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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:

  • 20

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

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

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

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

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

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

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

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab n_predictors model nr_obs rmse aic vif_max resid_max eras rmse_sum rmse_lag aic_sum vif_max_sum rank rank_sum
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 113 0.9581834 325.0263 15.416681 2.862735 1982-1999 –> 2000-2009 2.3714454 1.4132619 1080.2587 28.627269 5 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 113 0.9564860 324.6256 15.291331 2.842963 1982-1999 –> 2000-2009 2.3717095 1.4152235 1080.4405 29.121698 3 5
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 113 0.9553211 324.3501 12.318132 2.863635 1982-1999 –> 2000-2009 2.3892801 1.4339590 1085.6888 23.386709 2 5
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 113 0.9538329 323.9978 8.778707 2.844512 1982-1999 –> 2000-2009 2.3892963 1.4354633 1085.7768 17.121261 1 5
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 113 0.9577775 322.9305 6.707043 2.898957 1982-1999 –> 2000-2009 2.4019721 1.4441946 1085.2565 12.020292 4 11
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 113 0.9596467 323.3712 9.103282 2.921542 1982-1999 –> 2000-2009 2.4024719 1.4428252 1085.2987 15.584499 6 12
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 113 0.9614536 323.7963 16.221303 2.941351 1982-1999 –> 2000-2009 2.4033814 1.4419278 1085.4625 26.073380 7 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 113 0.9698471 327.7607 14.070739 3.204206 1982-1999 –> 2000-2009 2.5000141 1.5301670 1116.3732 25.914160 8 19
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 113 1.0427901 342.1495 4.078523 2.985034 1982-1999 –> 2000-2009 2.5433514 1.5005613 1120.5561 8.526340 9 17
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 113 1.0456412 342.7666 10.863557 3.059753 1982-1999 –> 2000-2009 2.5657727 1.5201315 1126.6154 17.386094 10 19
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 101 1.3014764 353.8524 11.067100 5.396490 2000-2009 –> 2010-2019 2.2567974 0.9553211 678.2026 23.385232 1 3
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 101 1.3037700 354.2081 8.399124 5.412053 2000-2009 –> 2010-2019 2.2576029 0.9538329 678.2059 17.177831 3 4
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 101 1.3024499 354.0035 11.749320 5.034973 2000-2009 –> 2010-2019 2.2606333 0.9581834 679.0298 27.166002 2 7
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 101 1.3047073 354.3533 12.581975 5.055996 2000-2009 –> 2010-2019 2.2611932 0.9564860 678.9788 27.873306 5 8
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 101 1.3038358 352.2183 15.783758 5.234555 2000-2009 –> 2010-2019 2.2652894 0.9614536 676.0146 32.005061 4 11
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 101 1.3058814 352.5350 8.446726 5.248711 2000-2009 –> 2010-2019 2.2655281 0.9596467 675.9061 17.550008 6 12
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 101 1.3080463 352.8696 6.700334 5.265204 2000-2009 –> 2010-2019 2.2658238 0.9577775 675.8001 13.407376 7 11
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 101 1.3293805 356.1376 4.956020 5.403495 2000-2009 –> 2010-2019 2.3721706 1.0427901 698.2871 9.034543 8 17
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 101 1.4186000 371.2590 11.738465 5.565280 2000-2009 –> 2010-2019 2.3884471 0.9698471 699.0197 25.809204 11 19
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 101 1.3631377 361.2030 8.275350 5.174444 2000-2009 –> 2010-2019 2.4087789 1.0456412 703.9695 19.138907 9 19
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 834 3.1478295 4293.5070 13.999774 10.417293 1982-1999 –> 2000-2009 6.4630646 3.3152351 12138.9686 28.692620 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 834 3.1515131 4295.4578 14.192454 10.427482 1982-1999 –> 2000-2009 6.4718976 3.3203846 12145.5631 29.087821 2 4
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 834 3.1729000 4306.7390 14.265636 10.445085 1982-1999 –> 2000-2009 6.5189798 3.3460798 12179.9091 29.221186 3 6
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 834 3.2077884 4322.9798 13.212764 10.627770 1982-1999 –> 2000-2009 6.6120999 3.4043115 12245.7717 26.833673 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 834 3.3815716 4412.9815 13.973623 11.109737 1982-1999 –> 2000-2009 6.8440233 3.4624517 12388.4406 28.709092 5 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 834 3.3916376 4417.9393 14.169378 11.117892 1982-1999 –> 2000-2009 6.8665480 3.4749104 12404.1450 29.097502 6 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 834 3.3935833 4418.8960 14.216679 11.126935 1982-1999 –> 2000-2009 6.8728572 3.4792739 12408.8563 29.199068 7 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 834 3.4237225 4433.6445 14.093680 11.330038 1982-1999 –> 2000-2009 6.9518474 3.5281249 12465.3221 28.889315 8 16
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 834 3.4570263 4447.7913 13.824800 11.614990 1982-1999 –> 2000-2009 7.1692369 3.7122106 12629.6450 28.296219 9 18
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + silicate 834 3.7874203 4600.0403 13.163365 11.575767 1982-1999 –> 2000-2009 7.7297208 3.9423005 12961.8236 26.760294 11 21
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 830 3.3333730 4368.0526 18.558021 10.522139 2000-2009 –> 2010-2019 6.4812025 3.1478295 8661.5596 32.557795 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 830 3.3361511 4369.4355 13.063429 10.526177 2000-2009 –> 2010-2019 6.4876642 3.1515131 8664.8933 27.255883 2 4
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 830 3.3516321 4377.1207 14.140221 10.534293 2000-2009 –> 2010-2019 6.5245321 3.1729000 8683.8597 28.405857 3 6
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 830 3.3842360 4391.1907 11.978373 10.522036 2000-2009 –> 2010-2019 6.5920244 3.2077884 8714.1706 25.191136 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 830 3.6296380 4509.3986 15.577526 11.067981 2000-2009 –> 2010-2019 7.0112096 3.3815716 8922.3802 29.551149 5 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 830 3.6376538 4513.0606 12.956412 11.067656 2000-2009 –> 2010-2019 7.0292914 3.3916376 8930.9999 27.125790 7 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 830 3.6378702 4513.1593 12.994886 11.070042 2000-2009 –> 2010-2019 7.0314535 3.3935833 8932.0553 27.211564 8 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 830 3.6363060 4512.4454 12.882062 11.106579 2000-2009 –> 2010-2019 7.0600284 3.4237225 8946.0898 26.975743 6 14
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 830 3.6388985 4511.6285 12.673932 11.091260 2000-2009 –> 2010-2019 7.0959248 3.4570263 8959.4198 26.498733 9 18
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + silicate + phosphate 830 3.8466071 4603.7758 11.873320 11.504079 2000-2009 –> 2010-2019 7.6291829 3.7825759 9201.6812 24.957352 10 20
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1045 3.4089120 5540.7433 4.544310 11.087646 1982-1999 –> 2000-2009 6.6864704 3.2775584 15195.0812 9.336300 1 2
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1045 3.4168203 5545.5862 6.174012 11.099546 1982-1999 –> 2000-2009 6.7048849 3.2880646 15211.7656 12.503108 2 4
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1045 3.4529684 5567.5812 5.487325 10.472588 1982-1999 –> 2000-2009 6.8331231 3.3801547 15335.9632 11.365090 3 6
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1045 3.5120617 5603.0463 7.703681 10.936290 1982-1999 –> 2000-2009 6.9706851 3.4586234 15456.3403 15.662209 4 8
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1045 3.7598501 5745.5338 5.224384 13.934877 1982-1999 –> 2000-2009 7.4733419 3.7134917 15861.9051 10.680898 5 10
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1045 3.7793771 5756.3603 6.534059 16.361245 1982-1999 –> 2000-2009 7.5285419 3.7491649 15908.1053 13.462726 6 12
Atlantic (26.5,26.75] 3 cstar_tref ~ sal + aou + phosphate_star 1045 4.4507149 6096.0868 5.307056 13.903706 1982-1999 –> 2000-2009 8.4953528 4.0446380 16526.5100 10.804212 7 14
Atlantic (26.5,26.75] 3 cstar_tref ~ sal + phosphate + phosphate_star 1045 4.4701521 6105.1944 7.703091 14.131535 1982-1999 –> 2000-2009 8.5503157 4.0801636 16567.9742 15.584624 8 16
Atlantic (26.5,26.75] 3 cstar_tref ~ temp + aou + phosphate_star 1045 4.6834696 6202.6235 4.529296 13.452368 1982-1999 –> 2000-2009 8.9699950 4.2865254 16847.9590 9.248201 9 18
Atlantic (26.5,26.75] 3 cstar_tref ~ temp + phosphate + phosphate_star 1045 4.6861988 6203.8410 6.119879 13.469593 1982-1999 –> 2000-2009 8.9781931 4.2919944 16853.8942 12.443340 10 20
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1031 3.5032524 5522.9637 3.853525 13.767007 2000-2009 –> 2010-2019 6.9121644 3.4089120 11063.7070 8.397835 2 3
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1031 3.5110944 5527.5744 5.172654 13.773785 2000-2009 –> 2010-2019 6.9279147 3.4168203 11073.1606 11.346666 3 5
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1031 3.4954428 5518.3619 4.806349 12.520495 2000-2009 –> 2010-2019 6.9484112 3.4529684 11085.9430 10.293674 1 4
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1031 3.5485747 5549.4692 6.465804 12.337093 2000-2009 –> 2010-2019 7.0606364 3.5120617 11152.5155 14.169485 4 8
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1031 3.7034218 5637.5396 5.534612 14.493173 2000-2009 –> 2010-2019 7.4827989 3.7793771 11393.8999 12.068670 5 11
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1031 3.7507259 5663.7109 4.413212 15.126572 2000-2009 –> 2010-2019 7.5105760 3.7598501 11409.2448 9.637597 6 11
Atlantic (26.5,26.75] 3 cstar_tref ~ sal + aou + phosphate_star 1031 4.9646336 6239.8753 4.681233 13.960085 2000-2009 –> 2010-2019 9.4153485 4.4507149 12335.9621 9.988289 7 14
Atlantic (26.5,26.75] 3 cstar_tref ~ sal + phosphate + phosphate_star 1031 4.9782171 6245.5093 6.449253 14.119001 2000-2009 –> 2010-2019 9.4483692 4.4701521 12350.7037 14.152344 8 16
Atlantic (26.5,26.75] 3 cstar_tref ~ temp + aou + phosphate_star 1031 5.2028195 6336.5031 3.815332 15.388641 2000-2009 –> 2010-2019 9.8862891 4.6834696 12539.1266 8.344628 10 19
Atlantic (26.5,26.75] 3 cstar_tref ~ temp + phosphate + phosphate_star 1031 5.2048883 6337.3228 5.081241 15.396656 2000-2009 –> 2010-2019 9.8910871 4.6861988 12541.1638 11.201120 11 21
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1793 2.1970348 7922.8851 4.236104 16.253472 1982-1999 –> 2000-2009 4.1226938 1.9256590 21255.4412 8.251580 1 2
Atlantic (26.75,27] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1793 2.2158381 7953.4453 4.534488 16.307433 1982-1999 –> 2000-2009 4.1596689 1.9438308 21346.3192 8.913133 2 4
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1793 2.2808165 8057.0906 4.003145 13.289250 1982-1999 –> 2000-2009 4.6848634 2.4040469 22814.5939 7.930640 3 6
Atlantic (26.75,27] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1793 2.3571957 8175.2104 4.185821 13.026297 1982-1999 –> 2000-2009 4.8721654 2.5149697 23222.3924 8.317309 4 8
Atlantic (26.75,27] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1793 2.4738035 8348.3576 5.080100 17.604018 1982-1999 –> 2000-2009 5.1528245 2.6790210 23801.3500 9.804977 5 11
Atlantic (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1793 2.6333152 8572.4350 5.313669 20.768812 1982-1999 –> 2000-2009 5.1693311 2.5360159 23673.1350 10.223181 6 11
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1793 4.0782038 10140.9983 18.936415 12.179488 1982-1999 –> 2000-2009 7.4656632 3.3874594 27100.7766 38.578271 7 14
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1793 4.0803241 10142.8622 18.855053 12.241052 1982-1999 –> 2000-2009 7.4725356 3.3922115 27111.6434 38.446835 8 16
Atlantic (26.75,27] 3 cstar_tref ~ sal + aou + phosphate_star 1793 4.0991606 10157.3786 3.521236 12.112714 1982-1999 –> 2000-2009 7.5266084 3.4274478 27190.5235 7.371837 10 19
Atlantic (26.75,27] 3 cstar_tref ~ sal + phosphate + phosphate_star 1793 4.0970628 10155.5430 3.751217 12.091618 1982-1999 –> 2000-2009 7.5444732 3.4474104 27225.9834 7.860485 9 19
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1790 2.5603310 8457.4887 3.837469 16.330461 2000-2009 –> 2010-2019 4.8411474 2.2808165 16514.5794 7.840614 1 4
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1790 2.6757056 8615.2830 4.070180 18.783697 2000-2009 –> 2010-2019 4.8727404 2.1970348 16538.1681 8.306284 3 4
Atlantic (26.75,27] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1790 2.6912633 8636.0383 4.410254 18.836732 2000-2009 –> 2010-2019 4.9071014 2.2158381 16589.4836 8.944743 4 6
Atlantic (26.75,27] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1790 2.6071690 8522.3885 4.022958 16.126578 2000-2009 –> 2010-2019 4.9643647 2.3571957 16697.5989 8.208779 2 6
