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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 ~ temp + aou + silicate + phosphate + phosphate_star 52 0.6801275 121.480208 1.186945e+04 1.9354268 1982-1999 –> 2000-2012 2.0465353 1.3664078 315.5171 1.504032e+04 3 4
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 52 0.7201028 127.420034 5.023048e+03 1.6036461 1982-1999 –> 2000-2012 2.1571637 1.4370609 326.7000 8.001591e+03 9 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 52 0.7425615 130.614048 1.123328e+05 2.1602026 1982-1999 –> 2000-2012 2.2577295 1.5151680 335.3984 1.307808e+05 13 16
Atlantic (-Inf,26] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 52 0.7570324 130.621294 2.189014e+03 2.1365217 1982-1999 –> 2000-2012 2.4218012 1.6647688 343.1983 5.050018e+03 14 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 52 0.6785582 121.239965 1.266473e+01 1.9748939 1982-1999 –> 2000-2012 2.5061357 1.8275775 345.5207 2.191494e+01 1 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 52 0.6802298 121.495856 1.278791e+01 1.9749797 1982-1999 –> 2000-2012 2.5164438 1.8362140 346.2669 2.313591e+01 4 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 52 0.6796001 121.399526 2.638702e+01 1.9766954 1982-1999 –> 2000-2012 2.5362043 1.8566042 347.3190 4.966519e+01 2 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 52 0.7256169 128.213372 1.255250e+01 2.8004232 1982-1999 –> 2000-2012 2.5590060 1.8333891 352.8243 2.374788e+01 10 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 52 0.7886333 136.874405 4.250428e+01 2.0222800 1982-1999 –> 2000-2012 2.6224433 1.8338100 361.5092 5.740026e+01 15 22
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 52 0.7937326 137.544709 4.261875e+01 2.0383256 1982-1999 –> 2000-2012 2.6418753 1.8481427 362.9892 5.526786e+01 17 26
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 26 0.2080469 6.145234 1.054347e+04 0.6119006 2000-2012 –> 2010-2019 0.8881744 0.6801275 127.6254 2.241292e+04 1 4
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 26 0.2506018 15.822521 1.278681e+02 0.4743830 2000-2012 –> 2010-2019 0.9345047 0.6839029 137.8784 1.754181e+02 2 7
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 26 0.2749403 20.642332 1.586399e+01 0.7285522 2000-2012 –> 2010-2019 0.9534985 0.6785582 141.8823 2.852872e+01 6 7
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 26 0.2782978 21.273503 1.583246e+01 0.7394145 2000-2012 –> 2010-2019 0.9585277 0.6802298 142.7694 2.862037e+01 7 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 26 0.2790915 21.421584 7.971037e+01 0.7403142 2000-2012 –> 2010-2019 0.9586915 0.6796001 142.8211 1.060974e+02 8 10
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 26 0.2833559 20.210130 1.435436e+01 0.7252885 2000-2012 –> 2010-2019 0.9758276 0.6924717 141.5610 2.652040e+01 9 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 26 0.2727615 20.228613 7.963889e+01 0.6440915 2000-2012 –> 2010-2019 0.9814471 0.7086856 145.9865 1.323148e+02 4 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 26 0.2946619 24.244614 2.053663e+02 0.7713187 2000-2012 –> 2010-2019 0.9816594 0.6869975 146.7701 2.928982e+02 10 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 26 0.2609157 17.919799 1.873673e+01 0.6909568 2000-2012 –> 2010-2019 0.9865327 0.7256169 146.1332 3.128922e+01 3 13
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + silicate 26 0.2743139 18.523733 1.068235e+01 0.7065044 2000-2012 –> 2010-2019 1.0090278 0.7347138 146.0328 2.185820e+01 5 17
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 355 3.9891914 2003.794227 2.043063e+02 11.3706052 1982-1999 –> 2000-2012 7.0734617 3.0842703 3743.4762 5.099045e+02 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 355 4.0167187 2008.676739 9.813779e+00 13.5844516 1982-1999 –> 2000-2012 7.2575738 3.2408551 3781.9347 2.348012e+01 2 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 355 4.0723090 2018.435566 1.017996e+01 11.9690940 1982-1999 –> 2000-2012 7.2602127 3.1879037 3780.5244 2.443295e+01 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 355 4.0918615 2021.836367 9.839943e+00 12.2440944 1982-1999 –> 2000-2012 7.2993294 3.2074679 3788.0734 2.309970e+01 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 355 4.1015125 2023.508986 8.970750e+00 12.3085938 1982-1999 –> 2000-2012 7.3166197 3.2151071 3791.3589 2.235422e+01 5 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 355 4.2310367 2045.583763 2.034988e+02 11.5259368 1982-1999 –> 2000-2012 7.3580599 3.1270232 3794.5993 5.144215e+02 7 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 355 4.3205034 2060.440418 1.179242e+01 11.5855359 1982-1999 –> 2000-2012 7.5550366 3.2345332 3832.3745 2.822530e+01 13 19
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 355 4.3322311 2062.365058 9.801914e+00 11.6820202 1982-1999 –> 2000-2012 7.5773760 3.2451448 3836.5199 2.289981e+01 14 22
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 355 4.3557893 2066.215502 8.846052e+00 11.6850675 1982-1999 –> 2000-2012 7.6242592 3.2684698 3845.2261 2.347819e+01 15 24
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 355 4.1149875 2025.837781 3.247268e+01 16.3625687 1982-1999 –> 2000-2012 7.7107926 3.5958051 3869.5607 9.016245e+01 6 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 280 3.4879104 1508.215153 1.251403e+01 15.1596208 2000-2012 –> 2010-2019 7.5046291 4.0167187 3516.8919 2.232781e+01 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 280 3.5179481 1513.017200 3.490141e+02 14.3863133 2000-2012 –> 2010-2019 7.5071395 3.9891914 3516.8114 5.533204e+02 2 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 280 3.5280245 1514.618911 1.251896e+01 14.3935647 2000-2012 –> 2010-2019 7.6003335 4.0723090 3533.0545 2.269893e+01 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 280 3.5316531 1515.194567 1.232342e+01 14.3791024 2000-2012 –> 2010-2019 7.6235146 4.0918615 3537.0309 2.216337e+01 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 280 3.5337546 1515.527700 1.132471e+01 14.3625309 2000-2012 –> 2010-2019 7.6352671 4.1015125 3539.0367 2.029546e+01 5 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 280 3.5793572 1522.708182 4.723751e+01 16.5321934 2000-2012 –> 2010-2019 7.6943447 4.1149875 3548.5460 7.971019e+01 11 17
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 280 3.5480863 1517.794279 1.957791e+02 17.0800491 2000-2012 –> 2010-2019 7.8351286 4.2870423 3572.7145 2.874373e+02 6 14
Atlantic (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 280 3.5489480 1517.930261 1.915911e+02 17.0614607 2000-2012 –> 2010-2019 7.8371572 4.2882092 3573.0438 2.834440e+02 7 16
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 280 3.5543734 1518.785699 1.945143e+02 17.2049788 2000-2012 –> 2010-2019 7.8468855 4.2925121 3574.6113 2.863770e+02 9 19
Atlantic (26,26.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 280 3.5514075 1516.318219 5.832989e+00 16.8167555 2000-2012 –> 2010-2019 7.8553385 4.3039310 3572.0300 1.034422e+01 8 20
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 485 3.0600478 2475.247982 2.636693e+04 13.8849366 1982-1999 –> 2000-2012 5.6892526 2.6292049 4278.4630 5.876801e+04 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 485 3.0676850 2477.665878 1.054101e+03 16.4814213 1982-1999 –> 2000-2012 5.7782541 2.7105692 4303.7388 2.577443e+03 2 5
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 485 3.0778449 2480.873135 2.432317e+01 16.6386927 1982-1999 –> 2000-2012 5.8438314 2.7659865 4322.1251 5.675330e+01 3 10
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 485 3.1842797 2513.849717 2.231321e+02 15.2409973 1982-1999 –> 2000-2012 5.8518031 2.6675234 4327.9165 4.370424e+02 8 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 485 3.0950505 2486.280479 2.449140e+01 16.8931171 1982-1999 –> 2000-2012 5.8947973 2.7997468 4336.6311 5.721913e+01 6 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 485 3.1013671 2488.258091 2.460735e+01 16.9746429 1982-1999 –> 2000-2012 5.9130428 2.8116757 4341.7975 5.748701e+01 7 18
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 485 3.2107230 2519.871645 1.782593e+02 15.8549943 1982-1999 –> 2000-2012 5.9213531 2.7106300 4343.9614 3.882681e+02 10 14
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 485 3.2617984 2537.180722 7.478635e+01 15.5776816 1982-1999 –> 2000-2012 5.9913731 2.7295747 4368.4940 1.415193e+02 14 19
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 485 3.0945724 2486.130619 8.022789e+01 16.5624162 1982-1999 –> 2000-2012 6.0220747 2.9275023 4369.9467 1.466299e+02 4 20
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 485 3.0948290 2484.211050 1.444972e+01 16.4914339 1982-1999 –> 2000-2012 6.0235298 2.9287008 4366.3341 3.517589e+01 5 22
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 399 4.0446741 2261.438923 9.759876e+04 11.1809128 2000-2012 –> 2010-2019 7.1047218 3.0600478 4736.6869 1.239657e+05 3 4
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 399 4.0481592 2262.126237 3.817858e+02 11.6682058 2000-2012 –> 2010-2019 7.2324390 3.1842797 4775.9760 6.049179e+02 4 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 399 4.1747037 2286.689569 1.989445e+03 12.6310803 2000-2012 –> 2010-2019 7.2423887 3.0676850 4764.3554 3.043547e+03 15 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 399 4.2468642 2300.365289 3.935507e+01 13.1771635 2000-2012 –> 2010-2019 7.3247091 3.0778449 4781.2384 6.367825e+01 17 20
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 399 4.0879171 2269.925340 9.935146e+01 11.7699890 2000-2012 –> 2010-2019 7.3497155 3.2617984 4807.1061 1.741378e+02 7 21
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 399 4.2695196 2304.610997 3.973022e+01 13.3064103 2000-2012 –> 2010-2019 7.3645701 3.0950505 4790.8915 6.422162e+01 19 25
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 399 4.2741491 2305.475810 3.981579e+01 13.3246836 2000-2012 –> 2010-2019 7.3755162 3.1013671 4793.7339 6.442314e+01 20 27
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 399 4.1025726 2272.781118 9.894601e+01 11.7994935 2000-2012 –> 2010-2019 7.3965816 3.2940090 4819.4937 1.728266e+02 9 25
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 399 4.2100905 2291.425289 3.412038e+02 13.0679858 2000-2012 –> 2010-2019 7.4208135 3.2107230 4811.2969 5.194631e+02 16 26
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 399 4.1174451 2275.668764 9.979298e+01 11.8960769 2000-2012 –> 2010-2019 7.4327499 3.3153048 4828.6322 1.753214e+02 11 30
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 801 2.3136915 3630.968110 1.899053e+04 10.8517816 1982-1999 –> 2000-2012 3.8987480 1.5850565 6565.8021 5.234851e+04 2 3
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 801 2.2314831 3573.011131 2.073098e+02 5.8316319 1982-1999 –> 2000-2012 3.9218821 1.6903990 6607.8366 3.811940e+02 1 3
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 801 2.4441384 3718.835153 1.263845e+03 11.4406683 1982-1999 –> 2000-2012 4.1639561 1.7198178 6780.4729 2.840149e+03 5 8
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 801 2.4795772 3739.896597 1.451172e+02 11.7441352 1982-1999 –> 2000-2012 4.2001284 1.7205512 6800.1969 3.054772e+02 7 11
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 801 2.3572609 3660.855051 7.632702e+01 5.9769690 1982-1999 –> 2000-2012 4.2067556 1.8494947 6835.4595 1.306554e+02 3 8
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 801 2.3964252 3687.252463 7.514614e+01 6.0603952 1982-1999 –> 2000-2012 4.3186593 1.9222341 6921.8035 1.293410e+02 4 12
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 801 2.4548129 3725.816528 7.797344e+01 6.0894198 1982-1999 –> 2000-2012 4.4165656 1.9617527 6991.9917 1.325362e+02 6 17
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 801 2.5562275 3790.668654 3.440653e+01 11.5541711 1982-1999 –> 2000-2012 4.4350048 1.8787773 6989.6844 7.789384e+01 8 14
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 801 2.6563480 3850.217042 1.974042e+01 12.2393186 1982-1999 –> 2000-2012 4.5407217 1.8843737 7051.8549 4.841942e+01 11 18
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 801 2.6200681 3830.186424 3.460451e+01 11.6881218 1982-1999 –> 2000-2012 4.5750299 1.9549618 7090.9729 7.822622e+01 9 18
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 718 2.4769462 3354.085665 3.671301e+02 8.0320187 2000-2012 –> 2010-2019 4.7084292 2.2314831 6927.0968 5.744399e+02 1 2
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 718 2.5100961 3373.176717 9.121858e+01 8.2219439 2000-2012 –> 2010-2019 4.8673570 2.3572609 7034.0318 1.675456e+02 2 5
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 718 2.5228723 3380.467341 9.023809e+01 8.2625661 2000-2012 –> 2010-2019 4.9192975 2.3964252 7067.7198 1.653842e+02 3 7
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 718 2.5532499 3397.654789 9.441851e+01 8.4070927 2000-2012 –> 2010-2019 5.0080629 2.4548129 7123.4713 1.723919e+02 4 10
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 718 2.9258385 3593.258214 2.681847e+04 13.5518755 2000-2012 –> 2010-2019 5.2395300 2.3136915 7224.2263 4.580900e+04 12 14
