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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:

  • 1000

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

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

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

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

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

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

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

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab n_predictors model nr_obs rmse aic vif_max resid_max eras rmse_sum rmse_lag aic_sum vif_max_sum rank rank_sum
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 502 5.5831394 3165.2445 258.617987 23.274828 1982-1999 –> 2000-2009 11.433475 5.8503353 8428.846 497.028832 1 3
Atlantic (-Inf,26] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 502 5.6147477 3170.9125 290.668068 22.746330 1982-1999 –> 2000-2009 11.465582 5.8508347 8434.654 550.130845 2 5
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 502 5.8878709 3218.6003 158.069143 25.962391 1982-1999 –> 2000-2009 11.681780 5.7939090 8466.229 294.591078 4 5
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 502 5.7870414 3201.2579 302.798970 21.235573 1982-1999 –> 2000-2009 11.762472 5.9754306 8499.726 568.733271 3 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 502 5.9775057 3233.7697 160.633720 25.945124 1982-1999 –> 2000-2009 11.871138 5.8936319 8509.522 298.424478 5 9
Atlantic (-Inf,26] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 502 6.0816615 3249.1133 156.129985 28.041868 1982-1999 –> 2000-2009 12.191999 6.1103378 8582.374 292.304634 7 13
Atlantic (-Inf,26] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 502 6.0610850 3247.7107 361.374797 23.804344 1982-1999 –> 2000-2009 12.267270 6.2061847 8608.622 661.368100 6 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 502 6.1643614 3264.6740 162.706988 25.803704 1982-1999 –> 2000-2009 12.305422 6.1410607 8608.201 301.124923 9 16
Atlantic (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 502 6.1364493 3258.1176 147.738987 29.375949 1982-1999 –> 2000-2009 12.309695 6.1732454 8608.259 279.430582 8 16
Atlantic (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate 502 6.1668459 3263.0785 160.439145 26.183488 1982-1999 –> 2000-2009 12.341130 6.1742842 8613.497 298.225705 10 19
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 410 5.6165594 2592.6194 259.396391 17.783939 2000-2009 –> 2010-2019 11.199699 5.5831394 5757.864 518.014378 2 3
Atlantic (-Inf,26] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 410 5.6075162 2591.2981 289.263076 17.717561 2000-2009 –> 2010-2019 11.222264 5.6147477 5762.211 579.931144 1 3
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 410 5.6868564 2602.8188 303.289617 17.833703 2000-2009 –> 2010-2019 11.473898 5.7870414 5804.077 606.088588 3 6
Atlantic (-Inf,26] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 410 5.8633897 2627.8865 382.046560 18.771873 2000-2009 –> 2010-2019 11.924475 6.0610850 5875.597 743.421357 5 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 410 5.7738210 2615.2635 266.788137 20.126499 2000-2009 –> 2010-2019 12.062423 6.2886025 5899.972 480.923552 4 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 410 6.2032632 2674.0915 221.609770 22.569509 2000-2009 –> 2010-2019 12.091134 5.8878709 5892.692 379.678913 7 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 410 6.2498413 2680.2256 220.878052 22.705271 2000-2009 –> 2010-2019 12.227347 5.9775057 5913.995 381.511773 8 13
Atlantic (-Inf,26] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 410 5.8685197 2626.6036 134.371179 20.692450 2000-2009 –> 2010-2019 12.294229 6.4257094 5930.966 233.662031 6 20
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 410 6.4051059 2700.3479 218.651090 22.856831 2000-2009 –> 2010-2019 12.569467 6.1643614 5965.022 381.358079 9 18
Atlantic (-Inf,26] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 410 6.4904336 2709.1997 199.600796 26.329390 2000-2009 –> 2010-2019 12.572095 6.0816615 5958.313 355.730781 11 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 484 6.5289842 3203.7438 32.036066 16.834004 1982-1999 –> 2000-2009 13.813902 7.2849178 9353.094 66.938132 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 484 6.5983123 3213.9684 109.126578 18.012879 1982-1999 –> 2000-2009 13.979265 7.3809527 9386.918 191.012023 2 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 484 6.7610939 3237.5593 42.699072 17.953345 1982-1999 –> 2000-2009 14.063757 7.3026632 9391.293 90.171750 9 11
Atlantic (26,26.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 484 6.6811955 3226.0519 40.411069 18.691882 1982-1999 –> 2000-2009 14.077015 7.3958195 9402.628 86.361095 4 13
Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 484 6.7465824 3235.4794 406.143050 18.935428 1982-1999 –> 2000-2009 14.080388 7.3338053 9396.882 695.216255 6 12
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 484 6.7543529 3236.5937 30.116144 19.103470 1982-1999 –> 2000-2009 14.084367 7.3300138 9397.064 63.480269 7 10
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 484 6.7596194 3237.3482 103.486908 19.110198 1982-1999 –> 2000-2009 14.091419 7.3317996 9398.258 184.500880 8 12
Atlantic (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 484 6.7646714 3238.0714 41.819899 19.141526 1982-1999 –> 2000-2009 14.097376 7.3327045 9399.203 90.809770 10 15
Atlantic (26,26.5] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 484 6.8192039 3243.8435 40.333226 17.014548 1982-1999 –> 2000-2009 14.219687 7.4004833 9419.555 85.717714 11 21
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 484 6.5994566 3214.1362 20.000131 20.230972 1982-1999 –> 2000-2009 14.322462 7.7230056 9468.718 41.272292 3 20
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 477 5.9839559 3074.4515 31.655556 17.378904 2000-2009 –> 2010-2019 12.512940 6.5289842 6278.195 63.691622 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 477 6.0625267 3086.8962 64.219665 18.724019 2000-2009 –> 2010-2019 12.660839 6.5983123 6300.865 173.346244 6 8
Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 477 6.0423782 3083.7203 242.771462 14.420301 2000-2009 –> 2010-2019 12.788961 6.7465824 6319.200 648.914512 2 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 477 6.1081966 3094.0559 39.190168 18.985263 2000-2009 –> 2010-2019 12.789392 6.6811955 6320.108 79.601236 7 11
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 477 6.0474043 3084.5136 31.013696 14.350308 2000-2009 –> 2010-2019 12.801757 6.7543529 6321.107 61.129840 3 10
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 477 6.0515846 3085.1728 63.364870 14.257322 2000-2009 –> 2010-2019 12.811204 6.7596194 6322.521 166.851778 4 12
Atlantic (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 477 6.0546732 3085.6596 43.143191 14.210719 2000-2009 –> 2010-2019 12.819345 6.7646714 6323.731 84.963090 5 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 477 6.2550853 3116.7260 21.115740 19.169286 2000-2009 –> 2010-2019 12.854542 6.5994566 6330.862 41.115871 11 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 477 6.1263864 3096.8926 40.502172 16.091684 2000-2009 –> 2010-2019 12.887480 6.7610939 6334.452 83.201244 8 17
Atlantic (26,26.5] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 477 6.1937146 3105.3198 38.121304 18.032432 2000-2009 –> 2010-2019 13.012918 6.8192039 6349.163 78.454529 9 20
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 358 4.6694099 2133.3394 23.338899 12.872123 1982-1999 –> 2000-2009 9.886829 5.2174195 6176.415 50.654306 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 358 4.7659987 2147.9991 304.522930 13.656402 1982-1999 –> 2000-2009 10.013003 5.2470039 6198.493 528.872284 7 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 358 4.7850830 2150.8604 31.564761 13.569412 1982-1999 –> 2000-2009 10.025161 5.2400778 6199.621 58.022853 10 12
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 358 4.7857347 2148.9579 18.859768 13.523260 1982-1999 –> 2000-2009 10.039658 5.2539228 6199.180 37.947387 12 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 358 4.7650330 2147.8540 39.430249 13.959167 1982-1999 –> 2000-2009 10.054948 5.2899147 6209.034 73.681622 6 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 358 4.7674790 2148.2214 37.855097 13.917457 1982-1999 –> 2000-2009 10.062152 5.2946729 6210.581 71.045090 8 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 358 4.7689261 2148.4387 301.934443 13.887671 1982-1999 –> 2000-2009 10.062747 5.2938206 6210.587 535.521516 9 16
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + temp + aou + silicate 358 4.7856984 2148.9525 22.961832 13.742642 1982-1999 –> 2000-2009 10.082351 5.2966530 6209.802 48.969904 11 20
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 358 4.7591991 2146.9768 37.771064 13.369281 1982-1999 –> 2000-2009 10.095893 5.3366938 6219.708 73.720548 2 18
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 358 4.7617198 2147.3560 255.793404 13.298138 1982-1999 –> 2000-2009 10.101242 5.3395221 6220.782 474.630581 4 21
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 344 4.8555099 2077.3482 22.461322 16.543014 2000-2009 –> 2010-2019 9.524920 4.6694099 4210.688 45.800221 3 4
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 344 4.8282864 2073.4799 252.603132 16.389408 2000-2009 –> 2010-2019 9.594285 4.7659987 4221.479 557.126062 1 8
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 344 4.8453259 2075.9037 27.522448 16.827892 2000-2009 –> 2010-2019 9.630409 4.7850830 4226.764 59.087209 2 12
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 344 4.8695770 2077.3386 17.008654 17.099493 2000-2009 –> 2010-2019 9.655312 4.7857347 4226.296 35.868422 4 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 344 4.9785900 2094.5706 30.822620 18.234024 2000-2009 –> 2010-2019 9.743623 4.7650330 4242.425 70.252869 8 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 344 4.8851952 2081.5417 31.046530 17.589252 2000-2009 –> 2010-2019 9.744456 4.8592611 4243.416 65.378718 5 18
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 344 4.9778727 2094.4715 29.913155 18.178982 2000-2009 –> 2010-2019 9.745352 4.7674790 4242.693 67.768252 7 15
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 344 4.9776107 2094.4353 237.822529 18.151882 2000-2009 –> 2010-2019 9.746537 4.7689261 4242.874 539.756971 6 15