Atlantic (26.75,27] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1790 2.7325086 8690.4878 4.821482 18.172449 2000-2009 –> 2010-2019 5.2063121 2.4738035 17038.8455 9.901582 5 10
Atlantic (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1790 3.0465919 9080.0042 5.016591 20.386324 2000-2009 –> 2010-2019 5.6799070 2.6333152 17652.4392 10.330260 6 12
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1790 4.6401795 10586.2158 19.994812 13.226418 2000-2009 –> 2010-2019 8.7205036 4.0803241 20729.0781 38.849865 12 19
Atlantic (26.75,27] 3 cstar_tref ~ sal + silicate + phosphate_star 1790 4.3800202 10377.6509 3.277830 13.062723 2000-2009 –> 2010-2019 8.7947459 4.4147256 20800.9797 6.521310 7 18
Atlantic (26.75,27] 3 cstar_tref ~ sal + phosphate + phosphate_star 1790 4.7018116 10631.4534 3.876052 12.871739 2000-2009 –> 2010-2019 8.7988744 4.0970628 20786.9963 7.627268 13 21
Atlantic (26.75,27] 3 cstar_tref ~ sal + aou + phosphate_star 1790 4.7040943 10633.1910 3.640690 12.876554 2000-2009 –> 2010-2019 8.8032549 4.0991606 20790.5696 7.161926 14 23
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1521 2.1461251 6653.4768 19.134000 11.867062 1982-1999 –> 2000-2009 4.0392833 1.8931582 17977.8797 35.792823 1 2
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1521 2.1856460 6706.9856 9.646341 10.562575 1982-1999 –> 2000-2009 4.4430065 2.2573605 18996.7605 20.183492 2 6
Atlantic (27,27.25] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1521 2.2512088 6796.8945 9.331752 12.465586 1982-1999 –> 2000-2009 4.6175125 2.3663037 19345.8061 19.059866 3 8
Atlantic (27,27.25] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1521 2.3179412 6885.7577 10.554446 12.293683 1982-1999 –> 2000-2009 4.6878793 2.3699381 19443.1072 21.365801 4 10
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1521 2.6538190 7297.4022 8.552262 12.400677 1982-1999 –> 2000-2009 4.8524664 2.1986474 19442.2835 17.448260 5 7
Atlantic (27,27.25] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1521 2.6704120 7316.3631 8.617233 12.399398 1982-1999 –> 2000-2009 4.8843957 2.2139837 19499.4617 17.562093 6 9
Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + aou + phosphate 1521 2.8903919 7557.1658 17.988146 13.962614 1982-1999 –> 2000-2009 5.2697594 2.3793676 20136.3471 37.882649 9 16
Atlantic (27,27.25] 3 cstar_tref ~ sal + aou + phosphate 1521 2.9679037 7635.6686 17.971241 13.575495 1982-1999 –> 2000-2009 5.3485795 2.3806758 20215.8720 37.837317 14 22
Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1521 2.9417644 7610.7580 16.598493 14.133463 1982-1999 –> 2000-2009 5.3526947 2.4109303 20262.3918 31.396717 11 20
Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1521 2.9419207 7610.9197 16.621662 14.115931 1982-1999 –> 2000-2009 5.3555014 2.4135807 20268.5942 31.438239 12 22
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1599 2.3913363 7339.9492 15.475694 12.907510 2000-2009 –> 2010-2019 4.5374615 2.1461251 13993.4260 34.609694 2 3
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1599 2.3652866 7302.9211 8.603204 13.339700 2000-2009 –> 2010-2019 4.5509326 2.1856460 14009.9067 18.249545 1 3
Atlantic (27,27.25] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1599 2.3947652 7342.5315 8.359462 13.502049 2000-2009 –> 2010-2019 4.6459740 2.2512088 14139.4261 17.691213 3 6
Atlantic (27,27.25] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1599 2.4504041 7415.9824 9.372527 14.024771 2000-2009 –> 2010-2019 4.7683453 2.3179412 14301.7400 19.926974 4 8
Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1599 2.7101081 7738.1348 15.398314 11.795673 2000-2009 –> 2010-2019 5.4558586 2.7457505 15139.1314 34.189840 5 12
Atlantic (27,27.25] 3 cstar_tref ~ sal + silicate + phosphate_star 1599 2.7264242 7755.3304 6.336841 12.479722 2000-2009 –> 2010-2019 5.5224375 2.7960133 15209.5093 13.113603 6 14
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1599 3.1161217 8184.5777 7.891860 18.535103 2000-2009 –> 2010-2019 5.7699407 2.6538190 15481.9799 16.444122 7 12
Atlantic (27,27.25] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1599 3.1250584 8193.7360 7.939401 18.536573 2000-2009 –> 2010-2019 5.7954704 2.6704120 15510.0991 16.556634 8 14
Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + aou + phosphate 1599 3.3462226 8412.4125 19.172349 13.400252 2000-2009 –> 2010-2019 6.2366144 2.8903919 15969.5783 37.160494 11 20
Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1599 3.3182219 8385.5396 14.564599 13.298014 2000-2009 –> 2010-2019 6.2592376 2.9410157 15995.5233 31.831351 9 19
Atlantic (27.25,27.5] 3 cstar_tref ~ temp + aou + nitrate 1623 3.2358849 8427.6602 10.186029 13.073334 1982-1999 –> 2000-2009 5.7355178 2.4996329 22252.0077 21.646708 1 2
Atlantic (27.25,27.5] 3 cstar_tref ~ sal + aou + phosphate 1623 3.4161698 8603.6503 9.434256 22.175424 1982-1999 –> 2000-2009 6.2043406 2.7881708 23074.2728 20.069347 2 4
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1623 3.7162112 8878.9138 12.375674 16.326631 1982-1999 –> 2000-2009 6.5546326 2.8384214 23457.2096 26.850082 8 11
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1623 3.7183139 8880.7499 9.305004 16.308471 1982-1999 –> 2000-2009 6.5630146 2.8447007 23472.1191 20.286558 9 13
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1623 3.7367048 8896.7652 9.350743 15.540629 1982-1999 –> 2000-2009 6.6900475 2.9533427 23709.8646 20.388667 10 15
Atlantic (27.25,27.5] 3 cstar_tref ~ sal + aou + nitrate 1623 3.5357201 8715.3030 10.697502 13.328537 1982-1999 –> 2000-2009 6.8227742 3.2870541 24159.7346 22.644872 3 15
Atlantic (27.25,27.5] 3 cstar_tref ~ temp + silicate + phosphate_star 1623 3.7367049 8894.7652 9.304713 15.542675 1982-1999 –> 2000-2009 6.8515045 3.1147996 24020.7566 20.284532 11 18
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1623 3.6014170 8777.0631 13.233199 26.327074 1982-1999 –> 2000-2009 7.0284988 3.4270819 24470.2947 28.339050 4 17
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1623 3.6143006 8788.6546 10.101140 25.983802 1982-1999 –> 2000-2009 7.1225530 3.5082524 24620.3731 21.729626 5 19
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1623 3.6170515 8791.1242 10.122303 25.816958 1982-1999 –> 2000-2009 7.1277432 3.5106918 24626.9549 21.770962 6 21
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1627 3.5607697 8761.7303 19.036912 15.011212 2000-2009 –> 2010-2019 6.7080251 3.1472554 17101.2436 38.097124 1 2
Atlantic (27.25,27.5] 3 cstar_tref ~ temp + aou + nitrate 1627 3.7778900 8952.3310 8.733616 13.258742 2000-2009 –> 2010-2019 7.0137749 3.2358849 17379.9912 18.919646 8 10
Atlantic (27.25,27.5] 3 cstar_tref ~ sal + aou + phosphate 1627 3.7262608 8907.5547 8.021209 21.599918 2000-2009 –> 2010-2019 7.1424306 3.4161698 17511.2050 17.455465 6 9
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1627 3.6378935 8831.4572 9.101078 25.058449 2000-2009 –> 2010-2019 7.2549450 3.6170515 17622.5814 19.223381 2 9
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1627 3.6545833 8846.3516 12.835225 25.812492 2000-2009 –> 2010-2019 7.2560002 3.6014170 17623.4148 26.068425 4 9
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1627 3.6467536 8839.3727 9.074132 25.475064 2000-2009 –> 2010-2019 7.2610542 3.6143006 17628.0273 19.175272 3 9
Atlantic (27.25,27.5] 3 cstar_tref ~ sal + silicate + phosphate_star 1627 3.6558237 8845.4559 8.946861 25.980224 2000-2009 –> 2010-2019 7.2733729 3.6175492 17635.0268 19.040952 5 13
Atlantic (27.25,27.5] 3 cstar_tref ~ sal + aou + nitrate 1627 3.7442262 8923.2055 9.285095 13.715503 2000-2009 –> 2010-2019 7.2799463 3.5357201 17638.5085 19.982597 7 11
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1627 4.1968481 9296.5481 8.656638 16.095867 2000-2009 –> 2010-2019 7.9335529 3.7367048 18193.3133 18.007381 11 22
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1627 4.2336342 9324.9457 12.096890 17.172520 2000-2009 –> 2010-2019 7.9498453 3.7162112 18203.8595 24.472564 13 22
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2012 2.3233223 9116.0334 15.709261 14.422934 1982-1999 –> 2000-2009 4.2681404 1.9448181 24902.5551 31.888221 4 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2012 2.3230882 9115.6279 15.943333 14.138536 1982-1999 –> 2000-2009 4.2789291 1.9558409 24944.9222 32.437910 3 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2012 2.3222016 9114.0918 15.742381 14.115178 1982-1999 –> 2000-2009 4.2791927 1.9569911 24947.8356 31.877181 2 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2012 2.3220436 9113.8180 16.079702 14.112211 1982-1999 –> 2000-2009 4.2806015 1.9585580 24953.6186 32.820732 1 5
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2012 2.3241426 9115.4538 15.720503 14.250805 1982-1999 –> 2000-2009 4.3385941 2.0144515 25166.2063 31.853348 5 10
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2012 2.4300160 9294.7095 13.429364 13.718553 1982-1999 –> 2000-2009 4.7564401 2.3264241 26435.1437 27.127039 6 18
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2012 2.6086684 9582.1804 15.512192 15.077396 1982-1999 –> 2000-2009 4.8180011 2.2093328 26333.7893 31.568223 7 17
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 2012 2.7606726 9808.0774 15.423360 14.103600 1982-1999 –> 2000-2009 4.9221033 2.1614307 26391.7943 31.195363 8 14
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2012 2.7851981 9843.6683 15.973280 13.755468 1982-1999 –> 2000-2009 4.9796746 2.1944765 26542.2157 32.600981 9 16
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2012 2.7892061 9849.4548 15.553707 13.738735 1982-1999 –> 2000-2009 4.9846277 2.1954216 26551.2608 31.676879 10 18
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2077 2.7388071 10093.5190 15.635383 13.953546 2000-2009 –> 2010-2019 5.0621294 2.3233223 19209.5523 31.344644 1 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2077 2.7447420 10102.5108 15.698016 13.993389 2000-2009 –> 2010-2019 5.0667855 2.3220436 19216.3287 31.777719 3 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2077 2.7461794 10104.6856 15.690145 13.999837 2000-2009 –> 2010-2019 5.0683809 2.3222016 19218.7774 31.432526 4 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2077 2.7568263 10120.7594 15.867658 13.868828 2000-2009 –> 2010-2019 5.0799145 2.3230882 19236.3873 31.810990 5 8
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2077 2.8460557 10251.0807 15.676212 14.527045 2000-2009 –> 2010-2019 5.1701982 2.3241426 19366.5346 31.396715 6 11
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2077 2.7405216 10094.1186 12.036841 14.070518 2000-2009 –> 2010-2019 5.1705376 2.4300160 19388.8282 25.466205 2 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2077 3.0423837 10530.1828 15.252889 16.472345 2000-2009 –> 2010-2019 5.6510521 2.6086684 20112.3631 30.765081 7 14
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 2077 3.0869031 10588.5280 11.784431 16.801271 2000-2009 –> 2010-2019 5.9489369 2.8620338 20541.7034 24.741663 8 21
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 2077 3.1940686 10730.2922 15.168608 13.903250 2000-2009 –> 2010-2019 5.9547412 2.7606726 20538.3696 30.591968 10 18
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2077 3.2156495 10758.2646 15.292884 13.945572 2000-2009 –> 2010-2019 6.0008476 2.7851981 20601.9329 31.266165 13 22
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 725 1.8857374 2989.2234 13.471544 11.723517 1982-1999 –> 2000-2009 3.6721041 1.7863667 8354.8729 28.947246 1 2
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 725 2.0153267 3085.5938 11.655500 12.704319 1982-1999 –> 2000-2009 4.0039271 1.9886004 8738.4516 24.752409 2 6
Atlantic (27.75,27.85] 3 cstar_tref ~ sal + aou + phosphate 725 2.3173341 3286.0662 7.971292 11.057319 1982-1999 –> 2000-2009 4.3042248 1.9868907 8934.6205 17.344313 4 7
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + silicate 725 2.5043113 3400.5808 13.029241 15.511366 1982-1999 –> 2000-2009 4.5455787 2.0412674 9123.4410 27.776907 6 12
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate 725 2.5822803 3445.0365 15.112814 14.753326 1982-1999 –> 2000-2009 4.5525696 1.9702893 9073.1209 32.516718 7 9
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 725 2.3109671 3284.0767 14.818584 11.312321 1982-1999 –> 2000-2009 4.6198784 2.3089113 9336.8805 32.873485 3 12
Atlantic (27.75,27.85] 3 cstar_tref ~ sal + silicate + phosphate_star 725 2.3228609 3289.5202 14.727924 11.417778 1982-1999 –> 2000-2009 4.6489719 2.3261110 9360.1993 32.772185 5 15
Atlantic (27.75,27.85] 3 cstar_tref ~ temp + aou + phosphate 725 2.7102084 3513.1479 10.166667 14.167022 1982-1999 –> 2000-2009 4.7193468 2.0091384 9191.5219 20.591145 8 13
Atlantic (27.75,27.85] 3 cstar_tref ~ temp + aou + phosphate_star 725 2.7868259 3553.5706 12.898751 14.300570 1982-1999 –> 2000-2009 4.8676721 2.0808462 9325.8585 26.988590 9 16
Atlantic (27.75,27.85] 2 cstar_tref ~ temp + phosphate_star 725 2.7943736 3555.4924 3.647640 14.389673 1982-1999 –> 2000-2009 4.9068190 2.1124454 9366.1420 8.436830 10 18
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 760 1.9498508 3183.7709 11.786031 11.414133 2000-2009 –> 2010-2019 3.8355883 1.8857374 6172.9943 25.257575 1 2
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 760 2.1411758 3326.0463 10.364818 12.259016 2000-2009 –> 2010-2019 4.1565024 2.0153267 6411.6401 22.020318 2 4
