131526 4930.76736 3.011235e+03 3.3683915 1982-1999 –> 2000-2012 1.2534597 0.6403070 12108.9582 5.748474e+03 6 16
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2644 0.6179707 4972.15729 4.385595e+02 3.0343930 1982-1999 –> 2000-2012 1.2561095 0.6381388 12125.3761 8.684667e+02 9 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2644 0.6184192 4975.99377 3.561654e+02 3.0442327 1982-1999 –> 2000-2012 1.2572908 0.6388716 12137.6615 7.054611e+02 10 16
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2644 0.6225326 5011.05016 4.611340e+02 2.8236949 1982-1999 –> 2000-2012 1.2586023 0.6360698 12140.3605 8.903302e+02 12 16
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1942 0.6020815 3554.56127 2.446187e+01 3.8515150 2000-2012 –> 2010-2019 1.1964349 0.5943534 8320.6612 4.959211e+01 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1942 0.6135114 3627.60424 4.444494e+03 3.6926054 2000-2012 –> 2010-2019 1.2232576 0.6097462 8528.9115 9.451701e+03 3 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1942 0.6038573 3566.00036 4.948170e+02 3.1712173 2000-2012 –> 2010-2019 1.2263899 0.6225326 8577.0505 9.559510e+02 2 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1942 0.6172374 3651.12144 4.956643e+02 3.6533181 2000-2012 –> 2010-2019 1.2312851 0.6140477 8589.6024 9.642266e+02 4 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1942 0.6214834 3677.74764 4.188521e+02 3.6674151 2000-2012 –> 2010-2019 1.2394541 0.6179707 8649.9049 8.574116e+02 5 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1942 0.6272645 3713.71027 3.710971e+01 4.0299512 2000-2012 –> 2010-2019 1.2398050 0.6125405 8639.1957 7.578059e+01 7 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1942 0.6272748 3713.77379 2.993754e+01 4.0297175 2000-2012 –> 2010-2019 1.2398467 0.6125719 8639.5306 6.128583e+01 8 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1942 0.6273466 3714.21855 3.493378e+02 4.0287767 2000-2012 –> 2010-2019 1.2401130 0.6127664 8641.6540 6.872289e+02 9 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1942 0.6274878 3715.09296 2.923613e+03 4.0262191 2000-2012 –> 2010-2019 1.2406405 0.6131526 8645.8603 5.934848e+03 10 16
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1942 0.6224324 3683.67431 3.384003e+02 3.7017393 2000-2012 –> 2010-2019 1.2408516 0.6184192 8659.6681 6.945657e+02 6 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6097 0.5176465 9287.24309 2.149791e+02 3.1360349 1982-1999 –> 2000-2012 1.0224109 0.5047643 21700.9188 4.128475e+02 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6097 0.5261976 9487.03082 8.560858e+01 3.2300042 1982-1999 –> 2000-2012 1.0424134 0.5162158 22279.0211 1.734140e+02 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 6097 0.5485350 9993.98928 3.455457e+03 3.1091533 1982-1999 –> 2000-2012 1.0964012 0.5478662 23789.4908 7.041592e+03 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6097 0.5495090 10015.62110 2.611872e+02 3.1231340 1982-1999 –> 2000-2012 1.0987852 0.5492762 23854.4686 5.300325e+02 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6097 0.5509097 10046.66486 1.805702e+02 3.1290138 1982-1999 –> 2000-2012 1.1019562 0.5510465 23939.7773 3.671364e+02 5 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6097 0.5529852 10092.51793 1.497182e+02 3.1248073 1982-1999 –> 2000-2012 1.1064049 0.5534197 24058.1037 3.054947e+02 7 13
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 6097 0.5526801 10083.78842 2.134920e+02 3.1993243 1982-1999 –> 2000-2012 1.1066260 0.5539459 24063.4000 4.092384e+02 6 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6097 0.5639266 10331.43417 1.074994e+02 3.1926883 1982-1999 –> 2000-2012 1.1198760 0.5559494 24373.9303 2.184148e+02 9 17
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 6097 0.5630890 10311.30733 5.465534e+01 3.2649683 1982-1999 –> 2000-2012 1.1290330 0.5659441 24652.2856 1.059701e+02 8 17
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6097 0.5955284 10996.31006 1.184197e+02 3.8928358 1982-1999 –> 2000-2012 1.1935393 0.5980109 26268.7257 2.305160e+02 10 20
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4647 0.5070844 6890.26577 2.143464e+02 2.4868262 2000-2012 –> 2010-2019 1.0247310 0.5176465 16177.5089 4.293255e+02 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4647 0.5166223 7063.45466 8.048309e+01 2.5712260 2000-2012 –> 2010-2019 1.0428198 0.5261976 16550.4855 1.660917e+02 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4647 0.5274381 7256.02269 3.257749e+03 2.3791921 2000-2012 –> 2010-2019 1.0759732 0.5485350 17250.0120 6.713205e+03 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4647 0.5283575 7272.20852 2.496560e+02 2.3884279 2000-2012 –> 2010-2019 1.0778665 0.5495090 17287.8296 5.108432e+02 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4647 0.5295387 7292.96320 1.719397e+02 2.3906749 2000-2012 –> 2010-2019 1.0804484 0.5509097 17339.6281 3.525098e+02 5 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4647 0.5312820 7323.51053 1.421971e+02 2.3842002 2000-2012 –> 2010-2019 1.0842672 0.5529852 17416.0285 2.919154e+02 6 13
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 4647 0.5325642 7343.91322 2.131663e+02 2.4712337 2000-2012 –> 2010-2019 1.0852443 0.5526801 17427.7016 4.266583e+02 7 13
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 4647 0.5435605 7533.86006 5.293531e+01 2.6001109 2000-2012 –> 2010-2019 1.1066495 0.5630890 17845.1674 1.075906e+02 8 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4647 0.5573344 7768.43725 1.010338e+02 2.7250360 2000-2012 –> 2010-2019 1.1212611 0.5639266 18099.8714 2.085332e+02 9 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4647 0.5791439 8125.19197 1.163763e+02 2.9548599 2000-2012 –> 2010-2019 1.1746723 0.5955284 19121.5020 2.347960e+02 10 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 534 0.2742845 147.87270 5.271900e+06 1.5819053 1982-1999 –> 2000-2012 0.5355538 0.2612693 293.8569 9.741131e+06 1 2
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 534 0.2756609 153.21873 3.506294e+02 1.4765626 1982-1999 –> 2000-2012 0.5443181 0.2686572 347.1643 7.294690e+02 2 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 534 0.2792898 167.18680 4.955709e+01 1.5266830 1982-1999 –> 2000-2012 0.5448358 0.2655460 341.0976 1.044205e+02 6 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 534 0.2766570 157.07098 5.067910e+01 1.4761864 1982-1999 –> 2000-2012 0.5464382 0.2697813 358.1979 1.030301e+02 3 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 534 0.2767466 157.41709 5.042929e+01 1.4767011 1982-1999 –> 2000-2012 0.5466258 0.2698792 359.1681 1.025551e+02 4 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 534 0.2775553 160.53330 7.254078e+01 1.4811579 1982-1999 –> 2000-2012 0.5482915 0.2707362 367.7376 1.363498e+02 5 11
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 534 0.2909098 208.72184 2.659255e+01 1.4917468 1982-1999 –> 2000-2012 0.5781541 0.2872443 515.7299 5.414365e+01 7 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 534 0.3145192 294.05983 2.172243e+02 0.9816303 1982-1999 –> 2000-2012 0.6442331 0.3297140 840.2429 3.429385e+02 8 21
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 534 0.3290862 342.41305 2.115797e+02 1.0772604 1982-1999 –> 2000-2012 0.6472345 0.3181483 827.1788 3.347138e+02 13 21
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 534 0.3277487 338.06358 3.820500e+02 1.8569076 1982-1999 –> 2000-2012 0.6490724 0.3213237 839.9111 7.737002e+02 9 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 389 0.2633804 79.96074 3.514152e+02 1.3437548 2000-2012 –> 2010-2019 0.5390412 0.2756609 233.1795 7.020446e+02 2 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 389 0.2643129 82.71065 4.418993e+01 1.3392251 2000-2012 –> 2010-2019 0.5409699 0.2766570 239.7816 9.486903e+01 3 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 389 0.2643635 82.85940 4.399439e+01 1.3397681 2000-2012 –> 2010-2019 0.5411101 0.2767466 240.2765 9.442369e+01 4 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 389 0.2627296 78.03615 4.542362e+01 1.2888067 2000-2012 –> 2010-2019 0.5420194 0.2792898 245.2229 9.498071e+01 1 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 389 0.2650354 84.83418 6.809827e+01 1.3402457 2000-2012 –> 2010-2019 0.5425907 0.2775553 245.3675 1.406390e+02 5 10
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 389 0.2729647 105.76902 2.689842e+01 1.5129131 2000-2012 –> 2010-2019 0.5638745 0.2909098 314.4909 5.349097e+01 6 13
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 389 0.2914988 158.87846 6.297949e+06 1.8209333 2000-2012 –> 2010-2019 0.5657832 0.2742845 306.7512 1.156985e+07 7 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 389 0.3058900 196.37007 3.985775e+02 1.4644940 2000-2012 –> 2010-2019 0.6336387 0.3277487 534.4337 7.806275e+02 8 17
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 389 0.3066397 198.27440 8.871405e+01 1.4600445 2000-2012 –> 2010-2019 0.6351499 0.3285102 538.8166 1.973666e+02 9 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 389 0.3069576 199.08066 8.036602e+01 1.4613555 2000-2012 –> 2010-2019 0.6358633 0.3289057 540.9078 1.773180e+02 10 22
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 88 0.7148541 204.65407 2.682101e+01 2.2286533 1982-1999 –> 2000-2012 1.4977719 0.7829178 505.1615 8.594797e+01 1 2
SO (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 88 0.7423925 211.30680 2.288666e+01 2.3747253 1982-1999 –> 2000-2012 1.5573019 0.8149093 521.5863 7.364446e+01 2 4
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 88 0.7561093 214.52898 1.725451e+01 2.4341576 1982-1999 –> 2000-2012 1.5903841 0.8342748 530.5390 6.715766e+01 3 6
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 88 0.7724231 218.28597 9.481409e+03 2.2559042 1982-1999 –> 2000-2012 1.7251224 0.9526993 566.6837 1.481100e+04 4 9
SO (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 88 0.8247756 229.82786 2.360383e+02 2.6719736 1982-1999 –> 2000-2012 1.7696047 0.9448291 576.2016 4.989961e+02 5 9
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 88 0.8694528 239.11232 2.834539e+01 2.9413026 1982-1999 –> 2000-2012 1.8318426 0.9623898 589.9794 8.978617e+01 6 12
SO (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 88 0.9623157 256.97255 1.633519e+01 3.2596301 1982-1999 –> 2000-2012 2.0345677 1.0722520 634.2153 7.291969e+01 8 15
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 88 0.9912225 262.18152 1.603712e+01 3.3772875 1982-1999 –> 2000-2012 2.0960775 1.1048550 646.7328 7.145362e+01 10 18
SO (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 88 0.8785347 238.94121 2.473969e+01 3.0414583 1982-1999 –> 2000-2012 2.1153721 1.2368373 649.0263 8.152063e+01 7 16
SO (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 88 1.0852882 278.13800 1.352790e+02 3.6134467 1982-1999 –> 2000-2012 2.3237922 1.2385040 690.5516 3.514350e+02 12 22