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + temp + aou + silicate 344 4.9898760 2094.1285 21.966368 18.435715 2000-2009 –> 2010-2019 9.775574 4.7856984 4243.081 44.928199 11 22
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 344 5.0613745 2105.9167 33.559025 16.137654 2000-2009 –> 2010-2019 9.820574 4.7591991 4252.894 71.330090 19 21
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 583 4.8308486 3504.9581 319.788883 16.392961 1982-1999 –> 2000-2009 9.455724 4.6248755 9490.543 680.526089 1 5
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 583 4.8786518 3516.4395 354.471839 14.954777 1982-1999 –> 2000-2009 9.460507 4.5818548 9483.109 739.323966 2 3
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 583 4.8896601 3519.0675 46.194825 15.131892 1982-1999 –> 2000-2009 9.482056 4.5923961 9490.389 94.922531 3 5
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 583 4.8962866 3520.6466 61.020655 15.220261 1982-1999 –> 2000-2009 9.496195 4.5999087 9495.276 123.710816 4 7
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 583 4.8982360 3521.1108 28.246563 17.670572 1982-1999 –> 2000-2009 9.585233 4.6869971 9533.702 58.246918 5 12
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 583 4.9737010 3538.9378 19.562241 18.297855 1982-1999 –> 2000-2009 9.655776 4.6820755 9549.402 37.162373 7 13
Atlantic (26.75,27] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 583 4.9412046 3531.2946 33.857012 18.310916 1982-1999 –> 2000-2009 9.684200 4.7429955 9567.924 68.733751 6 21
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 583 5.0357427 3553.3925 284.988968 17.153372 1982-1999 –> 2000-2009 9.693357 4.6576140 9553.255 520.594242 21 26
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + silicate 583 4.9785965 3538.0849 10.221251 18.582898 1982-1999 –> 2000-2009 9.694823 4.7162266 9561.259 19.433220 9 20
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 583 4.9769338 3539.6955 245.321491 17.693134 1982-1999 –> 2000-2009 9.705416 4.7284816 9570.122 488.859338 8 20
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 488 4.9134908 2952.6610 318.511502 16.784111 2000-2009 –> 2010-2019 9.744339 4.8308486 6457.619 638.300385 1 2
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 488 4.9868435 2967.1239 356.700644 16.863610 2000-2009 –> 2010-2019 9.865495 4.8786518 6483.563 711.172483 2 4
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 488 5.0092511 2971.4995 41.454840 17.218056 2000-2009 –> 2010-2019 9.898911 4.8896601 6490.567 87.649665 3 6
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 488 5.0133468 2972.2972 24.333794 17.914319 2000-2009 –> 2010-2019 9.911583 4.8982360 6493.408 52.580356 4 9
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 488 5.0180046 2973.2036 52.910053 17.347247 2000-2009 –> 2010-2019 9.914291 4.8962866 6493.850 113.930708 5 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 488 5.0558163 2980.5304 29.130298 18.379774 2000-2009 –> 2010-2019 9.997021 4.9412046 6511.825 62.987310 8 14
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 488 5.0510539 2979.6106 233.758799 16.957035 2000-2009 –> 2010-2019 10.027988 4.9769338 6519.306 479.080290 7 15
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 488 5.0611969 2981.5685 27.570903 17.129712 2000-2009 –> 2010-2019 10.041761 4.9805645 6522.114 59.924914 9 19
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 488 5.0653589 2982.3708 28.411228 17.192456 2000-2009 –> 2010-2019 10.048720 4.9833614 6523.571 63.251485 10 21
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 488 5.0263153 2974.8187 265.918652 17.677965 2000-2009 –> 2010-2019 10.062058 5.0357427 6528.211 550.907621 6 27
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 863 3.9596298 4838.3237 772.771436 15.418157 1982-1999 –> 2000-2009 7.677906 3.7182758 12966.954 1417.036474 1 2
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 863 3.9755961 4845.2694 518.184170 13.153576 1982-1999 –> 2000-2009 7.823451 3.8478550 13075.639 1090.855640 2 4
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 863 4.0289565 4868.2817 81.950881 13.838554 1982-1999 –> 2000-2009 7.944327 3.9153704 13150.312 178.309675 3 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 863 4.1133887 4904.0786 118.068721 14.844284 1982-1999 –> 2000-2009 7.977244 3.8638554 13146.773 225.657554 5 8
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 863 4.0465140 4875.7870 109.622040 14.019187 1982-1999 –> 2000-2009 7.988003 3.9414887 13177.563 238.319025 4 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 863 4.1457844 4917.6187 170.554300 14.792085 1982-1999 –> 2000-2009 8.049971 3.9041871 13191.153 330.693639 8 12
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 863 4.1297881 4908.9461 431.910594 12.787343 1982-1999 –> 2000-2009 8.059072 3.9292836 13199.511 836.773636 7 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 863 4.1292556 4910.7236 457.060347 17.371418 1982-1999 –> 2000-2009 8.216681 4.0874252 13320.479 918.293944 6 16
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 863 4.2330989 4951.5926 71.393124 13.680583 1982-1999 –> 2000-2009 8.271566 4.0384670 13323.560 140.895689 9 17
Atlantic (27,27.25] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 863 4.2557163 4960.7900 95.877709 13.907711 1982-1999 –> 2000-2009 8.326461 4.0707448 13356.401 194.606296 11 20
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 800 4.6625896 4747.6153 526.913856 15.604202 2000-2009 –> 2010-2019 8.638186 3.9755961 9592.885 1045.098027 1 3
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 800 4.7339704 4771.9245 835.245548 15.773988 2000-2009 –> 2010-2019 8.693600 3.9596298 9610.248 1608.016983 4 5
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 800 4.7168553 4766.1294 92.049638 16.023389 2000-2009 –> 2010-2019 8.745812 4.0289565 9634.411 174.000519 2 5
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 800 4.7352116 4772.3439 120.228141 16.166050 2000-2009 –> 2010-2019 8.781726 4.0465140 9648.131 229.850181 5 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 800 4.7171525 4766.2302 450.268198 18.549705 2000-2009 –> 2010-2019 8.846408 4.1292556 9676.954 907.328545 3 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 800 4.9087263 4829.9248 134.767253 16.528525 2000-2009 –> 2010-2019 9.022115 4.1133887 9734.003 252.835974 14 19
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 800 4.9252519 4833.3023 469.748090 16.621845 2000-2009 –> 2010-2019 9.055040 4.1297881 9742.248 901.658684 15 22
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 800 4.8470406 4809.6910 37.409680 18.997649 2000-2009 –> 2010-2019 9.084177 4.2371362 9764.929 73.319750 6 16
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 800 4.9417305 4840.6466 193.264901 16.723903 2000-2009 –> 2010-2019 9.087515 4.1457844 9758.265 363.819201 17 25
Atlantic (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 800 4.8843989 4821.9756 40.949499 19.219575 2000-2009 –> 2010-2019 9.159780 4.2753810 9792.723 83.101525 7 25
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2248 3.6715816 12241.1465 417.376582 14.329529 1982-1999 –> 2000-2009 6.775688 3.1041062 32607.221 838.269663 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2248 3.7689159 12358.7838 352.429493 13.854663 1982-1999 –> 2000-2009 6.930792 3.1618758 32871.933 699.190915 4 6
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2248 3.7328910 12315.6025 32.811645 14.987123 1982-1999 –> 2000-2009 6.945672 3.2127806 32956.139 66.614735 2 7
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2248 3.7771278 12368.5692 85.624937 14.116837 1982-1999 –> 2000-2009 6.956258 3.1791305 32925.126 169.478030 7 10
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2248 3.7915732 12385.7311 100.403476 14.153534 1982-1999 –> 2000-2009 6.988523 3.1969502 32986.871 201.093349 11 15
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2248 3.7637848 12352.6587 20.033643 15.092868 1982-1999 –> 2000-2009 7.013207 3.2494223 33083.647 40.440273 3 9
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 2248 3.7699775 12358.0500 4.662775 14.698237 1982-1999 –> 2000-2009 7.019774 3.2497963 33087.956 9.785440 5 12
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2248 3.7827571 12373.2650 5.713446 14.640901 1982-1999 –> 2000-2009 7.034595 3.2518376 33108.179 12.212325 8 16
Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2248 3.7860704 12377.2013 5.401191 14.857322 1982-1999 –> 2000-2009 7.051295 3.2652247 33144.884 11.750009 9 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2248 3.7703593 12360.5053 35.645936 15.346276 1982-1999 –> 2000-2009 7.056967 3.2866076 33182.250 71.875547 6 19
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2053 4.1705905 11703.7662 396.299421 14.910936 2000-2009 –> 2010-2019 7.842172 3.6715816 23944.913 813.676003 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2053 4.1987010 11731.3486 30.617218 15.100409 2000-2009 –> 2010-2019 7.931592 3.7328910 24046.951 63.428862 2 4
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2053 4.2050541 11737.5567 17.605455 15.173391 2000-2009 –> 2010-2019 7.968839 3.7637848 24090.215 37.639098 3 6
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 2053 4.2098542 11740.2411 4.642431 14.874262 2000-2009 –> 2010-2019 7.979832 3.7699775 24098.291 9.305205 4 9
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2053 4.2151733 11747.4257 261.659277 14.790734 2000-2009 –> 2010-2019 7.984089 3.7689159 24106.209 614.088770 5 9
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2053 4.2158567 11748.0913 67.353680 14.997349 2000-2009 –> 2010-2019 7.992985 3.7771278 24116.661 152.978617 6 13
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2053 4.2228699 11754.9160 33.246699 15.297320 2000-2009 –> 2010-2019 7.993229 3.7703593 24115.421 68.892634 11 17
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2053 4.2164425 11746.6618 5.529550 14.891262 2000-2009 –> 2010-2019 7.999200 3.7827571 24119.927 11.242996 8 16
Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2053 4.2159756 11746.2071 5.002791 14.939872 2000-2009 –> 2010-2019 8.002046 3.7860704 24123.408 10.403982 7 16
Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2053 4.2179004 11748.0812 28.367622 15.025127 2000-2009 –> 2010-2019 8.007281 3.7893802 24129.211 58.562218 9 19