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 760 2.3801696 3486.8876 14.477132 10.951287 2000-2009 –> 2010-2019 4.6911366 2.3109671 6770.9643 29.295716 3 6
Atlantic (27.75,27.85] 3 cstar_tref ~ sal + silicate + phosphate_star 760 2.3930228 3493.0737 14.417940 11.060079 2000-2009 –> 2010-2019 4.7158837 2.3228609 6782.5940 29.145864 4 9
Atlantic (27.75,27.85] 3 cstar_tref ~ sal + aou + phosphate 760 2.6451640 3645.3408 8.576473 10.644464 2000-2009 –> 2010-2019 4.9624981 2.3173341 6931.4070 16.547765 5 9
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + silicate 760 2.7858556 3726.1102 11.327907 16.048890 2000-2009 –> 2010-2019 5.2901669 2.5043113 7126.6911 24.357148 6 12
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate 760 2.7996331 3733.6089 12.866437 15.529702 2000-2009 –> 2010-2019 5.3819134 2.5822803 7178.6454 27.979251 7 14
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 760 2.8281092 3748.9913 17.109108 15.718015 2000-2009 –> 2010-2019 5.4455805 2.6174713 7213.6548 35.424682 8 16
Atlantic (27.75,27.85] 3 cstar_tref ~ temp + silicate + phosphate_star 760 2.8665868 3767.5321 17.006880 15.819935 2000-2009 –> 2010-2019 5.5488917 2.6823049 7265.6738 35.132177 9 18
Atlantic (27.75,27.85] 3 cstar_tref ~ temp + aou + phosphate 760 3.1004274 3886.7273 10.219152 14.639978 2000-2009 –> 2010-2019 5.8106358 2.7102084 7399.8752 20.385819 10 20
Atlantic (27.85,27.95] 3 cstar_tref ~ temp + aou + phosphate 711 3.5044781 3810.9777 14.208913 20.271979 1982-1999 –> 2000-2009 6.6615234 3.1570453 10612.2903 30.843039 1 2
Atlantic (27.85,27.95] 3 cstar_tref ~ temp + aou + phosphate_star 711 3.5254514 3819.4627 15.521627 20.338231 1982-1999 –> 2000-2009 6.6983862 3.1729348 10634.0491 32.130291 3 5
Atlantic (27.85,27.95] 2 cstar_tref ~ temp + phosphate_star 711 3.6049834 3849.1856 4.657661 20.672054 1982-1999 –> 2000-2009 6.8377640 3.2327806 10711.1770 9.378612 5 8
Atlantic (27.85,27.95] 3 cstar_tref ~ sal + aou + phosphate 711 3.5159075 3815.6079 11.939391 18.554665 1982-1999 –> 2000-2009 6.8616951 3.3457876 10770.4458 25.419021 2 7
Atlantic (27.85,27.95] 3 cstar_tref ~ temp + aou + nitrate 711 3.5868291 3844.0065 14.000573 20.596352 1982-1999 –> 2000-2009 6.9325218 3.3456927 10798.7694 30.510224 4 8
Atlantic (27.85,27.95] 3 cstar_tref ~ sal + aou + nitrate 711 3.8197550 3933.4755 11.468060 19.337843 1982-1999 –> 2000-2009 7.4883705 3.6686155 11131.8581 24.503365 6 12
Atlantic (27.85,27.95] 3 cstar_tref ~ sal + aou + phosphate_star 711 4.1442324 4049.4130 11.730232 18.745763 1982-1999 –> 2000-2009 8.0349213 3.8906889 11403.1885 23.715584 7 14
Atlantic (27.85,27.95] 2 cstar_tref ~ sal + phosphate_star 711 4.1467538 4048.2779 4.163334 18.648818 1982-1999 –> 2000-2009 8.0654016 3.9186478 11418.9855 8.441782 8 16
Atlantic (27.85,27.95] 2 cstar_tref ~ aou + nitrate 711 5.8811753 4545.1685 1.480836 25.291489 1982-1999 –> 2000-2009 10.8251271 4.9439517 12530.3901 3.176655 12 21
Atlantic (27.85,27.95] 2 cstar_tref ~ aou + phosphate 711 6.0269673 4579.9895 1.400085 25.331268 1982-1999 –> 2000-2009 11.0678696 5.0409023 12616.5580 2.985159 19 29
Atlantic (27.85,27.95] 3 cstar_tref ~ sal + aou + phosphate 761 3.7402506 4177.3747 10.330234 31.357847 2000-2009 –> 2010-2019 7.2561581 3.5159075 7992.9826 22.269626 1 3
Atlantic (27.85,27.95] 3 cstar_tref ~ temp + aou + phosphate 761 3.9634496 4265.5931 12.611209 23.353676 2000-2009 –> 2010-2019 7.4679277 3.5044781 8076.5709 26.820122 2 3
Atlantic (27.85,27.95] 3 cstar_tref ~ temp + aou + phosphate_star 761 4.0168845 4285.9755 14.786872 23.610852 2000-2009 –> 2010-2019 7.5423359 3.5254514 8105.4382 30.308499 3 6
Atlantic (27.85,27.95] 2 cstar_tref ~ temp + phosphate_star 761 4.0347853 4290.7431 4.120041 23.543043 2000-2009 –> 2010-2019 7.6397687 3.6049834 8139.9287 8.777702 4 9
Atlantic (27.85,27.95] 3 cstar_tref ~ temp + aou + nitrate 761 4.2741864 4380.4722 12.403319 25.765148 2000-2009 –> 2010-2019 7.8610156 3.5868291 8224.4787 26.403892 7 11
Atlantic (27.85,27.95] 3 cstar_tref ~ sal + aou + nitrate 761 4.2064235 4356.1491 10.041781 31.960279 2000-2009 –> 2010-2019 8.0261784 3.8197550 8289.6245 21.509841 5 11
Atlantic (27.85,27.95] 3 cstar_tref ~ sal + aou + phosphate_star 761 4.2455323 4370.2343 10.945011 30.893473 2000-2009 –> 2010-2019 8.3897647 4.1442324 8419.6473 22.675243 6 13
Atlantic (27.85,27.95] 2 cstar_tref ~ sal + phosphate_star 761 4.2761340 4379.1655 3.776837 34.689771 2000-2009 –> 2010-2019 8.4228878 4.1467538 8427.4434 7.940171 8 16
Atlantic (27.85,27.95] 3 cstar_tref ~ sal + nitrate + silicate 761 5.8658875 4862.2765 16.810315 26.764747 2000-2009 –> 2010-2019 11.7213650 5.8554775 9403.2180 36.300915 9 21
Atlantic (27.85,27.95] 2 cstar_tref ~ sal + phosphate 761 5.8932157 4867.3508 1.567796 26.284955 2000-2009 –> 2010-2019 11.7400520 5.8468363 9404.1922 3.261735 10 20
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + aou + phosphate_star 948 4.3444447 5485.3380 14.768668 26.071546 1982-1999 –> 2000-2009 9.4242238 5.0797792 15687.3407 28.943808 1 2
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + aou + phosphate 948 4.3461266 5486.0719 12.133829 26.315713 1982-1999 –> 2000-2009 9.4318549 5.0857283 15691.9933 23.986365 2 4
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + aou + phosphate 948 4.5223988 5561.4522 9.301710 28.292271 1982-1999 –> 2000-2009 9.6344751 5.1120763 15784.6741 18.656211 3 6
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + phosphate + phosphate_star 948 4.6323439 5606.9949 17.399795 28.898891 1982-1999 –> 2000-2009 9.8459473 5.2136033 15896.0572 34.761877 4 8
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + aou + phosphate_star 948 4.8474703 5693.0619 10.061786 29.654220 1982-1999 –> 2000-2009 10.1941575 5.3466872 16066.5136 20.156451 7 12
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + nitrate + phosphate_star 948 4.8388687 5689.6946 16.958392 29.298399 1982-1999 –> 2000-2009 10.2650888 5.4262200 16112.5816 33.830044 6 12
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + aou + nitrate 948 4.7332912 5647.8684 11.670589 27.398974 1982-1999 –> 2000-2009 10.3152720 5.5819808 16165.5070 22.986324 5 13
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + aou + nitrate 948 4.8813782 5706.2782 8.960150 29.197705 1982-1999 –> 2000-2009 10.4622664 5.5808882 16223.2613 17.966797 8 15
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + silicate + phosphate_star 948 5.4201195 5904.7709 13.017123 28.097945 1982-1999 –> 2000-2009 11.0907978 5.6706783 16475.1908 25.994889 10 19
Atlantic (27.95,28.05] 2 cstar_tref ~ sal + phosphate 948 5.3492366 5877.8120 4.011286 31.895512 1982-1999 –> 2000-2009 11.8257101 6.4764735 16891.0719 7.894130 9 20
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + aou + phosphate 920 5.0162728 5588.1913 9.647667 22.809336 2000-2009 –> 2010-2019 9.3623994 4.3461266 11074.2632 21.781496 1 3
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + aou + phosphate_star 920 5.0192267 5589.2745 12.811462 22.556400 2000-2009 –> 2010-2019 9.3636714 4.3444447 11074.6125 27.580131 2 3
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + aou + phosphate 920 5.0862325 5613.6757 7.209741 25.184772 2000-2009 –> 2010-2019 9.6086313 4.5223988 11175.1278 16.511452 3 6
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + phosphate + phosphate_star 920 5.1772894 5646.3251 16.156507 25.714466 2000-2009 –> 2010-2019 9.8096334 4.6323439 11253.3200 33.556302 4 8
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + aou + phosphate_star 920 5.3610756 5710.5098 8.418826 26.454171 2000-2009 –> 2010-2019 10.2085459 4.8474703 11403.5717 18.480611 5 12
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + aou + nitrate 920 5.5823315 5784.9229 9.268155 25.613716 2000-2009 –> 2010-2019 10.3156227 4.7332912 11432.7913 20.938745 7 12
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + nitrate + phosphate_star 920 5.4880117 5753.5684 15.613235 25.909006 2000-2009 –> 2010-2019 10.3268804 4.8388687 11443.2629 32.571627 6 12
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + aou + nitrate 920 5.6190693 5796.9924 6.963751 25.754675 2000-2009 –> 2010-2019 10.5004475 4.8813782 11503.2706 15.923901 8 16
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + silicate + phosphate_star 920 5.6334682 5801.7014 11.625020 26.316905 2000-2009 –> 2010-2019 11.0535877 5.4201195 11706.4723 24.642142 9 19
Atlantic (27.95,28.05] 2 cstar_tref ~ sal + phosphate 920 5.9463639 5899.1620 3.419726 28.122096 2000-2009 –> 2010-2019 11.2956004 5.3492366 11776.9739 7.431011 10 19
Atlantic (28.05,28.1] 2 cstar_tref ~ aou + nitrate 606 2.1800665 2672.3322 1.606031 25.226383 1982-1999 –> 2000-2009 4.0176315 1.8375650 6848.6252 3.369458 4 5
Atlantic (28.05,28.1] 2 cstar_tref ~ aou + phosphate 606 2.2068732 2687.1445 1.587768 25.990736 1982-1999 –> 2000-2009 4.1295743 1.9227010 6956.5530 3.326583 6 8
Atlantic (28.05,28.1] 2 cstar_tref ~ nitrate + phosphate_star 606 2.2306351 2700.1245 8.933626 25.561467 1982-1999 –> 2000-2009 4.2549722 2.0243371 7075.4403 17.996788 7 10
Atlantic (28.05,28.1] 2 cstar_tref ~ phosphate + phosphate_star 606 2.2427412 2706.6846 9.372820 26.121951 1982-1999 –> 2000-2009 4.3236964 2.0809552 7138.7145 18.942542 8 12
Atlantic (28.05,28.1] 2 cstar_tref ~ sal + phosphate 606 2.1087142 2632.0005 6.712998 20.805137 1982-1999 –> 2000-2009 4.5126081 2.4038940 7360.6350 13.259240 1 8
Atlantic (28.05,28.1] 2 cstar_tref ~ temp + phosphate 606 2.1354367 2647.2630 4.519061 22.711071 1982-1999 –> 2000-2009 4.5236481 2.3882114 7362.4405 8.867815 2 7
Atlantic (28.05,28.1] 2 cstar_tref ~ temp + nitrate 606 2.1827951 2673.8483 4.378005 22.667855 1982-1999 –> 2000-2009 4.5725622 2.3897671 7390.3646 8.565266 5 11
Atlantic (28.05,28.1] 2 cstar_tref ~ sal + nitrate 606 2.1756637 2669.8820 6.375561 21.437739 1982-1999 –> 2000-2009 4.5901745 2.4145109 7407.5769 12.563522 3 11
Atlantic (28.05,28.1] 2 cstar_tref ~ aou + phosphate_star 606 2.7947904 2973.3951 1.112805 31.347030 1982-1999 –> 2000-2009 5.3638147 2.5690243 7838.6226 2.275512 9 18
Atlantic (28.05,28.1] 2 cstar_tref ~ silicate + phosphate_star 606 3.6336745 3291.5297 6.430201 33.420260 1982-1999 –> 2000-2009 7.1856016 3.5519270 8822.8274 13.167751 10 21
Atlantic (28.05,28.1] 2 cstar_tref ~ sal + phosphate 572 1.6175856 2181.4549 7.361781 5.281957 2000-2009 –> 2010-2019 3.7262997 2.1087142 4813.4554 14.074779 2 3
Atlantic (28.05,28.1] 2 cstar_tref ~ temp + phosphate 572 1.5940377 2164.6789 4.594392 5.520269 2000-2009 –> 2010-2019 3.7294744 2.1354367 4811.9418 9.113454 1 3
Atlantic (28.05,28.1] 2 cstar_tref ~ temp + nitrate 572 1.6854042 2228.4399 4.452123 5.588279 2000-2009 –> 2010-2019 3.8681994 2.1827951 4902.2881 8.830127 3 8
Atlantic (28.05,28.1] 2 cstar_tref ~ sal + nitrate 572 1.7297858 2258.1749 6.979450 6.021889 2000-2009 –> 2010-2019 3.9054495 2.1756637 4928.0569 13.355011 4 7
Atlantic (28.05,28.1] 2 cstar_tref ~ aou + nitrate 572 1.9289056 2382.8197 1.521759 6.534078 2000-2009 –> 2010-2019 4.1089720 2.1800665 5055.1519 3.127790 8 12
Atlantic (28.05,28.1] 2 cstar_tref ~ phosphate + phosphate_star 572 1.8675466 2345.8374 9.234800 6.974715 2000-2009 –> 2010-2019 4.1102879 2.2427412 5052.5219 18.607621 5 13
Atlantic (28.05,28.1] 2 cstar_tref ~ aou + phosphate 572 1.9145051 2374.2470 1.506019 7.223120 2000-2009 –> 2010-2019 4.1213783 2.2068732 5061.3914 3.093787 7 13
Atlantic (28.05,28.1] 2 cstar_tref ~ nitrate + phosphate_star 572 1.9001115 2365.6137 8.815842 6.288230 2000-2009 –> 2010-2019 4.1307466 2.2306351 5065.7382 17.749467 6 13
Atlantic (28.05,28.1] 2 cstar_tref ~ aou + phosphate_star 572 2.3901836 2628.1132 1.085945 8.689825 2000-2009 –> 2010-2019 5.1849740 2.7947904 5601.5083 2.198750 9 18
Atlantic (28.05,28.1] 2 cstar_tref ~ silicate + phosphate_star 572 3.2163056 2967.7247 6.387304 14.666851 2000-2009 –> 2010-2019 6.8499802 3.6336745 6259.2544 12.817505 10 20
Atlantic (28.1,28.15] 2 cstar_tref ~ aou + nitrate 724 1.3471738 2494.1399 4.535876 5.143844 1982-1999 –> 2000-2009 2.5308466 1.1836728 6540.8943 9.267994 5 6
Atlantic (28.1,28.15] 2 cstar_tref ~ aou + phosphate 724 1.3767763 2525.6134 4.520664 5.157539 1982-1999 –> 2000-2009 2.6184072 1.2416309 6693.9801 9.228845 7 9
Atlantic (28.1,28.15] 2 cstar_tref ~ nitrate + phosphate_star 724 1.3648072 2512.9700 17.568775 5.156950 1982-1999 –> 2000-2009 2.6768288 1.3120216 6821.6216 34.446038 6 9
Atlantic (28.1,28.15] 2 cstar_tref ~ phosphate + phosphate_star 724 1.3919239 2541.4576 17.929672 5.159580 1982-1999 –> 2000-2009 2.7526982 1.3607743 6942.9264 35.208804 8 12
Atlantic (28.1,28.15] 2 cstar_tref ~ sal + nitrate 724 1.3210961 2465.8356 13.422706 4.327158 1982-1999 –> 2000-2009 2.8234961 1.5024000 7119.1857 26.094541 3 8
Atlantic (28.1,28.15] 2 cstar_tref ~ temp + nitrate 724 1.3054749 2448.6118 6.693915 4.631804 1982-1999 –> 2000-2009 2.8273472 1.5218723 7134.7223 13.014302 1 7
Atlantic (28.1,28.15] 2 cstar_tref ~ temp + phosphate 724 1.3161571 2460.4121 6.807006 4.573572 1982-1999 –> 2000-2009 2.8753544 1.5591973 7208.1631 13.246173 2 10
Atlantic (28.1,28.15] 2 cstar_tref ~ sal + phosphate 724 1.3397487 2486.1370 13.650877 4.258985 1982-1999 –> 2000-2009 2.8774768 1.5377281 7198.6153 26.560234 4 11