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 63 0.8800283 176.68330 4.868543e+01 3.0021307 2000-2012 –> 2010-2019 1.5948824 0.7148541 381.3374 7.550644e+01 4 5
SO (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 63 0.8701872 175.26634 4.038489e+01 3.0808515 2000-2012 –> 2010-2019 1.6125797 0.7423925 386.5731 6.327156e+01 2 4
SO (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 63 0.8690620 175.10331 3.981475e+01 3.1043635 2000-2012 –> 2010-2019 1.6251713 0.7561093 389.6323 5.706926e+01 1 4
SO (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 63 0.8738811 175.80007 2.692274e+02 3.2024322 2000-2012 –> 2010-2019 1.6986567 0.8247756 405.6279 5.052656e+02 3 8
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 63 0.9372769 184.62442 8.551079e+03 2.8724334 2000-2012 –> 2010-2019 1.7097001 0.7724231 402.9104 1.803249e+04 5 9
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 63 1.0303931 196.55874 6.169304e+01 3.2340064 2000-2012 –> 2010-2019 1.8998459 0.8694528 435.6711 9.003843e+01 6 12
SO (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 63 1.0408683 195.83321 4.867745e+01 3.1020216 2000-2012 –> 2010-2019 1.9194030 0.8785347 434.7744 7.341713e+01 7 14
SO (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 63 1.1238099 207.49356 5.358493e+01 3.4478339 2000-2012 –> 2010-2019 2.0861256 0.9623157 464.4661 6.992012e+01 8 16
SO (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 63 1.1562355 209.07760 4.011438e+01 3.2550138 2000-2012 –> 2010-2019 2.1318263 0.9755909 466.4615 5.546503e+01 10 19
SO (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 63 1.1525380 210.67403 4.381027e+01 3.5277729 2000-2012 –> 2010-2019 2.1437605 0.9912225 472.8556 5.984739e+01 9 19
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 288 1.4034084 1026.51722 7.831398e+03 5.2887268 1982-1999 –> 2000-2012 2.8958655 1.4924570 2612.4463 1.494969e+04 1 2
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 288 1.6147794 1107.32685 4.353205e+01 6.8726734 1982-1999 –> 2000-2012 3.1884730 1.5736936 2739.0494 8.054215e+01 2 4
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 288 1.7394723 1150.17171 3.333611e+01 7.3303918 1982-1999 –> 2000-2012 3.4106390 1.6711667 2833.8176 6.142372e+01 3 6
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 288 1.7398251 1150.28851 4.591337e+01 7.2583209 1982-1999 –> 2000-2012 3.5191722 1.7793472 2888.1284 8.375498e+01 4 9
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 288 1.7948931 1168.23719 4.899499e+01 7.6377954 1982-1999 –> 2000-2012 3.5213935 1.7265004 2880.0274 8.733310e+01 6 10
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 288 1.7571536 1153.99705 4.260939e+01 7.4259332 1982-1999 –> 2000-2012 3.5832754 1.8261218 2912.2560 7.890172e+01 5 11
SO (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 288 1.8793976 1194.73653 4.320848e+01 7.7827360 1982-1999 –> 2000-2012 3.7818171 1.9024196 2990.3608 7.741126e+01 7 14
SO (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 288 1.9009324 1199.29903 3.300626e+01 7.9590762 1982-1999 –> 2000-2012 3.8575089 1.9565765 3017.1755 6.099111e+01 8 17
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 288 1.9364089 1211.94966 5.284743e+01 8.1005055 1982-1999 –> 2000-2012 3.9011479 1.9647390 3035.4231 9.280439e+01 9 19
SO (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 288 1.9880448 1227.10794 3.555383e+02 8.6973408 1982-1999 –> 2000-2012 3.9138991 1.9258543 3033.3102 6.390075e+02 11 19
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 220 1.4702127 807.91208 8.087716e+03 6.3965396 2000-2012 –> 2010-2019 2.8736212 1.4034084 1834.4293 1.591911e+04 1 2
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 220 1.5384287 827.86805 5.642606e+01 7.0142411 2000-2012 –> 2010-2019 3.1532081 1.6147794 1935.1949 9.995811e+01 2 4
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 220 1.6468624 857.83658 4.330219e+01 7.2285156 2000-2012 –> 2010-2019 3.3863347 1.7394723 2008.0083 7.663830e+01 3 6
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 220 1.7025426 872.46698 5.977142e+01 7.4935158 2000-2012 –> 2010-2019 3.4423677 1.7398251 2022.7555 1.056848e+02 5 9
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 220 1.7155701 873.82095 5.640127e+01 7.7854685 2000-2012 –> 2010-2019 3.4727237 1.7571536 2027.8180 9.901066e+01 6 11
SO (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 220 1.6943588 870.34688 7.114975e+01 7.5319946 2000-2012 –> 2010-2019 3.4892519 1.7948931 2038.5841 1.201447e+02 4 10
SO (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 220 1.8236477 902.70199 5.475277e+01 7.6966803 2000-2012 –> 2010-2019 3.7030452 1.8793976 2097.4385 9.796125e+01 7 14
SO (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 220 1.8424521 905.21579 4.314569e+01 8.0412712 2000-2012 –> 2010-2019 3.7433845 1.9009324 2104.5148 7.615194e+01 8 16
SO (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 220 1.8720998 914.23966 7.664128e+01 7.9962195 2000-2012 –> 2010-2019 3.8085087 1.9364089 2126.1893 1.294887e+02 9 18
SO (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 220 1.8971666 918.09202 7.097316e+01 8.4274500 2000-2012 –> 2010-2019 3.8616564 1.9644898 2136.3346 1.192360e+02 11 21
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1105 2.1233118 4813.93346 1.363096e+04 22.0965383 1982-1999 –> 2000-2012 4.1944976 2.0711858 11462.3483 2.725888e+04 1 2
SO (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1105 2.3053423 4995.71065 1.420552e+04 15.0270800 1982-1999 –> 2000-2012 4.6613299 2.3559876 12042.2372 2.952626e+04 2 4
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1105 2.3403911 5029.05707 1.425734e+04 14.9491327 1982-1999 –> 2000-2012 4.7138416 2.3734505 12098.4026 2.975052e+04 3 6
SO (26.75,27] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 1105 2.3493688 5035.51838 1.194043e+04 15.4168625 1982-1999 –> 2000-2012 4.7286920 2.3793232 12110.5002 2.424275e+04 4 8
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1105 2.4647740 5143.49542 8.443045e+01 20.7154165 1982-1999 –> 2000-2012 4.9216816 2.4569076 12319.6273 1.699111e+02 5 10
SO (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1105 2.5400946 5210.01908 8.800387e+01 19.7527140 1982-1999 –> 2000-2012 5.0723655 2.5322709 12479.5091 1.801778e+02 6 12
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1105 2.5518869 5220.25518 8.099085e+01 22.3827103 1982-1999 –> 2000-2012 5.1041781 2.5522913 12514.0789 1.681874e+02 7 14
SO (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1105 2.5518922 5218.25978 8.084117e+01 22.3837415 1982-1999 –> 2000-2012 5.1091933 2.5573010 12516.1428 1.629104e+02 8 16
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1105 2.6021984 5263.40231 1.302049e+02 19.5430921 1982-1999 –> 2000-2012 5.1958090 2.5936106 12606.8498 2.660777e+02 9 18
SO (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1105 2.6461013 5300.37719 8.753872e+01 21.4563461 1982-1999 –> 2000-2012 5.2934092 2.6473079 12707.1459 1.778597e+02 10 20
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 839 2.1364917 3668.85787 1.217552e+04 22.7358613 2000-2012 –> 2010-2019 4.2598035 2.1233118 8482.7913 2.580648e+04 1 2
SO (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 839 2.2899377 3785.24314 1.321096e+04 16.4679713 2000-2012 –> 2010-2019 4.5952800 2.3053423 8780.9538 2.741648e+04 2 4
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 839 2.3315431 3815.45671 1.368099e+04 17.6111723 2000-2012 –> 2010-2019 4.6719342 2.3403911 8844.5138 2.793833e+04 3 6
SO (26.75,27] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 839 2.3316489 3813.53289 1.101259e+04 17.6476290 2000-2012 –> 2010-2019 4.6810177 2.3493688 8849.0513 2.295303e+04 4 8
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 839 2.5114732 3940.19788 7.839096e+01 21.1111739 2000-2012 –> 2010-2019 4.9762472 2.4647740 9083.6933 1.628214e+02 5 10
SO (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 839 2.5859067 3989.20674 7.885794e+01 20.2175103 2000-2012 –> 2010-2019 5.1260013 2.5400946 9199.2258 1.668618e+02 8 14
SO (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 839 2.5822578 3986.83728 7.630067e+01 22.1218761 2000-2012 –> 2010-2019 5.1341447 2.5518869 9207.0925 1.572915e+02 6 13
SO (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 839 2.5832349 3985.47212 7.630004e+01 21.9565502 2000-2012 –> 2010-2019 5.1351271 2.5518922 9203.7319 1.571412e+02 7 15
SO (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 839 2.6434372 4026.12917 1.179013e+02 20.0200453 2000-2012 –> 2010-2019 5.2456356 2.6021984 9289.5315 2.481062e+02 9 18
SO (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 839 2.6737301 4045.24914 8.054496e+01 21.2819271 2000-2012 –> 2010-2019 5.3198314 2.6461013 9345.6263 1.680837e+02 10 20
SO (27,27.25] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2363 1.6744842 9156.18091 2.016176e+04 11.5537022 1982-1999 –> 2000-2012 3.2752506 1.6007664 21870.8691 4.221183e+04 1 3
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2363 1.7140420 9266.52912 2.119206e+04 10.8309285 1982-1999 –> 2000-2012 3.2996807 1.5856386 21917.3902 4.349665e+04 2 3
SO (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2363 1.7180230 9277.49285 2.773523e+04 11.4526113 1982-1999 –> 2000-2012 3.3189701 1.6009471 21992.9398 5.743655e+04 3 6
SO (27,27.25] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 2363 1.7184216 9276.58911 2.016176e+04 11.4476736 1982-1999 –> 2000-2012 3.3240983 1.6056767 22009.8654 4.213946e+04 4 8
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2363 1.8455649 9615.92732 5.822630e+01 9.5598651 1982-1999 –> 2000-2012 3.6536340 1.8080691 23149.2002 1.245567e+02 5 10
SO (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2363 1.8546524 9639.14092 3.310444e+01 9.4595339 1982-1999 –> 2000-2012 3.6693731 1.8147207 23197.0977 7.110375e+01 6 14
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2363 1.8803808 9704.25101 3.197604e+01 8.7669447 1982-1999 –> 2000-2012 3.7149683 1.8345875 23335.3978 6.855364e+01 7 17
SO (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2363 1.9158143 9792.47824 1.829692e+02 13.6980106 1982-1999 –> 2000-2012 3.7241386 1.8083243 23326.6999 3.875737e+02 9 15
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2363 1.9549824 9888.12508 2.217987e+02 13.0321770 1982-1999 –> 2000-2012 3.7660574 1.8110749 23432.5639 4.667126e+02 11 18
SO (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2363 1.9623448 9903.88957 1.823006e+02 13.6756550 1982-1999 –> 2000-2012 3.7827887 1.8204439 23481.0126 3.866667e+02 13 22
SO (27,27.25] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1856 1.7728651 7406.57972 2.053622e+04 11.3268249 2000-2012 –> 2010-2019 3.4473493 1.6744842 16562.7606 4.069798e+04 1 2
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1856 1.8341434 7532.71572 2.180671e+04 10.8920914 2000-2012 –> 2010-2019 3.5481854 1.7140420 16799.2448 4.299877e+04 2 4