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3722 4.4741138 21729.9854 181.339344 26.179880 1982-1999 –> 2000-2009 7.938750 3.4646359 56264.238 336.269706 1 2
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3722 4.4859342 21749.6262 13.959976 33.030490 1982-1999 –> 2000-2009 7.968482 3.4825480 56350.761 28.844920 2 4
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3722 4.5065031 21783.6804 32.105306 27.148664 1982-1999 –> 2000-2009 8.022745 3.5162424 56509.699 65.353814 3 6
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3722 4.5400318 21838.8592 41.974116 27.219983 1982-1999 –> 2000-2009 8.104867 3.5648357 56742.892 84.712414 4 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3722 4.5468155 21849.9738 13.525581 38.002785 1982-1999 –> 2000-2009 8.155798 3.6089823 56913.640 27.927892 5 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3722 4.5652321 21880.0644 34.363991 39.494989 1982-1999 –> 2000-2009 8.219165 3.6539329 57104.276 67.578392 6 12
Atlantic (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 3722 4.5874285 21914.1698 6.667744 33.596479 1982-1999 –> 2000-2009 8.318730 3.7313020 57408.144 13.535085 7 14
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3722 4.6345576 21992.2558 443.720064 34.110084 1982-1999 –> 2000-2009 8.377288 3.7427304 57527.894 790.623922 10 18
Atlantic (27.5,27.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 3722 4.6346960 21990.4780 51.346436 34.467324 1982-1999 –> 2000-2009 8.377439 3.7427426 57524.159 95.553975 12 21
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 3722 4.6346354 21990.3808 5.525200 34.388056 1982-1999 –> 2000-2009 8.379794 3.7451582 57532.430 11.377544 11 21
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3250 5.1446046 19883.7658 146.769251 29.247576 2000-2009 –> 2010-2019 9.618718 4.4741138 41613.751 328.108595 1 2
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3250 5.1923143 19943.7673 25.794676 29.999521 2000-2009 –> 2010-2019 9.698817 4.5065031 41727.448 57.899982 2 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3250 5.2595971 20027.4543 12.109922 38.093439 2000-2009 –> 2010-2019 9.745531 4.4859342 41777.080 26.069898 4 6
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3250 5.2349837 19996.9647 32.630126 30.003547 2000-2009 –> 2010-2019 9.775016 4.5400318 41835.824 74.604242 3 7
Atlantic (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 3250 5.3139622 20092.2957 5.846585 36.646128 2000-2009 –> 2010-2019 9.901391 4.5874285 42006.466 12.514329 5 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3250 5.4102150 20210.9779 11.853343 47.112251 2000-2009 –> 2010-2019 9.957031 4.5468155 42060.952 25.378925 7 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3250 5.4417308 20248.7320 26.768219 42.715494 2000-2009 –> 2010-2019 10.006963 4.5652321 42128.796 61.132210 8 14
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3250 5.3937707 20191.1912 290.743810 31.106036 2000-2009 –> 2010-2019 10.028328 4.6345576 42183.447 734.463874 6 16
Atlantic (27.5,27.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 3250 5.4422467 20247.3483 6.757020 41.796877 2000-2009 –> 2010-2019 10.066790 4.6245435 42221.502 13.818856 9 17
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 3250 5.4585453 20266.7856 5.129552 38.076903 2000-2009 –> 2010-2019 10.093181 4.6346354 42257.166 10.654751 10 21
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1566 4.8724752 9417.9572 222.463164 21.835462 1982-1999 –> 2000-2009 8.169025 3.2965493 23948.424 452.086149 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1566 4.9124511 9443.5486 50.523762 22.256858 1982-1999 –> 2000-2009 8.248104 3.3356533 24039.557 101.736412 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1566 4.9435141 9463.2909 60.844562 22.530177 1982-1999 –> 2000-2009 8.310990 3.3674756 24112.071 123.072669 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1566 5.0279433 9516.3300 974.674930 24.751900 1982-1999 –> 2000-2009 8.409498 3.3815548 24188.300 1940.449049 4 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1566 5.0373381 9522.1767 290.244473 23.955286 1982-1999 –> 2000-2009 8.425140 3.3878023 24204.405 728.672902 5 10
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1566 5.0684711 9539.4743 172.512717 21.240385 1982-1999 –> 2000-2009 8.460281 3.3918101 24226.274 353.582460 6 12
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1566 5.0758387 9546.0237 56.811614 21.886872 1982-1999 –> 2000-2009 8.497332 3.4214933 24283.253 141.579571 7 15
Atlantic (27.75,27.85] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1566 5.1015182 9559.8291 950.348443 19.965674 1982-1999 –> 2000-2009 8.499311 3.3977929 24256.424 1915.096271 10 17
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1566 5.0856048 9550.0440 37.375038 21.938278 1982-1999 –> 2000-2009 8.507128 3.4215228 24285.321 76.628031 8 17
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1566 5.0977205 9559.4966 73.056419 22.189901 1982-1999 –> 2000-2009 8.542055 3.4443345 24333.706 182.516929 9 19
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1371 5.6301612 8643.2840 210.242163 19.963038 2000-2009 –> 2010-2019 10.502636 4.8724752 18061.241 432.705327 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1371 5.6656695 8660.5230 53.257170 20.466533 2000-2009 –> 2010-2019 10.578121 4.9124511 18104.072 103.780932 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1371 5.6932977 8673.8617 64.653339 20.808725 2000-2009 –> 2010-2019 10.636812 4.9435141 18137.153 125.497901 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1371 5.7583093 8704.9951 915.607122 23.110606 2000-2009 –> 2010-2019 10.786253 5.0279433 18221.325 1890.282052 4 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1371 5.7683055 8709.7509 289.483795 22.475769 2000-2009 –> 2010-2019 10.805644 5.0373381 18231.928 579.728269 5 10
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1371 5.8151152 8731.9124 62.334084 22.698559 2000-2009 –> 2010-2019 10.890954 5.0758387 18277.936 119.145698 6 13
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1371 5.8460327 8744.4523 162.485018 20.921534 2000-2009 –> 2010-2019 10.914504 5.0684711 18283.927 334.997735 8 14
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1371 5.8392539 8743.2710 80.479574 22.841921 2000-2009 –> 2010-2019 10.936974 5.0977205 18302.768 153.535993 7 16
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1371 5.8535012 8747.9531 39.107325 21.782141 2000-2009 –> 2010-2019 10.939106 5.0856048 18297.997 76.482362 9 17
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1371 5.8661322 8753.8636 51.791500 22.081327 2000-2009 –> 2010-2019 10.968364 5.1022318 18314.131 100.811725 11 22
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1997 5.2037279 12268.8453 44.708118 21.810225 1982-1999 –> 2000-2009 9.016210 3.8124818 31324.199 85.577525 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1997 5.2419498 12298.0745 43.630584 21.015618 1982-1999 –> 2000-2009 9.082804 3.8408542 31404.632 87.675989 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1997 5.3163123 12354.3353 156.446975 18.503447 1982-1999 –> 2000-2009 9.193677 3.8773652 31526.231 286.021418 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1997 5.4217196 12432.7502 46.012343 23.023545 1982-1999 –> 2000-2009 9.320770 3.8990506 31643.162 94.152630 4 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1997 5.4365552 12443.6641 45.944638 22.931885 1982-1999 –> 2000-2009 9.348449 3.9118943 31676.788 95.265379 5 10
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1997 5.4908621 12483.3631 170.143560 21.533959 1982-1999 –> 2000-2009 9.441000 3.9501381 31783.674 323.213235 7 13
Atlantic (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1997 5.4892663 12482.2021 418.565490 17.688703 1982-1999 –> 2000-2009 9.465773 3.9765068 31828.460 745.126100 6 14
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1997 5.5516009 12525.3013 43.223274 16.744366 1982-1999 –> 2000-2009 9.523307 3.9717057 31861.216 83.202710 10 17
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1997 5.5398072 12518.8076 512.678422 21.695978 1982-1999 –> 2000-2009 9.524078 3.9842703 31878.535 883.717657 8 17
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1997 5.5407813 12519.5098 169.331795 33.442069 1982-1999 –> 2000-2009 9.571222 4.0304403 31958.804 328.861530 9 20
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1854 5.9531379 11890.1937 40.779927 35.990633 2000-2009 –> 2010-2019 11.156866 5.2037279 24159.039 85.488045 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1854 5.9872099 11911.3554 42.858070 35.369601 2000-2009 –> 2010-2019 11.229160 5.2419498 24209.430 86.488653 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1854 6.0648802 11959.1489 145.280595 32.815087 2000-2009 –> 2010-2019 11.381192 5.3163123 24313.484 301.727570 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1854 6.1401084 12004.8597 42.955447 40.913767 2000-2009 –> 2010-2019 11.561828 5.4217196 24437.610 88.967790 4 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1854 6.1523778 12012.2618 43.406614 40.983132 2000-2009 –> 2010-2019 11.588933 5.4365552 24455.926 89.351252 5 10
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1854 6.2167212 12050.8397 152.177014 39.788657 2000-2009 –> 2010-2019 11.707583 5.4908621 24534.203 322.320574 6 13
Atlantic (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1854 6.2530838 12072.4653 380.246335 28.438533 2000-2009 –> 2010-2019 11.742350 5.4892663 24554.667 798.811826 7 13
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1854 6.2625175 12078.0551 158.715753 49.863739 2000-2009 –> 2010-2019 11.803299 5.5407813 24597.565 328.047548 8 17
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1854 6.2691535 12081.9822 495.510150 40.200015 2000-2009 –> 2010-2019 11.808961 5.5398072 24600.790 1008.188573 9 17
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1854 6.3347549 12118.5816 40.442380 28.313805 2000-2009 –> 2010-2019 11.886356 5.5516009 24643.883 83.665654 10 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2343 4.8105410 14023.9595 368.799435 26.245812 1982-1999 –> 2000-2009 9.105992 4.2954506 40323.371 845.706897 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2343 4.8115428 14024.9353 366.383391 25.822822 1982-1999 –> 2000-2009 9.149792 4.3382494 40414.945 893.107913 2 5