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 718 2.8360788 3548.514300 1.850608e+03 13.5935133 2000-2012 –> 2010-2019 5.2802172 2.4441384 7267.3495 3.114453e+03 7 12
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 718 2.6719290 3462.897516 1.023467e+02 8.7435497 2000-2012 –> 2010-2019 5.3310416 2.6591126 7316.7810 1.895734e+02 5 17
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 718 2.8589493 3560.047931 3.086381e+01 13.6254278 2000-2012 –> 2010-2019 5.4151768 2.5562275 7350.7166 6.527034e+01 8 16
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 718 2.9696399 3612.596599 3.137903e+02 13.9488001 2000-2012 –> 2010-2019 5.4492171 2.4795772 7352.4932 4.589075e+02 13 20
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 718 2.8870239 3574.080516 2.464598e+01 13.7078252 2000-2012 –> 2010-2019 5.5070920 2.6200681 7404.2669 5.925048e+01 10 19
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 974 1.9577779 4086.778331 3.170773e+02 8.1479864 1982-1999 –> 2000-2012 3.3839622 1.4261843 7552.8677 6.579417e+02 1 4
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 974 2.0858486 4210.214625 1.189601e+02 8.9264877 1982-1999 –> 2000-2012 3.6173125 1.5314640 7814.9012 2.296100e+02 3 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 974 2.1358617 4256.371315 1.448585e+02 8.2518815 1982-1999 –> 2000-2012 3.6319157 1.4960541 7815.5349 2.614408e+02 6 12
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 974 2.0878752 4212.106375 1.164815e+02 8.9231678 1982-1999 –> 2000-2012 3.6547199 1.5668448 7861.2391 2.261307e+02 4 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 974 2.3324614 4427.900389 9.923886e+02 10.9407424 1982-1999 –> 2000-2012 3.7087400 1.3762786 7824.6745 2.307603e+03 9 10
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 974 2.3417598 4435.650741 4.918691e+01 10.7038052 1982-1999 –> 2000-2012 3.7494559 1.4076961 7876.3484 1.492346e+02 10 12
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 974 2.1784218 4294.806333 1.338121e+02 9.3767387 1982-1999 –> 2000-2012 3.7882044 1.6097827 7996.5497 2.461817e+02 7 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 974 2.3809907 4468.014687 2.306729e+01 10.7253594 1982-1999 –> 2000-2012 3.8322164 1.4512257 7967.9761 4.620855e+01 12 16
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 974 2.3434463 4435.053134 4.615456e+01 10.5479414 1982-1999 –> 2000-2012 3.8508215 1.5073752 8006.8872 1.312252e+02 11 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 974 2.3900209 4475.388781 2.300754e+01 10.7260284 1982-1999 –> 2000-2012 3.8540112 1.4639903 7992.3918 4.610829e+01 13 18
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 993 1.9788983 4187.536960 3.900300e+02 9.0909913 2000-2012 –> 2010-2019 3.9366762 1.9577779 8274.3153 7.071073e+02 1 2
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 993 2.0125378 4221.013403 1.077563e+02 9.7400104 2000-2012 –> 2010-2019 4.0739218 2.0613840 8408.2452 1.701902e+02 2 4
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 993 2.0230370 4231.347209 2.290657e+02 9.0217246 2000-2012 –> 2010-2019 4.1588986 2.1358617 8487.7185 3.739242e+02 3 9
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 993 2.0888173 4294.895559 1.938599e+02 9.7051217 2000-2012 –> 2010-2019 4.1766924 2.0878752 8507.0019 3.103414e+02 4 8
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 993 2.0934467 4299.292271 1.977394e+02 9.7133649 2000-2012 –> 2010-2019 4.1792953 2.0858486 8509.5069 3.166994e+02 5 8
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate 993 2.1023896 4305.758085 1.057411e+02 9.6134739 2000-2012 –> 2010-2019 4.1911027 2.0887131 8516.6461 1.673433e+02 6 11
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 993 2.1740649 4374.336811 2.138240e+02 10.0889611 2000-2012 –> 2010-2019 4.3524866 2.1784218 8669.1431 3.476360e+02 8 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 993 2.1242832 4328.332679 3.124655e+02 9.5947536 2000-2012 –> 2010-2019 4.4283249 2.3040418 8732.3521 5.008325e+02 7 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 993 2.2307291 4425.436317 6.457896e+01 11.3758512 2000-2012 –> 2010-2019 4.5724890 2.3417598 8861.0871 1.137659e+02 9 19
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 993 2.2411881 4434.726072 1.283769e+03 11.6181637 2000-2012 –> 2010-2019 4.5736494 2.3324614 8862.6265 2.276157e+03 10 19
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1929 3.1547708 9920.782190 3.253060e+02 8.5977043 1982-1999 –> 2000-2012 4.6766845 1.5219137 14848.3419 7.353723e+02 1 9
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1929 3.4451959 10260.536687 5.004829e+01 20.0123589 1982-1999 –> 2000-2012 4.7351291 1.2899332 14746.2060 8.442096e+01 9 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1929 3.4455171 10260.896295 4.948601e+01 19.9633583 1982-1999 –> 2000-2012 4.7513838 1.3058667 14779.3686 8.373080e+01 10 13
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1929 3.2889813 10081.514285 4.464778e+02 13.6419664 1982-1999 –> 2000-2012 4.7590645 1.4700833 14916.4905 1.004207e+03 3 9
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1929 3.4049925 10215.251319 5.010538e+01 19.0889668 1982-1999 –> 2000-2012 4.7700800 1.3650875 14852.2310 8.467353e+01 8 13
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1929 3.5270009 10351.072901 4.963971e+01 18.7659718 1982-1999 –> 2000-2012 4.7722606 1.2452596 14742.5640 1.191140e+02 16 17
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1929 3.5348433 10359.641747 4.605868e+02 19.4287474 1982-1999 –> 2000-2012 4.8510368 1.3161935 14899.1611 1.304046e+03 18 22
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + silicate + phosphate 1929 3.5356540 10358.526476 4.769136e+01 19.2430709 1982-1999 –> 2000-2012 5.0222012 1.4865472 15221.2610 1.171041e+02 19 26
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1929 3.2594374 10046.702552 4.785617e+01 10.0697782 1982-1999 –> 2000-2012 5.0516608 1.7922233 15411.1032 1.190937e+02 2 18
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1929 3.4761259 10295.018119 2.327701e+02 9.9188781 1982-1999 –> 2000-2012 5.0585240 1.5823982 15326.7136 5.102852e+02 12 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1481 3.0852387 7553.971095 4.953209e+02 9.4787069 2000-2012 –> 2010-2019 6.4026935 3.3174548 17668.7413 7.352028e+02 7 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1481 3.1212077 7588.303651 6.239372e+02 9.2308580 2000-2012 –> 2010-2019 6.4101890 3.2889813 17669.8179 1.070415e+03 13 16
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1481 3.0103932 7481.229324 3.351810e+01 8.5526966 2000-2012 –> 2010-2019 6.4153857 3.4049925 17696.4806 8.362348e+01 1 9
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1481 3.0105839 7481.416943 3.335655e+01 8.6069108 2000-2012 –> 2010-2019 6.4557798 3.4451959 17741.9536 8.340484e+01 2 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1481 3.0117753 7482.588911 3.334150e+01 8.6149081 2000-2012 –> 2010-2019 6.4572924 3.4455171 17743.4852 8.282751e+01 3 13
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1481 3.0202896 7488.950709 3.333335e+01 8.9268723 2000-2012 –> 2010-2019 6.5100140 3.4897244 17797.0317 8.277625e+01 4 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1481 3.2982541 7751.726777 6.481959e+01 8.9832350 2000-2012 –> 2010-2019 6.5576915 3.2594374 17798.4293 1.126758e+02 15 17
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1481 3.0567319 7526.475795 8.572314e+02 8.9229830 2000-2012 –> 2010-2019 6.5915752 3.5348433 17886.1175 1.317818e+03 5 23
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1481 3.1083221 7576.049984 7.034879e+01 9.1374939 2000-2012 –> 2010-2019 6.6353230 3.5270009 17927.1229 1.199885e+02 12 28
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1481 3.3112919 7761.412285 6.418058e+01 9.4536252 2000-2012 –> 2010-2019 6.6503515 3.3390597 17899.2262 1.090331e+02 16 22
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3359 2.5171499 15747.998162 9.081975e+02 21.9209044 1982-1999 –> 2000-2012 3.8170565 1.2999066 24988.5935 2.955341e+03 8 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3359 2.4365355 15529.326410 1.694013e+01 21.6022799 1982-1999 –> 2000-2012 3.8529159 1.4163804 25240.8590 3.237896e+01 3 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3359 2.4325353 15518.287987 1.694397e+01 21.8303470 1982-1999 –> 2000-2012 3.8534868 1.4209515 25247.5037 3.285848e+01 1 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3359 2.4326856 15518.703139 1.739079e+01 21.9940069 1982-1999 –> 2000-2012 3.8544490 1.4217634 25251.0537 3.322308e+01 2 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3359 2.5209917 15758.243538 7.897851e+02 20.1809552 1982-1999 –> 2000-2012 3.8549023 1.3339106 25140.5529 2.614162e+03 9 11
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3359 2.5305368 15783.631536 6.778652e+02 22.3797629 1982-1999 –> 2000-2012 3.8775171 1.3469803 25219.4509 2.163334e+03 12 15
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3359 2.5224326 15762.082167 9.016551e+02 20.1537928 1982-1999 –> 2000-2012 3.9039117 1.3814791 25336.6901 2.665763e+03 10 14
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3359 2.4515621 15570.630450 2.644793e+01 19.8523327 1982-1999 –> 2000-2012 3.9753613 1.5237992 25683.3474 6.065067e+01 5 14
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3359 2.5635054 15868.590376 1.693754e+01 24.8062069 1982-1999 –> 2000-2012 3.9947218 1.4312165 25635.3089 3.194197e+01 16 24
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3359 2.4500921 15566.600951 1.013312e+03 20.7325702 1982-1999 –> 2000-2012 4.0000891 1.5499970 25772.8679 3.058117e+03 4 14
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2445 2.0380307 10434.211067 7.979160e+02 9.2449209 2000-2012 –> 2010-2019 4.4881228 2.4500921 26000.8120 1.811228e+03 1 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2445 2.1049524 10592.201378 1.881592e+01 9.2385623 2000-2012 –> 2010-2019 4.5374877 2.4325353 26110.4894 3.575990e+01 4 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2445 2.1072455 10597.525692 1.848828e+01 9.2920764 2000-2012 –> 2010-2019 4.5399311 2.4326856 26116.2288 3.587906e+01 5 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2445 2.0929814 10564.312368 3.218095e+01 9.3559664 2000-2012 –> 2010-2019 4.5445435 2.4515621 26134.9428 5.862888e+01 3 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2445 2.0911881 10560.120822 6.827180e+02 9.0148908 2000-2012 –> 2010-2019 4.5476177 2.4564295 26144.0762 1.171687e+03 2 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2445 2.1183958 10623.332544 1.868588e+01 9.3062709 2000-2012 –> 2010-2019 4.5549314 2.4365355 26152.6590 3.562601e+01 7 10
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2445 2.1082755 10597.915276 3.200558e+01 9.1080725 2000-2012 –> 2010-2019 4.5682336 2.4599581 26189.5138 5.829993e+01 6 13
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2445 2.2258838 10865.362628 6.724807e+02 10.5219647 2000-2012 –> 2010-2019 4.7468754 2.5209917 26623.6062 1.462266e+03 10 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2445 2.2522681 10922.985093 1.071602e+03 10.5282563 2000-2012 –> 2010-2019 4.7747007 2.5224326 26685.0673 1.973257e+03 11 21
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2445 2.2117911 10832.304257 1.846498e+01 10.6050641 2000-2012 –> 2010-2019 4.7752964 2.5635054 26700.8946 3.540253e+01 9 25
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1395 1.2199891 4527.607506 1.776162e+03 6.8339432 1982-1999 –> 2000-2012 1.8782809 0.6582918 6469.2089 4.040372e+03 2 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1395 1.1808527 4436.639200 5.677613e+04 6.1458693 1982-1999 –> 2000-2012 1.9027046 0.7218519 6555.7635 2.779515e+05 1 11
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1395 1.3250240 4758.029840 2.798402e+03 7.6707534 1982-1999 –> 2000-2012 1.9310618 0.6060378 6540.3398 8.084887e+03 9 10
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1395 1.2565365 4609.960519 3.286304e+01 6.9546282 1982-1999 –> 2000-2012 1.9386419 0.6821054 6620.0042 6.357221e+01 3 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1395 1.3743083 4859.920630 1.486510e+03 7.8910917 1982-1999 –> 2000-2012 2.0002720 0.6259636 6704.5365 4.084262e+03 14 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1395 1.3180884 4743.387715 3.814421e+01 7.2603777 1982-1999 –> 2000-2012 2.0387859 0.7206975 6859.4294 6.485355e+01 6 13
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1395 1.3208395 4749.204824 3.635967e+01 7.3084383 1982-1999 –> 2000-2012 2.0418323 0.7209928 6866.0355 6.033785e+01 8 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1395 1.3205363 4748.564374 3.839829e+01 7.3014991 1982-1999 –> 2000-2012 2.0421337 0.7215974 6867.0094 6.425237e+01 7 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1395 1.4188221 4948.855977 1.712956e+03 8.1789846 1982-1999 –> 2000-2012 2.0677660 0.6489438 6862.9116 4.726561e+03 15 18