SO (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1856 1.8356491 7535.76177 2.728607e+04 11.2660077 2000-2012 –> 2010-2019 3.5536721 1.7180230 16813.2546 5.502130e+04 3 6
SO (27,27.25] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 1856 1.8357433 7533.95218 2.052477e+04 11.2614836 2000-2012 –> 2010-2019 3.5541648 1.7184216 16810.5413 4.068652e+04 4 8
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1856 1.8775852 7619.60974 5.696628e+01 8.6096722 2000-2012 –> 2010-2019 3.7231501 1.8455649 17235.5371 1.151926e+02 5 10
SO (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1856 1.8876049 7639.36611 3.082509e+01 8.4989927 2000-2012 –> 2010-2019 3.7422573 1.8546524 17278.5070 6.392953e+01 6 12
SO (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1856 1.9146059 7692.08759 2.959831e+01 7.6847565 2000-2012 –> 2010-2019 3.7949866 1.8803808 17396.3386 6.157435e+01 7 14
SO (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1856 1.9353036 7732.00057 7.954383e+01 8.3664912 2000-2012 –> 2010-2019 3.8453170 1.9100134 17510.1472 1.576524e+02 8 16
SO (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1856 1.9712210 7800.26028 1.870399e+02 13.6113025 2000-2012 –> 2010-2019 3.8870353 1.9158143 17592.7385 3.700091e+02 9 18
SO (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1856 2.0087984 7870.35625 2.178081e+02 13.9065862 2000-2012 –> 2010-2019 3.9671076 1.9583092 17766.5166 4.303710e+02 10 22
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2691 1.6268532 10269.86451 8.531858e+01 8.3389315 1982-1999 –> 2000-2012 3.0637880 1.4369348 23819.3273 1.641601e+02 1 3
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2691 1.6292267 10277.71088 8.005345e+01 7.7662036 1982-1999 –> 2000-2012 3.0812070 1.4519803 23906.3153 1.582127e+02 2 14
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2691 1.6452994 10330.54540 7.045002e+02 9.0465063 1982-1999 –> 2000-2012 3.0824949 1.4371955 23881.3866 1.357580e+03 12 15
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2691 1.6459576 10332.69811 5.872047e+02 9.0425743 1982-1999 –> 2000-2012 3.0826571 1.4366995 23880.9165 1.156260e+03 13 14
SO (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2691 1.6495933 10342.57289 8.382436e+01 9.0555028 1982-1999 –> 2000-2012 3.0870588 1.4374655 23892.8415 1.622740e+02 24 28
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2691 1.6410929 10316.76768 1.108670e+02 8.6050143 1982-1999 –> 2000-2012 3.0875721 1.4464793 23916.5314 2.204338e+02 6 13
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2691 1.6424441 10321.19728 8.505996e+01 8.6014279 1982-1999 –> 2000-2012 3.0906802 1.4482361 23930.1835 1.644099e+02 7 16
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2691 1.6471621 10336.63521 2.496619e+04 9.0480664 1982-1999 –> 2000-2012 3.0909165 1.4437543 23922.0720 4.877517e+04 17 22
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2691 1.6410677 10316.68524 2.503186e+04 8.9347289 1982-1999 –> 2000-2012 3.0914995 1.4504318 23937.1823 4.845580e+04 5 16
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2691 1.6391470 10310.38241 5.139147e+02 9.2629386 1982-1999 –> 2000-2012 3.0941161 1.4549690 23954.6105 1.028932e+03 3 18
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2133 1.8263991 8636.80122 8.083961e+01 7.1966059 2000-2012 –> 2010-2019 3.4556258 1.6292267 18914.5121 1.608931e+02 1 3
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2133 1.8325773 8651.20743 8.708516e+01 10.2939757 2000-2012 –> 2010-2019 3.4594304 1.6268532 18921.0719 1.724037e+02 2 3
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2133 1.8507211 8693.23628 4.617202e+02 10.7083342 2000-2012 –> 2010-2019 3.4898682 1.6391470 19003.6187 9.756349e+02 3 6
SO (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2133 1.8511823 8694.29923 4.487065e+02 10.6366493 2000-2012 –> 2010-2019 3.4911798 1.6399975 19007.4733 9.438210e+02 4 8
SO (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2133 1.8531671 8696.87058 8.311973e+01 9.9575246 2000-2012 –> 2010-2019 3.4956321 1.6424650 19016.1364 1.654362e+02 5 13
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2133 1.8545521 8702.05783 1.103065e+02 11.8832797 2000-2012 –> 2010-2019 3.4956450 1.6410929 19018.8255 2.211736e+02 6 12
SO (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2133 1.8551200 8703.36376 8.675600e+01 11.8485760 2000-2012 –> 2010-2019 3.4975641 1.6424441 19024.5610 1.718160e+02 7 14
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2133 1.8568155 8707.26091 2.443526e+04 11.8602740 2000-2012 –> 2010-2019 3.4978832 1.6410677 19023.9462 4.946711e+04 9 14
SO (27.25,27.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2133 1.8569917 8705.66575 9.899340e+01 11.8347562 2000-2012 –> 2010-2019 3.4994568 1.6424652 19024.9320 1.971459e+02 10 19
SO (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2133 1.8551720 8703.48342 5.045933e+02 10.6219755 2000-2012 –> 2010-2019 3.5013176 1.6461456 19036.7960 1.050057e+03 8 22
SO (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3445 1.3705862 11962.48013 1.549155e+03 7.7950211 1982-1999 –> 2000-2012 2.5892715 1.2186852 26814.6549 3.258550e+03 1 4
SO (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3445 1.3714273 11966.70670 1.710662e+03 7.7620770 1982-1999 –> 2000-2012 2.5899906 1.2185633 26817.9634 3.575640e+03 2 4
SO (27.5,27.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3445 1.3720396 11969.78218 1.667084e+03 7.8308225 1982-1999 –> 2000-2012 2.5940837 1.2220442 26847.2184 3.471736e+03 3 9
SO (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3445 1.3753548 11986.41033 1.835158e+03 7.8964984 1982-1999 –> 2000-2012 2.5945910 1.2192362 26842.7337 3.778218e+03 5 9
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3445 1.3725096 11972.14201 6.759588e+02 7.8777122 1982-1999 –> 2000-2012 2.5996709 1.2271613 26887.9298 1.225009e+03 4 11
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3445 1.3821069 12020.15294 1.097879e+02 7.9224144 1982-1999 –> 2000-2012 2.6001434 1.2180365 26867.4411 2.172251e+02 7 8
SO (27.5,27.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 3445 1.3818498 12016.87133 5.846596e+02 7.9905594 1982-1999 –> 2000-2012 2.6092877 1.2274379 26932.7271 1.096577e+03 6 14
SO (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 3445 1.4103786 12157.66928 1.060266e+02 8.1701817 1982-1999 –> 2000-2012 2.6301251 1.2197465 27015.8328 2.024617e+02 11 16
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3445 1.4088412 12152.15496 5.673347e+01 8.0142250 1982-1999 –> 2000-2012 2.6382383 1.2293971 27084.6488 1.137904e+02 10 22
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3445 1.4144166 12179.36751 7.118220e+02 7.0572486 1982-1999 –> 2000-2012 2.6421456 1.2277290 27099.4002 1.418034e+03 12 21
SO (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2653 1.5437550 9846.84721 1.703985e+03 9.4237656 2000-2012 –> 2010-2019 2.9143412 1.3705862 21809.3273 3.253140e+03 2 3
SO (27.5,27.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2653 1.5434383 9845.75856 1.940003e+03 9.4742247 2000-2012 –> 2010-2019 2.9154778 1.3720396 21815.5407 3.607087e+03 1 4
SO (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2653 1.5458868 9854.16938 1.807551e+03 9.3900198 2000-2012 –> 2010-2019 2.9173140 1.3714273 21820.8761 3.518213e+03 3 5
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2653 1.5522867 9876.09074 6.773880e+02 10.2142091 2000-2012 –> 2010-2019 2.9247963 1.3725096 21848.2327 1.353347e+03 5 9
SO (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2653 1.5494590 9866.41632 1.893897e+03 9.6987783 2000-2012 –> 2010-2019 2.9248138 1.3753548 21852.8267 3.729056e+03 4 9
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2653 1.5657280 9921.83769 1.130562e+02 10.5001688 2000-2012 –> 2010-2019 2.9478349 1.3821069 21941.9906 2.228441e+02 7 14
SO (27.5,27.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2653 1.5786372 9963.40540 5.586346e+02 10.2835514 2000-2012 –> 2010-2019 2.9604870 1.3818498 21980.2767 1.143294e+03 9 15
SO (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2653 1.5632443 9913.41413 2.522157e+03 10.0535271 2000-2012 –> 2010-2019 2.9664121 1.4031678 22037.7669 4.659119e+03 6 14
SO (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 2653 1.5777486 9960.41797 5.311557e+01 10.6119403 2000-2012 –> 2010-2019 2.9833492 1.4056006 22094.7060 1.039501e+02 8 17
SO (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2653 1.5960114 10023.48331 5.533370e+01 10.9224024 2000-2012 –> 2010-2019 3.0048526 1.4088412 22175.6383 1.120672e+02 10 20
SO (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1386 1.1953810 4442.00244 2.033539e+03 9.3365163 1982-1999 –> 2000-2012 2.3714819 1.1761009 10163.9294 3.761616e+03 1 2
SO (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1386 1.1973243 4446.50518 1.940961e+03 9.2730938 1982-1999 –> 2000-2012 2.3744117 1.1770874 10171.4589 3.576391e+03 2 4
SO (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1386 1.2005092 4453.86887 2.117460e+03 9.1961222 1982-1999 –> 2000-2012 2.3793773 1.1788682 10184.2798 3.907291e+03 3 7
SO (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1386 1.2124474 4481.29840 2.765083e+03 9.1022597 1982-1999 –> 2000-2012 2.3922539 1.1798065 10214.5815 5.176454e+03 4 9
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1386 1.2510079 4568.08580 3.064763e+02 10.0770367 1982-1999 –> 2000-2012 2.4292911 1.1782832 10296.7048 5.971823e+02 5 8
SO (27.75,27.85] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1386 1.2710095 4610.05490 2.182639e+02 10.4660626 1982-1999 –> 2000-2012 2.4520534 1.1810439 10345.1225 4.526391e+02 6 12
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1386 1.2758050 4622.49393 5.839402e+01 10.3930212 1982-1999 –> 2000-2012 2.4759884 1.2001834 10417.5946 1.174639e+02 8 15
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1386 1.3084972 4692.63111 2.795551e+02 10.6052863 1982-1999 –> 2000-2012 2.5325168 1.2240196 10558.7254 5.507707e+02 10 20
SO (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + silicate 1386 1.3341714 4744.49421 4.008901e+01 11.4662738 1982-1999 –> 2000-2012 2.5349097 1.2007382 10539.2632 7.978866e+01 17 25
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1386 1.3101435 4696.11645 7.017136e+01 10.6674594 1982-1999 –> 2000-2012 2.5379001 1.2277567 10573.2156 1.363077e+02 11 23
SO (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1066 1.2956682 3591.42151 1.958446e+03 7.7274247 2000-2012 –> 2010-2019 2.4910492 1.1953810 8033.4239 3.991985e+03 1 2
SO (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1066 1.2984175 3595.94076 1.889582e+03 7.7027786 2000-2012 –> 2010-2019 2.4957418 1.1973243 8042.4459 3.830543e+03 2 4
SO (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1066 1.3036024 3604.43728 2.113513e+03 7.6632023 2000-2012 –> 2010-2019 2.5041115 1.2005092 8058.3062 4.230973e+03 3 6
SO (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1066 1.3371576 3658.62141 2.648350e+03 7.5824335 2000-2012 –> 2010-2019 2.5496050 1.2124474 8139.9198 5.413432e+03 4 8