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2343 4.9013287 14111.5726 500.281278 20.934972 1982-1999 –> 2000-2009 9.229732 4.3284034 40480.819 1070.883778 12 14
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2343 4.8628169 14074.6073 83.266350 24.918474 1982-1999 –> 2000-2009 9.264024 4.4012072 40596.277 161.001968 3 9
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2343 4.8629134 14074.7003 84.208487 24.913729 1982-1999 –> 2000-2009 9.264579 4.4016653 40597.321 162.949358 4 12
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2343 4.8634904 14073.2564 64.776003 25.161155 1982-1999 –> 2000-2009 9.265137 4.4016468 40593.838 126.613917 7 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2343 4.8636240 14073.3850 64.893942 25.160596 1982-1999 –> 2000-2009 9.265571 4.4019471 40594.591 126.886723 8 18
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2343 4.8632480 14075.0228 81.509900 24.872792 1982-1999 –> 2000-2009 9.265580 4.4023322 40599.028 156.441293 5 16
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2343 4.8632791 14073.0527 68.970132 24.882785 1982-1999 –> 2000-2009 9.265628 4.4023488 40595.092 131.494627 6 19
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2343 4.8648431 14074.5595 63.426148 25.239536 1982-1999 –> 2000-2009 9.267188 4.4023453 40596.591 123.669364 9 21
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2042 4.5427373 11990.2005 407.103694 38.478751 2000-2009 –> 2010-2019 9.354280 4.8115428 26015.136 773.487085 1 3
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2042 4.5673045 12012.2273 434.904761 38.755446 2000-2009 –> 2010-2019 9.377845 4.8105410 26036.187 803.704196 4 5
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2042 4.5615091 12007.0419 478.850832 36.019189 2000-2009 –> 2010-2019 9.439616 4.8781067 26096.360 935.883687 2 13
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2042 4.5709642 12015.4985 385.762811 36.414202 2000-2009 –> 2010-2019 9.474851 4.9038869 26129.516 727.503527 5 18
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2042 4.5637463 12009.0444 291.513728 39.087704 2000-2009 –> 2010-2019 9.492928 4.9291820 26147.171 594.650690 3 17
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2042 4.5763830 12018.3371 213.581622 37.416176 2000-2009 –> 2010-2019 9.505944 4.9295614 26154.825 441.339717 6 21
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2042 4.6551927 12090.0688 89.235070 37.259247 2000-2009 –> 2010-2019 9.518106 4.8629134 26164.769 173.443557 9 13
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2042 4.6558059 12090.6067 88.233121 37.229019 2000-2009 –> 2010-2019 9.518623 4.8628169 26165.214 171.499471 10 13
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2042 4.6599539 12094.2436 85.687496 37.029942 2000-2009 –> 2010-2019 9.523202 4.8632480 26169.266 167.197396 11 16
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2042 4.6606663 12092.8679 65.609149 36.191149 2000-2009 –> 2010-2019 9.524290 4.8636240 26166.253 130.503091 12 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 758 2.9099174 3784.3878 534.803028 18.140460 1982-1999 –> 2000-2009 5.347526 2.4376083 10072.228 993.070121 1 7
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 758 2.9310437 3795.3544 392.917377 18.063309 1982-1999 –> 2000-2009 5.354277 2.4232335 10067.131 762.211670 3 7
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 758 2.9475560 3803.8710 394.128204 18.118610 1982-1999 –> 2000-2009 5.366608 2.4190520 10070.957 758.862691 6 8
Atlantic (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 758 2.9173698 3786.2654 116.181616 18.479216 1982-1999 –> 2000-2009 5.371478 2.4541086 10090.428 257.932623 2 10
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 758 2.9558922 3808.1524 363.515086 17.964027 1982-1999 –> 2000-2009 5.374816 2.4189236 10075.094 700.226091 7 8
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 758 2.9607018 3810.6171 285.387852 17.987399 1982-1999 –> 2000-2009 5.380585 2.4198836 10078.636 546.470318 8 11
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 758 2.9421703 3799.0984 34.005612 18.547315 1982-1999 –> 2000-2009 5.397543 2.4553723 10104.660 81.239934 4 13
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 758 2.9812427 3821.0986 292.345990 18.410007 1982-1999 –> 2000-2009 5.424263 2.4430206 10114.963 545.194009 10 17
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 758 2.9640778 3810.3448 142.041623 18.763422 1982-1999 –> 2000-2009 5.428902 2.4648244 10126.341 356.664901 9 19
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 758 3.0072055 3832.2439 113.260704 16.453539 1982-1999 –> 2000-2009 5.433132 2.4259263 10105.037 272.344553 12 17
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 657 2.8917428 3273.7684 435.311136 19.078187 2000-2009 –> 2010-2019 5.801660 2.9099174 7058.156 970.114164 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 657 2.9147883 3282.1987 133.454147 19.454031 2000-2009 –> 2010-2019 5.832158 2.9173698 7068.464 249.635763 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 657 2.9191244 3286.1520 339.324568 19.759485 2000-2009 –> 2010-2019 5.850168 2.9310437 7081.506 732.241944 3 6
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 657 2.9418964 3296.3627 604.801238 18.345279 2000-2009 –> 2010-2019 5.889252 2.9473554 7100.131 1443.210799 5 10
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 657 2.9514206 3300.6099 330.698157 20.402542 2000-2009 –> 2010-2019 5.898977 2.9475560 7104.481 724.826360 10 16
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 657 2.9592262 3302.0804 38.760220 20.135581 2000-2009 –> 2010-2019 5.901396 2.9421703 7101.179 72.765832 12 16
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 657 2.9506226 3300.2545 303.461208 20.296177 2000-2009 –> 2010-2019 5.906515 2.9558922 7108.407 666.976294 9 16
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 657 2.9492610 3299.6480 244.967946 20.175269 2000-2009 –> 2010-2019 5.909963 2.9607018 7110.265 530.355798 7 15
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 657 2.9395613 3293.3194 273.027905 18.297231 2000-2009 –> 2010-2019 5.946812 3.0072510 7125.586 559.391650 4 17
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + phosphate 657 2.9422677 3294.5285 292.573799 17.795765 2000-2009 –> 2010-2019 5.950855 3.0085868 7127.469 607.478043 6 20
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 756 3.2795982 3955.2691 600.375028 18.486236 1982-1999 –> 2000-2009 5.445760 2.1661618 10097.809 1157.966790 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 756 3.2995802 3962.4535 491.062500 18.147898 1982-1999 –> 2000-2009 5.635368 2.3357878 10313.790 956.703817 2 13
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 756 3.4673637 4039.4477 328.245990 19.992373 1982-1999 –> 2000-2009 5.704148 2.2367844 10271.690 646.724714 3 5
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 756 3.4754371 4042.9641 271.853564 20.100505 1982-1999 –> 2000-2009 5.727547 2.2521096 10294.297 530.081017 4 7
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 756 3.4899644 4049.2711 310.126326 20.069626 1982-1999 –> 2000-2009 5.747630 2.2576654 10307.493 611.231131 5 9
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 756 3.4958255 4051.8082 268.212849 20.448271 1982-1999 –> 2000-2009 5.754842 2.2590160 10311.703 711.676446 7 12
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 756 3.4970290 4052.3286 329.141975 20.599083 1982-1999 –> 2000-2009 5.757092 2.2600627 10313.518 728.992744 8 14
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 756 3.4980599 4050.7743 175.929611 20.868751 1982-1999 –> 2000-2009 5.758191 2.2601307 10310.048 421.633828 9 16
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate 756 3.5277188 4063.5400 328.245603 21.749898 1982-1999 –> 2000-2009 5.817288 2.2895693 10358.997 644.880486 16 24
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + silicate 756 3.5287655 4063.9886 267.975934 21.740553 1982-1999 –> 2000-2009 5.822093 2.2933274 10364.031 524.374636 17 26
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 674 3.1344400 3466.7525 594.566179 24.162583 2000-2009 –> 2010-2019 6.414038 3.2795982 7422.022 1194.941207 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 674 3.1691802 3479.6107 465.637252 22.708602 2000-2009 –> 2010-2019 6.468760 3.2995802 7442.064 956.699753 2 4
Atlantic (28.1,28.15] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 674 3.2089207 3496.4091 893.119227 24.193975 2000-2009 –> 2010-2019 6.726843 3.5179218 7555.744 1832.424246 3 16
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + nitrate + phosphate 674 3.2268470 3503.9185 877.980794 24.465960 2000-2009 –> 2010-2019 6.751708 3.5248606 7566.233 1821.718992 4 19
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate 674 3.2340035 3506.9048 913.829500 24.562045 2000-2009 –> 2010-2019 6.765907 3.5319036 7572.237 1860.685718 5 25
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 674 3.3152725 3542.3608 326.233163 26.018983 2000-2009 –> 2010-2019 6.782636 3.4673637 7581.808 654.479153 7 10
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 674 3.3465471 3555.0176 276.861941 26.405342 2000-2009 –> 2010-2019 6.821984 3.4754371 7597.982 548.715505 8 12
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 674 3.3570204 3557.2297 184.483391 24.482181 2000-2009 –> 2010-2019 6.847906 3.4908857 7604.900 383.633103 9 15
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 674 3.3619909 3561.2241 311.307683 26.389613 2000-2009 –> 2010-2019 6.851955 3.4899644 7610.495 621.434009 10 15
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 674 3.3723927 3565.3883 416.248258 26.734876 2000-2009 –> 2010-2019 6.868218 3.4958255 7617.196 684.461108 11 18
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 602 3.2166299 3129.0764 346.639599 26.297788 1982-1999 –> 2000-2009 5.497579 2.2809488 8195.506 629.089582 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 602 3.2188278 3129.8988 334.789325 26.404971 1982-1999 –> 2000-2009 5.512086 2.2932578 8208.448 684.853135 2 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 602 3.2238217 3131.7653 359.774231 26.255810 1982-1999 –> 2000-2009 5.519818 2.2959966 8213.003 676.043512 4 8
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 602 3.2261197 3132.6232 358.313479 26.190694 1982-1999 –> 2000-2009 5.521681 2.2955616 8213.434 662.865283 6 9