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1395 1.3451442 4798.076891 3.503591e+01 7.9167427 1982-1999 –> 2000-2012 2.0684997 0.7233555 6919.2089 5.760075e+01 11 22
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 949 1.2134912 3074.411203 1.606200e+03 5.3458160 2000-2012 –> 2010-2019 2.4334803 1.2199891 7602.0187 3.382362e+03 4 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 949 1.1285278 2936.639978 2.214553e+03 4.8014315 2000-2012 –> 2010-2019 2.4535518 1.3250240 7694.6698 5.012955e+03 1 10
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 949 1.2572889 3141.707054 3.375949e+01 5.3430480 2000-2012 –> 2010-2019 2.5138254 1.2565365 7751.6676 6.662253e+01 6 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 949 1.2286944 3098.042522 8.035807e+03 4.9562206 2000-2012 –> 2010-2019 2.5295985 1.3009041 7804.8170 1.421837e+04 5 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 949 1.1654208 2997.695327 1.355177e+03 4.9226766 2000-2012 –> 2010-2019 2.5397291 1.3743083 7857.6160 2.841687e+03 2 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 949 1.4216877 3374.946579 4.792222e+04 8.1359293 2000-2012 –> 2010-2019 2.6025404 1.1808527 7811.5858 1.046984e+05 15 16
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 949 1.1939155 3043.543488 1.560947e+03 4.9754674 2000-2012 –> 2010-2019 2.6127376 1.4188221 7992.3995 3.273903e+03 3 18
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 949 1.3146656 3226.404572 3.844461e+01 5.4986088 2000-2012 –> 2010-2019 2.6327540 1.3180884 7969.7923 7.658882e+01 7 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 949 1.3353100 3253.977583 1.521187e+01 4.7733283 2000-2012 –> 2010-2019 2.6378650 1.3025550 7962.2904 3.386309e+01 10 15
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 949 1.3175362 3230.544439 3.703107e+01 5.4985631 2000-2012 –> 2010-2019 2.6383757 1.3208395 7979.7493 7.339074e+01 8 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1344 1.3085450 4550.952623 6.895247e+04 8.7555536 1982-1999 –> 2000-2012 2.2294169 0.9208719 7310.1322 2.051511e+05 1 3
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1344 1.6755578 5215.507628 2.547885e+03 15.4508418 1982-1999 –> 2000-2012 2.5792963 0.9037385 7936.1112 7.023819e+03 7 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1344 1.5756371 5050.232027 1.539176e+03 10.4301414 1982-1999 –> 2000-2012 2.6192102 1.0435731 8066.3359 3.420860e+03 2 9
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1344 1.5901563 5074.888041 7.955524e+04 8.4804215 1982-1999 –> 2000-2012 2.6326450 1.0424887 8088.8565 2.241076e+05 3 9
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1344 1.6061029 5101.709852 7.926696e+04 8.4298513 1982-1999 –> 2000-2012 2.6509188 1.0448160 8120.2585 1.979916e+05 4 12
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 1344 1.6086397 5103.952204 6.796974e+04 8.4315553 1982-1999 –> 2000-2012 2.6541568 1.0455171 8121.8788 1.767335e+05 5 14
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1344 1.7555075 5340.800220 8.567837e+02 16.5299667 1982-1999 –> 2000-2012 2.6815027 0.9259952 8111.3757 2.927327e+03 11 14
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1344 1.6401383 5158.076932 2.892971e+01 10.5665577 1982-1999 –> 2000-2012 2.7170809 1.0769426 8238.8316 5.796022e+01 6 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1344 1.8133442 5427.931211 9.197450e+02 17.3619520 1982-1999 –> 2000-2012 2.7611846 0.9478404 8246.4000 3.274826e+03 15 19
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1344 1.6991719 5253.125866 4.748024e+01 10.6053915 1982-1999 –> 2000-2012 2.8170047 1.1178328 8410.4243 9.137478e+01 8 19
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 941 1.5550503 3515.360193 6.033195e+04 9.1470242 2000-2012 –> 2010-2019 2.8635954 1.3085450 8066.3128 1.292844e+05 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 941 1.6597049 3637.938467 1.276733e+03 9.9823244 2000-2012 –> 2010-2019 3.2353420 1.5756371 8688.1705 2.815910e+03 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 941 1.7396021 3726.423680 3.113876e+01 10.0969727 2000-2012 –> 2010-2019 3.3797404 1.6401383 8884.5006 6.006847e+01 3 9
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 941 1.7962850 3786.768593 7.749220e+04 9.6316612 2000-2012 –> 2010-2019 3.4023879 1.6061029 8888.4784 1.567592e+05 4 8
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 941 1.8161834 3807.501869 7.129906e+04 8.8789568 2000-2012 –> 2010-2019 3.4063397 1.5901563 8882.3899 1.508543e+05 8 11
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 941 1.8453930 3835.529176 6.011460e+04 9.0106178 2000-2012 –> 2010-2019 3.4540327 1.6086397 8939.4814 1.280843e+05 9 14
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 941 1.7969381 3787.452717 4.876308e+01 10.0977272 2000-2012 –> 2010-2019 3.4961100 1.6991719 9040.5786 9.624332e+01 5 13
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 941 1.8046688 3795.532038 3.463933e+01 10.1543304 2000-2012 –> 2010-2019 3.5116516 1.7069828 9060.9860 6.648868e+01 6 15
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 941 1.8100710 3801.157217 4.595504e+01 10.1705079 2000-2012 –> 2010-2019 3.5257290 1.7156581 9080.2376 9.089860e+01 7 17
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 941 1.9787747 3968.865535 1.805821e+03 16.1519445 2000-2012 –> 2010-2019 3.6543325 1.6755578 9184.3732 4.353706e+03 13 20
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1648 2.3150475 7457.583363 2.057439e+03 11.9817528 1982-1999 –> 2000-2012 3.8380063 1.5229588 12177.2637 3.921758e+03 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1648 2.4064702 7585.240201 2.680059e+03 12.6215378 1982-1999 –> 2000-2012 4.0326456 1.6261753 12472.6634 5.132061e+03 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1648 2.4193624 7602.850640 2.105484e+03 12.5737282 1982-1999 –> 2000-2012 4.0713085 1.6519462 12530.4940 3.953442e+03 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1648 2.4672386 7667.437537 1.939202e+03 12.5323577 1982-1999 –> 2000-2012 4.1932834 1.7260448 12707.3219 3.696202e+03 4 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1648 2.7983608 8082.516886 2.435709e+03 10.3773862 1982-1999 –> 2000-2012 5.0749884 2.2766275 13830.6160 4.619378e+03 5 15
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1648 3.1175923 8438.574493 1.305020e+03 15.3093555 1982-1999 –> 2000-2012 5.2602840 2.1426917 14031.5760 2.287176e+03 10 15
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1648 2.8613992 8155.941580 2.832658e+03 11.0366693 1982-1999 –> 2000-2012 5.2733274 2.4119282 14051.7174 5.393204e+03 6 21
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1648 2.8778738 8174.863975 2.071881e+03 11.8623801 1982-1999 –> 2000-2012 5.3730091 2.4951354 14157.3981 3.942751e+03 7 23
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1648 2.8903432 8187.114278 1.659016e+03 12.2768404 1982-1999 –> 2000-2012 5.3857890 2.4954458 14167.9666 3.087917e+03 8 25
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1648 3.1511593 8473.872685 1.372987e+05 14.9416143 1982-1999 –> 2000-2012 5.3865928 2.2354335 14175.2626 2.375682e+05 11 17
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1159 2.4283795 5359.685133 2.868863e+03 10.1657196 2000-2012 –> 2010-2019 4.7434270 2.3150475 12817.2685 4.926302e+03 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1159 2.4383406 5369.174023 3.221278e+03 10.2715256 2000-2012 –> 2010-2019 4.8448109 2.4064702 12954.4142 5.901337e+03 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1159 2.4431995 5373.788483 2.552432e+03 10.2445534 2000-2012 –> 2010-2019 4.8625618 2.4193624 12976.6391 4.657917e+03 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1159 2.4687603 5397.913511 2.347689e+03 10.1800328 2000-2012 –> 2010-2019 4.9359989 2.4672386 13065.3510 4.286891e+03 4 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1159 2.7421718 5641.382592 2.898734e+03 9.9061783 2000-2012 –> 2010-2019 5.5405327 2.7983608 13723.8995 5.334444e+03 7 12
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1159 2.6988957 5604.508905 2.286258e+03 10.5210115 2000-2012 –> 2010-2019 5.5767695 2.8778738 13779.3729 4.358138e+03 5 12
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1159 2.7132164 5614.775963 1.970994e+03 10.6009794 2000-2012 –> 2010-2019 5.6035596 2.8903432 13801.8902 3.630010e+03 6 14
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1159 2.7746533 5668.678298 3.317031e+03 10.5530196 2000-2012 –> 2010-2019 5.6360525 2.8613992 13824.6199 6.149689e+03 8 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 1159 2.7851801 5675.456020 1.994229e+03 10.9222188 2000-2012 –> 2010-2019 5.7102055 2.9250253 13901.8846 3.768544e+03 9 18
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1159 2.8287698 5713.453071 1.316716e+03 11.8030835 2000-2012 –> 2010-2019 5.9463621 3.1175923 14152.0276 2.621736e+03 10 20
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 971 1.1465395 3035.143842 5.520640e+05 7.8593404 1982-1999 –> 2000-2012 1.7765733 0.6300337 4436.7309 8.951594e+05 1 2
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 971 1.1610179 3059.513589 7.756528e+05 9.3627145 1982-1999 –> 2000-2012 1.8000660 0.6390481 4481.6999 1.318099e+06 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 971 1.2701402 3233.963866 4.554681e+05 9.4426186 1982-1999 –> 2000-2012 1.9480811 0.6779408 4741.8166 1.046810e+06 3 6
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 971 1.2705260 3232.553632 4.155436e+05 9.4251450 1982-1999 –> 2000-2012 1.9671624 0.6966364 4777.8516 7.106390e+05 4 8
Atlantic (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 971 1.3032183 3283.891697 1.172177e+04 7.8487604 1982-1999 –> 2000-2012 2.0367383 0.7335201 4905.9971 2.422282e+04 5 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 971 1.3598643 3366.520112 3.238313e+03 8.2520846 1982-1999 –> 2000-2012 2.0740176 0.7141534 4949.8275 1.072215e+04 8 14
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 971 1.3263018 3317.988704 1.274224e+04 7.9205478 1982-1999 –> 2000-2012 2.0788343 0.7525325 4977.1985 2.344399e+04 6 28
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 971 1.3701385 3381.137469 6.927219e+03 8.8597836 1982-1999 –> 2000-2012 2.0838034 0.7136649 4963.4528 2.595540e+04 10 15
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 971 1.3705643 3379.740830 3.201099e+03 8.8237559 1982-1999 –> 2000-2012 2.0854820 0.7149177 4962.5994 8.138301e+03 11 18
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 971 1.3346908 3330.233366 1.523282e+04 7.9346675 1982-1999 –> 2000-2012 2.0973885 0.7626977 5008.8986 2.742644e+04 7 31
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 709 1.0632146 2112.973983 7.979297e+05 6.1715212 2000-2012 –> 2010-2019 2.2242325 1.1610179 5172.4876 1.573582e+06 1 3
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 709 1.0823156 2138.222627 6.390735e+05 6.1089412 2000-2012 –> 2010-2019 2.2288551 1.1465395 5173.3665 1.191138e+06 2 3
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 709 1.2024266 2287.451398 3.862363e+05 6.8358347 2000-2012 –> 2010-2019 2.4725669 1.2701402 5521.4153 8.417044e+05 3 6
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 709 1.2089146 2293.081900 3.716956e+05 7.0646333 2000-2012 –> 2010-2019 2.4794406 1.2705260 5525.6355 7.872392e+05 4 8
Atlantic (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 709 1.3459604 2447.353664 1.167227e+04 7.2268997 2000-2012 –> 2010-2019 2.6491786 1.3032183 5731.2454 2.339403e+04 5 10
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 709 1.3751209 2477.746909 1.285259e+04 7.2525742 2000-2012 –> 2010-2019 2.7014227 1.3263018 5795.7356 2.559483e+04 12 18
Atlantic (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 709 1.3840146 2486.888411 1.579390e+04 7.2353901 2000-2012 –> 2010-2019 2.7187054 1.3346908 5817.1218 3.102672e+04 13 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 709 1.3665441 2468.874983 3.362709e+03 7.2076672 2000-2012 –> 2010-2019 2.7264084 1.3598643 5835.3951 6.601021e+03 8 16
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 709 1.3604520 2462.539361 6.506824e+03 7.2737180 2000-2012 –> 2010-2019 2.7305906 1.3701385 5843.6768 1.343404e+04 6 16
Atlantic (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 709 1.3668300 2467.171584 2.521053e+03 7.2404661 2000-2012 –> 2010-2019 2.7326130 1.3657830 5840.1258 4.068293e+03 10 19
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1381 1.1180358 4241.273892 6.473266e+05 13.6244614 1982-1999 –> 2000-2012 1.6234140 0.5053782 5501.4155 9.640094e+05 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1381 1.1344103 4281.432310 8.005269e+03 9.7305224 1982-1999 –> 2000-2012 1.7539893 0.6195789 5886.2902 1.360711e+04 2 6
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1381 1.1439903 4304.659037 7.876816e+03 9.6518353 1982-1999 –> 2000-2012 1.7806376 0.6366473 5955.4984 1.221944e+04 3 11
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1381 1.2727011 4599.141075 8.926901e+05 13.7415416 1982-1999 –> 2000-2012 1.7899204 0.5172193 5898.4692 1.448919e+06 11 13