Atlantic (28.1,28.15] 2 cstar_tref ~ aou + phosphate_star 724 1.7403647 2864.9521 2.269214 6.175838 1982-1999 –> 2000-2009 3.4100288 1.6696641 7786.8433 4.570257 9 18
Atlantic (28.1,28.15] 2 cstar_tref ~ silicate + phosphate_star 724 2.1975258 3202.6798 8.734717 8.233148 1982-1999 –> 2000-2009 4.3387180 2.1411923 8757.3664 17.273343 10 20
Atlantic (28.1,28.15] 2 cstar_tref ~ temp + phosphate 695 1.1931289 2225.7697 6.883289 4.364371 2000-2009 –> 2010-2019 2.5092860 1.3161571 4686.1817 13.690295 1 3
Atlantic (28.1,28.15] 2 cstar_tref ~ temp + nitrate 695 1.2124741 2248.1261 6.775305 4.385744 2000-2009 –> 2010-2019 2.5179490 1.3054749 4696.7379 13.469220 2 3
Atlantic (28.1,28.15] 2 cstar_tref ~ sal + nitrate 695 1.2795972 2323.0226 13.334382 4.364867 2000-2009 –> 2010-2019 2.6006933 1.3210961 4788.8582 26.757087 4 7
Atlantic (28.1,28.15] 2 cstar_tref ~ sal + phosphate 695 1.2736663 2316.5650 13.568429 3.925904 2000-2009 –> 2010-2019 2.6134150 1.3397487 4802.7020 27.219306 3 7
Atlantic (28.1,28.15] 2 cstar_tref ~ nitrate + phosphate_star 695 1.4064173 2454.3779 16.310177 5.176338 2000-2009 –> 2010-2019 2.7712245 1.3648072 4967.3480 33.878952 5 11
Atlantic (28.1,28.15] 2 cstar_tref ~ aou + nitrate 695 1.4372280 2484.5002 3.731079 5.303843 2000-2009 –> 2010-2019 2.7844018 1.3471738 4978.6401 8.266955 7 12
Atlantic (28.1,28.15] 2 cstar_tref ~ phosphate + phosphate_star 695 1.4100634 2457.9768 16.651746 5.207200 2000-2009 –> 2010-2019 2.8019873 1.3919239 4999.4344 34.581418 6 14
Atlantic (28.1,28.15] 2 cstar_tref ~ aou + phosphate 695 1.4476102 2494.5051 3.715847 5.345928 2000-2009 –> 2010-2019 2.8243865 1.3767763 5020.1185 8.236511 8 15
Atlantic (28.1,28.15] 2 cstar_tref ~ aou + phosphate_star 695 1.7932930 2792.1591 1.978460 6.201083 2000-2009 –> 2010-2019 3.5336577 1.7403647 5657.1112 4.247674 9 18
Atlantic (28.1,28.15] 2 cstar_tref ~ silicate + phosphate_star 695 2.1696700 3056.9839 8.309394 8.062756 2000-2009 –> 2010-2019 4.3671957 2.1975258 6259.6637 17.044111 10 20
Atlantic (28.15,28.2] 3 cstar_tref ~ aou + nitrate + silicate 1161 0.9790684 3255.6561 12.631084 23.625938 1982-1999 –> 2000-2009 1.7282122 0.7491439 8195.2146 29.822869 1 2
Atlantic (28.15,28.2] 2 cstar_tref ~ aou + nitrate 1161 1.0618138 3442.0455 7.613647 25.471196 1982-1999 –> 2000-2009 1.8663300 0.8045162 8690.6584 17.735300 3 5
Atlantic (28.15,28.2] 2 cstar_tref ~ sal + nitrate 1161 1.0562341 3429.8115 9.915338 23.482396 1982-1999 –> 2000-2009 2.0468592 0.9906251 9586.1352 20.005348 2 7
Atlantic (28.15,28.2] 2 cstar_tref ~ temp + nitrate 1161 1.0677296 3454.9464 6.944037 24.398531 1982-1999 –> 2000-2009 2.0523095 0.9845800 9584.5700 13.356109 4 8
Atlantic (28.15,28.2] 2 cstar_tref ~ nitrate + silicate 1161 1.0788299 3478.9616 5.477682 25.853471 1982-1999 –> 2000-2009 2.0806842 1.0018543 9684.4526 11.697397 5 11
Atlantic (28.15,28.2] 3 cstar_tref ~ aou + silicate + phosphate 1161 1.1281251 3584.7088 11.881519 23.933377 1982-1999 –> 2000-2009 2.0930534 0.9649283 9628.3886 27.851003 6 9
Atlantic (28.15,28.2] 2 cstar_tref ~ silicate + phosphate 1161 1.1496812 3626.6586 7.336357 25.020798 1982-1999 –> 2000-2009 2.1992181 1.0495370 10034.9673 15.710722 7 14
Atlantic (28.15,28.2] 2 cstar_tref ~ aou + phosphate 1161 1.1695235 3666.3922 8.538555 22.749779 1982-1999 –> 2000-2009 2.2550882 1.0855647 10221.9236 20.058644 8 17
Atlantic (28.15,28.2] 2 cstar_tref ~ sal + phosphate 1161 1.2102167 3745.8115 7.446972 27.197316 1982-1999 –> 2000-2009 2.2769499 1.0667333 10225.0108 15.078545 9 17
Atlantic (28.15,28.2] 2 cstar_tref ~ temp + phosphate 1161 1.2499218 3820.7693 6.124671 25.126629 1982-1999 –> 2000-2009 2.4625775 1.2126557 10859.2282 11.873539 10 22
Atlantic (28.15,28.2] 3 cstar_tref ~ aou + nitrate + silicate 1182 0.7626348 2723.7833 12.145587 3.004629 2000-2009 –> 2010-2019 1.7417031 0.9790684 5979.4395 24.776671 1 2
Atlantic (28.15,28.2] 2 cstar_tref ~ sal + nitrate 1182 0.7882523 2799.8875 10.728775 3.021295 2000-2009 –> 2010-2019 1.8444864 1.0562341 6229.6990 20.644113 3 5
Atlantic (28.15,28.2] 2 cstar_tref ~ nitrate + silicate 1182 0.7798630 2774.5929 6.007880 3.137145 2000-2009 –> 2010-2019 1.8586929 1.0788299 6253.5545 11.485562 2 7
Atlantic (28.15,28.2] 2 cstar_tref ~ temp + nitrate 1182 0.8030529 2843.8635 6.903959 3.196270 2000-2009 –> 2010-2019 1.8707825 1.0677296 6298.8099 13.847996 4 8
Atlantic (28.15,28.2] 2 cstar_tref ~ aou + nitrate 1182 0.8584304 3001.5069 7.608067 3.422017 2000-2009 –> 2010-2019 1.9202442 1.0618138 6443.5524 15.221714 5 8
Atlantic (28.15,28.2] 3 cstar_tref ~ aou + silicate + phosphate 1182 0.9203475 3168.1493 11.472701 3.060589 2000-2009 –> 2010-2019 2.0484726 1.1281251 6752.8580 23.354220 6 12
Atlantic (28.15,28.2] 2 cstar_tref ~ silicate + phosphate 1182 0.9213596 3168.7475 8.061243 3.025453 2000-2009 –> 2010-2019 2.0710407 1.1496812 6795.4061 15.397600 7 14
Atlantic (28.15,28.2] 2 cstar_tref ~ aou + phosphate 1182 0.9437475 3225.5030 8.407941 2.863118 2000-2009 –> 2010-2019 2.1132710 1.1695235 6891.8952 16.946496 9 17
Atlantic (28.15,28.2] 2 cstar_tref ~ sal + phosphate 1182 0.9264768 3181.8407 8.033392 3.120555 2000-2009 –> 2010-2019 2.1366934 1.2102167 6927.6522 15.480364 8 17
Atlantic (28.15,28.2] 2 cstar_tref ~ temp + phosphate 1182 0.9458072 3230.6569 6.160989 2.862095 2000-2009 –> 2010-2019 2.1957290 1.2499218 7051.4262 12.285660 10 20
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 2128 0.3679437 1793.7455 18.794741 2.079447 1982-1999 –> 2000-2009 0.6690597 0.3011160 3429.8415 35.772608 1 2
Atlantic (28.2, Inf] 3 cstar_tref ~ aou + nitrate + silicate 2128 0.6524909 4231.8689 6.994540 8.879416 1982-1999 –> 2000-2009 1.2884271 0.6359362 11427.1382 14.434941 2 4
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + nitrate + phosphate_star 2128 0.6945313 4497.6139 17.200169 11.474072 1982-1999 –> 2000-2009 1.5389516 0.8444202 13801.3759 35.680911 3 7
Atlantic (28.2, Inf] 3 cstar_tref ~ aou + silicate + phosphate 2128 0.8361381 5287.3421 9.085645 9.505725 1982-1999 –> 2000-2009 1.6509976 0.8148595 14326.1260 18.553717 8 11
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + phosphate 2128 0.8259850 5235.3459 10.185665 9.107044 1982-1999 –> 2000-2009 1.7258414 0.8998565 15011.9260 20.145037 5 10
Atlantic (28.2, Inf] 3 cstar_tref ~ temp + aou + phosphate_star 2128 0.8312334 5262.3033 12.600984 6.962283 1982-1999 –> 2000-2009 1.7516785 0.9204451 15207.1012 22.343153 6 12
Atlantic (28.2, Inf] 3 cstar_tref ~ temp + aou + phosphate 2128 0.8255487 5233.0975 18.265686 7.428928 1982-1999 –> 2000-2009 1.7518254 0.9262767 15224.8587 32.777770 4 11
Atlantic (28.2, Inf] 2 cstar_tref ~ aou + phosphate 2128 0.8364147 5286.7502 6.793592 9.455958 1982-1999 –> 2000-2009 1.7629564 0.9265417 15278.6384 14.010621 9 17
Atlantic (28.2, Inf] 3 cstar_tref ~ nitrate + silicate + phosphate_star 2128 0.8345518 5279.2605 17.101008 14.520991 1982-1999 –> 2000-2009 1.8016407 0.9670889 15591.6424 35.899754 7 16
Atlantic (28.2, Inf] 2 cstar_tref ~ phosphate + phosphate_star 2128 0.9384227 5776.5133 17.274524 14.186034 1982-1999 –> 2000-2009 1.9649220 1.0264993 16530.2232 36.358225 11 22
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + nitrate + phosphate_star 2038 0.7396658 4564.4481 19.064298 11.491125 2000-2009 –> 2010-2019 1.4341972 0.6945313 9062.0619 36.264466 1 3
Atlantic (28.2, Inf] 3 cstar_tref ~ aou + nitrate + silicate 2038 0.8021023 4894.7577 7.833169 13.513739 2000-2009 –> 2010-2019 1.4545933 0.6524909 9126.6266 14.827709 2 3
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + phosphate 2038 0.9202019 5454.6244 11.984105 11.028604 2000-2009 –> 2010-2019 1.7461869 0.8259850 10689.9703 22.169771 3 6
Atlantic (28.2, Inf] 3 cstar_tref ~ temp + aou + phosphate_star 2038 0.9459198 5566.9782 14.692131 7.326721 2000-2009 –> 2010-2019 1.7771532 0.8312334 10829.2816 27.293115 5 9
Atlantic (28.2, Inf] 3 cstar_tref ~ nitrate + silicate + phosphate_star 2038 0.9448937 5562.5543 18.887584 17.619918 2000-2009 –> 2010-2019 1.7794456 0.8345518 10841.8148 35.988591 4 9
Atlantic (28.2, Inf] 3 cstar_tref ~ aou + silicate + phosphate 2038 0.9668945 5656.3713 9.658151 13.298367 2000-2009 –> 2010-2019 1.8030326 0.8361381 10943.7134 18.743795 6 12
Atlantic (28.2, Inf] 2 cstar_tref ~ aou + phosphate 2038 0.9966025 5777.7215 7.655952 12.848861 2000-2009 –> 2010-2019 1.8330172 0.8364147 11064.4717 14.449545 8 15
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + phosphate_star 2038 0.9829970 5723.6932 6.245280 17.629218 2000-2009 –> 2010-2019 1.8884971 0.9055001 11350.2116 11.641242 7 15
Atlantic (28.2, Inf] 2 cstar_tref ~ phosphate + phosphate_star 2038 1.0966879 6167.7864 18.639625 16.614500 2000-2009 –> 2010-2019 2.0351106 0.9384227 11944.2997 35.914149 12 21
Atlantic (28.2, Inf] 3 cstar_tref ~ aou + silicate + phosphate_star 2038 1.0819797 6114.7515 3.640414 20.883592 2000-2009 –> 2010-2019 2.0473366 0.9653569 12013.6982 7.092903 11 21
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4077 6.0609968 26276.5077 13.945477 39.551847 1982-1999 –> 2000-2009 12.3306830 6.2696862 74400.9633 27.812799 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4077 6.0805025 26302.7069 17.676852 38.947468 1982-1999 –> 2000-2009 12.3747355 6.2942330 74484.9234 34.856647 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4077 6.3744472 26687.6576 6.413086 22.548249 1982-1999 –> 2000-2009 13.0005000 6.6260528 75629.3061 12.854547 5 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4077 6.3787568 26693.1685 8.377785 22.619883 1982-1999 –> 2000-2009 13.0144970 6.6357401 75656.4125 16.075723 6 10
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 4077 6.4361200 26764.1684 5.551169 23.111289 1982-1999 –> 2000-2009 13.1318680 6.6957480 75858.4872 10.860809 9 14
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 4077 6.4355444 26763.4392 8.349800 23.140565 1982-1999 –> 2000-2009 13.1363099 6.7007654 75868.8307 16.004104 8 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4077 6.3555955 26663.5074 6.636995 24.283356 1982-1999 –> 2000-2009 13.1429111 6.7873156 75960.6073 12.785201 3 10
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4077 6.3562201 26662.3086 6.311663 24.225243 1982-1999 –> 2000-2009 13.1530145 6.7967944 75978.0380 12.255775 4 13
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 4077 6.4039355 26723.2912 6.053365 23.252751 1982-1999 –> 2000-2009 13.1944990 6.7905635 76025.4630 11.618970 7 15
Indo-Pacific (-Inf,26] 3 cstar_tref ~ sal + temp + phosphate_star 4077 6.4369429 26763.2109 5.467998 23.005301 1982-1999 –> 2000-2009 13.2341513 6.7972083 76077.8405 10.718134 10 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4028 5.9499866 25811.9504 12.379791 30.358783 2000-2009 –> 2010-2019 12.0109834 6.0609968 52088.4580 26.325268 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4028 5.9629385 25829.4675 15.595271 29.844429 2000-2009 –> 2010-2019 12.0434409 6.0805025 52132.1744 33.272123 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4028 6.1103913 26026.2549 5.828339 25.838877 2000-2009 –> 2010-2019 12.4659869 6.3555955 52689.7622 12.465334 3 6
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4028 6.1124845 26027.0141 5.537857 26.005756 2000-2009 –> 2010-2019 12.4687046 6.3562201 52689.3227 11.849520 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4028 6.1656642 26098.7995 6.336034 23.600405 2000-2009 –> 2010-2019 12.5401114 6.3744472 52786.4571 12.749120 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4028 6.1675258 26101.2315 7.323075 23.675465 2000-2009 –> 2010-2019 12.5462827 6.3787568 52794.4000 15.700860 6 12
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 4028 6.1733640 26106.8537 5.439759 24.158472 2000-2009 –> 2010-2019 12.5772995 6.4039355 52830.1449 11.493125 7 14
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 4028 6.2344197 26186.1376 7.283930 24.697607 2000-2009 –> 2010-2019 12.6699641 6.4355444 52949.5768 15.633730 8 16
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 4028 6.2373375 26189.9071 5.301902 24.664851 2000-2009 –> 2010-2019 12.6734575 6.4361200 52954.0755 10.853071 9 18
Indo-Pacific (-Inf,26] 3 cstar_tref ~ sal + temp + phosphate_star 4028 6.2749910 26236.3933 5.273502 23.643799 2000-2009 –> 2010-2019 12.7119340 6.4369429 52999.6042 10.741500 10 20
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4286 4.3626910 24804.4607 19.025012 27.388831 1982-1999 –> 2000-2009 8.6407945 4.2781035 69215.0221 38.886901 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4286 4.3520225 24783.4730 12.782072 14.716239 1982-1999 –> 2000-2009 8.6535417 4.3015192 69278.4006 24.868019 1 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4286 4.3586124 24796.4431 17.701788 14.785995 1982-1999 –> 2000-2009 8.6669938 4.3083814 69316.0078 34.923671 2 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4286 4.4237081 24923.5190 17.846411 13.921893 1982-1999 –> 2000-2009 8.6816318 4.2579237 69261.0022 35.837693 4 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4286 4.4324935 24940.5259 18.045540 13.949334 1982-1999 –> 2000-2009 8.7040376 4.2715441 69327.3714 36.339648 5 7