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1066 1.3388897 3661.38129 2.436158e+03 7.5551072 2000-2012 –> 2010-2019 2.6116740 1.2727843 8277.3044 4.895197e+03 5 12
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1066 1.4565168 3840.91092 3.619331e+02 8.3296644 2000-2012 –> 2010-2019 2.7075247 1.2510079 8408.9967 6.684094e+02 7 12
SO (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1066 1.4782794 3872.53058 6.072607e+01 8.2867585 2000-2012 –> 2010-2019 2.7540843 1.2758050 8495.0245 1.191201e+02 8 16
SO (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1066 1.4804985 3873.72871 6.072055e+01 8.2026998 2000-2012 –> 2010-2019 2.7873087 1.3068102 8560.7835 1.190641e+02 9 18
SO (27.75,27.85] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1066 1.5254175 3937.45263 2.313709e+02 10.0222935 2000-2012 –> 2010-2019 2.7964269 1.2710095 8547.5075 4.496347e+02 12 18
SO (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1066 1.5301981 3946.12374 3.286644e+02 8.8943048 2000-2012 –> 2010-2019 2.8386953 1.3084972 8638.7548 6.082195e+02 13 23
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1355 1.4361459 4840.24329 1.310375e+02 12.3853341 1982-1999 –> 2000-2012 2.7054748 1.2693289 10867.3880 2.742585e+02 1 2
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1355 1.5092103 4974.72287 4.202337e+04 10.6778814 1982-1999 –> 2000-2012 2.7875500 1.2783398 11027.5314 8.087843e+04 5 7
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1355 1.4902001 4940.37058 9.493682e+02 14.2285598 1982-1999 –> 2000-2012 2.8183945 1.3281944 11131.9800 1.928323e+03 3 6
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1355 1.5394077 5028.41136 1.436940e+02 14.2159955 1982-1999 –> 2000-2012 2.8853161 1.3459084 11268.0873 2.999424e+02 13 17
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1355 1.5351058 5020.82762 3.557605e+01 13.2164465 1982-1999 –> 2000-2012 2.8912873 1.3561815 11288.0904 7.446304e+01 12 17
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1355 1.5592989 5063.20378 6.328209e+01 14.3516089 1982-1999 –> 2000-2012 2.9307944 1.3714955 11371.2044 1.320119e+02 15 21
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1355 1.5624868 5068.73854 4.850950e+01 14.5582277 1982-1999 –> 2000-2012 2.9364802 1.3739935 11383.3409 1.072661e+02 16 23
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1355 1.5656844 5074.27884 4.488158e+01 14.4776774 1982-1999 –> 2000-2012 2.9432417 1.3775573 11398.2793 8.999391e+01 18 27
SO (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + silicate 1355 1.5684764 5077.10709 9.974548e+00 15.3524359 1982-1999 –> 2000-2012 2.9445321 1.3760557 11395.1508 2.016331e+01 19 27
SO (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1355 1.4880090 4936.38305 3.824983e+04 11.3080492 1982-1999 –> 2000-2012 2.9641029 1.4760940 11511.0330 7.459721e+04 2 25
SO (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1037 1.6704676 4021.05540 1.485618e+02 14.5724308 2000-2012 –> 2010-2019 3.1066135 1.4361459 8861.2987 2.795993e+02 5 6
SO (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1037 1.6272353 3966.67266 9.400876e+02 12.7703719 2000-2012 –> 2010-2019 3.1398915 1.5126562 8947.5761 1.792219e+03 1 7
SO (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1037 1.6319239 3972.64003 9.262361e+02 12.5960589 2000-2012 –> 2010-2019 3.1454622 1.5135383 8955.1234 1.738809e+03 2 9
SO (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1037 1.6357938 3977.55244 7.076489e+02 12.4767594 2000-2012 –> 2010-2019 3.1553933 1.5195995 8970.8667 1.357742e+03 3 12
SO (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1037 1.6376618 3979.91947 7.087635e+02 12.4364853 2000-2012 –> 2010-2019 3.1605355 1.5228736 8979.0665 1.372337e+03 4 15
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1037 1.6728935 4024.06512 9.417087e+02 15.6450507 2000-2012 –> 2010-2019 3.1630936 1.4902001 8964.4357 1.891077e+03 6 9
SO (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1037 1.6994043 4056.67462 4.281082e+04 17.7192631 2000-2012 –> 2010-2019 3.1874133 1.4880090 8993.0577 8.106066e+04 8 10
SO (27.85,27.95] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1037 1.6808775 4031.93983 1.158206e+02 14.1399503 2000-2012 –> 2010-2019 3.1945793 1.5137019 9012.7160 2.245976e+02 7 15
SO (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1037 1.7435203 4109.82802 4.603469e+04 15.3026715 2000-2012 –> 2010-2019 3.2527306 1.5092103 9084.5509 8.805806e+04 9 14
SO (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1037 1.7457228 4112.44640 5.954548e+04 15.1631196 2000-2012 –> 2010-2019 3.2541190 1.5083962 9085.7071 1.121934e+05 10 14
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1842 1.4546191 6621.92684 1.117934e+05 8.7140108 1982-1999 –> 2000-2012 2.8053604 1.3507413 15429.9207 2.392337e+05 1 2
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1842 1.4995417 6733.97729 2.248971e+02 7.6561499 1982-1999 –> 2000-2012 2.8999372 1.4003955 15726.5925 4.629325e+02 2 4
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1842 1.5062529 6750.42813 7.079183e+02 6.3910035 1982-1999 –> 2000-2012 2.9932740 1.4870212 16049.9866 1.397429e+03 3 6
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1842 1.6269353 7034.36521 2.698773e+02 9.8527609 1982-1999 –> 2000-2012 3.1166827 1.4897474 16343.2909 5.210750e+02 7 11
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1842 1.6412065 7066.53965 6.890322e+02 9.9089084 1982-1999 –> 2000-2012 3.1388633 1.4976568 16402.5450 1.313906e+03 16 21
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1842 1.6196619 7017.85844 3.019139e+01 9.2241435 1982-1999 –> 2000-2012 3.1511052 1.5314433 16467.9513 6.140654e+01 5 14
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1842 1.6456516 7076.50413 2.721591e+02 9.9460348 1982-1999 –> 2000-2012 3.1515642 1.5059126 16440.6227 5.255270e+02 17 23
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1842 1.6477864 7081.28005 2.809285e+02 9.9597267 1982-1999 –> 2000-2012 3.1569805 1.5091941 16456.5305 5.428604e+02 18 25
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1842 1.6184729 7015.15301 2.116078e+02 8.8667673 1982-1999 –> 2000-2012 3.1734040 1.5549312 16543.0843 4.486163e+02 4 16
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1842 1.6254698 7031.04532 2.528039e+01 9.2071698 1982-1999 –> 2000-2012 3.1790236 1.5535538 16554.4444 5.180492e+01 6 17
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1391 1.6650775 5379.95006 1.257425e+05 10.2959521 2000-2012 –> 2010-2019 3.1196967 1.4546191 12001.8769 2.375359e+05 1 2
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1391 1.7090986 5452.54475 7.571115e+02 7.9530408 2000-2012 –> 2010-2019 3.2153515 1.5062529 12202.9729 1.465030e+03 2 5
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1391 1.7229670 5475.02793 2.372192e+02 9.3704640 2000-2012 –> 2010-2019 3.2225087 1.4995417 12209.0052 4.621163e+02 3 5
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1391 1.8532104 5677.75708 2.877753e+02 12.0422558 2000-2012 –> 2010-2019 3.4801457 1.6269353 12712.1223 5.576526e+02 4 11
SO (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1391 1.8634640 5693.10704 2.256368e+02 10.3823917 2000-2012 –> 2010-2019 3.4819368 1.6184729 12708.2600 4.372446e+02 5 9
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1391 1.8645644 5694.74944 3.181176e+01 11.0222791 2000-2012 –> 2010-2019 3.4842263 1.6196619 12712.6079 6.200316e+01 6 11
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1391 1.8657147 5696.46515 2.679631e+01 10.9116364 2000-2012 –> 2010-2019 3.4911845 1.6254698 12727.5105 5.207670e+01 7 13
SO (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + silicate 1391 1.8657293 5694.48687 1.451558e+01 10.9249471 2000-2012 –> 2010-2019 3.4954731 1.6297438 12733.2062 2.766091e+01 8 16
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1391 1.8661855 5697.16702 6.825922e+02 12.1619774 2000-2012 –> 2010-2019 3.5073919 1.6412065 12763.7067 1.371624e+03 9 25
SO (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1391 1.8729016 5707.16102 2.903170e+02 12.1556648 2000-2012 –> 2010-2019 3.5185532 1.6456516 12783.6651 5.624761e+02 10 27
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1074 1.1168690 3299.29686 2.546244e+05 9.3264243 1982-1999 –> 2000-2012 2.1244997 1.0076306 7638.5667 5.170858e+05 1 2
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1074 1.2452000 3532.92805 3.684913e+02 7.5364152 1982-1999 –> 2000-2012 2.3107190 1.0655191 8041.5667 7.285412e+02 2 4
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1074 1.2612156 3560.37924 3.679735e+02 7.7828856 1982-1999 –> 2000-2012 2.3384275 1.0772119 8102.1093 7.390160e+02 4 7
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1074 1.2691168 3573.79400 7.443430e+02 7.6080759 1982-1999 –> 2000-2012 2.3500638 1.0809470 8126.0189 1.476990e+03 5 9
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1074 1.2735357 3581.25997 3.047052e+02 7.8448005 1982-1999 –> 2000-2012 2.3592177 1.0856821 8146.7375 6.293675e+02 6 11
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1074 1.2741467 3582.29036 3.174746e+02 7.8673924 1982-1999 –> 2000-2012 2.3610054 1.0868586 8151.0520 6.631388e+02 7 13
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1074 1.2592037 3556.95000 1.053190e+03 7.9346588 1982-1999 –> 2000-2012 2.3722702 1.1130665 8197.9558 2.236681e+03 3 12
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1074 1.2847570 3600.10352 3.599149e+01 9.0231319 1982-1999 –> 2000-2012 2.3917608 1.1070038 8224.5494 8.015337e+01 8 16
SO (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 1074 1.2855074 3599.35773 1.154033e+01 9.3040284 1982-1999 –> 2000-2012 2.4011836 1.1156762 8245.4642 2.543058e+01 9 20
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1074 1.2866622 3603.28635 3.284156e+01 9.1847652 1982-1999 –> 2000-2012 2.4019852 1.1153230 8250.4328 7.790061e+01 11 21
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 792 1.3113322 2690.93160 2.604731e+05 9.7840927 2000-2012 –> 2010-2019 2.4282012 1.1168690 5990.2285 5.150976e+05 1 2
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 792 1.4249279 2822.52662 3.596001e+02 7.6456860 2000-2012 –> 2010-2019 2.6701278 1.2452000 6355.4547 7.280914e+02 3 5
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 792 1.4235567 2821.00160 1.073148e+03 6.6276031 2000-2012 –> 2010-2019 2.6827604 1.2592037 6377.9516 2.126338e+03 2 5
SO (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 792 1.4617008 2862.88608 3.642409e+02 7.5646572 2000-2012 –> 2010-2019 2.7229163 1.2612156 6423.2653 7.322144e+02 4 8
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 792 1.4679015 2869.59148 7.108720e+02 7.4319750 2000-2012 –> 2010-2019 2.7370184 1.2691168 6443.3855 1.455215e+03 5 10
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 792 1.4752884 2877.54256 3.097990e+02 7.5937930 2000-2012 –> 2010-2019 2.7488241 1.2735357 6458.8025 6.145042e+02 6 12