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1381 1.1451752 4307.518363 8.978480e+03 9.6601097 1982-1999 –> 2000-2012 1.7903581 0.6451829 5980.8917 1.457063e+04 4 14
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1381 1.1775625 4384.547785 7.504629e+03 9.3245580 1982-1999 –> 2000-2012 1.8475884 0.6700259 6121.8490 1.197899e+04 7 27
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1381 1.2883205 4632.831705 2.223886e+03 9.5313513 1982-1999 –> 2000-2012 1.9013455 0.6130250 6219.6963 6.317394e+03 12 15
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1381 1.2991892 4656.035228 8.897868e+01 9.3567365 1982-1999 –> 2000-2012 1.9216251 0.6224359 6268.6773 1.582362e+02 13 18
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1381 1.2653222 4583.080836 8.455290e+03 9.1458477 1982-1999 –> 2000-2012 1.9308012 0.6654790 6308.8609 1.532051e+04 8 25
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1381 1.3032451 4664.644259 1.112338e+02 9.3531961 1982-1999 –> 2000-2012 1.9344184 0.6311733 6300.8725 3.285580e+02 14 20
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 935 0.8367170 2334.051331 7.075857e+05 3.9023945 2000-2012 –> 2010-2019 1.9547528 1.1180358 6575.3252 1.354912e+06 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 935 0.8646157 2395.385782 9.177691e+05 4.4165643 2000-2012 –> 2010-2019 2.1373168 1.2727011 6994.5269 1.810459e+06 2 13
Atlantic (28.1,28.15] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 935 1.0702994 2794.459956 8.505600e+03 4.9598195 2000-2012 –> 2010-2019 2.2047098 1.1344103 7075.8923 1.651087e+04 5 7
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 935 1.0941208 2835.623656 8.557442e+03 4.9066811 2000-2012 –> 2010-2019 2.2381111 1.1439903 7140.2827 1.643426e+04 6 9
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 935 1.0996996 2845.134285 1.107808e+04 4.8277561 2000-2012 –> 2010-2019 2.2448747 1.1451752 7152.6526 2.005656e+04 7 11
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 935 0.9649802 2600.753814 6.396257e+05 4.6024595 2000-2012 –> 2010-2019 2.2925509 1.3275707 7316.4768 1.462982e+06 3 20
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 935 1.1286149 2893.668538 8.250524e+03 5.0116212 2000-2012 –> 2010-2019 2.3061774 1.1775625 7278.2163 1.575515e+04 14 21
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 935 1.1493847 2927.769060 6.764846e+03 3.1696545 2000-2012 –> 2010-2019 2.3230451 1.1736604 7303.1491 1.386923e+04 26 31
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 935 1.1505673 2927.692132 6.727874e+03 3.1816529 2000-2012 –> 2010-2019 2.3274519 1.1768846 7308.6495 1.307441e+04 29 35
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 935 1.0055651 2675.792997 4.190346e+05 5.2662413 2000-2012 –> 2010-2019 2.3347117 1.3291466 7392.7927 9.461525e+05 4 22
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2542 0.6985898 5404.295541 6.889004e+05 15.0753858 1982-1999 –> 2000-2012 1.2670292 0.5684394 7970.2808 1.112671e+06 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2542 0.7626486 5850.333749 9.164458e+05 23.9637908 1982-1999 –> 2000-2012 1.5463496 0.7837010 9375.8636 1.636421e+06 2 29
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2542 0.9422303 6925.357456 4.775978e+03 12.4489449 1982-1999 –> 2000-2012 1.5893374 0.6471070 9878.6379 1.313758e+04 5 10
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2542 0.7939632 6054.912039 6.562742e+05 13.4206097 1982-1999 –> 2000-2012 1.5968946 0.8029315 9652.8765 1.041144e+06 3 33
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2542 0.9581846 7010.721177 1.425731e+03 12.2269143 1982-1999 –> 2000-2012 1.6055046 0.6473201 9964.9853 2.436203e+03 9 16
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2542 0.9612539 7026.980355 1.435577e+03 12.0067953 1982-1999 –> 2000-2012 1.6068546 0.6456007 9973.2975 2.440827e+03 14 16
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2542 0.9649743 7046.619502 1.423267e+03 12.3176970 1982-1999 –> 2000-2012 1.6183605 0.6533862 10028.7543 2.433449e+03 18 28
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2542 0.9669708 7057.127157 1.883348e+02 11.5341962 1982-1999 –> 2000-2012 1.6194682 0.6524975 10035.1947 2.558085e+02 20 29
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2542 0.9680430 7060.761430 8.274179e+01 11.1535221 1982-1999 –> 2000-2012 1.6221850 0.6541420 10044.3504 1.291020e+02 21 32
Atlantic (28.15,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2542 0.9354420 6888.597252 3.138680e+03 12.2624500 1982-1999 –> 2000-2012 1.6291461 0.6937040 10049.6444 4.678429e+03 4 20
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1799 0.5590174 3026.834931 6.915792e+05 3.5666234 2000-2012 –> 2010-2019 1.2576071 0.6985898 8431.1305 1.380480e+06 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1799 0.6180280 3387.905622 8.894290e+05 2.7434494 2000-2012 –> 2010-2019 1.3806766 0.7626486 9238.2394 1.805875e+06 2 4
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1799 0.7989017 4311.527439 8.064203e+05 3.2000413 2000-2012 –> 2010-2019 1.5928649 0.7939632 10366.4395 1.462695e+06 3 6
Atlantic (28.15,28.2] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1799 0.8356059 4473.146562 3.352403e+03 5.0080576 2000-2012 –> 2010-2019 1.7710479 0.9354420 11361.7438 6.491083e+03 4 8
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1799 0.8412541 4497.384982 4.348434e+03 5.0120045 2000-2012 –> 2010-2019 1.7834844 0.9422303 11422.7424 9.124412e+03 5 10
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1799 0.8421752 4499.322320 1.163411e+03 5.0205298 2000-2012 –> 2010-2019 1.7846154 0.9424402 11423.8119 2.198619e+03 6 12
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1799 0.8536781 4550.133405 1.810734e+03 4.9663029 2000-2012 –> 2010-2019 1.8077489 0.9540708 11538.9804 3.784530e+03 9 17
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1799 0.8528647 4546.703651 1.244856e+03 4.9278645 2000-2012 –> 2010-2019 1.8148407 0.9619759 11577.5015 2.643780e+03 7 22
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1799 0.8620040 4585.054546 1.281209e+03 4.9749893 2000-2012 –> 2010-2019 1.8201886 0.9581846 11595.7757 2.706939e+03 12 21
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1799 0.8535794 4549.717377 2.516142e+02 4.9644937 2000-2012 –> 2010-2019 1.8205502 0.9669708 11606.8445 4.399490e+02 8 28
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5156 0.6267527 9828.294847 1.197609e+03 3.9675992 1982-1999 –> 2000-2012 1.0958722 0.4691195 13071.7296 2.448487e+03 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5156 0.6392334 10031.622241 2.091359e+02 4.0273287 1982-1999 –> 2000-2012 1.1465583 0.5073249 13656.9758 6.295596e+02 2 5
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 5156 0.6554981 10290.719306 6.265147e+01 3.9368103 1982-1999 –> 2000-2012 1.1899905 0.5344923 14170.5375 1.112909e+02 3 12
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5156 0.6811456 10686.500713 1.069672e+03 3.9925063 1982-1999 –> 2000-2012 1.1903731 0.5092275 14330.1139 2.506154e+03 6 10
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5156 0.6846585 10739.546571 6.396351e+02 3.9263262 1982-1999 –> 2000-2012 1.1906839 0.5060254 14352.3897 9.225833e+02 12 14
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5156 0.6810741 10685.418810 5.818843e+02 3.9741669 1982-1999 –> 2000-2012 1.1906916 0.5096174 14332.7655 8.643896e+02 5 10
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 5156 0.6811883 10685.147017 4.289946e+02 4.0227043 1982-1999 –> 2000-2012 1.1917821 0.5105938 14339.8305 6.679010e+02 7 13
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5156 0.6814060 10690.441482 5.923302e+02 3.9657116 1982-1999 –> 2000-2012 1.1920394 0.5106335 14347.5041 8.713912e+02 8 15
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 5156 0.6600101 10359.456110 4.921324e+01 3.8017066 1982-1999 –> 2000-2012 1.1946240 0.5346139 14238.3837 9.738152e+01 4 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 5156 0.6815869 10691.178867 1.499774e+02 3.9233717 1982-1999 –> 2000-2012 1.2001113 0.5185245 14421.0465 3.137275e+02 9 17
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4184 0.5268904 6525.775488 9.519073e+02 2.7635469 2000-2012 –> 2010-2019 1.1536431 0.6267527 16354.0703 2.149516e+03 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4184 0.5658093 7122.116242 6.215107e+02 3.8433141 2000-2012 –> 2010-2019 1.2050427 0.6392334 17153.7385 8.306466e+02 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4184 0.6055580 7690.247086 2.524573e+02 3.7505322 2000-2012 –> 2010-2019 1.2610561 0.6554981 17980.9664 3.151088e+02 4 7
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 4184 0.6072181 7711.156949 2.254169e+02 3.5915793 2000-2012 –> 2010-2019 1.2672282 0.6600101 18070.6131 2.746302e+02 5 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4184 0.6210576 7901.736290 9.016621e+02 3.7727480 2000-2012 –> 2010-2019 1.3022032 0.6811456 18588.2370 1.971334e+03 12 18
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4184 0.6210308 7901.375522 8.598892e+02 3.7592164 2000-2012 –> 2010-2019 1.3024368 0.6814060 18591.8170 1.452219e+03 11 19
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4184 0.6214339 7906.805352 8.850996e+02 3.7601977 2000-2012 –> 2010-2019 1.3025081 0.6810741 18592.2242 1.466984e+03 14 19
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4184 0.6210622 7899.797458 6.081688e+02 3.7812284 2000-2012 –> 2010-2019 1.3026490 0.6815869 18590.9763 7.581462e+02 13 22
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4184 0.6260611 7966.882435 8.476975e+02 3.5083580 2000-2012 –> 2010-2019 1.3072494 0.6811883 18652.0295 1.276692e+03 16 23
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4184 0.6236731 7936.903077 9.091650e+02 3.7401585 2000-2012 –> 2010-2019 1.3083316 0.6846585 18676.4496 1.548800e+03 15 27
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2618 5.4926994 16362.668369 9.914949e+01 35.4003308 1982-1999 –> 2000-2012 10.7134315 5.2207321 23177.1380 1.970125e+02 1 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2618 5.8036051 16650.959751 2.444775e+01 41.1304785 1982-1999 –> 2000-2012 10.7255653 4.9219602 23334.9566 5.522639e+01 3 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2618 5.6447816 16505.672358 9.949055e+01 22.4725361 1982-1999 –> 2000-2012 10.8130170 5.1682354 23297.7666 2.074029e+02 2 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2618 5.8157682 16661.921808 3.403413e+03 26.1111201 1982-1999 –> 2000-2012 10.8516265 5.0358583 23396.5686 4.967639e+03 4 7
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2618 5.8892665 16727.678505 1.966874e+01 44.4742950 1982-1999 –> 2000-2012 10.9707756 5.0815090 23482.3051 3.269938e+01 6 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2618 6.0163238 16839.440627 1.672846e+01 20.8733316 1982-1999 –> 2000-2012 10.9955805 4.9792567 23549.0619 4.215856e+01 8 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2618 5.9601691 16790.339757 2.076160e+01 42.1792911 1982-1999 –> 2000-2012 11.1033519 5.1431828 23571.6757 3.647175e+01 7 12
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2618 5.8788276 16716.389270 9.890158e+01 24.7102565 1982-1999 –> 2000-2012 11.1648251 5.2859975 23556.3650 1.967082e+02 5 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2618 6.1470699 16952.010045 6.797336e+00 22.9824705 1982-1999 –> 2000-2012 11.3325914 5.1855215 23751.4970 1.370122e+01 9 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2618 6.1765125 16977.028972 8.290461e+00 23.5744309 1982-1999 –> 2000-2012 11.4007496 5.2242371 23792.9845 1.826942e+01 11 21
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2886 4.1302229 16390.721920 1.963406e+02 15.7392806 2000-2012 –> 2010-2019 9.6229223 5.4926994 32753.3903 2.954901e+02 2 3
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2886 4.2974429 16619.805608 5.656624e+01 17.5543020 2000-2012 –> 2010-2019 10.1010480 5.8036051 33270.7654 8.101399e+01 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2886 3.9649307 16154.976195 3.083568e+01 17.2402482 2000-2012 –> 2010-2019 10.1155565 6.1506257 33110.0142 4.380682e+01 1 11
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2886 4.2991757 16622.132523 5.392873e+01 17.2990517 2000-2012 –> 2010-2019 10.1884422 5.8892665 33349.8110 7.359747e+01 4 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2886 4.4339077 16800.244808 5.755192e+01 18.6649548 2000-2012 –> 2010-2019 10.3940768 5.9601691 33590.5846 7.831352e+01 6 13
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2886 5.1162063 17626.402210 1.972269e+02 23.0261491 2000-2012 –> 2010-2019 10.7609879 5.6447816 34132.0746 2.967175e+02 12 14
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 2886 4.2991951 16620.158632 2.614514e+01 17.2633536 2000-2012 –> 2010-2019 10.8468838 6.5476886 33900.7518 3.842458e+01 5 24
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2886 5.3090882 17840.006038 5.135879e+03 24.4320335 2000-2012 –> 2010-2019 11.1248564 5.8157682 34501.9278 8.539292e+03 13 17