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 602 3.2227576 3131.3678 359.193567 26.218699 1982-1999 –> 2000-2009 5.523956 2.3011980 8217.701 664.927246 3 9
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + silicate 602 3.2243476 3129.9617 306.884101 27.183568 1982-1999 –> 2000-2009 5.544852 2.3205040 8233.110 588.133248 5 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate 602 3.2351495 3133.9885 331.217215 27.346017 1982-1999 –> 2000-2009 5.574513 2.3393637 8255.365 636.908593 7 15
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 602 3.2916657 3154.8401 160.103461 23.881781 1982-1999 –> 2000-2009 5.588062 2.2963960 8234.469 415.852397 8 13
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 602 3.3177846 3164.3559 137.466123 28.165161 1982-1999 –> 2000-2009 5.812636 2.4948509 8430.649 453.724745 11 22
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 602 3.3130908 3162.6514 153.433404 28.148159 1982-1999 –> 2000-2009 5.814149 2.5010582 8434.541 296.331598 9 23
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 548 4.1736558 3135.1130 368.271897 21.940718 2000-2009 –> 2010-2019 7.396414 3.2227576 6266.481 727.465463 1 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 548 4.1902270 3139.4560 337.902991 22.520450 2000-2009 –> 2010-2019 7.406857 3.2166299 6268.532 684.542591 4 5
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 548 4.1883723 3138.9708 339.098752 21.742904 2000-2009 –> 2010-2019 7.407200 3.2188278 6268.870 673.888076 3 5
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 548 4.1871898 3138.6613 365.633135 21.944483 2000-2009 –> 2010-2019 7.413310 3.2261197 6271.285 723.946614 2 8
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 548 4.1926851 3140.0988 368.089156 21.985728 2000-2009 –> 2010-2019 7.416507 3.2238217 6271.864 727.863387 5 9
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 548 4.2232235 3146.0528 187.602763 21.495742 2000-2009 –> 2010-2019 7.536314 3.3130908 6308.704 341.036167 6 15
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 548 4.2357748 3149.3052 48.578765 21.456479 2000-2009 –> 2010-2019 7.553310 3.3175355 6313.571 84.680808 7 17
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 548 4.2472836 3152.2791 261.527634 21.189810 2000-2009 –> 2010-2019 7.571092 3.3238082 6318.819 415.504897 8 23
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 548 4.2833166 3161.5381 278.269842 24.009592 2000-2009 –> 2010-2019 7.574982 3.2916657 6316.378 438.373304 11 19
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 548 4.2583591 3155.1334 240.291910 21.509062 2000-2009 –> 2010-2019 7.576144 3.3177846 6319.489 377.758033 10 21
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 833 2.5878522 3962.0315 83.033441 17.852879 1982-1999 –> 2000-2009 4.812600 2.2247476 11137.614 158.431024 1 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 833 2.6150715 3979.4632 57.861235 18.444556 1982-1999 –> 2000-2009 4.826694 2.2116226 11135.946 110.176431 2 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 833 2.6235760 3984.8724 25.230353 18.332587 1982-1999 –> 2000-2009 4.836399 2.2128227 11143.106 44.910514 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 833 2.6191162 3982.0379 68.440571 18.613684 1982-1999 –> 2000-2009 4.838110 2.2189940 11149.262 128.881481 3 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 833 2.6274821 3987.3509 24.669373 18.596474 1982-1999 –> 2000-2009 4.839446 2.2119639 11144.332 44.447804 6 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 833 2.6259726 3986.3935 56.396574 18.630439 1982-1999 –> 2000-2009 4.840040 2.2140670 11146.442 106.336922 5 10
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 833 2.6282494 3987.8374 20.334586 18.644293 1982-1999 –> 2000-2009 4.840593 2.2123438 11145.372 35.849223 7 10
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + silicate 833 2.6439552 3995.7634 3.529330 20.509074 1982-1999 –> 2000-2009 4.866842 2.2228867 11166.645 6.606229 8 15
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 833 2.6559399 4003.2981 42.421441 21.732786 1982-1999 –> 2000-2009 4.883828 2.2278884 11181.435 84.779977 12 23
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 833 2.6459013 3996.9892 81.194746 21.725424 1982-1999 –> 2000-2009 4.889521 2.2436198 11197.839 156.581890 10 25
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 787 2.1828011 3476.0877 75.046218 18.427501 2000-2009 –> 2010-2019 4.770653 2.5878522 7438.119 158.079658 8 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 787 2.1637387 3462.2816 51.997778 17.496024 2000-2009 –> 2010-2019 4.778810 2.6150715 7441.745 109.859013 1 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 787 2.1646891 3462.9728 17.168592 17.310375 2000-2009 –> 2010-2019 4.788265 2.6235760 7447.845 42.398946 2 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 787 2.1698505 3466.7214 60.522388 17.025034 2000-2009 –> 2010-2019 4.788967 2.6191162 7448.759 128.962960 6 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 787 2.1660456 3463.9589 49.509873 17.215378 2000-2009 –> 2010-2019 4.792018 2.6259726 7450.352 105.906447 5 10
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 787 2.1654915 3463.5562 17.199677 17.262439 2000-2009 –> 2010-2019 4.792974 2.6274821 7450.907 41.869050 4 10
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 787 2.1652929 3463.4118 13.974483 17.268224 2000-2009 –> 2010-2019 4.793542 2.6282494 7451.249 34.309069 3 10
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + silicate 787 2.1765841 3469.5983 2.648895 17.997057 2000-2009 –> 2010-2019 4.820539 2.6439552 7465.362 6.178225 7 15
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + silicate 787 2.1884204 3478.1346 9.571930 16.192794 2000-2009 –> 2010-2019 4.832831 2.6444108 7474.185 21.972266 10 19
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate 787 2.1883509 3478.0846 9.265843 16.090279 2000-2009 –> 2010-2019 4.838264 2.6499130 7477.598 21.052542 9 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3216 8.7067828 23060.1190 20.375972 30.817617 1982-1999 –> 2000-2009 17.735219 9.0284358 63161.681 41.789312 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3216 9.1622189 23388.0611 31.399577 29.341807 1982-1999 –> 2000-2009 18.531881 9.3696624 63900.520 64.904231 3 5
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3216 9.1742485 23396.5006 25.416026 29.396170 1982-1999 –> 2000-2009 18.549723 9.3754742 63915.828 52.087003 4 7
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3216 9.1519373 23380.8393 159.870425 29.159845 1982-1999 –> 2000-2009 18.599771 9.4478333 63985.322 354.622956 2 7
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3216 9.2170786 23426.4585 32.871777 29.519312 1982-1999 –> 2000-2009 18.620842 9.4037629 63979.155 67.713555 5 9
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 3216 9.2851598 23471.7934 16.039820 36.751742 1982-1999 –> 2000-2009 18.745292 9.4601322 64088.685 34.092884 6 12
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3216 9.6551520 23725.1190 27.791744 52.414861 1982-1999 –> 2000-2009 19.631348 9.9761955 64932.317 59.004954 7 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3216 9.6624032 23729.9477 9.734629 51.467136 1982-1999 –> 2000-2009 19.632764 9.9703610 64930.666 20.224787 8 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3216 9.6679438 23733.6349 15.924924 50.955359 1982-1999 –> 2000-2009 19.635717 9.9677733 64931.479 32.554289 9 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3216 9.7286648 23773.9057 24.086142 37.240864 1982-1999 –> 2000-2009 19.804494 10.0758292 65091.173 48.664503 10 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2952 8.8621153 21272.6746 21.030292 29.541671 2000-2009 –> 2010-2019 17.568898 8.7067828 44332.794 41.406264 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2952 9.1505817 21461.7913 168.285420 29.908299 2000-2009 –> 2010-2019 18.302519 9.1519373 44842.631 328.155845 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2952 9.2354788 21516.3148 28.469194 27.365812 2000-2009 –> 2010-2019 18.397698 9.1622189 44904.376 59.868771 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2952 9.2561606 21529.5214 24.041723 27.396765 2000-2009 –> 2010-2019 18.430409 9.1742485 44926.022 49.457749 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2952 9.3109488 21564.3647 36.433440 27.438215 2000-2009 –> 2010-2019 18.528027 9.2170786 44990.823 69.305217 5 10
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 2952 9.4810491 21669.2506 18.269383 47.599282 2000-2009 –> 2010-2019 18.766209 9.2851598 45141.044 34.309202 6 12
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2952 10.0671097 22025.3647 27.134212 58.312364 2000-2009 –> 2010-2019 19.722262 9.6551520 45750.484 54.925956 8 15
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2952 10.0755180 22030.2938 8.580090 57.452027 2000-2009 –> 2010-2019 19.737921 9.6624032 45760.241 18.314720 10 18
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2952 10.0793992 22032.5676 15.799529 57.115418 2000-2009 –> 2010-2019 19.747343 9.6679438 45766.203 31.724453 11 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2952 10.0371263 22007.7543 21.021412 41.106522 2000-2009 –> 2010-2019 19.765791 9.7286648 45781.660 45.107554 7 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2433 5.7503727 15430.4768 13.304339 19.908787 1982-1999 –> 2000-2009 11.345214 5.5948415 43328.353 25.989747 4 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2433 5.7090049 15395.3445 17.962550 22.275009 1982-1999 –> 2000-2009 11.524420 5.8154147 43636.507 33.457994 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2433 5.7080583 15394.5377 37.441916 22.317678 1982-1999 –> 2000-2009 11.524595 5.8165369 43637.413 68.995500 1 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2433 5.7115007 15397.4714 73.817622 22.243557 1982-1999 –> 2000-2009 11.528528 5.8170276 43641.096 136.083875 3 7
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2433 5.9217526 15571.3804 6.567322 20.220620 1982-1999 –> 2000-2009 11.934735 6.0129825 44107.146 12.936392 5 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2433 6.0912381 15710.6936 60.507641 21.873516 1982-1999 –> 2000-2009 12.352740 6.2615016 44608.011 112.006286 6 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2433 6.1102879 15725.8878 12.342511 21.087173 1982-1999 –> 2000-2009 12.364248 6.2539606 44612.506 23.179590 7 13