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 4286 4.6695807 25385.1870 11.701033 14.961759 1982-1999 –> 2000-2009 9.2469747 4.5773940 70838.8839 22.654494 6 12
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 4286 4.6747021 25394.5832 13.229885 14.990445 1982-1999 –> 2000-2009 9.2585480 4.5838459 70870.0501 25.828499 7 14
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 4286 4.8489384 25708.2700 17.389471 14.486353 1982-1999 –> 2000-2009 9.5274285 4.6784902 71499.6124 35.087904 13 21
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 4286 4.8495797 25709.4036 17.873454 14.470827 1982-1999 –> 2000-2009 9.5323408 4.6827611 71514.8493 36.089061 14 23
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 4286 4.7742436 25575.1963 16.584041 27.849419 1982-1999 –> 2000-2009 9.5417070 4.7674633 71657.7131 33.125163 10 20
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4282 4.4299073 24912.2644 12.908800 15.961791 2000-2009 –> 2010-2019 8.7819298 4.3520225 49695.7374 25.690872 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4282 4.4362738 24924.5635 17.508125 16.558677 2000-2009 –> 2010-2019 8.7948862 4.3586124 49721.0065 35.209913 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4282 4.5008217 25048.2720 18.850025 25.760311 2000-2009 –> 2010-2019 8.8635127 4.3626910 49852.7327 37.875037 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4282 4.5301125 25103.8250 17.702125 14.190986 2000-2009 –> 2010-2019 8.9538206 4.4237081 50027.3439 35.548536 4 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4282 4.5359692 25114.8897 17.859582 14.209470 2000-2009 –> 2010-2019 8.9684627 4.4324935 50055.4156 35.905122 5 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4282 4.6274793 25285.9428 18.703874 11.825284 2000-2009 –> 2010-2019 9.3515991 4.7241199 50772.6678 37.478778 6 14
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 4282 4.6529491 25330.9501 17.699041 14.037507 2000-2009 –> 2010-2019 9.3781864 4.7252373 50817.7025 35.533014 7 16
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 4282 4.7334311 25477.8150 11.928509 15.195032 2000-2009 –> 2010-2019 9.4030118 4.6695807 50863.0020 23.629542 9 15
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 4282 4.7375012 25485.1758 13.184035 15.216741 2000-2009 –> 2010-2019 9.4122033 4.6747021 50879.7590 26.413920 10 17
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4282 4.7194035 25452.3979 16.317465 18.358220 2000-2009 –> 2010-2019 9.4956415 4.7762380 51031.1742 32.836397 8 20
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 3559 3.7142064 19451.9952 13.726871 16.667045 1982-1999 –> 2000-2009 7.5786837 3.8644773 54691.5009 26.152840 1 3
Indo-Pacific (26.5,26.75] 3 cstar_tref ~ temp + nitrate + phosphate_star 3559 3.7392908 19497.9059 7.286942 18.885268 1982-1999 –> 2000-2009 7.6037799 3.8644891 54735.4505 14.399792 2 5
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 3559 4.0429918 20055.7434 15.040389 14.517286 1982-1999 –> 2000-2009 7.8934077 3.8504160 55248.9035 29.171049 3 4
Indo-Pacific (26.5,26.75] 3 cstar_tref ~ temp + silicate + phosphate_star 3559 4.0440751 20055.6505 12.061093 14.462805 1982-1999 –> 2000-2009 8.0176443 3.9735691 55647.0922 23.252308 4 8
Indo-Pacific (26.5,26.75] 3 cstar_tref ~ temp + aou + phosphate_star 3559 4.4024378 20660.0083 14.943200 21.352520 1982-1999 –> 2000-2009 8.5100119 4.1075741 56673.1465 29.055984 5 10
Indo-Pacific (26.5,26.75] 2 cstar_tref ~ temp + phosphate_star 3559 4.7546335 21205.8179 6.379048 27.352340 1982-1999 –> 2000-2009 8.8655440 4.1109105 57227.2789 12.647189 6 12
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3559 4.8308767 21325.0535 17.666665 34.703315 1982-1999 –> 2000-2009 9.6058591 4.7749824 59256.3822 33.429717 7 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 3559 4.8601810 21366.1012 12.675225 34.223681 1982-1999 –> 2000-2009 9.6470506 4.7868697 59327.0418 24.452472 8 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3559 4.8791777 21395.8686 13.426801 35.983052 1982-1999 –> 2000-2009 9.6676025 4.7884248 59362.9391 25.324520 9 18
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 3559 4.8941969 21415.7457 16.723822 36.172353 1982-1999 –> 2000-2009 9.6948700 4.8006732 59413.2960 32.036919 10 21
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 3475 3.8665616 19272.5639 14.584428 20.493695 2000-2009 –> 2010-2019 7.5807680 3.7142064 38724.5591 28.311299 1 2
Indo-Pacific (26.5,26.75] 3 cstar_tref ~ temp + nitrate + phosphate_star 3475 3.9220938 19369.6710 7.526083 22.053047 2000-2009 –> 2010-2019 7.6613845 3.7392908 38867.5769 14.813024 2 4
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 3475 4.3917527 20157.7351 15.990340 14.193044 2000-2009 –> 2010-2019 8.4347445 4.0429918 40213.4786 31.030729 3 6
Indo-Pacific (26.5,26.75] 3 cstar_tref ~ temp + silicate + phosphate_star 3475 4.4094264 20183.6479 12.702523 14.371928 2000-2009 –> 2010-2019 8.4535016 4.0440751 40239.2984 24.763615 4 8
Indo-Pacific (26.5,26.75] 3 cstar_tref ~ temp + aou + phosphate_star 3475 4.8070287 20783.6729 15.920971 16.894971 2000-2009 –> 2010-2019 9.2094665 4.4024378 41443.6812 30.864172 5 10
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3475 5.1431446 21257.3923 18.532752 21.458152 2000-2009 –> 2010-2019 9.9740212 4.8308767 42582.4458 36.199418 6 13
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 3475 5.1877632 21315.4260 13.582589 20.829970 2000-2009 –> 2010-2019 10.0479441 4.8601810 42681.5271 26.257814 7 15
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3475 5.2169680 21356.4418 14.029428 21.579489 2000-2009 –> 2010-2019 10.0961457 4.8791777 42752.3104 27.456228 8 17
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 3475 5.2330324 21375.8097 17.947630 23.529215 2000-2009 –> 2010-2019 10.1272293 4.8941969 42791.5555 34.671452 9 19
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 3475 5.2722666 21427.7223 10.858724 20.844276 2000-2009 –> 2010-2019 10.1915245 4.9192579 42879.8233 21.151664 10 21
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4103 3.6105085 22191.0714 13.325616 16.265908 1982-1999 –> 2000-2009 7.1047296 3.4942211 61143.0665 25.847364 1 2
Indo-Pacific (26.75,27] 3 cstar_tref ~ temp + nitrate + phosphate_star 4103 3.6158459 22201.1932 10.229284 16.393277 1982-1999 –> 2000-2009 7.1231331 3.5072872 61205.6212 19.780115 2 4
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 4103 4.4349612 23878.8014 18.640751 19.636937 1982-1999 –> 2000-2009 8.4901380 4.0551768 65002.1176 35.623785 3 6
Indo-Pacific (26.75,27] 3 cstar_tref ~ temp + aou + phosphate_star 4103 4.4721235 23945.2762 17.994235 19.158073 1982-1999 –> 2000-2009 8.5430641 4.0709407 65123.1755 34.422083 4 8
Indo-Pacific (26.75,27] 3 cstar_tref ~ temp + silicate + phosphate_star 4103 4.6840186 24325.1572 13.215724 24.949534 1982-1999 –> 2000-2009 8.8023816 4.1183630 65671.9635 25.616595 5 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4103 5.3123510 25362.1125 17.625249 21.287400 1982-1999 –> 2000-2009 10.3092230 4.9968720 69532.8281 34.299930 6 13
Indo-Pacific (26.75,27] 2 cstar_tref ~ temp + phosphate_star 4103 5.8658975 26169.4997 8.207617 39.491917 1982-1999 –> 2000-2009 10.4133954 4.5474978 68959.8924 15.896870 26 32
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 4103 5.3958381 25488.0724 14.510220 21.349730 1982-1999 –> 2000-2009 10.4334553 5.0376172 69775.2257 28.067550 7 15
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 4103 5.4188422 25522.9827 10.653536 17.573167 1982-1999 –> 2000-2009 10.5606278 5.1417857 70108.6301 21.802334 8 17
Indo-Pacific (26.75,27] 3 cstar_tref ~ temp + silicate + phosphate 4103 5.4307238 25538.9559 9.761444 17.319665 1982-1999 –> 2000-2009 10.5726787 5.1419548 70123.0831 20.074341 9 19
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4189 3.9309352 23368.3216 14.646819 15.914487 2000-2009 –> 2010-2019 7.5414437 3.6105085 45559.3930 27.972435 1 2
Indo-Pacific (26.75,27] 3 cstar_tref ~ temp + nitrate + phosphate_star 4189 3.9471173 23400.7397 10.555684 16.381975 2000-2009 –> 2010-2019 7.5629632 3.6158459 45601.9329 20.784968 2 4
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 4189 4.8150770 25068.0056 19.534706 17.051795 2000-2009 –> 2010-2019 9.2500382 4.4349612 48946.8070 38.175457 3 6
Indo-Pacific (26.75,27] 3 cstar_tref ~ temp + aou + phosphate_star 4189 4.8386072 25106.8474 19.128308 17.013757 2000-2009 –> 2010-2019 9.3107307 4.4721235 49052.1236 37.122543 4 8
Indo-Pacific (26.75,27] 3 cstar_tref ~ temp + silicate + phosphate_star 4189 5.2991687 25868.6006 14.373947 22.354815 2000-2009 –> 2010-2019 9.9831873 4.6840186 50193.7578 27.589671 5 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4189 5.5829852 26309.7115 17.753465 20.959706 2000-2009 –> 2010-2019 10.8953362 5.3123510 51671.8241 35.378715 6 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 4189 5.5878269 26314.9739 11.566750 20.383615 2000-2009 –> 2010-2019 11.0066690 5.4188422 51837.9566 22.220285 7 15
Indo-Pacific (26.75,27] 3 cstar_tref ~ temp + silicate + phosphate 4189 5.6164684 26355.8073 10.586216 19.797142 2000-2009 –> 2010-2019 11.0471922 5.4307238 51894.7632 20.347660 8 17
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 4189 5.6842936 26458.3752 14.556497 20.682179 2000-2009 –> 2010-2019 11.0801317 5.3958381 51946.4475 29.066717 11 18
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 4189 5.7263501 26520.1335 17.748420 21.315701 2000-2009 –> 2010-2019 11.1662790 5.4399289 52074.9868 35.303565 12 22
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4936 3.1671141 25400.4080 10.415729 12.123032 1982-1999 –> 2000-2009 5.8682832 2.7011691 67995.2079 20.064125 1 2
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4936 3.2919302 25781.9933 13.470377 12.696019 1982-1999 –> 2000-2009 6.1026454 2.8107152 69078.4564 25.962241 2 4
Indo-Pacific (27,27.25] 3 cstar_tref ~ temp + nitrate + phosphate_star 4936 3.3630081 25990.8767 9.492688 12.764033 1982-1999 –> 2000-2009 6.4998076 3.1367995 71222.6747 18.700752 3 6
Indo-Pacific (27,27.25] 3 cstar_tref ~ temp + phosphate + phosphate_star 4936 4.4768337 28815.0602 15.199201 14.860568 1982-1999 –> 2000-2009 8.2703558 3.7935222 77401.9806 28.980495 4 8
Indo-Pacific (27,27.25] 3 cstar_tref ~ temp + aou + phosphate_star 4936 4.5009169 28868.0246 12.060962 15.019910 1982-1999 –> 2000-2009 8.3043373 3.8034204 77500.9382 23.146691 5 10
Indo-Pacific (27,27.25] 3 cstar_tref ~ temp + silicate + phosphate_star 4936 5.0409207 29986.5974 10.407873 17.847274 1982-1999 –> 2000-2009 9.0320880 3.9911672 79469.9402 20.020176 8 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4936 4.8626564 29635.1670 19.424200 17.523964 1982-1999 –> 2000-2009 9.1916173 4.3289609 80556.4633 39.182551 6 14
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 4936 4.9734006 29855.4742 17.176054 17.852814 1982-1999 –> 2000-2009 9.3592698 4.3858693 81005.2847 34.671705 7 16
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 4936 5.2495816 30389.0020 18.860553 20.326916 1982-1999 –> 2000-2009 9.8551836 4.6056020 82401.6422 38.145563 9 19
Indo-Pacific (27,27.25] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 4936 5.5090888 30865.3345 15.405680 25.872576 1982-1999 –> 2000-2009 10.3704367 4.8613478 83831.8223 30.461835 10 21
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4983 3.5150081 26680.8203 10.976418 11.815891 2000-2009 –> 2010-2019 6.6821222 3.1671141 52081.2283 21.392147 1 2
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4983 3.6392680 27027.0464 14.526943 12.194139 2000-2009 –> 2010-2019 6.9311982 3.2919302 52809.0396 27.997321 2 4
Indo-Pacific (27,27.25] 3 cstar_tref ~ temp + nitrate + phosphate_star 4983 3.6553189 27068.9046 9.962185 12.201637 2000-2009 –> 2010-2019 7.0183270 3.3630081 53059.7812 19.454874 3 6
Indo-Pacific (27,27.25] 3 cstar_tref ~ temp + phosphate + phosphate_star 4983 4.9197466 30029.5410 16.315573 16.131881 2000-2009 –> 2010-2019 9.3965803 4.4768337 58844.6012 31.514774 4 8
Indo-Pacific (27,27.25] 3 cstar_tref ~ temp + aou + phosphate_star 4983 4.9501675 30090.9753 12.869253 16.260276 2000-2009 –> 2010-2019 9.4510845 4.5009169 58958.9999 24.930215 5 10
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4983 5.2203997 30624.6937 19.979311 18.648248 2000-2009 –> 2010-2019 10.0830561 4.8626564 60259.8607 39.403511 6 12
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 4983 5.3214486 30813.7577 17.817216 18.706191 2000-2009 –> 2010-2019 10.2948492 4.9734006 60669.2318 34.993270 7 14
Indo-Pacific (27,27.25] 3 cstar_tref ~ temp + silicate + phosphate_star 4983 5.7969498 31664.7109 10.971637 19.555119 2000-2009 –> 2010-2019 10.8378705 5.0409207 61651.3083 21.379510 14 22
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 4983 5.6323349 31379.6123 19.509679 21.606492 2000-2009 –> 2010-2019 10.8819165 5.2495816 61768.6143 38.370232 8 17
Indo-Pacific (27,27.25] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 4983 5.6945555 31489.1036 15.872647 25.856945 2000-2009 –> 2010-2019 11.2036444 5.5090888 62354.4381 31.278327 9 19
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4403 3.5169663 23583.5876 18.591629 20.455632 1982-1999 –> 2000-2009 6.1330414 2.6160751 61301.7468 36.448821 1 2