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2886 5.4725451 18013.034340 1.952575e+02 23.3019252 2000-2012 –> 2010-2019 11.3513727 5.8788276 34729.4236 2.941591e+02 15 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2886 5.4794782 18022.342174 3.101145e+01 30.5719314 2000-2012 –> 2010-2019 11.4958019 6.0163238 34861.7828 4.773991e+01 16 24
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2600 4.2683898 14938.910966 5.136796e+02 14.5359747 1982-1999 –> 2000-2012 7.7271410 3.4587512 23065.4417 1.356621e+03 5 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2600 4.3237928 15005.971870 5.202472e+01 16.0163214 1982-1999 –> 2000-2012 7.7477539 3.4239611 23101.6686 9.786082e+01 9 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2600 3.9800945 14575.269258 5.196186e+02 15.2069549 1982-1999 –> 2000-2012 7.8194939 3.8393995 23020.2455 1.330477e+03 1 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2600 4.0100720 14614.288207 5.285836e+01 17.7252261 1982-1999 –> 2000-2012 7.9061104 3.8960384 23103.9294 9.818126e+01 2 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2600 4.4909850 15203.255072 2.808763e+01 16.8703007 1982-1999 –> 2000-2012 8.0104276 3.5194425 23382.8406 4.804669e+01 11 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2600 4.5334698 15252.215935 3.033425e+01 17.0407386 1982-1999 –> 2000-2012 8.0725698 3.5391000 23448.7894 5.164262e+01 12 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2600 4.2712313 14942.371542 5.292314e+01 13.7340713 1982-1999 –> 2000-2012 8.1367371 3.8655058 23408.0163 1.063238e+02 6 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2600 4.1735544 14822.074186 2.801581e+01 17.9441811 1982-1999 –> 2000-2012 8.1518273 3.9782729 23375.4224 4.698199e+01 3 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2600 4.2883637 14963.187576 1.787540e+01 13.9038694 1982-1999 –> 2000-2012 8.1701240 3.8817604 23441.6308 2.928277e+01 7 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2600 4.2060618 14862.419559 2.962672e+01 17.9484501 1982-1999 –> 2000-2012 8.1973144 3.9912526 23425.7027 4.899280e+01 4 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1913 2.5851110 9076.672907 4.497530e+02 12.9033093 2000-2012 –> 2010-2019 6.5652055 3.9800945 23651.9422 9.693716e+02 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1913 2.7786148 9352.849261 4.208162e+01 15.4771250 2000-2012 –> 2010-2019 6.7886868 4.0100720 23967.1375 9.493998e+01 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1913 2.8600245 9463.335082 1.290228e+01 16.2427072 2000-2012 –> 2010-2019 7.0335788 4.1735544 24285.4093 4.091809e+01 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1913 2.8850273 9496.637289 1.310860e+01 16.4496799 2000-2012 –> 2010-2019 7.0910891 4.2060618 24359.0568 4.273532e+01 4 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1913 3.2697275 9975.546489 3.988920e+01 18.3773372 2000-2012 –> 2010-2019 7.5409588 4.2712313 24917.9180 9.281233e+01 6 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1913 3.2948075 10004.781354 1.543469e+01 18.3284170 2000-2012 –> 2010-2019 7.5831712 4.2883637 24967.9689 3.331009e+01 7 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1913 3.3096092 10021.930883 1.548855e+01 18.2931662 2000-2012 –> 2010-2019 7.6163987 4.3067895 25007.4134 3.960012e+01 8 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1913 3.2490762 9951.305131 2.364713e+02 18.6491290 2000-2012 –> 2010-2019 7.6644317 4.4153555 25066.2449 5.067398e+02 5 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1913 3.5870593 10329.933869 4.442467e+02 19.2021860 2000-2012 –> 2010-2019 7.8554491 4.2683898 25268.8448 9.579263e+02 14 19
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1913 3.3667928 10087.472101 1.372953e+04 20.2395786 2000-2012 –> 2010-2019 7.9335620 4.5667691 25377.7436 1.776417e+04 9 22
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2353 4.0678504 13294.582562 1.607109e+03 14.9650141 1982-1999 –> 2000-2012 7.2827415 3.2148911 19594.3414 3.020740e+03 1 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2353 4.2828520 13536.962456 1.612123e+03 17.0788332 1982-1999 –> 2000-2012 7.3775663 3.0947143 19744.1434 3.078768e+03 2 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2353 4.4339192 13700.094670 1.115642e+02 18.4992374 1982-1999 –> 2000-2012 7.6199888 3.1860696 19977.9703 1.968837e+02 8 10
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2353 4.4052980 13669.618794 7.090362e+02 19.1655344 1982-1999 –> 2000-2012 7.6615713 3.2562733 20000.4570 1.309254e+03 6 10
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2353 4.2828951 13537.009727 1.086554e+02 15.4492759 1982-1999 –> 2000-2012 7.7259808 3.4430857 20003.4048 1.817398e+02 3 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2353 4.5208347 13791.451126 5.268447e+01 19.0051401 1982-1999 –> 2000-2012 7.8265443 3.3057096 20158.9041 1.061427e+02 11 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2353 4.5294286 13800.388569 5.635269e+01 18.9889684 1982-1999 –> 2000-2012 7.8500072 3.3205786 20178.7471 1.142011e+02 13 19
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2353 4.4979172 13767.534353 1.120265e+02 20.0290416 1982-1999 –> 2000-2012 7.8522042 3.3542870 20170.4363 1.980036e+02 10 17
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2353 4.4456692 13712.549235 3.204461e+04 15.3744904 1982-1999 –> 2000-2012 7.8759591 3.4302899 20169.8967 4.507276e+04 9 17
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2353 4.4104426 13675.111311 3.273922e+04 15.5879161 1982-1999 –> 2000-2012 7.9097686 3.4993260 20180.8779 4.575993e+04 7 22
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1727 2.6208509 8242.939302 1.093857e+03 13.1790039 2000-2012 –> 2010-2019 6.6887013 4.0678504 21537.5219 2.700966e+03 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1727 2.8272040 8504.715286 8.393458e+01 15.0932636 2000-2012 –> 2010-2019 7.1100991 4.2828951 22041.7250 1.925900e+02 3 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1727 2.7727809 8437.578242 2.956045e+04 16.9100682 2000-2012 –> 2010-2019 7.1832235 4.4104426 22112.6896 6.229967e+04 2 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1727 2.9117390 8606.477928 2.920190e+01 15.9131905 2000-2012 –> 2010-2019 7.2999930 4.3882540 22257.8540 8.096207e+01 4 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1727 2.9217342 8618.314256 3.018100e+01 15.9525946 2000-2012 –> 2010-2019 7.3176431 4.3959089 22277.8923 8.461422e+01 5 10
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1727 2.9833281 8690.372078 4.800574e+02 17.1567458 2000-2012 –> 2010-2019 7.3886261 4.4052980 22359.9909 1.189094e+03 6 12
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1727 3.0422649 8757.941949 2.803545e+01 16.2343561 2000-2012 –> 2010-2019 7.5690975 4.5268325 22555.6325 7.478367e+01 8 20
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1727 2.9861050 8691.585640 4.292609e+02 17.0485110 2000-2012 –> 2010-2019 7.5755452 4.5894402 22551.9158 1.093514e+03 7 23
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1727 3.0964406 8818.908463 1.003220e+02 17.8201392 2000-2012 –> 2010-2019 7.5943578 4.4979172 22586.4428 2.123485e+02 9 19
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1727 3.1916455 8923.507181 2.356759e+04 16.4658117 2000-2012 –> 2010-2019 7.6373147 4.4456692 22636.0564 5.561220e+04 15 24
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3330 3.6175091 18027.463317 1.468360e+03 16.2549509 1982-1999 –> 2000-2012 6.4815262 2.8640172 26962.3646 2.494822e+03 2 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3330 3.5835385 17964.626504 1.477291e+02 15.3985493 1982-1999 –> 2000-2012 6.5269112 2.9433727 26998.1921 2.453741e+02 1 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3330 3.8065355 18366.682279 8.214653e+02 16.7478240 1982-1999 –> 2000-2012 6.7756938 2.9691582 27431.7357 1.384068e+03 7 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3330 3.6855432 18151.554057 7.230112e+01 16.5654455 1982-1999 –> 2000-2012 6.7966245 3.1110813 27385.1651 1.325750e+02 3 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3330 3.6893691 18158.463960 8.181477e+01 16.5609739 1982-1999 –> 2000-2012 6.8141176 3.1247485 27407.8993 1.492682e+02 4 13
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3330 3.8224225 18394.420686 1.126258e+04 17.0805152 1982-1999 –> 2000-2012 6.8408547 3.0184321 27518.8913 1.998537e+04 8 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3330 3.8224589 18392.484123 7.726836e+02 17.1365296 1982-1999 –> 2000-2012 6.8500504 3.0275914 27525.8925 1.317112e+03 9 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3330 3.6970556 18172.325222 5.076845e+01 15.9965663 1982-1999 –> 2000-2012 6.9072973 3.2102416 27519.2031 1.022777e+02 5 18
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3330 3.7057244 18185.923238 4.902968e+01 16.2059415 1982-1999 –> 2000-2012 6.9176485 3.2119240 27532.6926 9.869830e+01 6 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3330 3.8595272 18458.758267 1.470055e+02 18.9449030 1982-1999 –> 2000-2012 6.9528978 3.0933706 27671.7597 2.458334e+02 10 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2096 2.8602893 10362.718921 2.095652e+03 15.2251225 2000-2012 –> 2010-2019 6.4777984 3.6175091 28390.1822 3.564012e+03 1 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2096 2.9407868 10484.005001 2.299185e+02 18.7299973 2000-2012 –> 2010-2019 6.5243253 3.5835385 28448.6315 3.776477e+02 2 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2096 3.0256984 10598.277219 4.651593e+01 17.4216289 2000-2012 –> 2010-2019 6.7227540 3.6970556 28770.6024 9.728437e+01 3 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2096 3.1334151 10744.849926 1.075698e+02 19.9197774 2000-2012 –> 2010-2019 6.8189583 3.6855432 28896.4040 1.798709e+02 4 7
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2096 3.1465455 10762.371227 1.223570e+02 19.8948787 2000-2012 –> 2010-2019 6.8359146 3.6893691 28920.8352 2.041717e+02 5 9
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2096 3.2286989 10868.364442 3.980053e+01 18.4921685 2000-2012 –> 2010-2019 6.9344233 3.7057244 29054.2877 8.883021e+01 8 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2096 3.2144138 10851.785092 7.469643e+02 17.5305634 2000-2012 –> 2010-2019 7.0209494 3.8065355 29218.4674 1.568430e+03 7 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2096 3.2907026 10955.286074 1.505958e+02 19.2063486 2000-2012 –> 2010-2019 7.1502298 3.8595272 29414.0443 2.976012e+02 9 19
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2096 3.4328425 11127.250821 1.059519e+04 16.6496475 2000-2012 –> 2010-2019 7.2552650 3.8224225 29521.6715 2.185778e+04 17 25
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2096 3.2100936 10846.149866 1.762410e+03 11.3587572 2000-2012 –> 2010-2019 7.2632390 4.0531454 29630.9054 3.212151e+03 6 24
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4395 2.9296351 21934.646372 7.330674e+02 9.6105571 1982-1999 –> 2000-2012 5.3740518 2.4444166 31870.3225 1.422335e+03 1 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4395 2.9917536 22119.076431 2.033632e+03 9.9276624 1982-1999 –> 2000-2012 5.4277530 2.4359994 32039.9547 3.676738e+03 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4395 3.0686276 22342.085255 1.348552e+02 10.9689806 1982-1999 –> 2000-2012 5.4746773 2.4060497 32209.8926 2.607084e+02 4 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4395 3.0521015 22294.618784 1.294852e+02 10.3473961 1982-1999 –> 2000-2012 5.4999856 2.4478841 32236.3761 2.530608e+02 3 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4395 3.0890489 22400.387545 4.279609e+04 10.3928173 1982-1999 –> 2000-2012 5.5410522 2.4520033 32349.3580 6.682754e+04 5 10
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4395 3.0892954 22399.089087 6.954279e+02 10.2740180 1982-1999 –> 2000-2012 5.5711890 2.4818936 32398.0390 1.285181e+03 6 13
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4395 3.1448280 22555.693135 1.264071e+02 10.2561386 1982-1999 –> 2000-2012 5.6072814 2.4624534 32520.9079 2.492436e+02 7 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4395 3.1711295 22630.901877 5.968238e+01 11.9352867 1982-1999 –> 2000-2012 5.6554173 2.4842878 32635.9882 1.230913e+02 8 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4395 3.1793012 22653.523540 6.653997e+01 11.9721277 1982-1999 –> 2000-2012 5.6800518 2.5007506 32686.9450 1.363918e+02 11 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4395 3.1754427 22642.849255 2.258161e+01 10.9403146 1982-1999 –> 2000-2012 5.7024541 2.5270114 32721.0858 5.641687e+01 9 19
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3146 2.2647914 14085.562146 2.614845e+03 9.9808653 2000-2012 –> 2010-2019 5.2565450 2.9917536 36204.6386 4.648476e+03 1 3