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 2433 6.1110012 15724.4558 6.447429 20.883172 1982-1999 –> 2000-2009 12.374317 6.2633156 44622.345 12.619321 8 17
Indo-Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2433 6.1596561 15763.0448 7.151027 19.110667 1982-1999 –> 2000-2009 12.420551 6.2608946 44657.502 13.515973 9 16
Indo-Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2433 6.2038674 15797.8461 28.904662 19.089015 1982-1999 –> 2000-2009 12.513240 6.3093731 44760.781 53.827355 10 20
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2195 5.6673604 13858.5762 62.539279 22.432440 2000-2009 –> 2010-2019 11.378861 5.7115007 29256.048 136.356901 1 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2195 5.6717152 13861.9482 15.830819 22.340707 2000-2009 –> 2010-2019 11.380720 5.7090049 29257.293 33.793370 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2195 5.6884796 13874.9050 31.861438 22.065360 2000-2009 –> 2010-2019 11.396538 5.7080583 29269.443 69.303354 3 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2195 5.6985438 13882.6650 12.972485 22.738962 2000-2009 –> 2010-2019 11.448916 5.7503727 29313.142 26.276824 4 8
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2195 5.8625551 14005.2307 6.138846 21.256554 2000-2009 –> 2010-2019 11.784308 5.9217526 29576.611 12.706168 5 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2195 6.0219606 14125.0027 52.003052 19.482843 2000-2009 –> 2010-2019 12.113199 6.0912381 29835.696 112.510693 6 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2195 6.0400599 14138.1773 11.160097 18.961221 2000-2009 –> 2010-2019 12.150348 6.1102879 29864.065 23.502608 7 14
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 2195 6.0405976 14136.5681 5.938954 18.998382 2000-2009 –> 2010-2019 12.151599 6.1110012 29861.024 12.386383 8 16
Indo-Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2195 6.0858270 14169.3161 6.770924 19.977316 2000-2009 –> 2010-2019 12.245483 6.1596561 29932.361 13.921951 9 18
Indo-Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2195 6.1290351 14200.3741 24.085837 19.641328 2000-2009 –> 2010-2019 12.332902 6.2038674 29998.220 52.990499 10 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2180 5.0653309 13274.3208 43.293847 23.682077 1982-1999 –> 2000-2009 9.914984 4.8496528 35988.008 86.408287 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2180 5.0815277 13288.2401 23.191016 24.106624 1982-1999 –> 2000-2009 9.954211 4.8726829 36037.800 46.154883 2 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2180 5.0899639 13295.4724 92.249877 24.069535 1982-1999 –> 2000-2009 9.971799 4.8818356 36059.242 181.579319 3 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2180 5.1312625 13330.7056 71.989773 22.080472 1982-1999 –> 2000-2009 10.057417 4.9261549 36162.907 142.949710 4 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2180 5.1416486 13339.5217 15.575807 21.352533 1982-1999 –> 2000-2009 10.077221 4.9355721 36186.184 31.369869 5 10
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2180 5.1546120 13348.5005 26.742461 19.949160 1982-1999 –> 2000-2009 10.104891 4.9502791 36215.693 55.210121 6 12
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2180 5.1661403 13358.2407 7.113557 19.578391 1982-1999 –> 2000-2009 10.125916 4.9597755 36239.945 14.498941 7 15
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2180 5.1799597 13371.8881 32.413261 18.859326 1982-1999 –> 2000-2009 10.135574 4.9556146 36249.237 64.610304 8 15
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 2180 5.1927421 13380.6339 4.564727 19.042677 1982-1999 –> 2000-2009 10.169336 4.9765934 36287.970 9.017470 10 19
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 2180 5.1964012 13383.7051 4.935994 19.164457 1982-1999 –> 2000-2009 10.173741 4.9773402 36292.178 9.851545 11 21
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1926 5.0946661 11751.5550 45.144876 20.863901 2000-2009 –> 2010-2019 10.159997 5.0653309 25025.876 88.438724 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1926 5.1093802 11762.6641 23.987391 21.095151 2000-2009 –> 2010-2019 10.190908 5.0815277 25050.904 47.178407 2 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1926 5.1134045 11765.6968 96.621560 21.112666 2000-2009 –> 2010-2019 10.203368 5.0899639 25061.169 188.871436 3 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1926 5.1162371 11767.8301 78.088972 21.014803 2000-2009 –> 2010-2019 10.247500 5.1312625 25098.536 150.078744 5 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1926 5.1152410 11767.0801 16.960290 20.946008 2000-2009 –> 2010-2019 10.256890 5.1416486 25106.602 32.536096 4 9
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 1926 5.1236377 11771.3980 31.506791 20.526128 2000-2009 –> 2010-2019 10.278250 5.1546120 25119.898 58.249252 7 13
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1926 5.1257793 11773.0077 7.951133 20.435403 2000-2009 –> 2010-2019 10.291920 5.1661403 25131.248 15.064689 8 15
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1926 5.1191613 11770.0311 27.390063 20.548914 2000-2009 –> 2010-2019 10.306826 5.1876652 25148.400 52.135963 6 15
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1926 5.1362009 11782.8315 31.751264 20.542439 2000-2009 –> 2010-2019 10.316161 5.1799597 25154.720 64.164525 9 17
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 1926 5.1364211 11780.9967 4.930847 20.541601 2000-2009 –> 2010-2019 10.329163 5.1927421 25161.631 9.495574 11 21
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3057 5.1170249 18670.9427 50.930278 24.851435 1982-1999 –> 2000-2009 9.995290 4.8782655 51455.618 100.490863 1 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3057 5.1334852 18690.5785 29.831371 24.502807 1982-1999 –> 2000-2009 9.996617 4.8631316 51441.355 60.359878 5 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3057 5.1242848 18679.6110 83.459715 25.299137 1982-1999 –> 2000-2009 10.030484 4.9061992 51526.580 158.006759 2 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3057 5.1604228 18722.5774 66.113118 25.077127 1982-1999 –> 2000-2009 10.045478 4.8850549 51522.426 127.556931 7 11
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3057 5.1398284 18698.1286 24.323691 25.258656 1982-1999 –> 2000-2009 10.054068 4.9142396 51562.963 46.599790 6 13
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3057 5.1811993 18747.1437 16.866729 25.146879 1982-1999 –> 2000-2009 10.074497 4.8932974 51565.385 33.149080 8 13
Indo-Pacific (26.75,27] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 3057 5.1990040 18766.1178 7.844917 29.226560 1982-1999 –> 2000-2009 10.080615 4.8816109 51556.272 15.452757 9 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3057 5.2229900 18796.2604 32.948277 29.459479 1982-1999 –> 2000-2009 10.138103 4.9151133 51663.034 65.101484 11 19
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + silicate 3057 5.2257834 18797.5295 5.569030 29.356720 1982-1999 –> 2000-2009 10.146722 4.9209383 51675.225 11.133343 12 21
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + silicate 3057 5.2261988 18798.0154 6.295914 29.625985 1982-1999 –> 2000-2009 10.163796 4.9375975 51712.583 12.524590 13 23
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2813 5.0246779 17079.3451 46.706641 22.517742 2000-2009 –> 2010-2019 10.141703 5.1170249 35750.288 97.636919 2 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2813 5.0214253 17075.7021 77.942120 22.645930 2000-2009 –> 2010-2019 10.145710 5.1242848 35755.313 161.401835 1 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2813 5.0271056 17082.0628 28.219407 22.078717 2000-2009 –> 2010-2019 10.157997 5.1308910 35769.551 58.241666 3 6
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 2813 5.0274355 17080.4319 7.766530 22.088092 2000-2009 –> 2010-2019 10.158892 5.1314564 35766.594 15.254999 4 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2813 5.0361674 17092.1949 22.647063 22.826367 2000-2009 –> 2010-2019 10.175996 5.1398284 35790.324 46.970754 5 11
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2813 5.0865023 17148.1459 29.165275 22.959599 2000-2009 –> 2010-2019 10.219988 5.1334852 35838.724 58.996645 6 11
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2813 5.0980247 17160.8761 63.848511 23.637565 2000-2009 –> 2010-2019 10.258448 5.1604228 35883.453 129.961629 7 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2813 5.1273104 17193.1022 16.461203 23.767662 2000-2009 –> 2010-2019 10.308510 5.1811993 35940.246 33.327932 9 17
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 2813 5.1026186 17163.9434 7.513905 24.154730 2000-2009 –> 2010-2019 10.313277 5.2106588 35943.752 14.730968 8 18
Indo-Pacific (26.75,27] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 2813 5.1907016 17260.2325 8.203924 24.676233 2000-2009 –> 2010-2019 10.389706 5.1990040 36026.350 16.048842 10 19
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5134 3.7911962 28267.6355 36.086958 17.531411 1982-1999 –> 2000-2009 7.302326 3.5111293 77745.447 72.487230 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5134 3.8196380 28344.3791 33.458165 17.423901 1982-1999 –> 2000-2009 7.341681 3.5220431 77879.581 68.357651 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5134 3.8521430 28431.3896 13.442125 18.176478 1982-1999 –> 2000-2009 7.404387 3.5522437 78124.480 27.085825 6 9
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5134 3.8197143 28344.5842 38.826353 16.449876 1982-1999 –> 2000-2009 7.479811 3.6600969 78590.774 77.722863 3 9
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5134 3.8290928 28369.7642 46.075459 16.633332 1982-1999 –> 2000-2009 7.495849 3.6667566 78649.570 94.594457 4 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5134 3.8343732 28383.9143 15.297012 16.776722 1982-1999 –> 2000-2009 7.510790 3.6764168 78712.374 30.671906 5 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5134 3.9522219 28694.7466 18.187133 16.032550 1982-1999 –> 2000-2009 7.530970 3.5787484 78525.301 36.585671 7 11
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 5134 3.9524151 28693.2486 8.616413 15.989327 1982-1999 –> 2000-2009 7.531891 3.5794761 78525.563 17.294310 8 13
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 5134 4.0198633 28866.9943 8.665329 16.197190 1982-1999 –> 2000-2009 7.757999 3.7381359 79501.318 17.428484 11 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5134 3.9675720 28734.5496 17.905646 23.251256 1982-1999 –> 2000-2009 7.978722 4.0111503 80674.392 35.608207 9 19