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 792 1.4754446 2877.71032 3.263556e+02 7.6093570 2000-2012 –> 2010-2019 2.7495914 1.2741467 6460.0007 6.438302e+02 7 14
SO (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate 792 1.4762200 2876.54251 1.978788e+02 7.7741518 2000-2012 –> 2010-2019 2.7627992 1.2865792 6477.6904 3.814434e+02 8 18
SO (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 792 1.4818916 2884.61654 2.535004e+05 7.8709418 2000-2012 –> 2010-2019 2.7803914 1.2984998 6507.5747 5.001101e+05 9 26
SO (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 792 1.5064614 2910.66391 3.789253e+01 9.4638569 2000-2012 –> 2010-2019 2.7931235 1.2866622 6513.9503 7.073409e+01 11 22
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 384 0.4560274 500.70944 8.647794e+05 1.5303607 1982-1999 –> 2000-2012 0.8889499 0.4329224 1112.7400 1.575065e+06 1 5
SO (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 384 0.4644963 514.84108 4.665581e+02 1.8040406 1982-1999 –> 2000-2012 0.9004589 0.4359626 1134.0655 9.805047e+02 2 7
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 384 0.4658860 517.13539 1.043794e+02 1.8062821 1982-1999 –> 2000-2012 0.9032576 0.4373717 1139.6770 2.347150e+02 3 9
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 384 0.4660328 517.37736 5.701230e+01 1.8058984 1982-1999 –> 2000-2012 0.9039573 0.4379245 1141.2177 1.242100e+02 4 11
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 384 0.4661372 517.54943 2.740408e+02 1.8050565 1982-1999 –> 2000-2012 0.9042144 0.4380772 1141.7481 5.733256e+02 5 13
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 384 0.4662856 517.79384 5.783138e+01 1.7988676 1982-1999 –> 2000-2012 0.9054961 0.4392105 1144.6485 1.272246e+02 6 16
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 384 0.4674249 517.66803 3.468511e+01 1.7727197 1982-1999 –> 2000-2012 0.9084213 0.4409964 1146.6942 7.147674e+01 8 19
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 384 0.4665393 518.21157 8.058968e+01 1.7906330 1982-1999 –> 2000-2012 0.9108423 0.4443030 1156.9170 1.805675e+02 7 19
SO (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 384 0.4881269 552.95073 1.035248e+03 2.0718951 1982-1999 –> 2000-2012 0.9170981 0.4289712 1155.5558 2.040518e+03 15 16
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 384 0.4902359 556.26175 1.015440e+03 2.0767322 1982-1999 –> 2000-2012 0.9209812 0.4307453 1163.1096 2.003608e+03 16 18
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 305 0.4808462 432.90576 8.266803e+05 1.4303518 2000-2012 –> 2010-2019 0.9368737 0.4560274 933.6152 1.691460e+06 8 9
SO (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 305 0.4788861 430.41414 4.021011e+02 1.9035986 2000-2012 –> 2010-2019 0.9433824 0.4644963 945.2552 8.686591e+02 1 3
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 305 0.4800444 431.88779 9.019528e+01 1.9109190 2000-2012 –> 2010-2019 0.9459304 0.4658860 949.0232 1.945747e+02 5 8
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 305 0.4794439 431.12417 7.486601e+01 1.8488602 2000-2012 –> 2010-2019 0.9459832 0.4665393 949.3357 1.554557e+02 3 10
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 305 0.4802121 432.10078 5.356939e+01 1.9124831 2000-2012 –> 2010-2019 0.9462449 0.4660328 949.4781 1.105817e+02 6 10
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 305 0.4799823 431.80888 5.614559e+01 1.8910725 2000-2012 –> 2010-2019 0.9462679 0.4662856 949.6027 1.139770e+02 4 10
SO (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 305 0.4802992 432.21140 2.424604e+02 1.9133358 2000-2012 –> 2010-2019 0.9464364 0.4661372 949.7608 5.165012e+02 7 12
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 305 0.4814258 431.64056 3.232029e+01 1.9205229 2000-2012 –> 2010-2019 0.9488507 0.4674249 949.3086 6.700540e+01 9 17
SO (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 305 0.4791477 430.74718 5.337222e+02 1.6263910 2000-2012 –> 2010-2019 0.9512301 0.4720825 958.0300 1.073673e+03 2 15
SO (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + silicate 305 0.4842057 435.15274 1.560192e+01 1.9359604 2000-2012 –> 2010-2019 0.9534864 0.4692807 955.8640 3.164493e+01 10 19
SO (28.1,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1395 0.7094501 3015.12870 9.481812e+02 3.2959590 1982-1999 –> 2000-2012 1.3380490 0.6285989 6578.6166 1.945364e+03 1 3
SO (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1395 0.7100515 3017.49306 1.074840e+03 3.2953533 1982-1999 –> 2000-2012 1.3396307 0.6295792 6586.7742 2.191855e+03 2 6
SO (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1395 0.7108827 3020.75722 9.645443e+02 3.2951845 1982-1999 –> 2000-2012 1.3403637 0.6294809 6589.4581 1.951416e+03 3 6
SO (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1395 0.7109201 3020.90373 1.203065e+03 3.3523010 1982-1999 –> 2000-2012 1.3477839 0.6368638 6632.9577 2.449002e+03 4 11
SO (28.1,28.2] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 1395 0.7123647 3024.56751 9.384125e+02 3.2921664 1982-1999 –> 2000-2012 1.3508211 0.6384564 6643.9074 1.917440e+03 5 13
SO (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1395 0.7164258 3042.42763 1.156899e+03 3.2861110 1982-1999 –> 2000-2012 1.3522106 0.6357848 6648.1769 2.270967e+03 6 12
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1395 0.7287839 3090.14371 1.339954e+03 3.5128985 1982-1999 –> 2000-2012 1.3567694 0.6279856 6650.0019 2.722730e+03 9 10
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1395 0.7273132 3084.50769 1.209306e+03 3.4260743 1982-1999 –> 2000-2012 1.3707878 0.6434747 6734.9569 2.471256e+03 8 17
SO (28.1,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 1395 0.7359527 3115.45390 9.251161e+02 3.2849349 1982-1999 –> 2000-2012 1.3794741 0.6435215 6764.1733 1.883493e+03 10 20
SO (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1395 0.7596006 3203.69314 8.711427e+02 3.3091018 1982-1999 –> 2000-2012 1.3899644 0.6303638 6775.6049 1.768652e+03 37 42
SO (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1064 0.7757660 2493.19275 1.481028e+03 3.6151744 2000-2012 –> 2010-2019 1.4866861 0.7109201 5514.0965 2.684093e+03 2 6
SO (28.1,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1064 0.7821162 2510.54105 1.060293e+03 3.4450259 2000-2012 –> 2010-2019 1.4915663 0.7094501 5525.6697 2.008474e+03 3 4
SO (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1064 0.7825166 2511.63025 1.187970e+03 3.4447620 2000-2012 –> 2010-2019 1.4925682 0.7100515 5529.1233 2.262811e+03 4 6
SO (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1064 0.7839119 2515.42135 1.078410e+03 3.4443427 2000-2012 –> 2010-2019 1.4947947 0.7108827 5536.1786 2.042955e+03 6 9
SO (28.1,28.2] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 1064 0.7833534 2511.90465 1.052790e+03 3.4446934 2000-2012 –> 2010-2019 1.4957182 0.7123647 5536.4722 1.991203e+03 5 10
SO (28.1,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1064 0.7744338 2489.53517 2.785164e+05 3.4330129 2000-2012 –> 2010-2019 1.5000871 0.7256533 5567.6684 5.510929e+05 1 8
SO (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1064 0.7877648 2525.85455 1.335209e+03 3.4324992 2000-2012 –> 2010-2019 1.5041906 0.7164258 5568.2822 2.492109e+03 8 14
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1064 0.7936507 2541.69521 1.459634e+03 3.7355893 2000-2012 –> 2010-2019 1.5209639 0.7273132 5626.2029 2.668941e+03 9 17
SO (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1064 0.7852508 2519.05257 4.564097e+05 2.9834257 2000-2012 –> 2010-2019 1.5218529 0.7366022 5638.9676 8.772787e+05 7 18
SO (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1064 0.7945377 2544.07208 2.487045e+02 3.4748807 2000-2012 –> 2010-2019 1.5321790 0.7376413 5667.9202 5.178943e+02 10 22
SO (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 347 0.3270625 223.12618 1.520612e+03 1.1522115 1982-1999 –> 2000-2012 0.6167035 0.2896410 408.6798 3.543049e+03 2 3
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 347 0.3276706 224.41541 1.497207e+03 1.1515599 1982-1999 –> 2000-2012 0.6175709 0.2899002 410.8223 3.486208e+03 3 5
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 347 0.3282412 225.62274 1.489307e+03 1.1524438 1982-1999 –> 2000-2012 0.6183942 0.2901530 412.8612 3.461840e+03 4 7
SO (28.15,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 347 0.3290769 227.38753 3.683640e+03 1.1570028 1982-1999 –> 2000-2012 0.6248392 0.2957622 432.8927 9.166023e+03 6 11
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 347 0.3330253 235.66484 2.135732e+03 1.1706371 1982-1999 –> 2000-2012 0.6249880 0.2919627 428.8349 4.468051e+03 12 16
SO (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 347 0.3295274 228.33692 3.719522e+03 1.1557598 1982-1999 –> 2000-2012 0.6254864 0.2959590 434.4766 9.240829e+03 8 14
SO (28.15,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 347 0.3300333 229.40143 4.298825e+03 1.1560812 1982-1999 –> 2000-2012 0.6262782 0.2962450 436.4624 1.080222e+04 10 17
SO (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 347 0.3356539 241.12109 5.052427e+03 1.1770317 1982-1999 –> 2000-2012 0.6323114 0.2966575 449.5097 1.179860e+04 18 26
SO (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 347 0.3333895 236.42332 6.232308e+03 1.1564651 1982-1999 –> 2000-2012 0.6324175 0.2990280 452.4047 1.468554e+04 13 22
SO (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 347 0.3359944 239.82476 6.313488e+02 1.1713271 1982-1999 –> 2000-2012 0.6381527 0.3021583 463.7409 1.328836e+03 20 30
SO (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 264 0.3331941 182.91166 6.707941e+05 1.2333410 2000-2012 –> 2010-2019 0.6569531 0.3237590 398.9924 1.311443e+06 1 2
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 264 0.3388968 191.87204 9.386164e+05 1.1308100 2000-2012 –> 2010-2019 0.6675149 0.3286181 418.2912 1.974433e+06 6 11
SO (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 264 0.3406823 194.64655 1.415471e+03 1.2889053 2000-2012 –> 2010-2019 0.6677448 0.3270625 417.7727 2.936083e+03 9 11
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 264 0.3415543 195.99632 1.391844e+03 1.2890977 2000-2012 –> 2010-2019 0.6692250 0.3276706 420.4117 2.889052e+03 12 15
SO (28.15,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 264 0.3405783 194.48536 3.723348e+03 1.2979726 2000-2012 –> 2010-2019 0.6696552 0.3290769 421.8729 7.406988e+03 8 14
SO (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 264 0.3419254 196.56963 1.383254e+03 1.2890354 2000-2012 –> 2010-2019 0.6701666 0.3282412 422.1924 2.872562e+03 14 18
SO (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 264 0.3411583 195.38378 3.762291e+03 1.2993835 2000-2012 –> 2010-2019 0.6706857 0.3295274 423.7207 7.481813e+03 10 18
SO (28.15,28.2] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 264 0.3415556 193.99828 1.221422e+03 1.2940018 2000-2012 –> 2010-2019 0.6707127 0.3291572 419.5550 2.646732e+03 13 20