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3146 2.2941153 14166.506224 2.458036e+02 11.2555665 2000-2012 –> 2010-2019 5.3627429 3.0686276 36508.5915 3.806589e+02 2 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3146 2.4335351 14537.719774 7.311940e+02 9.5273069 2000-2012 –> 2010-2019 5.3631702 2.9296351 36472.3661 1.464261e+03 5 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3146 2.3871860 14416.726409 7.550663e+01 11.7142066 2000-2012 –> 2010-2019 5.5583155 3.1711295 37047.6283 1.351890e+02 3 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3146 2.5083676 14728.286868 1.647158e+02 8.8762052 2000-2012 –> 2010-2019 5.5604691 3.0521015 37022.9057 2.942010e+02 10 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3146 2.3932215 14432.614452 8.633733e+01 11.6918539 2000-2012 –> 2010-2019 5.5725227 3.1793012 37086.1380 1.528773e+02 4 15
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3146 2.4938762 14691.831181 3.799879e+04 10.4156218 2000-2012 –> 2010-2019 5.5829250 3.0890489 37092.2187 8.079488e+04 7 12
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3146 2.4953597 14693.572871 7.107805e+02 10.9676714 2000-2012 –> 2010-2019 5.5846551 3.0892954 37092.6620 1.406208e+03 8 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3146 2.4700796 14631.504659 3.459061e+01 9.7698157 2000-2012 –> 2010-2019 5.6481554 3.1780757 37281.6395 7.850562e+01 6 16
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3146 2.5270641 14773.011419 1.600540e+02 9.2714288 2000-2012 –> 2010-2019 5.6718921 3.1448280 37328.7046 2.864611e+02 11 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 5634 2.6397638 26940.327896 2.024733e+05 10.1813634 1982-1999 –> 2000-2012 4.6168493 1.9770855 38330.9735 2.754730e+05 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5634 2.6537209 26999.747781 1.595963e+05 9.9385189 1982-1999 –> 2000-2012 4.8253726 2.1716517 38898.7621 2.189945e+05 2 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5634 2.9116420 28044.904581 2.889111e+03 11.4103201 1982-1999 –> 2000-2012 4.9674256 2.0557836 39646.9544 5.948453e+03 5 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5634 2.9947210 28361.917349 4.059445e+03 12.8450231 1982-1999 –> 2000-2012 5.0806320 2.0859109 40042.7623 7.170142e+03 7 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5634 2.8518148 27810.962500 2.034856e+05 11.4017063 1982-1999 –> 2000-2012 5.0906311 2.2388164 39874.9443 2.886418e+05 3 12
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5634 3.0139430 28432.011223 1.739541e+03 13.2818823 1982-1999 –> 2000-2012 5.1004739 2.0865309 40112.4656 2.902123e+03 8 12
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 5634 2.8541942 27818.360243 1.592100e+05 11.2910151 1982-1999 –> 2000-2012 5.1168796 2.2626854 39937.7788 2.184792e+05 4 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5634 3.0517064 28574.317338 3.031874e+02 11.8546597 1982-1999 –> 2000-2012 5.2296603 2.1779538 40489.0261 6.431668e+02 10 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5634 2.9845285 28323.501307 2.435435e+01 10.5659894 1982-1999 –> 2000-2012 5.2470662 2.2625377 40444.5663 5.839106e+01 6 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5634 3.1165098 28811.089529 2.548429e+02 13.2260485 1982-1999 –> 2000-2012 5.3273213 2.2108115 40806.8966 4.469234e+02 11 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4209 2.2434811 18760.610303 1.710022e+05 8.9763246 2000-2012 –> 2010-2019 4.8972020 2.6537209 45760.3581 3.305985e+05 1 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4209 2.3132142 19018.279111 3.098041e+05 10.1897906 2000-2012 –> 2010-2019 4.9529780 2.6397638 45958.6070 5.122774e+05 2 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4209 2.4592421 19533.588971 2.100433e+05 10.2789433 2000-2012 –> 2010-2019 5.3110569 2.8518148 47344.5515 4.135289e+05 3 6
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 4209 2.4621609 19541.573972 1.646367e+05 10.3397724 2000-2012 –> 2010-2019 5.3163551 2.8541942 47359.9342 3.238467e+05 4 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4209 2.4756514 19589.571380 2.177186e+03 11.4821342 2000-2012 –> 2010-2019 5.3872934 2.9116420 47634.4760 5.066297e+03 5 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4209 2.5506794 19840.901149 4.731583e+03 13.1367156 2000-2012 –> 2010-2019 5.5454005 2.9947210 48202.8185 8.791028e+03 6 13
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4209 2.5507937 19839.278307 1.356248e+03 13.1328836 2000-2012 –> 2010-2019 5.5647367 3.0139430 48271.2895 3.095789e+03 7 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4209 2.6036984 20014.085646 1.757795e+01 12.2772378 2000-2012 –> 2010-2019 5.5882269 2.9845285 48337.5870 4.193230e+01 9 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4209 2.5705434 19906.204031 2.517735e+02 12.0284335 2000-2012 –> 2010-2019 5.6222498 3.0517064 48480.5214 5.549610e+02 8 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4209 2.6436136 20142.156119 3.958458e+02 13.7774351 2000-2012 –> 2010-2019 5.7601234 3.1165098 48953.2456 6.506888e+02 13 24
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6551 2.8585164 32365.999288 1.384290e+02 9.5578906 1982-1999 –> 2000-2012 4.8212836 1.9627672 45199.3307 2.482519e+02 2 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 6551 2.8026777 32107.530212 2.454483e+05 25.9036443 1982-1999 –> 2000-2012 4.8393342 2.0366564 45167.1689 3.291547e+05 1 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6551 2.8639953 32391.087613 5.032441e+01 9.8988235 1982-1999 –> 2000-2012 4.8946070 2.0306118 45432.5237 1.091431e+02 4 7
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6551 2.8586498 32366.610901 4.579339e+01 9.8661587 1982-1999 –> 2000-2012 4.8975238 2.0388739 45432.9138 9.901707e+01 3 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6551 2.9151542 32623.060059 3.367251e+01 11.2127114 1982-1999 –> 2000-2012 4.9658201 2.0506659 45724.6795 6.220173e+01 5 11
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 6551 2.9922689 32963.143007 3.365957e+01 15.0878380 1982-1999 –> 2000-2012 5.0452397 2.0529708 46069.6418 5.890429e+01 15 23
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 6551 2.9788356 32906.191170 3.731467e+05 20.6506407 1982-1999 –> 2000-2012 5.0951191 2.1162835 46200.6978 4.905192e+05 11 23
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 6551 3.0784981 33337.369675 2.514377e+05 27.3255872 1982-1999 –> 2000-2012 5.1460751 2.0675770 46489.2845 3.403708e+05 17 26
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 6551 3.1465562 33623.867795 4.653017e+03 10.3763808 1982-1999 –> 2000-2012 5.1636715 2.0171152 46624.4646 8.254358e+03 20 22
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6551 2.9493918 32776.042622 4.486626e+02 10.1975800 1982-1999 –> 2000-2012 5.1701558 2.2207639 46365.6633 9.770577e+02 7 21
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4619 2.4973853 21577.180962 4.319298e+01 10.5525952 2000-2012 –> 2010-2019 5.3613805 2.8639953 53968.2686 9.351740e+01 7 11
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4619 2.5074458 21614.320749 4.075058e+01 10.7513520 2000-2012 –> 2010-2019 5.3660956 2.8586498 53980.9317 8.654396e+01 9 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4619 2.5361623 21719.517620 1.323218e+02 11.3438121 2000-2012 –> 2010-2019 5.3946787 2.8585164 54085.5169 2.707508e+02 10 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4619 2.4534769 21413.316065 4.914548e+01 11.2067407 2000-2012 –> 2010-2019 5.4027419 2.9492650 54188.7953 9.994317e+01 1 7
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4619 2.6133723 21996.559803 3.367322e+05 13.9519891 2000-2012 –> 2010-2019 5.4160500 2.8026777 54104.0900 5.821805e+05 12 13
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4619 2.4640763 21453.139664 7.778282e+01 13.2307510 2000-2012 –> 2010-2019 5.4200417 2.9559655 54258.3516 1.427479e+02 3 11
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4619 2.4709766 21478.973247 5.821917e+02 13.3043515 2000-2012 –> 2010-2019 5.4203684 2.9493918 54255.0159 1.030854e+03 4 11
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4619 2.4709837 21478.999797 7.769895e+01 13.3568503 2000-2012 –> 2010-2019 5.4352022 2.9642185 54320.7415 1.425925e+02 5 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4619 2.5061435 21609.521675 7.347519e+03 13.8142722 2000-2012 –> 2010-2019 5.4823665 2.9762230 54504.2168 1.237181e+04 8 18
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 4619 2.5416732 21737.569455 3.461667e+01 12.5592372 2000-2012 –> 2010-2019 5.5223309 2.9806577 54649.7724 7.517335e+01 11 24
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2561 2.2300356 11389.737101 3.280769e+05 12.3663901 1982-1999 –> 2000-2012 3.3692087 1.1391731 15338.8096 6.364099e+05 2 3
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2561 2.1761996 11264.568081 3.445488e+05 10.6950908 1982-1999 –> 2000-2012 3.4634964 1.2872969 15524.1351 6.761348e+05 1 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2561 2.2885601 11522.423866 3.405621e+05 12.1140208 1982-1999 –> 2000-2012 3.5718084 1.2832484 15773.9902 6.590550e+05 6 8
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 2561 2.2915816 11527.181887 3.273714e+05 12.2295838 1982-1999 –> 2000-2012 3.5791519 1.2875703 15785.2885 6.261777e+05 7 11
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2561 2.2530099 11442.234937 5.843046e+03 8.6580231 1982-1999 –> 2000-2012 3.6382289 1.3852191 15888.0189 1.029614e+04 3 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2561 2.2791601 11501.342537 5.538170e+02 9.0401569 1982-1999 –> 2000-2012 3.7140866 1.4349265 16036.6750 1.147868e+03 4 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2561 2.2870551 11519.054473 1.452771e+02 9.1272908 1982-1999 –> 2000-2012 3.7472591 1.4602040 16098.7418 2.471689e+02 5 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2561 2.2928140 11531.935689 1.435209e+02 9.2079696 1982-1999 –> 2000-2012 3.7672167 1.4744027 16136.2022 2.485030e+02 8 18
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2561 2.4018990 11770.005253 5.470774e+03 9.7087800 1982-1999 –> 2000-2012 3.8402104 1.4383114 16311.3223 1.299256e+04 29 36
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2561 2.4020960 11768.425329 4.183225e+03 9.7870003 1982-1999 –> 2000-2012 3.8569108 1.4548148 16336.7209 7.778374e+03 30 38
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 1782 1.8868244 7333.863366 9.575282e+05 8.9564663 2000-2012 –> 2010-2019 4.0630239 2.1761996 18598.4314 1.302077e+06 8 9
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1782 1.8298969 7224.678292 7.489748e+03 9.1263305 2000-2012 –> 2010-2019 4.0829068 2.2530099 18666.9132 1.333279e+04 1 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1782 1.8347419 7234.102167 8.555529e+02 9.0128253 2000-2012 –> 2010-2019 4.1139020 2.2791601 18735.4447 1.409370e+03 2 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1782 1.8367205 7237.943502 1.364102e+02 8.9680131 2000-2012 –> 2010-2019 4.1237756 2.2870551 18756.9980 2.816873e+02 3 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1782 1.8378860 7240.204419 1.345446e+02 8.9473404 2000-2012 –> 2010-2019 4.1307000 2.2928140 18772.1401 2.780655e+02 4 12
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1782 1.8951531 7349.560826 1.167036e+04 8.4970623 2000-2012 –> 2010-2019 4.2018947 2.3067416 18912.5157 1.830572e+04 11 20
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1782 1.8960311 7349.211562 5.129319e+03 8.6224735 2000-2012 –> 2010-2019 4.2059512 2.3099201 18917.2193 9.772557e+03 12 22
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1782 1.9790139 7503.878632 5.107903e+05 15.4023597 2000-2012 –> 2010-2019 4.2090495 2.2300356 18893.6157 8.388672e+05 47 49
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1782 1.8689173 7299.877465 4.206012e+02 8.8360743 2000-2012 –> 2010-2019 4.2243873 2.3554700 18969.9043 7.421917e+02 5 22
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1782 1.8977182 7354.381354 1.084173e+03 8.6810718 2000-2012 –> 2010-2019 4.2246674 2.3269492 18962.0109 1.660996e+03 15 26
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3122 2.0237135 13275.461164 3.635294e+05 9.1481046 1982-1999 –> 2000-2012 3.3217300 1.2980165 17915.5639 7.092375e+05 12 13
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3122 1.9522120 13050.857648 4.107159e+05 7.9610088 1982-1999 –> 2000-2012 3.3239138 1.3717018 17843.0220 7.904446e+05 6 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3122 2.0141485 13245.879312 3.925688e+05 8.8870553 1982-1999 –> 2000-2012 3.3639067 1.3497582 17993.6308 7.468346e+05 9 11
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 3122 2.0574289 13376.630205 3.529716e+05 9.2992076 1982-1999 –> 2000-2012 3.4335017 1.3760729 18175.5565 6.893971e+05 21 25
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3122 1.9334360 12990.513512 4.230082e+03 6.8826616 1982-1999 –> 2000-2012 3.4691311 1.5356951 18093.6898 8.188853e+03 2 7
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3122 1.9489860 13040.531131 4.617787e+02 7.2695316 1982-1999 –> 2000-2012 3.5277467 1.5787607 18219.8748 1.063739e+03 3 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3122 1.9495315 13042.278612 3.891790e+02 7.2563240 1982-1999 –> 2000-2012 3.5381924 1.5886608 18238.8383 6.377760e+02 4 11