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4403 3.5876083 23756.7123 13.706935 21.038074 1982-1999 –> 2000-2009 6.2598719 2.6722636 61809.4412 28.758389 2 4
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4403 3.8037185 24271.8051 16.900461 18.081667 1982-1999 –> 2000-2009 6.8933434 3.0896249 64623.0046 33.958596 3 6
Indo-Pacific (27.25,27.5] 3 cstar_tref ~ silicate + phosphate + phosphate_star 4403 4.0482691 24818.5092 19.016036 33.762541 1982-1999 –> 2000-2009 7.1892174 3.1409483 65428.6408 37.885047 5 9
Indo-Pacific (27.25,27.5] 3 cstar_tref ~ temp + nitrate + phosphate_star 4403 3.9781244 24664.5897 8.540582 18.518206 1982-1999 –> 2000-2009 7.2228945 3.2447700 65789.7685 17.102482 4 11
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 4403 4.1954305 25134.9412 18.970199 20.626697 1982-1999 –> 2000-2009 7.4342936 3.2388630 66233.2613 37.489739 6 11
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 4403 4.2020243 25148.7704 18.693655 20.626799 1982-1999 –> 2000-2009 7.4425955 3.2405712 66255.4413 36.995977 7 13
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 4403 4.3225295 25397.7546 13.539782 20.974818 1982-1999 –> 2000-2009 7.6165208 3.2939913 66763.3826 28.892737 12 20
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 4403 4.2328547 25213.1443 12.000554 20.571233 1982-1999 –> 2000-2009 7.7360802 3.5032256 67554.1421 25.717908 8 21
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4403 4.2601693 25269.7869 12.193395 20.577393 1982-1999 –> 2000-2009 7.7738509 3.5136816 67657.9858 26.699618 9 24
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4516 3.9289339 25188.9536 19.068471 18.229475 2000-2009 –> 2010-2019 7.4459002 3.5169663 48772.5412 37.660100 1 2
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4516 4.0176071 25388.5330 15.181190 18.978393 2000-2009 –> 2010-2019 7.6052154 3.5876083 49145.2454 28.888125 2 4
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4516 4.1354410 25649.6256 17.252065 16.160308 2000-2009 –> 2010-2019 7.9391595 3.8037185 49921.4307 34.152526 3 6
Indo-Pacific (27.25,27.5] 3 cstar_tref ~ temp + nitrate + phosphate_star 4516 4.3374568 26078.3997 8.898272 16.698891 2000-2009 –> 2010-2019 8.3155812 3.9781244 50742.9893 17.438855 4 8
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 4516 4.5466719 26505.8732 13.222756 19.437022 2000-2009 –> 2010-2019 8.7795266 4.2328547 51719.0175 25.223310 5 12
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 4516 4.5857099 26583.0915 19.782732 19.833058 2000-2009 –> 2010-2019 8.7811405 4.1954305 51718.0326 38.752931 7 12
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 4516 4.5957150 26602.7759 19.459443 19.830488 2000-2009 –> 2010-2019 8.7977393 4.2020243 51751.5463 38.153098 8 14
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4516 4.5856894 26583.0510 13.631940 19.498693 2000-2009 –> 2010-2019 8.8458587 4.2601693 51852.8380 25.825335 6 14
Indo-Pacific (27.25,27.5] 3 cstar_tref ~ sal + phosphate + phosphate_star 4516 4.6364590 26680.4977 3.898702 20.335630 2000-2009 –> 2010-2019 8.9263397 4.2898807 52009.4864 7.727920 9 18
Indo-Pacific (27.25,27.5] 3 cstar_tref ~ sal + aou + phosphate_star 4516 4.6732243 26751.8354 3.611213 20.460797 2000-2009 –> 2010-2019 8.9943551 4.3211308 52144.7400 7.133994 10 20
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 4566 3.2885509 23840.9087 17.468889 10.130896 1982-1999 –> 2000-2009 5.7223902 2.4338394 60598.1558 33.484133 7 8
Indo-Pacific (27.5,27.75] 3 cstar_tref ~ sal + silicate + phosphate_star 4566 3.2891151 23840.4753 4.254794 9.989443 1982-1999 –> 2000-2009 5.7441301 2.4550150 60733.6181 8.677542 8 10
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 4566 3.2215238 23652.8577 18.612866 9.974652 1982-1999 –> 2000-2009 5.7445695 2.5230458 60983.1019 35.690612 4 7
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 4566 3.2206890 23650.4911 18.946493 9.978102 1982-1999 –> 2000-2009 5.7446286 2.5239395 60986.3732 36.345253 3 7
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4566 3.2021400 23597.7450 17.258942 9.800300 1982-1999 –> 2000-2009 5.7751400 2.5730000 61240.0730 32.983775 1 8
Indo-Pacific (27.5,27.75] 3 cstar_tref ~ sal + nitrate + phosphate_star 4566 3.2036123 23599.9427 4.433719 9.604114 1982-1999 –> 2000-2009 5.7850583 2.5814460 61292.4367 8.988064 2 10
Indo-Pacific (27.5,27.75] 3 cstar_tref ~ sal + aou + phosphate_star 4566 3.2296736 23673.9306 4.518446 9.438224 1982-1999 –> 2000-2009 5.7933129 2.5636394 61256.2432 9.244625 5 10
Indo-Pacific (27.5,27.75] 3 cstar_tref ~ sal + phosphate + phosphate_star 4566 3.2308823 23677.3477 4.549354 9.367085 1982-1999 –> 2000-2009 5.8021082 2.5712259 61306.6967 9.310823 6 12
Indo-Pacific (27.5,27.75] 3 cstar_tref ~ sal + temp + nitrate 4566 3.3453242 23995.2176 4.831367 11.521847 1982-1999 –> 2000-2009 6.2005885 2.8552643 63292.4804 9.806459 11 22
Indo-Pacific (27.5,27.75] 3 cstar_tref ~ sal + temp + aou 4566 3.3369142 23972.2313 4.738150 11.728978 1982-1999 –> 2000-2009 6.2111470 2.8742328 63374.8928 9.611452 10 24
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4638 3.8837254 25759.7029 15.169108 10.003163 2000-2009 –> 2010-2019 7.0858655 3.2021400 49357.4480 32.428050 1 2
Indo-Pacific (27.5,27.75] 3 cstar_tref ~ sal + nitrate + phosphate_star 4638 3.8841376 25758.6872 4.205135 9.918602 2000-2009 –> 2010-2019 7.0877499 3.2036123 49358.6299 8.638854 2 4
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 4638 3.8935533 25783.1463 17.033243 10.703116 2000-2009 –> 2010-2019 7.1142423 3.2206890 49433.6375 35.979736 3 6
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 4638 3.8958116 25788.5250 16.704076 10.699625 2000-2009 –> 2010-2019 7.1173354 3.2215238 49441.3828 35.316942 4 8
Indo-Pacific (27.5,27.75] 3 cstar_tref ~ sal + aou + phosphate_star 4638 3.9262213 25858.6499 4.285781 9.832475 2000-2009 –> 2010-2019 7.1558948 3.2296736 49532.5805 8.804227 5 10
Indo-Pacific (27.5,27.75] 3 cstar_tref ~ sal + phosphate + phosphate_star 4638 3.9330699 25874.8163 4.314550 9.970672 2000-2009 –> 2010-2019 7.1639523 3.2308823 49552.1641 8.863905 7 13
Indo-Pacific (27.5,27.75] 3 cstar_tref ~ sal + temp + phosphate 4638 3.9290753 25865.3904 4.457709 11.434733 2000-2009 –> 2010-2019 7.2381200 3.3090446 49761.0318 9.164178 6 15
Indo-Pacific (27.5,27.75] 3 cstar_tref ~ sal + temp + aou 4638 3.9691680 25959.5640 4.485107 11.816496 2000-2009 –> 2010-2019 7.3060823 3.3369142 49931.7953 9.223257 8 18
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 4638 4.0855936 26229.7380 15.509101 12.245807 2000-2009 –> 2010-2019 7.3741445 3.2885509 50070.6467 32.977990 10 17
Indo-Pacific (27.5,27.75] 3 cstar_tref ~ sal + temp + nitrate 4638 4.0301061 26100.8950 4.591902 13.834203 2000-2009 –> 2010-2019 7.3754303 3.3453242 50096.1126 9.423269 9 20
Indo-Pacific (27.75,27.85] 3 cstar_tref ~ temp + silicate + phosphate_star 1748 2.2923401 7870.7970 18.186805 10.677946 1982-1999 –> 2000-2009 3.9918394 1.6994993 19876.6182 36.371286 5 6
Indo-Pacific (27.75,27.85] 3 cstar_tref ~ sal + aou + phosphate_star 1748 2.2668626 7831.7242 14.562740 11.965193 1982-1999 –> 2000-2009 4.0402598 1.7733972 20099.4804 28.484430 1 3
Indo-Pacific (27.75,27.85] 3 cstar_tref ~ sal + silicate + phosphate_star 1748 2.2856393 7860.5627 12.996745 12.958730 1982-1999 –> 2000-2009 4.0726845 1.7870451 20175.4983 25.257660 4 7
Indo-Pacific (27.75,27.85] 3 cstar_tref ~ sal + phosphate + phosphate_star 1748 2.2838611 7857.8419 14.970457 12.193137 1982-1999 –> 2000-2009 4.1016875 1.8178264 20277.8753 29.287028 3 7
Indo-Pacific (27.75,27.85] 3 cstar_tref ~ sal + temp + aou 1748 2.2734672 7841.8951 19.039322 11.456224 1982-1999 –> 2000-2009 4.1863243 1.9128571 20575.5148 38.372083 2 8
Indo-Pacific (27.75,27.85] 2 cstar_tref ~ sal + aou 1748 2.2950536 7872.9328 2.583628 12.198210 1982-1999 –> 2000-2009 4.2203982 1.9253445 20644.5963 5.048493 6 13
Indo-Pacific (27.75,27.85] 3 cstar_tref ~ sal + nitrate + phosphate_star 1748 2.3346590 7934.7481 14.150292 12.254304 1982-1999 –> 2000-2009 4.2265981 1.8919391 20600.7001 27.523177 12 17
Indo-Pacific (27.75,27.85] 3 cstar_tref ~ sal + temp + silicate 1748 2.3001779 7882.7299 18.858400 12.522122 1982-1999 –> 2000-2009 4.2312393 1.9310613 20674.6389 38.087627 7 16
Indo-Pacific (27.75,27.85] 2 cstar_tref ~ sal + silicate 1748 2.3133530 7900.6972 1.948613 13.081879 1982-1999 –> 2000-2009 4.2468304 1.9334775 20698.3013 3.832734 8 18
Indo-Pacific (27.75,27.85] 2 cstar_tref ~ temp + aou 1748 2.3271414 7921.4729 2.511111 10.789171 1982-1999 –> 2000-2009 4.2554998 1.9283583 20702.7618 4.949088 10 18
Indo-Pacific (27.75,27.85] 3 cstar_tref ~ sal + aou + phosphate_star 1880 2.7922627 9206.1734 12.590178 13.063599 2000-2009 –> 2010-2019 5.0591253 2.2668626 17037.8976 27.152917 2 3
Indo-Pacific (27.75,27.85] 3 cstar_tref ~ sal + temp + aou 1880 2.7869148 9198.9652 16.540872 13.200109 2000-2009 –> 2010-2019 5.0603820 2.2734672 17040.8603 35.580194 1 3
Indo-Pacific (27.75,27.85] 3 cstar_tref ~ sal + phosphate + phosphate_star 1880 2.7988538 9215.0384 12.936478 13.226433 2000-2009 –> 2010-2019 5.0827150 2.2838611 17072.8803 27.906934 3 6
Indo-Pacific (27.75,27.85] 2 cstar_tref ~ sal + aou 1880 2.8007906 9215.6394 2.540025 13.569029 2000-2009 –> 2010-2019 5.0958442 2.2950536 17088.5722 5.123653 5 11
Indo-Pacific (27.75,27.85] 3 cstar_tref ~ sal + silicate + phosphate_star 1880 2.8195717 9242.7685 11.349944 13.773068 2000-2009 –> 2010-2019 5.1052111 2.2856393 17103.3312 24.346689 8 12
Indo-Pacific (27.75,27.85] 3 cstar_tref ~ sal + temp + phosphate 1880 2.8004513 9217.1839 16.407559 13.535651 2000-2009 –> 2010-2019 5.1145722 2.3141210 17121.0415 35.287579 4 13
Indo-Pacific (27.75,27.85] 3 cstar_tref ~ sal + temp + silicate 1880 2.8158888 9237.8540 16.423232 13.851406 2000-2009 –> 2010-2019 5.1160667 2.3001779 17120.5838 35.281632 7 14
Indo-Pacific (27.75,27.85] 2 cstar_tref ~ sal + silicate 1880 2.8254061 9248.5408 1.952353 14.136226 2000-2009 –> 2010-2019 5.1387590 2.3133530 17149.2380 3.900966 9 17
Indo-Pacific (27.75,27.85] 2 cstar_tref ~ sal + phosphate 1880 2.8116148 9230.1426 2.099426 13.851870 2000-2009 –> 2010-2019 5.1414149 2.3298001 17155.6072 4.213013 6 17
Indo-Pacific (27.75,27.85] 3 cstar_tref ~ sal + nitrate + phosphate_star 1880 2.8336729 9261.5260 12.248126 13.604957 2000-2009 –> 2010-2019 5.1683319 2.3346590 17196.2741 26.398418 11 23
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2194 1.8710492 8987.3813 18.894765 13.711740 1982-1999 –> 2000-2009 3.3720350 1.5009858 23720.3205 36.635945 1 2
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2194 1.8752398 8997.1982 19.955797 13.709408 1982-1999 –> 2000-2009 3.3791231 1.5038833 23745.6927 38.613231 2 4
Indo-Pacific (27.85,27.95] 3 cstar_tref ~ temp + aou + phosphate_star 2194 1.9529700 9173.4157 14.163445 12.163182 1982-1999 –> 2000-2009 3.4806243 1.5276543 24046.4079 26.509938 3 6
Indo-Pacific (27.85,27.95] 3 cstar_tref ~ temp + phosphate + phosphate_star 2194 1.9573565 9183.2604 15.485340 12.151942 1982-1999 –> 2000-2009 3.4884776 1.5311212 24074.5366 28.993070 4 8
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2194 2.0162394 9315.3175 16.947264 13.480438 1982-1999 –> 2000-2009 3.6339505 1.6177111 24652.3204 32.868128 6 11
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2194 2.0140341 9310.5155 19.224936 13.122799 1982-1999 –> 2000-2009 3.6523063 1.6382721 24749.3910 37.119869 5 11
Indo-Pacific (27.85,27.95] 3 cstar_tref ~ temp + nitrate + phosphate_star 2194 2.0772381 9444.1021 14.476967 12.964211 1982-1999 –> 2000-2009 3.7363351 1.6590970 24982.8624 27.016082 8 15
Indo-Pacific (27.85,27.95] 3 cstar_tref ~ sal + temp + aou 2194 2.0542204 9395.2076 9.278573 15.430408 1982-1999 –> 2000-2009 3.7744111 1.7201908 25225.6481 18.376808 7 16
Indo-Pacific (27.85,27.95] 3 cstar_tref ~ temp + silicate + phosphate_star 2194 2.1116470 9516.1928 12.439615 13.542372 1982-1999 –> 2000-2009 3.7864773 1.6748303 25131.0827 23.295311 10 18
Indo-Pacific (27.85,27.95] 2 cstar_tref ~ temp + aou 2194 2.1083467 9507.3295 2.113048 15.257697 1982-1999 –> 2000-2009 3.8466416 1.7382949 25420.2167 4.324936 9 19
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2175 2.2801904 9769.9090 18.764209 21.486990 2000-2009 –> 2010-2019 4.1512395 1.8710492 18757.2903 37.658974 1 2
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2175 2.2842395 9777.6268 19.721082 21.536887 2000-2009 –> 2010-2019 4.1594793 1.8752398 18774.8250 39.676879 2 4
Indo-Pacific (27.85,27.95] 3 cstar_tref ~ temp + aou + phosphate_star 2175 2.3931208 9978.1852 13.769607 21.440849 2000-2009 –> 2010-2019 4.3460908 1.9529700 19151.6008 27.933052 3 6
Indo-Pacific (27.85,27.95] 3 cstar_tref ~ temp + phosphate + phosphate_star 2175 2.3970372 9985.2983 15.021427 21.489243 2000-2009 –> 2010-2019 4.3543937 1.9573565 19168.5587 30.506768 5 9
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2175 2.3977055 9988.5108 19.125781 22.928576 2000-2009 –> 2010-2019 4.4117396 2.0140341 19299.0263 38.350717 6 11
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2175 2.4132833 10016.6813 17.390312 22.466354 2000-2009 –> 2010-2019 4.4295227 2.0162394 19331.9987 34.337575 7 13