SO (28.15,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 264 0.3369146 188.77471 6.752457e+02 1.2968150 2000-2012 –> 2010-2019 0.6711962 0.3342816 427.0525 1.355825e+03 2 17
SO (28.15,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 264 0.3414678 195.86255 4.319598e+03 1.3002869 2000-2012 –> 2010-2019 0.6715011 0.3300333 425.2640 8.618423e+03 11 21
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1735 0.3859992 1634.55444 1.051688e+02 2.2549548 1982-1999 –> 2000-2012 0.6897072 0.3037080 2757.0804 1.994848e+02 1 2
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1735 0.3874237 1647.33639 7.335672e+01 2.2716910 1982-1999 –> 2000-2012 0.6926928 0.3052691 2794.8716 1.380870e+02 2 4
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1735 0.3875650 1648.60214 7.230699e+01 2.2746530 1982-1999 –> 2000-2012 0.6928398 0.3052747 2796.2269 1.361454e+02 5 9
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1735 0.3875185 1648.18512 2.279683e+02 2.2667151 1982-1999 –> 2000-2012 0.6928499 0.3053315 2796.7168 4.967336e+02 3 9
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1735 0.3876087 1648.99345 2.164410e+01 2.2524855 1982-1999 –> 2000-2012 0.6928791 0.3052703 2796.5479 4.148198e+01 6 9
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1735 0.3875647 1648.59922 3.179639e+02 2.2677256 1982-1999 –> 2000-2012 0.6929166 0.3053519 2797.4566 6.727339e+02 4 11
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1735 0.3876633 1647.48165 7.228199e+01 2.3086470 1982-1999 –> 2000-2012 0.6931504 0.3054871 2796.4992 1.358456e+02 7 15
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 1735 0.3878615 1649.25568 1.418907e+01 2.2033957 1982-1999 –> 2000-2012 0.6933868 0.3055252 2798.8817 2.692466e+01 8 17
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1735 0.3879842 1650.35343 5.704078e+01 2.2021622 1982-1999 –> 2000-2012 0.6935148 0.3055306 2800.0643 1.085086e+02 9 19
SO (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 1735 0.3924166 1689.76990 8.985021e+00 2.3515380 1982-1999 –> 2000-2012 0.6976995 0.3052829 2835.5253 1.799042e+01 10 15
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1274 0.4269993 1461.17633 9.566657e+01 2.2463346 2000-2012 –> 2010-2019 0.8129985 0.3859992 3095.7308 2.008353e+02 1 2
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1274 0.4282887 1468.85886 6.506706e+01 2.2628819 2000-2012 –> 2010-2019 0.8157124 0.3874237 3116.1952 1.384238e+02 2 4
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1274 0.4283748 1469.37087 2.080711e+02 2.2578243 2000-2012 –> 2010-2019 0.8158932 0.3875185 3117.5560 4.360395e+02 3 6
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1274 0.4285195 1470.23168 6.416376e+01 2.2676145 2000-2012 –> 2010-2019 0.8160845 0.3875650 3118.8338 1.364707e+02 4 9
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1274 0.4289747 1472.93661 2.750535e+02 2.2834427 2000-2012 –> 2010-2019 0.8165394 0.3875647 3121.5358 5.930174e+02 7 11
SO (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1274 0.4287703 1471.72260 1.813646e+03 2.2941560 2000-2012 –> 2010-2019 0.8166318 0.3878615 3122.9783 3.672364e+03 5 13
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1274 0.4287956 1469.87307 5.172370e+01 2.2853039 2000-2012 –> 2010-2019 0.8167799 0.3879842 3120.2265 1.087645e+02 6 16
SO (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1274 0.4292313 1474.46076 1.938883e+01 2.2453731 2000-2012 –> 2010-2019 0.8168401 0.3876087 3123.4542 4.103293e+01 8 14
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 1274 0.4293178 1472.97378 1.416777e+01 2.2536789 2000-2012 –> 2010-2019 0.8171793 0.3878615 3122.2295 2.835684e+01 9 18
SO (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1274 0.4296926 1475.19766 6.415877e+01 2.3959970 2000-2012 –> 2010-2019 0.8173559 0.3876633 3122.6793 1.364408e+02 10 17
SO (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2323 0.5783561 4062.39917 5.980986e+02 2.5632304 1982-1999 –> 2000-2012 1.0868762 0.5085201 8773.1582 1.178450e+03 1 4
SO (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2323 0.5789988 4067.55900 5.034934e+02 2.5672237 1982-1999 –> 2000-2012 1.0874274 0.5084286 8777.1798 9.550867e+02 2 4
SO (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2323 0.5802253 4077.39017 6.747355e+02 2.5838352 1982-1999 –> 2000-2012 1.0896240 0.5093987 8799.0659 1.336558e+03 3 8
SO (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2323 0.5816136 4088.49347 4.584461e+02 2.5987117 1982-1999 –> 2000-2012 1.0927202 0.5111066 8831.3373 8.860871e+02 4 10
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2323 0.5916803 4168.21979 6.059063e+02 2.5252551 1982-1999 –> 2000-2012 1.0994357 0.5077554 8869.4615 1.145159e+03 11 12
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2323 0.5851957 4117.02033 4.309808e+02 2.6022702 1982-1999 –> 2000-2012 1.1006838 0.5154881 8913.8452 8.675460e+02 5 13
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2323 0.5857990 4121.80700 3.423711e+02 2.6073161 1982-1999 –> 2000-2012 1.1013708 0.5155719 8919.6598 6.792527e+02 6 15
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2323 0.5865091 4127.43536 6.225742e+02 2.6187024 1982-1999 –> 2000-2012 1.1025726 0.5160636 8931.3164 1.251456e+03 7 19
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2323 0.5873829 4134.35241 3.407974e+02 2.6295207 1982-1999 –> 2000-2012 1.1049601 0.5175772 8956.7547 6.762861e+02 8 21
SO (28.2,28.3] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 2323 0.5981617 4216.83584 5.030910e+02 2.5107325 1982-1999 –> 2000-2012 1.1072236 0.5090619 8932.3293 9.527402e+02 15 19
SO (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1748 0.6252934 3333.11720 6.249944e+02 2.6281092 2000-2012 –> 2010-2019 1.2036495 0.5783561 7395.5164 1.223093e+03 1 2
SO (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1748 0.6263012 3338.74731 5.467404e+02 2.6350958 2000-2012 –> 2010-2019 1.2053000 0.5789988 7406.3063 1.050234e+03 2 4
SO (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1748 0.6274078 3344.91878 7.200859e+02 2.6543790 2000-2012 –> 2010-2019 1.2076331 0.5802253 7422.3089 1.394821e+03 4 7
SO (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1748 0.6286994 3352.10840 4.775022e+02 2.6720592 2000-2012 –> 2010-2019 1.2103130 0.5816136 7440.6019 9.359484e+02 5 9
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1748 0.6301830 3360.34861 4.445528e+02 2.6814861 2000-2012 –> 2010-2019 1.2153788 0.5851957 7477.3689 8.755336e+02 6 11
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1748 0.6310218 3364.99897 3.536906e+02 2.6885428 2000-2012 –> 2010-2019 1.2168208 0.5857990 7486.8060 6.960617e+02 7 13
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1748 0.6317137 3368.83013 6.367276e+02 2.7018379 2000-2012 –> 2010-2019 1.2182228 0.5865091 7496.2655 1.259302e+03 8 15
SO (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1748 0.6324288 3372.78492 3.521335e+02 2.7124270 2000-2012 –> 2010-2019 1.2198117 0.5873829 7507.1373 6.929309e+02 9 17
SO (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1748 0.6332953 3377.57166 3.860849e+02 2.7249909 2000-2012 –> 2010-2019 1.2244074 0.5911122 7541.3279 7.757463e+02 10 19
SO (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1748 0.6345777 3382.64408 3.545897e+02 2.7366408 2000-2012 –> 2010-2019 1.2262135 0.5916357 7548.5137 7.073217e+02 11 21
SO (28.3, Inf] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1529 0.4663141 2020.17868 2.560059e+05 2.6900328 1982-1999 –> 2000-2012 0.8581141 0.3918000 4077.5822 5.559185e+05 1 2
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1529 0.4829294 2127.24253 2.392673e+01 3.4525306 1982-1999 –> 2000-2012 0.8762791 0.3933496 4201.3827 4.933438e+01 2 5
SO (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1529 0.4835952 2131.45520 2.698158e+01 3.5013254 1982-1999 –> 2000-2012 0.8766805 0.3930854 4202.7457 5.302512e+01 9 11
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1529 0.4833926 2130.17398 3.488467e+01 3.4614108 1982-1999 –> 2000-2012 0.8770510 0.3936584 4207.6415 7.815187e+01 4 8
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1529 0.4835459 2131.14336 2.758916e+01 3.4652810 1982-1999 –> 2000-2012 0.8772616 0.3937158 4209.2286 6.161536e+01 7 12
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1529 0.4835826 2131.37560 1.267024e+02 3.4679234 1982-1999 –> 2000-2012 0.8772999 0.3937173 4209.4770 2.487567e+02 8 14
SO (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1529 0.4837361 2130.34627 2.376742e+01 3.4836711 1982-1999 –> 2000-2012 0.8774540 0.3937179 4206.4543 4.826371e+01 10 17
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1529 0.4879750 2159.02651 5.185573e+01 3.6338675 1982-1999 –> 2000-2012 0.8824078 0.3944328 4244.8259 1.030807e+02 11 19
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1529 0.4893324 2167.52101 2.585575e+01 3.6077319 1982-1999 –> 2000-2012 0.8847217 0.3953893 4263.5902 5.798337e+01 12 21
SO (28.3, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1529 0.4895592 2166.93820 3.046981e+01 3.6114280 1982-1999 –> 2000-2012 0.8857098 0.3961506 4269.1632 6.502944e+01 13 23
SO (28.3, Inf] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1217 0.4864403 1713.65617 2.446212e+05 2.1550572 2000-2012 –> 2010-2019 0.9527545 0.4663141 3733.8349 5.006272e+05 1 2
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1217 0.4896958 1729.89110 1.645614e+06 1.9429319 2000-2012 –> 2010-2019 0.9731167 0.4834209 3860.2440 3.228334e+06 2 7
SO (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1217 0.4911223 1736.97149 1.591191e+05 2.0932882 2000-2012 –> 2010-2019 0.9744377 0.4833154 3866.6567 3.373094e+05 3 6
SO (28.3, Inf] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 1217 0.4911885 1735.29923 1.407715e+05 2.0861291 2000-2012 –> 2010-2019 0.9746550 0.4834665 3863.9408 3.041021e+05 4 10
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1217 0.5193347 1872.92318 2.715415e+01 2.9895167 2000-2012 –> 2010-2019 1.0022641 0.4829294 4000.1657 5.108088e+01 5 7
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1217 0.5197961 1875.08467 3.586497e+01 2.9943618 2000-2012 –> 2010-2019 1.0031887 0.4833926 4005.2587 7.074964e+01 6 10
SO (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1217 0.5200641 1876.33939 2.712148e+01 2.9986071 2000-2012 –> 2010-2019 1.0036100 0.4835459 4007.4827 5.471064e+01 8 15
SO (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1217 0.5202360 1877.14382 1.414074e+02 3.0042769 2000-2012 –> 2010-2019 1.0038186 0.4835826 4008.5194 2.681098e+02 10 18
SO (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1217 0.5217099 1884.02973 3.295296e+01 3.0435675 2000-2012 –> 2010-2019 1.0053050 0.4835952 4015.4849 5.993454e+01 17 26
SO (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1217 0.5219755 1883.26872 2.711749e+01 3.0674486 2000-2012 –> 2010-2019 1.0057116 0.4837361 4013.6150 5.088491e+01 18 28