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3122 1.9190025 12943.725980 3.212675e+02 8.1052717 1982-1999 –> 2000-2012 3.5456309 1.6266284 18205.3295 6.055902e+02 1 12
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3122 1.9559465 13062.790854 3.794280e+02 7.4096753 1982-1999 –> 2000-2012 3.5608064 1.6048599 18287.2899 6.457457e+02 7 17
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 3122 1.9504838 13043.327780 2.972927e+02 7.1492535 1982-1999 –> 2000-2012 3.5985660 1.6480822 18339.0168 5.142037e+02 5 17
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2208 1.4660121 7969.354938 5.718542e+02 5.9791437 2000-2012 –> 2010-2019 3.3850146 1.9190025 20913.0809 8.931217e+02 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2208 1.4750362 7996.454630 6.613313e+03 7.7961131 2000-2012 –> 2010-2019 3.4084722 1.9334360 20986.9681 1.084339e+04 5 7
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2208 1.4693691 7979.455718 5.899531e+02 7.5246303 2000-2012 –> 2010-2019 3.4189007 1.9495315 21021.7343 9.791322e+02 3 7
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2208 1.4699357 7981.158252 8.076586e+02 7.5690873 2000-2012 –> 2010-2019 3.4189217 1.9489860 21021.6894 1.269437e+03 4 7
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2208 1.4687198 7977.503761 5.681288e+02 7.4481855 2000-2012 –> 2010-2019 3.4246663 1.9559465 21040.2946 9.475568e+02 2 9
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2208 1.5183293 8122.200972 4.974262e+02 6.8401044 2000-2012 –> 2010-2019 3.4688131 1.9504838 21165.5288 7.947190e+02 6 11
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 2208 1.5456966 8203.088719 6.037293e+05 7.4139825 2000-2012 –> 2010-2019 3.4979086 1.9522120 21253.9464 1.014445e+06 12 18
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2208 1.5407226 8188.855327 5.758118e+02 7.0875272 2000-2012 –> 2010-2019 3.5440150 2.0032924 21400.9888 9.737370e+02 11 19
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2208 1.5359877 8175.263434 9.813429e+03 7.0045816 2000-2012 –> 2010-2019 3.5517908 2.0158030 21426.2697 1.461271e+04 7 17
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2208 1.5468763 8204.457742 5.545775e+03 7.6201045 2000-2012 –> 2010-2019 3.5695484 2.0226721 21474.7051 9.440067e+03 16 27
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3864 1.6586609 14890.006894 5.803618e+05 9.0156615 1982-1999 –> 2000-2012 3.2018005 1.5431396 21203.3827 9.426774e+05 7 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3864 1.6061006 14641.154678 4.421324e+02 8.5984924 1982-1999 –> 2000-2012 3.3270533 1.7209527 21325.3311 6.845539e+02 1 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 3864 1.6886702 15028.575884 8.234337e+05 8.5486172 1982-1999 –> 2000-2012 3.3670803 1.6784101 21627.6467 1.193847e+06 9 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3864 1.6505108 14851.940602 3.609175e+03 8.5317482 1982-1999 –> 2000-2012 3.3852866 1.7347757 21563.3173 6.364780e+03 4 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3864 1.6504917 14851.851141 1.164571e+03 8.5213960 1982-1999 –> 2000-2012 3.4045867 1.7540950 21600.8825 1.611488e+03 3 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3864 1.6504798 14851.795277 1.170547e+03 8.5203422 1982-1999 –> 2000-2012 3.4070311 1.7565513 21605.5845 1.429899e+03 2 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 3864 1.7398500 15259.314910 5.057333e+05 10.4069772 1982-1999 –> 2000-2012 3.4143557 1.6745057 21850.4671 8.146758e+05 18 20
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3864 1.6508758 14853.649029 1.212098e+03 8.5143052 1982-1999 –> 2000-2012 3.4153487 1.7644729 21622.7369 1.501163e+03 6 15
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + phosphate + phosphate_star 3864 1.7403070 15259.344615 4.246774e+05 10.4004200 1982-1999 –> 2000-2012 3.4210554 1.6807484 21861.1487 7.270963e+05 19 23
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 3864 1.6507753 14851.178673 4.234731e+02 8.5824558 1982-1999 –> 2000-2012 3.4231101 1.7723348 21633.3821 6.215641e+02 5 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3148 1.4377505 11233.586883 5.423097e+02 9.8466889 2000-2012 –> 2010-2019 3.0438510 1.6061006 25874.7416 9.844420e+02 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3148 1.4714317 11379.378179 5.494602e+03 9.5780200 2000-2012 –> 2010-2019 3.1557267 1.6842950 26387.9054 9.626495e+03 2 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3148 1.5147700 11562.136889 2.619486e+03 10.4644530 2000-2012 –> 2010-2019 3.1656458 1.6508758 26415.7859 3.831584e+03 10 16
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3148 1.5170142 11571.457600 2.572612e+03 10.4502664 2000-2012 –> 2010-2019 3.1675059 1.6504917 26423.3087 3.737183e+03 11 14
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3148 1.5183530 11577.011664 2.608219e+03 10.5053206 2000-2012 –> 2010-2019 3.1688328 1.6504798 26428.8069 3.778767e+03 12 14
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3148 1.4716705 11380.399586 5.307955e+02 9.5390125 2000-2012 –> 2010-2019 3.1695216 1.6978511 26450.8769 9.852145e+02 3 13
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3148 1.4718009 11380.957418 1.323937e+02 9.5242804 2000-2012 –> 2010-2019 3.1741281 1.7023273 26471.7818 2.256976e+02 4 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3148 1.4718100 11380.996616 1.284120e+02 9.5226060 2000-2012 –> 2010-2019 3.1754747 1.7036646 26477.8898 2.210754e+02 5 17
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3148 1.5260597 11608.887494 4.555027e+03 10.5059765 2000-2012 –> 2010-2019 3.1765706 1.6505108 26460.8281 8.164202e+03 14 18
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 3148 1.5262886 11607.831747 5.168321e+02 10.9819324 2000-2012 –> 2010-2019 3.1770639 1.6507753 26459.0104 9.403052e+02 15 20
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2195 1.5073086 8044.469944 1.256117e+06 6.4785885 1982-1999 –> 2000-2012 2.9313307 1.4240221 11840.8225 2.575176e+06 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2195 1.5359575 8127.126154 3.112255e+03 7.2494345 1982-1999 –> 2000-2012 3.0789830 1.5430255 12094.7531 6.199398e+03 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2195 1.5441104 8150.366810 9.456842e+01 7.3600899 1982-1999 –> 2000-2012 3.0910184 1.5469080 12123.3564 1.817578e+02 4 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2195 1.5426004 8146.071658 3.026076e+02 7.3145744 1982-1999 –> 2000-2012 3.0963964 1.5537960 12128.5423 5.158771e+02 3 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2195 1.5446596 8151.927843 1.307566e+02 7.3417904 1982-1999 –> 2000-2012 3.1020336 1.5573739 12139.3069 2.282507e+02 5 10
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2195 1.5447871 8152.290141 1.249020e+02 7.3457551 1982-1999 –> 2000-2012 3.1030661 1.5582790 12140.9089 2.115859e+02 6 12
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2195 1.5461457 8154.149257 1.501862e+01 7.4026344 1982-1999 –> 2000-2012 3.1275783 1.5814326 12172.2428 3.527113e+01 7 18
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2195 1.6215324 8365.141717 2.950077e+03 8.3019430 1982-1999 –> 2000-2012 3.1848932 1.5633608 12360.7085 4.880187e+03 9 16
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2195 1.5801895 8251.761684 3.554602e+02 8.0261139 1982-1999 –> 2000-2012 3.1906516 1.6104622 12310.6727 5.712457e+02 8 25
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2195 1.6301531 8386.418767 2.379016e+03 8.4075126 1982-1999 –> 2000-2012 3.1947675 1.5646144 12381.6961 3.668493e+03 10 18
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1799 1.3068998 6082.373571 3.549881e+03 6.6993870 2000-2012 –> 2010-2019 2.8428574 1.5359575 14209.4997 6.662136e+03 1 3
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1799 1.3069266 6082.447358 3.691623e+02 6.6873236 2000-2012 –> 2010-2019 2.8495271 1.5426004 14228.5190 6.717698e+02 2 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1799 1.3071988 6083.196580 1.278387e+02 6.7069823 2000-2012 –> 2010-2019 2.8513093 1.5441104 14233.5634 2.224071e+02 5 9
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1799 1.3069632 6082.547930 1.790824e+02 6.6835097 2000-2012 –> 2010-2019 2.8516228 1.5446596 14234.4758 3.098390e+02 3 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1799 1.3069792 6082.592171 1.738971e+02 6.6826474 2000-2012 –> 2010-2019 2.8517663 1.5447871 14234.8823 2.987992e+02 4 10
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1799 1.3237771 6126.540712 1.934066e+01 7.3000093 2000-2012 –> 2010-2019 2.8699228 1.5461457 14280.6900 3.435928e+01 7 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1799 1.3849403 6291.054830 1.496411e+06 6.8391738 2000-2012 –> 2010-2019 2.8922489 1.5073086 14335.5248 2.752528e+06 11 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1799 1.3177498 6112.120962 3.810446e+02 6.4893078 2000-2012 –> 2010-2019 2.8979392 1.5801895 14363.8826 7.365048e+02 6 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1799 1.3659128 6241.279720 3.392086e+03 4.6908289 2000-2012 –> 2010-2019 3.0436176 1.6777048 14755.9229 4.557881e+03 8 32
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate 1799 1.3693093 6248.215361 1.665571e+02 4.6449964 2000-2012 –> 2010-2019 3.0622958 1.6929865 14800.6648 2.716294e+02 9 40
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5440 1.2743476 18089.737171 7.953818e+05 6.4087127 1982-1999 –> 2000-2012 2.6055444 1.3311968 27017.5655 1.384045e+06 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5440 1.2974963 18285.599782 1.879793e+03 7.5621664 1982-1999 –> 2000-2012 2.6403274 1.3428311 27258.9211 3.400224e+03 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5440 1.3006120 18311.695554 1.429455e+02 7.6016844 1982-1999 –> 2000-2012 2.6476020 1.3469900 27301.1834 2.808841e+02 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5440 1.3014741 18318.904573 5.900713e+01 7.6166981 1982-1999 –> 2000-2012 2.6514665 1.3499924 27320.0325 1.094691e+02 4 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5440 1.3016425 18320.311899 5.882910e+01 7.6214916 1982-1999 –> 2000-2012 2.6520918 1.3504494 27323.2093 1.022054e+02 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5440 1.3113401 18401.070655 5.324310e+01 7.8419761 1982-1999 –> 2000-2012 2.6829698 1.3716297 27485.3271 9.882927e+01 6 12
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 5440 1.3143239 18423.798731 7.777778e+00 7.9446601 1982-1999 –> 2000-2012 2.6946059 1.3802820 27538.9302 1.530855e+01 7 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5440 1.3721244 18894.049966 5.794325e+02 6.5535369 1982-1999 –> 2000-2012 2.7741300 1.4020056 28092.8215 8.517154e+02 9 17
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5440 1.3816917 18969.649249 5.406499e+02 6.7138458 1982-1999 –> 2000-2012 2.8369366 1.4552448 28363.2704 7.945338e+02 10 19
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5440 1.3383279 18622.711965 6.263054e+02 7.2866898 1982-1999 –> 2000-2012 2.8593244 1.5209964 28247.3664 8.392891e+02 8 23
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3965 1.0113774 11355.896191 1.409668e+06 6.2742173 2000-2012 –> 2010-2019 2.2857250 1.2743476 29445.6334 2.205050e+06 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3965 1.0425331 11596.494542 2.971992e+03 6.0841753 2000-2012 –> 2010-2019 2.3400294 1.2974963 29882.0943 4.851785e+03 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3965 1.0458843 11621.944362 3.219914e+02 6.0610244 2000-2012 –> 2010-2019 2.3464964 1.3006120 29933.6399 4.649369e+02 4 7
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3965 1.0468784 11629.477771 1.060744e+02 6.0472863 2000-2012 –> 2010-2019 2.3483525 1.3014741 29948.3823 1.650815e+02 5 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3965 1.0471286 11631.372926 1.057500e+02 6.0509724 2000-2012 –> 2010-2019 2.3487711 1.3016425 29951.6848 1.645791e+02 6 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3965 1.0436524 11605.003229 9.731650e+01 5.9979174 2000-2012 –> 2010-2019 2.3549924 1.3113401 30006.0739 1.505596e+02 3 9
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3965 1.0649378 11763.109474 1.901703e+01 6.6146386 2000-2012 –> 2010-2019 2.3792617 1.3143239 30186.9082 2.679481e+01 8 15
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3965 1.1187234 12155.834750 1.375191e+03 4.3020779 2000-2012 –> 2010-2019 2.4570513 1.3383279 30778.5467 2.001496e+03 9 17
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3965 1.0540237 11683.419153 3.086935e+02 5.7039133 2000-2012 –> 2010-2019 2.4604965 1.4064728 30846.4752 4.615029e+02 7 20
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate 3965 1.1187273 12153.862914 1.058098e+02 4.3030969 2000-2012 –> 2010-2019 2.5508071 1.4320798 31511.2247 1.646123e+02 10 26