Indo-Pacific (27.85,27.95] 3 cstar_tref ~ sal + temp + aou 2175 2.3935591 9978.9818 10.012906 24.674127 2000-2009 –> 2010-2019 4.4477795 2.0542204 19374.1895 19.291479 4 11
Indo-Pacific (27.85,27.95] 3 cstar_tref ~ temp + nitrate + phosphate_star 2175 2.4879043 10147.1497 14.128652 22.752471 2000-2009 –> 2010-2019 4.5651424 2.0772381 19591.2518 28.605619 10 18
Indo-Pacific (27.85,27.95] 3 cstar_tref ~ sal + temp + phosphate 2175 2.4472077 10075.4049 9.947471 25.376641 2000-2009 –> 2010-2019 4.5805452 2.1333376 19636.4408 19.177565 8 19
Indo-Pacific (27.85,27.95] 2 cstar_tref ~ temp + aou 2175 2.4816247 10134.1562 2.243225 24.336345 2000-2009 –> 2010-2019 4.5899714 2.1083467 19641.4857 4.356273 9 18
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1860 2.1659281 8165.4495 17.982235 8.253652 1982-1999 –> 2000-2009 4.0550512 1.8891231 22829.9650 36.873977 1 2
Indo-Pacific (27.95,28.05] 3 cstar_tref ~ sal + temp + silicate 1860 2.1816223 8190.3071 12.644335 8.165105 1982-1999 –> 2000-2009 4.1329412 1.9513190 23083.7833 25.077018 2 5
Indo-Pacific (27.95,28.05] 3 cstar_tref ~ temp + silicate + phosphate_star 1860 2.2204337 8255.9048 9.601661 8.035574 1982-1999 –> 2000-2009 4.1514292 1.9309955 23074.7309 19.668302 5 7
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1860 2.2190567 8255.5971 17.481575 7.764625 1982-1999 –> 2000-2009 4.1821806 1.9631240 23194.0780 35.940042 3 7
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1860 2.2197813 8256.8116 18.062998 7.771330 1982-1999 –> 2000-2009 4.1832555 1.9634742 23196.5644 37.207649 4 9
Indo-Pacific (27.95,28.05] 3 cstar_tref ~ sal + temp + aou 1860 2.2232629 8260.6416 12.304863 7.797201 1982-1999 –> 2000-2009 4.1885972 1.9653343 23205.1461 24.383956 6 12
Indo-Pacific (27.95,28.05] 2 cstar_tref ~ temp + silicate 1860 2.2395765 8285.8381 2.234297 7.928209 1982-1999 –> 2000-2009 4.2392980 1.9997216 23352.0165 4.390258 8 19
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1860 2.2589322 8321.8504 18.019189 8.003866 1982-1999 –> 2000-2009 4.2433427 1.9844105 23337.2273 37.055138 9 16
Indo-Pacific (27.95,28.05] 3 cstar_tref ~ temp + aou + phosphate_star 1860 2.2633834 8327.1734 8.551120 7.498942 1982-1999 –> 2000-2009 4.2562182 1.9928348 23370.7547 17.659505 10 18
Indo-Pacific (27.95,28.05] 3 cstar_tref ~ temp + phosphate + phosphate_star 1860 2.2643874 8328.8231 9.570282 7.504233 1982-1999 –> 2000-2009 4.2579305 1.9935431 23374.9381 19.764279 11 20
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1902 2.4352680 8795.4184 17.342456 9.135649 2000-2009 –> 2010-2019 4.6011962 2.1659281 16960.8678 35.324691 1 2
Indo-Pacific (27.95,28.05] 3 cstar_tref ~ sal + temp + silicate 1902 2.4364504 8795.2647 12.133874 9.119163 2000-2009 –> 2010-2019 4.6180726 2.1816223 16985.5719 24.778209 2 4
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1902 2.4671028 8844.8235 16.843760 8.920846 2000-2009 –> 2010-2019 4.6861594 2.2190567 17100.4205 34.325335 3 6
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1902 2.4678598 8845.9904 17.465835 8.922476 2000-2009 –> 2010-2019 4.6876411 2.2197813 17102.8021 35.528833 4 8
Indo-Pacific (27.95,28.05] 3 cstar_tref ~ sal + temp + phosphate 1902 2.4691641 8846.0005 11.976564 8.860046 2000-2009 –> 2010-2019 4.7034624 2.2342983 17125.0610 24.518843 5 12
Indo-Pacific (27.95,28.05] 3 cstar_tref ~ sal + temp + aou 1902 2.4839616 8868.7296 11.830962 9.555862 2000-2009 –> 2010-2019 4.7072245 2.2232629 17129.3711 24.135825 6 12
Indo-Pacific (27.95,28.05] 3 cstar_tref ~ temp + silicate + phosphate_star 1902 2.5213543 8925.5669 9.922116 8.900843 2000-2009 –> 2010-2019 4.7417880 2.2204337 17181.4716 19.523777 9 14
Indo-Pacific (27.95,28.05] 2 cstar_tref ~ temp + silicate 1902 2.5230771 8926.1652 2.306737 8.879697 2000-2009 –> 2010-2019 4.7626536 2.2395765 17212.0033 4.541035 10 18
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1902 2.5063094 8904.8003 17.430918 9.066816 2000-2009 –> 2010-2019 4.7652416 2.2589322 17226.6508 35.450107 7 16
Indo-Pacific (27.95,28.05] 3 cstar_tref ~ sal + temp + nitrate 1902 2.5063095 8902.8006 11.616722 9.067566 2000-2009 –> 2010-2019 4.7717779 2.2654684 17233.3992 23.727036 8 21
Indo-Pacific (28.05,28.1] 3 cstar_tref ~ temp + silicate + phosphate_star 1382 1.8980930 5703.2547 10.918313 9.683818 1982-1999 –> 2000-2009 3.6349002 1.7368071 15453.8723 21.999278 1 2
Indo-Pacific (28.05,28.1] 3 cstar_tref ~ sal + silicate + phosphate_star 1382 1.9351269 5756.6640 7.581260 9.254812 1982-1999 –> 2000-2009 3.6753178 1.7401909 15516.9005 15.274643 2 4
Indo-Pacific (28.05,28.1] 2 cstar_tref ~ sal + silicate 1382 1.9375941 5758.1857 3.003189 9.395903 1982-1999 –> 2000-2009 3.7976957 1.8601016 15845.7389 5.804430 3 8
Indo-Pacific (28.05,28.1] 3 cstar_tref ~ temp + nitrate + phosphate_star 1382 1.9884926 5831.8558 9.049229 10.242514 1982-1999 –> 2000-2009 3.8331418 1.8446492 15880.1828 18.560436 5 8
Indo-Pacific (28.05,28.1] 3 cstar_tref ~ sal + aou + phosphate_star 1382 2.0148444 5868.2442 6.720524 9.461467 1982-1999 –> 2000-2009 3.8739585 1.8591140 15955.1728 13.801433 9 13
Indo-Pacific (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate_star 1382 2.0036647 5852.8648 9.376303 9.899967 1982-1999 –> 2000-2009 3.8849721 1.8813074 15998.4399 19.279243 6 13
Indo-Pacific (28.05,28.1] 3 cstar_tref ~ temp + phosphate + phosphate_star 1382 2.0042674 5853.6961 10.627299 9.903131 1982-1999 –> 2000-2009 3.8861607 1.8818933 16000.8100 21.881676 7 15
Indo-Pacific (28.05,28.1] 3 cstar_tref ~ sal + phosphate + phosphate_star 1382 2.0321491 5891.8817 7.363069 9.527147 1982-1999 –> 2000-2009 3.9112575 1.8791083 16031.6765 15.124265 11 17
Indo-Pacific (28.05,28.1] 2 cstar_tref ~ sal + aou 1382 2.0381645 5898.0513 3.426621 9.542376 1982-1999 –> 2000-2009 3.9244749 1.8863104 16054.7511 6.610830 13 23
Indo-Pacific (28.05,28.1] 3 cstar_tref ~ sal + nitrate + phosphate_star 1382 2.0456757 5910.2187 6.147674 9.244945 1982-1999 –> 2000-2009 3.9307771 1.8851014 16065.7500 12.550959 14 23
Indo-Pacific (28.05,28.1] 3 cstar_tref ~ temp + silicate + phosphate_star 1325 2.1152171 5755.4543 11.981531 10.734324 2000-2009 –> 2010-2019 4.0133101 1.8980930 11458.7091 22.899844 1 2
Indo-Pacific (28.05,28.1] 3 cstar_tref ~ sal + silicate + phosphate_star 1325 2.1261527 5769.1194 8.401469 10.028794 2000-2009 –> 2010-2019 4.0612796 1.9351269 11525.7834 15.982728 3 5
Indo-Pacific (28.05,28.1] 2 cstar_tref ~ sal + silicate 1325 2.1418149 5786.5691 3.213321 10.495622 2000-2009 –> 2010-2019 4.0794090 1.9375941 11544.7548 6.216509 4 7
Indo-Pacific (28.05,28.1] 2 cstar_tref ~ temp + silicate 1325 2.1233633 5763.6405 2.953385 10.370720 2000-2009 –> 2010-2019 4.0929679 1.9696046 11567.1165 5.650230 2 6
Indo-Pacific (28.05,28.1] 3 cstar_tref ~ temp + nitrate + phosphate_star 1325 2.1975414 5856.6360 10.052714 11.101460 2000-2009 –> 2010-2019 4.1860340 1.9884926 11688.4918 19.101943 6 11
Indo-Pacific (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate_star 1325 2.2016053 5861.5321 10.372565 10.862495 2000-2009 –> 2010-2019 4.2052700 2.0036647 11714.3970 19.748868 8 14
Indo-Pacific (28.05,28.1] 3 cstar_tref ~ temp + phosphate + phosphate_star 1325 2.2022218 5862.2740 11.778718 10.863253 2000-2009 –> 2010-2019 4.2064891 2.0042674 11715.9701 22.406016 9 16
Indo-Pacific (28.05,28.1] 3 cstar_tref ~ sal + aou + phosphate_star 1325 2.1926158 5850.6895 7.523074 10.252137 2000-2009 –> 2010-2019 4.2074602 2.0148444 11718.9337 14.243599 5 14
Indo-Pacific (28.05,28.1] 2 cstar_tref ~ temp + aou 1325 2.2088504 5868.2385 3.433047 11.237345 2000-2009 –> 2010-2019 4.2171425 2.0082921 11725.4793 6.577405 12 20
Indo-Pacific (28.05,28.1] 2 cstar_tref ~ temp + nitrate 1325 2.1988880 5856.2594 2.489504 10.931688 2000-2009 –> 2010-2019 4.2305722 2.0316842 11745.5086 4.776368 7 17
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3120 1.4236839 11070.4428 9.434373 8.481184 1982-1999 –> 2000-2009 2.6190078 1.1953239 28781.1447 19.003604 1 2
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3120 1.6316890 11921.3784 8.840086 9.634676 1982-1999 –> 2000-2009 3.0688390 1.4371500 31673.5119 17.956617 2 4
Indo-Pacific (28.1,28.2] 3 cstar_tref ~ temp + nitrate + phosphate_star 3120 1.6332043 11925.1704 6.745829 9.727826 1982-1999 –> 2000-2009 3.0815484 1.4483441 31761.2728 14.182418 3 6
Indo-Pacific (28.1,28.2] 3 cstar_tref ~ temp + silicate + phosphate_star 3120 1.6848550 12119.4566 6.136203 8.062654 1982-1999 –> 2000-2009 3.1353112 1.4504562 31971.7054 12.547516 4 8
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3120 1.6976618 12168.7084 10.076811 9.997068 1982-1999 –> 2000-2009 3.2167293 1.5190675 32535.0583 20.567150 5 10
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3120 1.6978702 12169.4743 9.148662 10.001135 1982-1999 –> 2000-2009 3.2174659 1.5195957 32539.6759 18.629054 6 12
Indo-Pacific (28.1,28.2] 3 cstar_tref ~ temp + phosphate + phosphate_star 3120 1.7067456 12200.0081 8.553230 10.142382 1982-1999 –> 2000-2009 3.2265805 1.5198349 32569.9543 18.095389 8 15
Indo-Pacific (28.1,28.2] 3 cstar_tref ~ temp + aou + phosphate_star 3120 1.7061167 12197.7085 7.371300 10.144201 1982-1999 –> 2000-2009 3.2268473 1.5207306 32574.1824 15.029014 7 15
Indo-Pacific (28.1,28.2] 3 cstar_tref ~ sal + silicate + phosphate_star 3120 1.8444866 12684.3104 7.097994 9.269237 1982-1999 –> 2000-2009 3.5554183 1.7109317 34366.5314 14.161996 10 19
Indo-Pacific (28.1,28.2] 3 cstar_tref ~ sal + temp + silicate 3120 1.7605520 12393.6914 6.380799 8.987632 1982-1999 –> 2000-2009 3.5603061 1.7997541 34636.6931 12.451576 9 19
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3006 1.5166073 11046.5110 9.694033 7.032559 2000-2009 –> 2010-2019 2.9402912 1.4236839 22116.9537 19.128406 1 2
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3006 1.7169711 11792.5157 9.437750 7.606971 2000-2009 –> 2010-2019 3.3486601 1.6316890 23713.8941 18.277836 2 4
Indo-Pacific (28.1,28.2] 3 cstar_tref ~ temp + nitrate + phosphate_star 3006 1.7325369 11844.7740 7.029989 7.958802 2000-2009 –> 2010-2019 3.3657412 1.6332043 23769.9444 13.775818 4 7
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3006 1.7652115 11959.1006 10.728604 7.840710 2000-2009 –> 2010-2019 3.4628733 1.6976618 24127.8091 20.805415 6 11
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3006 1.7651296 11958.8217 9.750378 7.846592 2000-2009 –> 2010-2019 3.4629998 1.6978702 24128.2960 18.899040 5 11
Indo-Pacific (28.1,28.2] 3 cstar_tref ~ sal + temp + silicate 3006 1.7282362 11829.8317 7.187833 9.024007 2000-2009 –> 2010-2019 3.4887882 1.7605520 24223.5231 13.568632 3 12
Indo-Pacific (28.1,28.2] 3 cstar_tref ~ temp + silicate + phosphate_star 3006 1.8111904 12111.6922 6.448071 7.357033 2000-2009 –> 2010-2019 3.4960454 1.6848550 24231.1488 12.584274 9 13
Indo-Pacific (28.1,28.2] 3 cstar_tref ~ temp + aou + phosphate_star 3006 1.7946395 12056.5013 7.867422 8.209063 2000-2009 –> 2010-2019 3.5007563 1.7061167 24254.2098 15.238721 7 14
Indo-Pacific (28.1,28.2] 3 cstar_tref ~ temp + phosphate + phosphate_star 3006 1.7960962 12061.3791 9.073175 8.203961 2000-2009 –> 2010-2019 3.5028418 1.7067456 24261.3872 17.626404 8 16
Indo-Pacific (28.1,28.2] 3 cstar_tref ~ sal + temp + aou 3006 1.8376957 12199.0353 5.623263 8.744906 2000-2009 –> 2010-2019 3.6831186 1.8454229 24886.5125 10.700478 10 21
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 6484 0.8155875 15769.3128 8.067173 6.240999 1982-1999 –> 2000-2009 1.5912540 0.7756665 42793.1518 16.062097 1 2
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 6484 0.9152852 17264.8733 10.332511 7.867949 1982-1999 –> 2000-2009 1.7600776 0.8447924 46268.2300 20.604920 2 4
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 6484 0.9294175 17463.5728 18.281901 5.398973 1982-1999 –> 2000-2009 1.8355570 0.9061395 48092.4648 36.244866 3 6
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 6484 0.9751102 18085.9389 10.400705 8.034233 1982-1999 –> 2000-2009 1.8836364 0.9085262 48775.8247 20.689137 5 9
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 6484 0.9537573 17798.8118 18.912288 5.318372 1982-1999 –> 2000-2009 1.8843486 0.9305913 49045.1272 37.534306 4 10
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 6484 0.9759077 18096.5406 10.445682 8.039508 1982-1999 –> 2000-2009 1.8850921 0.9091844 48803.2194 20.777743 6 11
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 6484 1.0459002 18994.7722 19.974033 5.705045 1982-1999 –> 2000-2009 2.0706972 1.0247970 52477.0991 39.902176 7 15
Indo-Pacific (28.2,28.3] 3 cstar_tref ~ temp + silicate + phosphate_star 6484 1.0684666 19269.5952 7.497104 7.426747 1982-1999 –> 2000-2009 2.0751535 1.0066869 52336.4814 14.973632 8 15
Indo-Pacific (28.2,28.3] 3 cstar_tref ~ sal + silicate + phosphate_star 6484 1.1678694 20423.1829 5.080712 4.251854 1982-1999 –> 2000-2009 2.3098340 1.1419646 56413.7399 10.091328 11 20
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate 6484 1.1364853 20071.9265 19.203350 6.352716 1982-1999 –> 2000-2009 2.3549371 1.2184518 57567.7815 38.545712 9 19
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 6395 0.8103037 15469.8963 8.571985 6.960678 2000-2009 –> 2010-2019 1.6258912 0.8155875 31239.2091 16.639158 1 2
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 6395 0.9157869 17035.0672 10.474297 8.692777 2000-2009 –> 2010-2019 1.8310721 0.9152852 34299.9405 20.806808 2 4