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4609 3.9790628 25824.2602 39.981410 20.464419 2000-2009 –> 2010-2019 7.798777 3.8197143 54168.844 78.807763 1 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4609 3.9888879 25846.9933 45.062430 20.951630 2000-2009 –> 2010-2019 7.817981 3.8290928 54216.758 91.137889 2 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4609 3.9914730 25852.9653 15.601265 21.191021 2000-2009 –> 2010-2019 7.825846 3.8343732 54236.880 30.898277 3 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4609 4.0371913 25957.9483 37.209581 23.581249 2000-2009 –> 2010-2019 7.828387 3.7911962 54225.584 73.296538 5 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4609 4.0797336 26054.5756 33.155958 23.470783 2000-2009 –> 2010-2019 7.899372 3.8196380 54398.955 66.614124 7 9
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4609 4.1089845 26120.4311 13.716816 24.400780 2000-2009 –> 2010-2019 7.961127 3.8521430 54551.821 27.158941 8 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4609 4.0297740 25940.9969 18.572734 27.129701 2000-2009 –> 2010-2019 7.997346 3.9675720 54675.546 36.478380 4 13
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4609 4.0481235 25980.8756 11.280176 25.052192 2000-2009 –> 2010-2019 8.061935 4.0138114 54832.400 22.069713 6 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4609 4.2339174 26396.5262 18.677943 17.610797 2000-2009 –> 2010-2019 8.186139 3.9522219 55091.273 36.865076 9 16
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 4609 4.2403085 26408.4303 8.889811 17.224741 2000-2009 –> 2010-2019 8.192724 3.9524151 55101.679 17.506224 10 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 8290 3.4311734 43981.5210 30.780951 16.117442 1982-1999 –> 2000-2009 6.325424 2.8942507 117924.315 59.962301 1 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 8290 3.4438892 44042.8521 46.334793 15.932908 1982-1999 –> 2000-2009 6.335766 2.8918769 117961.203 95.243668 2 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 8290 3.4639052 44138.9370 14.529222 15.789851 1982-1999 –> 2000-2009 6.366894 2.9029889 118171.536 28.463530 3 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 8290 3.5627928 44605.6326 45.840308 17.560201 1982-1999 –> 2000-2009 6.599888 3.0370951 119983.567 91.143071 8 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 8290 3.5645343 44613.7351 25.788581 17.509747 1982-1999 –> 2000-2009 6.600238 3.0357042 119978.023 50.988824 9 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 8290 3.5624887 44604.2173 12.141831 17.569568 1982-1999 –> 2000-2009 6.600708 3.0382197 119993.180 24.080754 7 15
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 8290 3.6047865 44797.9140 25.455892 16.814671 1982-1999 –> 2000-2009 6.653527 3.0487409 120287.860 50.468287 10 19
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 8290 3.6828030 45154.9183 15.958206 15.992713 1982-1999 –> 2000-2009 6.703079 3.0202761 120367.421 32.006254 19 23
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 8290 3.6856921 45165.9197 14.648979 16.121444 1982-1999 –> 2000-2009 6.722195 3.0365034 120536.050 29.029504 20 26
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8290 3.5600176 44592.7126 28.220065 18.200405 1982-1999 –> 2000-2009 6.723754 3.1637364 121187.636 54.779258 6 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7459 3.7724882 40988.8726 29.261994 17.935656 2000-2009 –> 2010-2019 7.203662 3.4311734 84970.394 60.042945 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 7459 3.7881479 41050.6693 48.506169 17.628259 2000-2009 –> 2010-2019 7.232037 3.4438892 85093.521 94.840962 2 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 7459 3.8049705 41116.7715 13.879346 17.451641 2000-2009 –> 2010-2019 7.268876 3.4639052 85255.708 28.408568 4 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7459 3.8028752 41108.5540 12.433785 19.801986 2000-2009 –> 2010-2019 7.360725 3.5578494 85691.166 25.731467 3 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7459 3.8062954 41121.9648 61.285791 19.791136 2000-2009 –> 2010-2019 7.364933 3.5586375 85708.249 119.961100 5 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7459 3.8139372 41151.8853 26.452904 19.728954 2000-2009 –> 2010-2019 7.373955 3.5600176 85744.598 54.672969 6 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 7459 3.8649136 41349.9560 11.903396 18.626158 2000-2009 –> 2010-2019 7.427402 3.5624887 85954.173 24.045227 8 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 7459 3.8655631 41352.4628 44.714196 18.632944 2000-2009 –> 2010-2019 7.428356 3.5627928 85958.095 90.554503 9 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 7459 3.8751267 41389.3248 25.318422 18.593466 2000-2009 –> 2010-2019 7.439661 3.5645343 86003.060 51.107003 11 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7459 3.8504982 41294.2105 13.204501 19.086749 2000-2009 –> 2010-2019 7.480103 3.6296052 86207.885 27.072759 7 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 10112 2.9588122 50649.3634 18.774866 18.604254 1982-1999 –> 2000-2009 5.263123 2.3043111 134226.805 36.937378 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 10112 3.0617114 51340.7441 21.672233 22.092990 1982-1999 –> 2000-2009 5.482279 2.4205674 136743.172 41.762873 2 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 10112 3.1255104 51757.8348 19.885273 19.922835 1982-1999 –> 2000-2009 5.542192 2.4166814 137100.690 38.460620 3 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 10112 3.1353388 51821.3308 55.272035 20.250120 1982-1999 –> 2000-2009 5.558986 2.4236467 137270.897 106.783815 4 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 10112 3.1358411 51824.5707 60.583722 20.304307 1982-1999 –> 2000-2009 5.560065 2.4242234 137282.958 116.720824 5 10
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate 10112 3.1361502 51824.5640 4.969260 20.356188 1982-1999 –> 2000-2009 5.562471 2.4263209 137313.019 9.768900 6 12
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 10112 3.1692508 52036.9005 19.369028 22.335181 1982-1999 –> 2000-2009 5.648904 2.4796532 138331.530 37.640740 7 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 10112 3.1807155 52111.9283 59.573280 24.009939 1982-1999 –> 2000-2009 5.740673 2.5599571 139590.299 114.308587 8 16
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 10112 3.1824179 52122.7498 55.867352 24.160946 1982-1999 –> 2000-2009 5.747412 2.5649939 139674.000 109.265862 9 18
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 10112 3.1854981 52140.3146 15.380745 24.178314 1982-1999 –> 2000-2009 5.752140 2.5666417 139713.378 30.062235 10 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 9141 3.2122307 47289.4997 18.776693 14.668151 2000-2009 –> 2010-2019 6.171043 2.9588122 97938.863 37.551559 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 9141 3.3049600 47809.7827 21.934999 18.547228 2000-2009 –> 2010-2019 6.366671 3.0617114 99150.527 43.607233 2 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 9141 3.3979123 48316.8673 19.977047 16.384660 2000-2009 –> 2010-2019 6.523423 3.1255104 100074.702 39.862320 3 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 9141 3.4075541 48368.6707 55.332589 16.602578 2000-2009 –> 2010-2019 6.542893 3.1353388 100190.001 110.604624 4 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 9141 3.4084316 48373.3777 60.937100 16.643180 2000-2009 –> 2010-2019 6.544273 3.1358411 100197.948 121.520821 5 10
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate 9141 3.4093404 48376.2516 4.846785 16.682995 2000-2009 –> 2010-2019 6.545491 3.1361502 100200.816 9.816045 6 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 9141 3.4103852 48383.8535 59.442714 20.309988 2000-2009 –> 2010-2019 6.591101 3.1807155 100495.782 119.015994 7 15
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 9141 3.4334586 48505.1261 19.658561 18.789516 2000-2009 –> 2010-2019 6.602709 3.1692508 100542.027 39.027589 10 17
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 9141 3.4207835 48439.5106 57.319607 20.454352 2000-2009 –> 2010-2019 6.603201 3.1824179 100562.260 113.186960 8 17
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 9141 3.4211861 48439.6622 15.247347 20.496320 2000-2009 –> 2010-2019 6.606684 3.1854981 100579.977 30.628092 9 19
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2985 1.8802905 12254.6779 17.772440 19.722234 1982-1999 –> 2000-2009 3.384814 1.5045239 31303.033 35.988551 2 3
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2985 1.9398186 12440.7521 39.245126 19.147308 1982-1999 –> 2000-2009 3.464764 1.5249453 31629.536 73.994681 3 5
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2985 1.9430693 12450.7481 187.979926 19.229391 1982-1999 –> 2000-2009 3.471025 1.5279560 31660.076 359.836075 4 7
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2985 1.9499634 12471.8924 94.120947 19.459882 1982-1999 –> 2000-2009 3.480926 1.5309624 31701.695 176.740264 5 9
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2985 1.8699096 12221.6268 13.061908 18.000388 1982-1999 –> 2000-2009 3.547529 1.6776192 32404.275 26.446190 1 7
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate 2985 2.0492621 12766.4174 9.275002 20.108442 1982-1999 –> 2000-2009 3.653510 1.6042473 32481.252 18.403734 10 15
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 2985 1.9989983 12618.1610 8.900403 18.595614 1982-1999 –> 2000-2009 3.710604 1.7116058 33007.716 17.686546 6 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2985 2.0353246 12727.6753 29.172483 21.875305 1982-1999 –> 2000-2009 3.783145 1.7478207 33337.318 56.483708 7 19
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2985 2.0360089 12729.6821 139.623473 21.854959 1982-1999 –> 2000-2009 3.785149 1.7491402 33347.185 274.675720 8 21
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2985 2.0493328 12768.6233 71.639601 22.301160 1982-1999 –> 2000-2009 3.803922 1.7545887 33418.522 137.939411 11 26
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2608 2.1450333 11395.8003 13.817906 17.099149 2000-2009 –> 2010-2019 4.014943 1.8699096 23617.427 26.879814 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2608 2.3038610 11768.3861 18.241221 19.471768 2000-2009 –> 2010-2019 4.184151 1.8802905 24023.064 36.013661 5 7