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2012 2.5161837 1206.0752
Atlantic (-Inf,26] 2000-2012 –> 2010-2019 2.3859250 800.8692
Atlantic (26,26.5] 1982-1999 –> 2000-2012 6.6383267 13416.5586
Atlantic (26,26.5] 2000-2012 –> 2010-2019 6.7094720 9951.6125
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 6.3918881 16010.2997
Atlantic (26.5,26.75] 2000-2012 –> 2010-2019 6.6172906 11957.9261
Atlantic (26.75,27] 1982-1999 –> 2000-2012 3.9117217 20361.9013
Atlantic (26.75,27] 2000-2012 –> 2010-2019 4.5711555 16260.3501
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.8186404 16952.8697
Atlantic (27,27.25] 2000-2012 –> 2010-2019 4.4905698 13788.4595
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 3.8289159 16643.2559
Atlantic (27.25,27.5] 2000-2012 –> 2010-2019 4.6222890 13650.5037
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 4.3172314 21218.5629
Atlantic (27.5,27.75] 2000-2012 –> 2010-2019 4.9348022 16622.7865
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 3.4502719 6422.3066
Atlantic (27.75,27.85] 2000-2012 –> 2010-2019 3.6400518 4919.4394
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 6.3100604 8592.7058
Atlantic (27.85,27.95] 2000-2012 –> 2010-2019 6.4599865 6517.3063
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 5.1977676 8274.2613
Atlantic (27.95,28.05] 2000-2012 –> 2010-2019 4.5483424 5675.6618
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 0.3384165 -754.9924
Atlantic (28.05,28.1] 2000-2012 –> 2010-2019 0.3287756 -517.6916
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 0.2413244 -1801.1012
Atlantic (28.1,28.15] 2000-2012 –> 2010-2019 0.2424858 -1244.3150
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 0.4044665 -1045.9180
Atlantic (28.15,28.2] 2000-2012 –> 2010-2019 0.3510415 -1305.0859
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 0.3472127 -1473.9668
Atlantic (28.2, Inf] 2000-2012 –> 2010-2019 0.3226931 -1400.3894
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 12.5754220 82697.5162
Indo-Pacific (-Inf,26] 2000-2012 –> 2010-2019 12.1594340 60111.4431
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 8.5865294 75434.3620
Indo-Pacific (26,26.5] 2000-2012 –> 2010-2019 8.7586388 56342.0572
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 6.3365860 52976.7451
Indo-Pacific (26.5,26.75] 2000-2012 –> 2010-2019 6.7631058 40290.6527
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 5.9085436 53192.1467
Indo-Pacific (26.75,27] 2000-2012 –> 2010-2019 6.4656473 41916.1341
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 3.9792846 42356.8647
Indo-Pacific (27,27.25] 2000-2012 –> 2010-2019 4.7058762 34863.5312
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 3.4154560 31680.5629
Indo-Pacific (27.25,27.5] 2000-2012 –> 2010-2019 3.9949198 26161.1565
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 2.6210892 25121.3491
Indo-Pacific (27.5,27.75] 2000-2012 –> 2010-2019 3.0000081 20656.5127
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 1.1128849 4565.5348
Indo-Pacific (27.75,27.85] 2000-2012 –> 2010-2019 1.3407747 4499.3517
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 1.1738887 7533.2395
Indo-Pacific (27.85,27.95] 2000-2012 –> 2010-2019 1.3451521 6318.1613
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 1.1298155 4771.5437
Indo-Pacific (27.95,28.05] 2000-2012 –> 2010-2019 1.1329367 3489.3260
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 0.9447928 3406.5216
Indo-Pacific (28.05,28.1] 2000-2012 –> 2010-2019 0.8716775 2248.5787
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2012 1.2480166 12046.2894
Indo-Pacific (28.1,28.2] 2000-2012 –> 2010-2019 1.2318078 8589.2039
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2012 1.1017446 23898.0122
Indo-Pacific (28.2,28.3] 2000-2012 –> 2010-2019 1.0873933 17451.5735
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2012 0.5784757 509.0285
Indo-Pacific (28.3, Inf] 2000-2012 –> 2010-2019 0.5740041 343.9228
SO (26,26.5] 1982-1999 –> 2000-2012 1.8541837 591.0677
SO (26,26.5] 2000-2012 –> 2010-2019 1.8421952 424.0310
SO (26.5,26.75] 1982-1999 –> 2000-2012 3.5573192 2894.1995
SO (26.5,26.75] 2000-2012 –> 2010-2019 3.4934102 2033.1267
SO (26.75,27] 1982-1999 –> 2000-2012 4.8994998 12285.6842
SO (26.75,27] 2000-2012 –> 2010-2019 4.9145023 9028.6211
SO (27,27.25] 1982-1999 –> 2000-2012 3.5528960 22771.3037
SO (27,27.25] 2000-2012 –> 2010-2019 3.7063226 17176.5586
SO (27.25,27.5] 1982-1999 –> 2000-2012 3.0851990 23904.1367
SO (27.25,27.5] 2000-2012 –> 2010-2019 3.4883603 18999.1873
SO (27.5,27.75] 1982-1999 –> 2000-2012 2.6087548 26921.0550
SO (27.5,27.75] 2000-2012 –> 2010-2019 2.9459679 21937.7182
SO (27.75,27.85] 1982-1999 –> 2000-2012 2.4480184 10346.4876
SO (27.75,27.85] 2000-2012 –> 2010-2019 2.6536222 8320.2467
SO (27.85,27.95] 1982-1999 –> 2000-2012 2.8807174 11264.2085
SO (27.85,27.95] 2000-2012 –> 2010-2019 3.1759832 8985.4399
SO (27.95,28.05] 1982-1999 –> 2000-2012 3.0766195 16241.4969
SO (27.95,28.05] 2000-2012 –> 2010-2019 3.4016468 12555.4934
SO (28.05,28.1] 1982-1999 –> 2000-2012 2.3411133 8112.4453
SO (28.05,28.1] 2000-2012 –> 2010-2019 2.7075754 6400.8304
SO (28.1,28.15] 1982-1999 –> 2000-2012 0.9063677 1143.6373
SO (28.1,28.15] 2000-2012 –> 2010-2019 0.9464686 948.9274
SO (28.1,28.2] 1982-1999 –> 2000-2012 1.3565855 6660.4628
SO (28.1,28.2] 2000-2012 –> 2010-2019 1.5040607 5571.0582
SO (28.15,28.2] 1982-1999 –> 2000-2012 0.6257142 433.0685
SO (28.15,28.2] 2000-2012 –> 2010-2019 0.6685355 419.5126
SO (28.2, Inf] 1982-1999 –> 2000-2012 0.6931637 2796.9871
SO (28.2, Inf] 2000-2012 –> 2010-2019 0.8162015 3118.1419
SO (28.2,28.3] 1982-1999 –> 2000-2012 1.0972894 8870.4108
SO (28.2,28.3] 2000-2012 –> 2010-2019 1.2147751 7472.2153
SO (28.3, Inf] 1982-1999 –> 2000-2012 0.8772980 4209.2091
SO (28.3, Inf] 2000-2012 –> 2010-2019 0.9898862 3937.5203