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12714 0.6494264 25118.372747 2.909464e+02 3.8159193 1982-1999 –> 2000-2012 1.3055367 0.6561103 37260.1260 3.843049e+02 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 12714 0.6529922 25257.608109 2.639229e+02 3.5681825 1982-1999 –> 2000-2012 1.3708926 0.7179003 38493.6035 3.451517e+02 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 12714 0.8140301 30862.756478 2.092832e+01 5.1684603 1982-1999 –> 2000-2012 1.5810329 0.7670028 44903.1212 3.311778e+01 13 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 12714 0.8140024 30861.890546 2.093644e+01 5.1671874 1982-1999 –> 2000-2012 1.5811677 0.7671653 44904.8312 3.482028e+01 12 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 12714 0.8138248 30856.341899 1.008691e+02 5.1602570 1982-1999 –> 2000-2012 1.5827001 0.7688754 44926.3531 1.845271e+02 11 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 12714 0.8135749 30848.534042 9.954759e+02 5.1551713 1982-1999 –> 2000-2012 1.5837526 0.7701777 44939.1217 2.080716e+03 10 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 12714 0.7575825 29035.374966 3.274779e+02 3.2691004 1982-1999 –> 2000-2012 1.5945897 0.8370072 44137.6469 4.224569e+02 5 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 12714 0.7984247 30370.554186 1.010184e+03 5.1971153 1982-1999 –> 2000-2012 1.6109742 0.8125496 45112.2709 1.936132e+03 6 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 12714 0.8066593 30631.463509 3.344251e+02 5.1777574 1982-1999 –> 2000-2012 1.6322277 0.8255684 45566.4348 4.481044e+02 7 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 12714 0.7054130 27221.111824 3.283059e+02 4.4303163 1982-1999 –> 2000-2012 1.6349047 0.9294917 43597.6057 3.960465e+02 3 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 11522 0.6399813 22427.106950 7.260352e+02 4.9652880 2000-2012 –> 2010-2019 1.2894077 0.6494264 47545.4797 1.016982e+03 2 3
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 11522 0.6458889 22638.847169 7.016803e+02 4.6727251 2000-2012 –> 2010-2019 1.2988811 0.6529922 47896.4553 9.656032e+02 3 5
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 11522 0.6579240 23064.284165 9.198677e+02 4.2543293 2000-2012 –> 2010-2019 1.3633370 0.7054130 50285.3960 1.248174e+03 4 7
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 11522 0.6580982 23068.383249 6.973734e+02 4.2235543 2000-2012 –> 2010-2019 1.3678879 0.7097897 50444.7757 9.593345e+02 5 9
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 11522 0.6205617 21717.030831 7.062944e+05 5.6403381 2000-2012 –> 2010-2019 1.4564411 0.8358794 53253.2981 1.232883e+06 1 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 11522 0.7207801 25166.927421 9.212501e+02 3.8081362 2000-2012 –> 2010-2019 1.4783626 0.7575825 54202.3024 1.248728e+03 14 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 11522 0.6732762 23595.820835 1.247216e+03 5.5762301 2000-2012 –> 2010-2019 1.4868511 0.8135749 54444.3549 2.242692e+03 6 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 11522 0.6746447 23642.611855 1.882672e+02 5.5595488 2000-2012 –> 2010-2019 1.4884694 0.8138248 54498.9538 2.891363e+02 7 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 11522 0.6753612 23667.074500 3.487557e+01 5.5489190 2000-2012 –> 2010-2019 1.4893636 0.8140024 54528.9650 5.581201e+01 8 20
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 11522 0.6754172 23668.986205 3.488387e+01 5.5501421 2000-2012 –> 2010-2019 1.4894474 0.8140301 54531.7427 5.581219e+01 9 22
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 5573 1.0695857 16579.296092 6.134531e+05 4.2277637 1982-1999 –> 2000-2012 1.6183089 0.5487232 22057.8162 1.011905e+06 1 2
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5573 1.0939353 16830.194449 1.571365e+02 4.2229189 1982-1999 –> 2000-2012 1.6790389 0.5851036 22737.1508 3.024042e+02 2 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5573 1.0941411 16832.290396 2.390686e+02 4.2346791 1982-1999 –> 2000-2012 1.6805537 0.5864126 22754.1616 5.022933e+02 4 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5573 1.1172889 17065.637602 6.079935e+05 4.6764627 1982-1999 –> 2000-2012 1.6825821 0.5652932 22742.7115 1.073369e+06 16 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5573 1.0968914 16860.273257 3.208523e+02 4.2249265 1982-1999 –> 2000-2012 1.6844242 0.5875328 22794.8807 5.663161e+02 6 17
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5573 1.1009917 16901.859957 4.376269e+02 4.1765958 1982-1999 –> 2000-2012 1.6896189 0.5886273 22848.8884 9.137649e+02 7 21
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 5573 1.1258823 17151.036634 9.265892e+05 5.1610160 1982-1999 –> 2000-2012 1.6934330 0.5675507 22854.7111 1.401360e+06 17 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5573 1.1104111 16996.812760 5.210561e+02 3.7499937 1982-1999 –> 2000-2012 1.6956233 0.5852122 22905.0082 9.357033e+02 8 14
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5573 1.1118658 17009.405133 4.648575e+01 3.6212886 1982-1999 –> 2000-2012 1.6972375 0.5853717 22917.4189 8.123029e+01 10 17
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5573 1.1109916 17002.638208 5.329281e+02 3.7529057 1982-1999 –> 2000-2012 1.6974692 0.5864776 22925.2490 9.771335e+02 9 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4018 1.0557511 11852.563067 3.584138e+02 3.3473593 2000-2012 –> 2010-2019 2.1498922 1.0941411 28684.8535 5.974825e+02 1 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4018 1.0563542 11857.152205 2.580797e+02 3.3467223 2000-2012 –> 2010-2019 2.1502895 1.0939353 28687.3467 4.152162e+02 2 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4018 1.0577208 11867.541212 4.379445e+02 3.3487592 2000-2012 –> 2010-2019 2.1546122 1.0968914 28727.8145 7.587969e+02 3 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4018 1.0719200 11974.701817 1.526858e+03 3.3179648 2000-2012 –> 2010-2019 2.1659875 1.0940675 28806.2428 2.048726e+03 5 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4018 1.0658428 11929.012735 6.285133e+02 3.3699630 2000-2012 –> 2010-2019 2.1668345 1.1009917 28830.8727 1.066140e+03 4 11
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate 4018 1.0758359 12002.005279 8.788897e+01 3.3365654 2000-2012 –> 2010-2019 2.1717217 1.0958858 28850.0550 1.459231e+02 7 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4018 1.1093046 12250.191427 7.384816e+05 4.0325837 2000-2012 –> 2010-2019 2.1788904 1.0695857 28829.4875 1.351935e+06 10 11
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4018 1.0723007 11977.555494 1.051384e+03 3.5428369 2000-2012 –> 2010-2019 2.2077968 1.1354960 29223.3620 1.489581e+03 6 26
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4018 1.1104274 12258.320987 1.517945e+03 3.7422942 2000-2012 –> 2010-2019 2.2208385 1.1104111 29255.1337 2.039001e+03 11 19
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4018 1.1105569 12259.257589 1.506615e+03 3.7392800 2000-2012 –> 2010-2019 2.2215485 1.1109916 29261.8958 2.039544e+03 12 21

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 2.4265338 343.7243
Atlantic (-Inf,26] 2000-2012 –> 2010-2019 0.9627891 141.9460
Atlantic (26,26.5] 1982-1999 –> 2000-2012 7.4032721 3806.3648
Atlantic (26,26.5] 2000-2012 –> 2010-2019 7.6939738 3548.3771
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 5.8929312 4335.9408
Atlantic (26.5,26.75] 2000-2012 –> 2010-2019 7.3244205 4790.9411
Atlantic (26.75,27] 1982-1999 –> 2000-2012 4.2677451 6863.6076
Atlantic (26.75,27] 2000-2012 –> 2010-2019 5.1725421 7206.8153
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.7071360 7870.9371
Atlantic (27,27.25] 2000-2012 –> 2010-2019 4.2643537 8582.8643
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 4.8448025 14974.3441
Atlantic (27.25,27.5] 2000-2012 –> 2010-2019 6.5086295 17782.8406
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 3.8984412 25351.6228
Atlantic (27.5,27.75] 2000-2012 –> 2010-2019 4.6077740 26285.8290
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 1.9909979 6726.4448
Atlantic (27.75,27.85] 2000-2012 –> 2010-2019 2.5594458 7842.6606
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 2.6342417 8065.0605
Atlantic (27.85,27.95] 2000-2012 –> 2010-2019 3.3929261 8871.5509
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 4.7889234 13430.2280
Atlantic (27.95,28.05] 2000-2012 –> 2010-2019 5.3400280 13499.7367
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 1.9948147 4820.6073
Atlantic (28.05,28.1] 2000-2012 –> 2010-2019 2.5664014 5625.6205
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 1.8274098 6044.2521
Atlantic (28.1,28.15] 2000-2012 –> 2010-2019 2.2363702 7153.7964
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 1.5701130 9697.3885
Atlantic (28.15,28.2] 2000-2012 –> 2010-2019 1.6833625 10856.3210
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 1.1782726 14126.1277
Atlantic (28.2, Inf] 2000-2012 –> 2010-2019 1.2712348 18125.1122
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 11.0071514 23491.0319
Indo-Pacific (-Inf,26] 2000-2012 –> 2010-2019 10.6001948 33820.0526
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 7.9939499 23277.3687
Indo-Pacific (26,26.5] 2000-2012 –> 2010-2019 7.3672532 24686.9679
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 7.6982332 20017.9179
Indo-Pacific (26.5,26.75] 2000-2012 –> 2010-2019 7.3364601 22291.7721
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 6.7863622 27395.3796
Indo-Pacific (26.75,27] 2000-2012 –> 2010-2019 6.9003857 29026.6032
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 5.5533914 32366.8870
Indo-Pacific (27,27.25] 2000-2012 –> 2010-2019 5.5161393 36913.7493
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 5.0602312 39858.5130
Indo-Pacific (27.25,27.5] 2000-2012 –> 2010-2019 5.3945622 47630.3389
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 5.0038830 45870.6369
Indo-Pacific (27.5,27.75] 2000-2012 –> 2010-2019 5.4221257 54231.5701
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 3.6547578 15922.9905
Indo-Pacific (27.75,27.85] 2000-2012 –> 2010-2019 4.1580258 18818.5193
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 3.4683126 18131.1812
Indo-Pacific (27.85,27.95] 2000-2012 –> 2010-2019 3.4688051 21170.5206
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 3.3766708 21589.3880
Indo-Pacific (27.95,28.05] 2000-2012 –> 2010-2019 3.1574321 26385.0936
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 3.1100719 12169.3010
Indo-Pacific (28.05,28.1] 2000-2012 –> 2010-2019 2.9013107 14367.7625
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2012 2.7044999 27594.8627
Indo-Pacific (28.1,28.2] 2000-2012 –> 2010-2019 2.3871983 30249.0664
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2012 1.5477779 43384.1115
Indo-Pacific (28.2,28.3] 2000-2012 –> 2010-2019 1.4208449 52163.1724
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2012 1.6818290 22753.7997
Indo-Pacific (28.3, Inf] 2000-2012 –> 2010-2019 2.1788412 28915.7064

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)

Version Author Date
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 
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
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] 7 4 7 9 7 5 10
(26,26.5] 6 6 7 7 10 6 8
(26.5,26.75] 9 3 9 6 6 10 5
(26.75,27] 9 4 8 7 3 10 7
(27,27.25] 8 5 8 6 6 10 6
(27.25,27.5] 7 5 6 6 8 10 7
(27.5,27.75] 6 6 6 7 10 6 8
(27.75,27.85] 6 4 7 8 10 6 8
(27.85,27.95] 8 4 10 8 7 4 8
(27.95,28.05] 6 10 8 6 4 8 7
(28.05,28.1] 9 5 10 9 4 5 6
(28.1,28.15] 8 6 9 7 4 9 7
(28.15,28.2] 9 8 7 7 7 3 8
(28.2, Inf] 9 10 5 5 10 4 4
total 107.00 80.00 107.00 98.00 96.00 96.00 99.00
Atlantic - 2000-2012 --> 2010-2019
(-Inf,26] 6 4 5 5 9 10 9
(26,26.5] 5 6 6 7 6 10 9
(26.5,26.75] 8 4 8 8 4 10 7
(26.75,27] 9 5 8 7 4 10 6
(27,27.25] 9 8 6 5 5 10 6
(27.25,27.5] 7 5 4 6 10 10 6
(27.5,27.75] 7 4 7 6 10 8 6
(27.75,27.85] 8 4 9 6 10 6 6
(27.85,27.95] 8 3 8 9 7 6 8
(27.95,28.05] 5 10 8 5 5 9 6
(28.05,28.1] 9 5 10 9 3 6 6
(28.1,28.15] 7 7 9 7 2 7 9
(28.15,28.2] 10 8 8 7 4 5 7
(28.2, Inf] 9 10 5 5 10 4 4
total 107.00 83.00 101.00 92.00 89.00 111.00 95.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 8 4 8 8 10 4 7
(26,26.5] 8 6 7 7 8 6 8
(26.5,26.75] 9 6 9 7 7 5 7
(26.75,27] 7 10 7 8 6 3 7
(27,27.25] 9 10 8 7 4 3 7
(27.25,27.5] 9 7 9 8 4 4 7
(27.5,27.75] 7 7 7 8 8 7 5
(27.75,27.85] 9 7 9 9 5 2 7
(27.85,27.95] 9 7 7 7 7 2 9
(27.95,28.05] 9 7 7 7 7 2 9
(28.05,28.1] 7 3 6 8 7 10 7
(28.1,28.2] 5 4 7 7 9 10 7
(28.2,28.3] 7 6 8 6 8 10 5
(28.3, Inf] 8 8 9 7 5 3 9
total 111.00 92.00 108.00 104.00 95.00 71.00 101.00
Indo-Pacific - 2000-2012 --> 2010-2019
(-Inf,26] 9 6 7 6 10 3 7
(26,26.5] 8 5 8 8 5 9 7
(26.5,26.75] 8 3 8 8 6 9 7
(26.75,27] 7 9 7 8 7 4 7
(27,27.25] 8 10 8 7 5 3 7
(27.25,27.5] 9 7 9 8 4 4 7
(27.5,27.75] 6 4 8 6 9 10 6
(27.75,27.85] 9 6 9 7 9 3 6
(27.85,27.95] 9 7 6 7 10 3 6
(27.95,28.05] 8 6 6 6 10 5 8
(28.05,28.1] 5 3 6 6 9 10 9
(28.1,28.2] 5 3 6 6 9 10 9
(28.2,28.3] 6 5 8 6 9 10 5
(28.3, Inf] 6 10 9 5 7 4 8
total 103.00 84.00 105.00 94.00 109.00 87.00 99.00

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
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
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