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 6395 0.9405247 17375.9753 18.846069 5.142835 2000-2009 –> 2010-2019 1.8699422 0.9294175 34839.5481 37.127969 3 6
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 6395 0.9666528 17726.4396 19.441733 5.050046 2000-2009 –> 2010-2019 1.9204101 0.9537573 35525.2514 38.354021 4 8
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 6395 0.9696657 17766.2419 10.532708 8.861645 2000-2009 –> 2010-2019 1.9447759 0.9751102 35852.1808 20.933413 5 10
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 6395 0.9704861 17777.0588 10.575039 8.866349 2000-2009 –> 2010-2019 1.9463938 0.9759077 35873.5994 21.020722 6 12
Indo-Pacific (28.2,28.3] 3 cstar_tref ~ temp + silicate + phosphate_star 6395 1.0641138 18953.0240 7.869059 8.129987 2000-2009 –> 2010-2019 2.1325804 1.0684666 38222.6193 15.366162 7 14
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate 6395 1.0887659 19247.9473 19.398136 6.087021 2000-2009 –> 2010-2019 2.2252512 1.1364853 39319.8738 38.601485 8 16
Indo-Pacific (28.2,28.3] 3 cstar_tref ~ sal + silicate + phosphate 6395 1.0893260 19252.5252 12.386345 5.942054 2000-2009 –> 2010-2019 2.2266833 1.1373573 39332.3979 24.586469 9 18
Indo-Pacific (28.2,28.3] 3 cstar_tref ~ sal + silicate + phosphate_star 6395 1.1865676 20346.1424 5.415035 4.329010 2000-2009 –> 2010-2019 2.3544370 1.1678694 40769.3253 10.495746 15 25
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1623 0.4653870 2135.0548 19.016887 2.540667 1982-1999 –> 2000-2009 0.9009517 0.4355647 5650.5014 38.681246 1 2
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1623 0.4684278 2156.1947 13.266571 2.038531 1982-1999 –> 2000-2009 0.9124533 0.4440255 5786.3037 24.926017 4 6
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1623 0.4683652 2155.7612 10.122417 2.034765 1982-1999 –> 2000-2009 0.9125016 0.4441364 5787.3580 19.046821 3 6
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + phosphate 1623 0.4681935 2154.5711 8.889580 2.023956 1982-1999 –> 2000-2009 0.9126642 0.4444706 5790.6519 16.892115 2 6
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ sal + phosphate + phosphate_star 1623 0.4718615 2177.9020 3.516645 2.120544 1982-1999 –> 2000-2009 0.9214998 0.4496383 5880.8769 7.042746 5 10
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1623 0.4827448 2253.9193 11.149316 2.052743 1982-1999 –> 2000-2009 0.9417357 0.4589909 6081.5931 21.149882 6 12
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ sal + aou + phosphate_star 1623 0.4828172 2252.4061 3.634701 2.234703 1982-1999 –> 2000-2009 0.9467187 0.4639015 6141.5044 7.225851 7 15
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ sal + silicate + phosphate_star 1623 0.5048865 2397.4879 14.010216 2.918767 1982-1999 –> 2000-2009 0.9675843 0.4626978 6271.1021 28.473143 9 16
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ sal + nitrate + phosphate_star 1623 0.4958710 2339.0020 2.189671 2.256258 1982-1999 –> 2000-2009 0.9713250 0.4754540 6374.7044 4.487863 8 17
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ sal + temp + phosphate_star 1623 0.5198960 2492.5799 7.012404 2.430128 1982-1999 –> 2000-2009 1.0171818 0.4972858 6795.8553 13.425612 10 20
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + phosphate 1606 0.5078038 2392.9865 9.369651 3.249545 2000-2009 –> 2010-2019 0.9759974 0.4681935 4547.5575 18.259231 1 2
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1606 0.5085613 2397.7740 10.829487 3.264233 2000-2009 –> 2010-2019 0.9769265 0.4683652 4553.5351 20.951904 2 4
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1606 0.5088374 2399.5177 13.904347 3.269211 2000-2009 –> 2010-2019 0.9772652 0.4684278 4555.7124 27.170918 3 6
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ sal + phosphate + phosphate_star 1606 0.5185660 2458.3485 3.784188 3.401160 2000-2009 –> 2010-2019 0.9904274 0.4718615 4636.2505 7.300833 4 9
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1606 0.5251910 2501.1242 19.675390 3.541080 2000-2009 –> 2010-2019 0.9949879 0.4697969 4666.7926 39.486327 6 10
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1606 0.5194608 2465.8866 12.009162 3.238473 2000-2009 –> 2010-2019 1.0022056 0.4827448 4719.8059 23.158479 5 11
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ sal + aou + phosphate_star 1606 0.5341924 2553.7091 4.050019 3.482071 2000-2009 –> 2010-2019 1.0170096 0.4828172 4806.1152 7.684720 7 14
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ sal + nitrate + phosphate_star 1606 0.5406976 2592.5872 2.192487 3.433371 2000-2009 –> 2010-2019 1.0365686 0.4958710 4931.5892 4.382159 8 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1606 0.5410267 2598.5419 16.979330 2.991216 2000-2009 –> 2010-2019 1.0627242 0.5216975 5106.3503 34.473333 9 20
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ sal + temp + phosphate_star 1606 0.5539674 2670.4648 8.121204 3.126112 2000-2009 –> 2010-2019 1.0738634 0.5198960 5163.0447 15.133608 10 20

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 –> 2000-2009 2.4338695 1095.1727
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 2.3002265 684.3414
Atlantic (26,26.5] 1982-1999 –> 2000-2009 6.8500276 12396.8445
Atlantic (26,26.5] 2000-2009 –> 2010-2019 6.8942514 8861.7109
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 7.7190904 15976.5498
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 8.1483596 11694.5427
Atlantic (26.75,27] 1982-1999 –> 2000-2009 5.8170828 24474.2159
Atlantic (26.75,27] 2000-2009 –> 2010-2019 6.5588952 18413.8738
Atlantic (27,27.25] 1982-1999 –> 2000-2009 4.8851079 19558.8504
Atlantic (27,27.25] 2000-2009 –> 2010-2019 5.3542273 14975.0320
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 6.6700627 23786.3588
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 7.3072947 17653.7171
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 4.5906305 25716.9341
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 5.4173524 19743.0778
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 4.4841092 9080.5109
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 4.9838798 6925.4140
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 7.9473580 11262.7712
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 8.6067454 8448.3524
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 10.2489794 16099.4191
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 10.1845020 11384.3666
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 4.7474284 7420.1800
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 4.3735762 5155.1308
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 2.9731202 7220.4319
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 2.9324197 5085.6796
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 2.1061282 9671.0549
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 1.9801116 6562.4293
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 1.5906300 13582.8871
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 1.7798570 10786.6150
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2009 12.9713169 75594.0872
Indo-Pacific (-Inf,26] 2000-2009 –> 2010-2019 12.4708165 52691.3976
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2009 9.0453999 70277.8913
Indo-Pacific (26,26.5] 2000-2009 –> 2010-2019 9.1403254 50371.6542
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2009 8.7084454 57158.3032
Indo-Pacific (26.5,26.75] 2000-2009 –> 2010-2019 9.1776730 41317.6256
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2009 9.2352827 66664.5604
Indo-Pacific (26.75,27] 2000-2009 –> 2010-2019 9.8843971 49877.9993
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2009 8.2854025 77046.4411
Indo-Pacific (27,27.25] 2000-2009 –> 2010-2019 9.2780649 58245.7104
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2009 7.1701710 65341.6815
Indo-Pacific (27.25,27.5] 2000-2009 –> 2010-2019 8.4430816 50977.7867
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2009 5.8523073 61506.4072
Indo-Pacific (27.5,27.75] 2000-2009 –> 2010-2019 7.2018817 49653.5429
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2009 4.1573361 20432.5985
Indo-Pacific (27.75,27.85] 2000-2009 –> 2010-2019 5.1082422 17108.6286
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2009 3.6150382 24574.8479
Indo-Pacific (27.85,27.95] 2000-2009 –> 2010-2019 4.4035904 19272.6668
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2009 4.1890244 23201.9204
Indo-Pacific (27.95,28.05] 2000-2009 –> 2010-2019 4.7045217 17125.7619
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2009 3.8352656 15880.3295
Indo-Pacific (28.05,28.1] 2000-2009 –> 2010-2019 4.1499935 11640.5144
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2009 3.1908054 32340.9730
Indo-Pacific (28.1,28.2] 2000-2009 –> 2010-2019 3.4252116 23971.3679
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2009 1.9650588 50257.3120
Indo-Pacific (28.2,28.3] 2000-2009 –> 2010-2019 2.0077437 36527.3945
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2009 0.9404616 6056.0451
Indo-Pacific (28.3, Inf] 2000-2009 –> 2010-2019 1.0107976 4768.6753

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
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
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1691156 Donghe-Zhu 2021-03-08
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e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
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57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
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5ae6a69 Donghe-Zhu 2021-02-10
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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
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8b97165 Donghe-Zhu 2021-01-25
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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
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
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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
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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 --> 2000-2009
(-Inf,26] 6 4 4 7 10 4 10
(26,26.5] 6 5 4 6 10 6 10
(26.5,26.75] 4 2 4 10 5 6 5
(26.75,27] 4 2 4 10 7 6 5
(27,27.25] 5 2 5 8 8 6 6
(27.25,27.5] 5 4 3 7 5 7 5
(27.5,27.75] 6 2 5 6 10 7 9
(27.75,27.85] 8 2 4 4 5 6 5
(27.85,27.95] 8 3 3 4 4 0 4
(27.95,28.05] 6 3 4 5 7 1 3
(28.05,28.1] 3 4 4 4 2 1 2
(28.1,28.15] 3 4 4 4 2 1 2
(28.15,28.2] 4 5 5 0 2 4 2
(28.2, Inf] 7 4 5 4 3 3 2
total 75.00 46.00 58.00 79.00 80.00 58.00 70.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 6 4 4 7 10 4 10
(26,26.5] 5 5 5 6 10 6 10
(26.5,26.75] 4 2 4 10 5 6 5
(26.75,27] 3 2 4 10 7 7 4
(27,27.25] 3 3 3 9 8 8 6
(27.25,27.5] 6 5 2 6 7 6 4
(27.5,27.75] 6 3 5 5 10 8 8
(27.75,27.85] 8 2 4 4 5 8 5
(27.85,27.95] 6 3 3 4 6 1 4
(27.95,28.05] 6 3 4 5 7 1 3
(28.05,28.1] 3 4 4 4 2 1 2
(28.1,28.15] 3 4 4 4 2 1 2
(28.15,28.2] 4 5 5 0 2 4 2
(28.2, Inf] 7 3 4 6 3 4 1
total 70.00 48.00 55.00 80.00 84.00 65.00 66.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 3 4 3 10 10 4 10
(26,26.5] 5 4 5 10 5 6 10
(26.5,26.75] 3 5 3 10 4 6 6
(26.75,27] 2 4 4 8 2 7 8
(27,27.25] 4 5 3 10 3 6 6
(27.25,27.5] 2 7 3 10 7 4 6
(27.5,27.75] 3 3 2 8 10 2 6
(27.75,27.85] 4 1 1 5 8 4 4
(27.85,27.95] 4 2 2 8 5 2 10
(27.95,28.05] 3 1 2 7 6 4 10
(28.05,28.1] 3 2 2 8 6 3 4
(28.1,28.2] 2 2 2 9 6 4 9
(28.2,28.3] 2 2 3 9 6 10 6
(28.3, Inf] 3 3 3 9 10 2 5
total 43.00 45.00 38.00 121.00 88.00 64.00 100.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 3 4 3 10 10 4 10
(26,26.5] 4 5 3 10 6 8 10
(26.5,26.75] 4 5 3 10 5 7 5
(26.75,27] 2 5 5 8 3 7 7
(27,27.25] 4 5 3 10 3 6 6
(27.25,27.5] 3 6 3 10 8 2 6
(27.5,27.75] 3 3 3 7 10 1 7
(27.75,27.85] 3 1 3 4 10 3 3
(27.85,27.95] 4 2 3 7 6 1 10
(27.95,28.05] 2 2 2 5 8 4 10
(28.05,28.1] 3 2 1 6 3 4 7
(28.1,28.2] 3 2 2 8 6 3 10
(28.2,28.3] 2 1 4 8 6 10 6
(28.3, Inf] 4 3 3 8 10 2 7
total 44.00 46.00 41.00 111.00 94.00 62.00 104.00

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
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
lm_best %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
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06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
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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
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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
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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
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541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
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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
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4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
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1f3e5b6 jens-daniel-mueller 2021-01-20
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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