5.5 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)

5.6 Plot selected model residuals

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

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

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

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

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

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

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

5.7 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)

5.8 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 = ""))

lm_best %>%
  write_csv(paste(path_version_data,
                  "lm_best.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

if (params_local$MLR_criterion != "rank") {
lm_all_fitted_wide %>%
  ggplot(aes(as.factor(n_predictors),
             !!sym(params_local$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")
}

6.1.2 Best models

if (params_local$MLR_criterion != "rank") {
lm_best_target %>%
  ggplot(aes("",
             !!sym(params_local$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")
}

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)

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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
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2012
(-Inf,26] 8 4 8 8 10 4 7
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 9 4 8 6 6 10 6
(26.75,27] 9 3 9 6 6 10 5
(27,27.25] 8 5 8 6 10 6 6
(27.25,27.5] 8 10 6 6 6 5 8
(27.5,27.75] 4 4 4 10 10 4 10
(27.75,27.85] 8 3 8 9 7 6 8
(27.85,27.95] 7 6 7 7 3 10 8
(27.95,28.05] 7 10 7 8 4 3 9
(28.05,28.1] 7 6 7 8 3 10 7
(28.1,28.15] 8 8 8 7 6 6 7
(28.15,28.2] 9 10 5 5 10 4 4
(28.2, Inf] 9 10 5 5 10 4 4
total 109.00 89.00 96.00 97.00 101.00 87.00 97.00
Atlantic - 2000-2012 --> 2010-2019
(-Inf,26] 9 5 7 7 10 4 7
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 9 4 8 6 6 10 6
(26.75,27] 9 3 8 7 7 10 4
(27,27.25] 9 5 8 5 10 7 4
(27.25,27.5] 9 10 5 5 10 4 4
(27.5,27.75] 4 4 4 10 10 4 10
(27.75,27.85] 10 5 8 7 8 4 7
(27.85,27.95] 8 3 8 7 5 10 7
(27.95,28.05] 7 10 7 7 3 3 10
(28.05,28.1] 7 4 8 8 5 10 7
(28.1,28.15] 8 9 8 8 5 5 7
(28.15,28.2] 9 10 4 5 10 4 5
(28.2, Inf] 9 10 5 5 10 3 5
total 115.00 88.00 94.00 93.00 109.00 83.00 91.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 9 4 8 7 10 3 7
(26,26.5] 8 7 7 7 7 6 8
(26.5,26.75] 9 10 8 7 4 3 7
(26.75,27] 8 10 8 7 5 3 7
(27,27.25] 9 10 8 7 4 3 7
(27.25,27.5] 9 10 8 7 4 3 7
(27.5,27.75] 9 10 8 7 3 4 7
(27.75,27.85] 9 10 8 7 4 3 7
(27.85,27.95] 9 3 9 9 6 6 7
(27.95,28.05] 7 5 7 8 5 10 8
(28.05,28.1] 7 4 8 7 8 10 5
(28.1,28.2] 7 6 7 7 6 10 7
(28.2,28.3] 6 10 8 6 4 10 4
(28.3, Inf] 6 4 6 9 10 8 6
total 112.00 103.00 108.00 102.00 80.00 82.00 94.00
Indo-Pacific - 2000-2012 --> 2010-2019
(-Inf,26] 7 6 7 8 10 3 7
(26,26.5] 8 8 8 7 6 6 7
(26.5,26.75] 9 10 8 7 4 3 7
(26.75,27] 8 10 8 7 5 3 7
(27,27.25] 9 10 8 7 4 3 7
(27.25,27.5] 9 10 8 7 4 3 7
(27.5,27.75] 9 10 8 7 4 3 7
(27.75,27.85] 9 10 8 7 4 3 7
(27.85,27.95] 9 3 9 8 7 5 8
(27.95,28.05] 8 4 8 6 7 10 6
(28.05,28.1] 7 4 7 7 9 10 5
(28.1,28.2] 7 6 7 7 6 10 7
(28.2,28.3] 6 10 8 6 4 10 4
(28.3, Inf] 6 4 6 9 10 6 8
total 111.00 105.00 108.00 100.00 84.00 78.00 94.00
SO - 1982-1999 --> 2000-2012
(26,26.5] 8 10 7 8 4 4 8
(26.5,26.75] 7 10 7 8 4 3 9
(26.75,27] 8 7 7 9 4 3 10
(27,27.25] 8 5 5 10 5 5 10
(27.25,27.5] 6 6 4 9 8 6 10
(27.5,27.75] 8 10 4 6 4 9 7
(27.75,27.85] 9 8 5 6 4 10 6
(27.85,27.95] 8 3 6 6 9 9 8
(27.95,28.05] 7 8 6 7 10 5 7
(28.05,28.1] 7 9 5 6 10 4 8
(28.1,28.15] 7 4 6 7 10 7 8
(28.1,28.2] 5 10 9 5 3 10 5
(28.15,28.2] 8 10 8 6 6 5 6
(28.2, Inf] 9 10 4 5 10 3 5
(28.2,28.3] 6 10 8 6 5 6 8
(28.3, Inf] 6 3 6 9 9 10 5
total 117.00 123.00 97.00 113.00 105.00 99.00 120.00
SO - 2000-2012 --> 2010-2019
(26,26.5] 7 10 7 8 4 3 9
(26.5,26.75] 7 10 7 7 3 3 10
(26.75,27] 8 7 7 9 4 3 10
(27,27.25] 7 4 7 9 5 7 10
(27.25,27.5] 6 6 4 8 4 10 10
(27.5,27.75] 8 10 4 6 5 10 5
(27.75,27.85] 9 9 5 6 5 10 4
(27.85,27.95] 8 8 7 8 3 8 7
(27.95,28.05] 7 8 5 6 10 6 7
(28.05,28.1] 6 8 7 7 9 4 8
(28.1,28.15] 7 3 4 7 10 9 8
(28.1,28.2] 7 7 9 8 4 9 5
(28.15,28.2] 8 8 10 8 5 4 6
(28.2, Inf] 9 10 5 5 10 4 4
(28.2,28.3] 8 10 6 8 5 6 6
(28.3, Inf] 7 2 9 9 7 7 7
total 119.00 120.00 103.00 119.00 93.00 103.00 116.00

6.4 RMSE alternatives

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

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

Version Author Date
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
lm_best %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 

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

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

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

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

other attached packages:
 [1] car_3.0-10       carData_3.0-4    gt_0.2.2         corrr_0.4.3     
 [5] broom_0.7.5      kableExtra_1.3.1 knitr_1.30       olsrr_0.5.3     
 [9] GGally_2.0.0     lubridate_1.7.9  metR_0.9.0       scico_1.2.0     
[13] patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0    stringr_1.4.0   
[17] dplyr_1.0.5      purrr_0.3.4      readr_1.4.0      tidyr_1.1.2     
[21] tibble_3.0.4     ggplot2_3.3.3    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                magrittr_2.0.1           Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_1.0.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               plyr_1.8.6              
[52] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[55] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[58] haven_2.3.1              hms_0.5.3                pillar_1.4.7            
[61] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[64] RcppArmadillo_0.10.1.2.2 data.table_1.13.6        modelr_0.1.8            
[67] vctrs_0.3.6              httpuv_1.5.4             cellranger_1.1.0        
[70] gtable_0.3.0             reshape_0.8.8            assertthat_0.2.1        
[73] xfun_0.20                openxlsx_4.2.3           RcppEigen_0.3.3.9.1     
[76] later_1.1.0.1            viridisLite_0.3.0        ellipsis_0.3.1          
[79] here_1.0.1