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2608 2.2884213 11733.3125 32.730079 17.899325 2000-2009 –> 2010-2019 4.228240 1.9398186 24174.065 71.975205 2 5
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2608 2.2904795 11738.0016 165.117230 17.893827 2000-2009 –> 2010-2019 4.233549 1.9430693 24188.750 353.097156 3 7
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2608 2.3043517 11769.4970 78.566378 18.172213 2000-2009 –> 2010-2019 4.254315 1.9499634 24241.389 172.687326 6 11
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 2608 2.2987457 11754.7920 9.027069 17.550555 2000-2009 –> 2010-2019 4.297744 1.9989983 24372.953 17.927472 4 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2608 2.3958795 11972.6653 126.399909 20.167957 2000-2009 –> 2010-2019 4.431888 2.0360089 24702.347 266.023382 7 15
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2608 2.3978565 11976.9676 25.112805 20.270091 2000-2009 –> 2010-2019 4.433181 2.0353246 24704.643 54.285287 8 15
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + silicate 2608 2.4062914 11993.2838 13.650712 20.903114 2000-2009 –> 2010-2019 4.445054 2.0387627 24729.035 26.491997 9 18
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2608 2.4205731 12026.1499 65.971303 20.649486 2000-2009 –> 2010-2019 4.469906 2.0493328 24794.773 137.610904 10 21
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2750 1.4684953 9931.4724 32.844242 12.091087 1982-1999 –> 2000-2009 2.728169 1.2596741 25889.058 65.845036 2 3
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2750 1.4703918 9938.5707 241.108862 12.107636 1982-1999 –> 2000-2009 2.733045 1.2626529 25918.982 493.726186 3 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2750 1.4781861 9967.6486 65.034746 12.217260 1982-1999 –> 2000-2009 2.744848 1.2666617 25978.694 129.464518 4 7
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2750 1.4677661 9928.7405 12.112520 11.981774 1982-1999 –> 2000-2009 2.842960 1.3751943 26734.265 25.223544 1 7
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2750 1.5324428 10165.9088 16.680678 12.901399 1982-1999 –> 2000-2009 2.845628 1.3131855 26525.544 34.720656 6 10
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2750 1.4907419 10012.1685 8.572560 11.915521 1982-1999 –> 2000-2009 2.866134 1.3753923 26817.084 16.981015 5 12
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate 2750 1.6405215 10538.7398 9.163208 12.613492 1982-1999 –> 2000-2009 3.003565 1.3630438 27256.499 18.179048 15 20
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2750 1.6565289 10594.1459 17.752846 13.564221 1982-1999 –> 2000-2009 3.037755 1.3812265 27441.968 36.261918 16 24
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2750 1.6670233 10628.8798 40.827319 13.680778 1982-1999 –> 2000-2009 3.056501 1.3894773 27534.258 82.735456 17 26
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2750 1.6687036 10634.4206 75.203005 13.707856 1982-1999 –> 2000-2009 3.059009 1.3903056 27545.558 151.759894 18 28
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2339 1.5857276 8808.5552 12.013576 14.975047 2000-2009 –> 2010-2019 3.053494 1.4677661 18737.296 24.126096 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2339 1.6525042 9001.5157 31.505396 14.945643 2000-2009 –> 2010-2019 3.120999 1.4684953 18932.988 64.349638 3 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2339 1.6523428 9001.0587 233.899868 14.928170 2000-2009 –> 2010-2019 3.122735 1.4703918 18939.629 475.008730 2 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2339 1.6642147 9034.5494 62.400343 15.185579 2000-2009 –> 2010-2019 3.142401 1.4781861 19002.198 127.435089 5 9
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2339 1.6525483 8999.6405 8.923337 14.956822 2000-2009 –> 2010-2019 3.143290 1.4907419 19011.809 17.495897 4 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2339 1.7770605 9341.4602 16.577021 16.196891 2000-2009 –> 2010-2019 3.309503 1.5324428 19507.369 33.257698 13 19
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2339 1.7189649 9185.9714 172.692362 15.416960 2000-2009 –> 2010-2019 3.336288 1.6173227 19648.380 349.997543 6 13
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2339 1.7207855 9190.9235 23.156708 15.480343 2000-2009 –> 2010-2019 3.338723 1.6179372 19655.421 47.223126 7 15
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2339 1.7315411 9220.0719 43.948609 15.743486 2000-2009 –> 2010-2019 3.357467 1.6259258 19711.659 90.021714 8 20
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2339 1.7419743 9246.1738 154.368667 15.204296 2000-2009 –> 2010-2019 3.365392 1.6234178 19727.271 314.548770 9 19
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3741 1.5552913 13935.0197 23.232056 13.108090 1982-1999 –> 2000-2009 2.807723 1.2524319 37172.527 46.078554 5 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3741 1.5430833 13876.0590 27.691687 12.247562 1982-1999 –> 2000-2009 2.811733 1.2686499 37295.313 55.604207 2 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3741 1.5385428 13854.0112 15.559709 12.743682 1982-1999 –> 2000-2009 2.814244 1.2757015 37351.564 30.973171 1 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3741 1.5654221 13983.5977 34.525391 13.231308 1982-1999 –> 2000-2009 2.825154 1.2597321 37303.204 68.537215 6 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3741 1.5482909 13901.2670 425.855764 12.287898 1982-1999 –> 2000-2009 2.826334 1.2780430 37424.725 875.301328 3 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3741 1.5528377 13923.2068 43.836436 12.371969 1982-1999 –> 2000-2009 2.828939 1.2761012 37425.186 87.902735 4 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3741 1.5668492 13990.4152 360.130383 13.244485 1982-1999 –> 2000-2009 2.829032 1.2621833 37337.481 731.773032 7 10
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate 3741 1.5687136 13997.3129 13.418058 13.225486 1982-1999 –> 2000-2009 2.844702 1.2759882 37496.041 26.475002 8 15
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 3741 1.5747374 14025.9887 14.840635 12.641206 1982-1999 –> 2000-2009 2.858599 1.2838612 37611.608 29.440215 9 21
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3741 1.7061760 14625.7911 22.655057 13.776561 1982-1999 –> 2000-2009 2.976666 1.2704899 38063.518 44.996034 12 17
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3463 1.7963750 13898.6166 28.092476 23.307071 2000-2009 –> 2010-2019 3.339458 1.5430833 27774.676 55.784163 1 3
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3463 1.7981670 13905.5223 438.337724 23.368237 2000-2009 –> 2010-2019 3.346458 1.5482909 27806.789 864.193488 3 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3463 1.8078506 13942.7202 44.619900 23.555367 2000-2009 –> 2010-2019 3.360688 1.5528377 27865.927 88.456337 5 9
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3463 1.8274413 14017.3700 15.070379 22.996430 2000-2009 –> 2010-2019 3.365984 1.5385428 27871.381 30.630088 6 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3463 1.7977042 13903.7392 14.172375 23.453693 2000-2009 –> 2010-2019 3.393898 1.5961941 28032.986 28.810445 2 12
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 3463 1.8017962 13917.4866 14.018177 23.446042 2000-2009 –> 2010-2019 3.398357 1.5965608 28046.452 28.492075 4 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3463 1.8696177 14175.4017 24.316799 23.225464 2000-2009 –> 2010-2019 3.424909 1.5552913 28110.421 47.548855 7 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3463 1.8812624 14218.4059 36.445653 23.459232 2000-2009 –> 2010-2019 3.446685 1.5654221 28202.004 70.971044 9 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3463 1.8806141 14216.0186 382.001479 23.490364 2000-2009 –> 2010-2019 3.447463 1.5668492 28206.434 742.131862 8 15
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate 3463 1.8813723 14216.8103 13.184200 23.428265 2000-2009 –> 2010-2019 3.450086 1.5687136 28214.123 26.602258 10 18
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2528 1.4077125 8917.1335 63.466065 10.556777 1982-1999 –> 2000-2009 2.571641 1.1639284 23039.514 120.489417 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2528 1.4113310 8930.1131 63.460621 10.602504 1982-1999 –> 2000-2009 2.577807 1.1664762 23072.134 120.470336 3 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2528 1.4106577 8927.7008 326.615255 10.583258 1982-1999 –> 2000-2009 2.577899 1.1672416 23075.613 657.970002 2 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2528 1.4141201 8940.0952 47.572423 10.717780 1982-1999 –> 2000-2009 2.582688 1.1685683 23098.211 94.339402 4 8
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate 2528 1.4142448 8938.5408 32.052822 10.696433 1982-1999 –> 2000-2009 2.590384 1.1761395 23152.663 59.870326 5 10
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2528 1.4195859 8959.5997 62.607067 10.298793 1982-1999 –> 2000-2009 2.598901 1.1793150 23199.940 119.384687 6 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2528 1.4222455 8969.0633 325.310550 10.327027 1982-1999 –> 2000-2009 2.604446 1.1822007 23231.355 655.611321 7 17
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2528 1.4231086 8972.1306 62.592366 10.347646 1982-1999 –> 2000-2009 2.604695 1.1815865 23229.755 119.334938 8 16
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2528 1.4277905 8986.7370 62.291793 10.360549 1982-1999 –> 2000-2009 2.607188 1.1793976 23225.707 118.427454 9 16
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 2528 1.4301681 8995.1495 297.072843 10.384058 1982-1999 –> 2000-2009 2.612436 1.1822679 23255.952 604.266958 11 22
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2275 1.8338025 9229.2524 45.542349 22.280448 2000-2009 –> 2010-2019 3.241515 1.4077125 18146.386 109.008414 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2275 1.8376423 9238.7698 308.312645 22.485931 2000-2009 –> 2010-2019 3.248300 1.4106577 18166.471 634.927900 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2275 1.8391920 9242.6053 45.535718 22.388908 2000-2009 –> 2010-2019 3.250523 1.4113310 18172.718 108.996340 4 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2275 1.8379719 9239.5858 45.349966 22.404715 2000-2009 –> 2010-2019 3.257558 1.4195859 18199.185 107.957033 3 9
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2275 1.8436660 9253.6600 42.086819 21.279188 2000-2009 –> 2010-2019 3.257786 1.4141201 18193.755 89.659242 7 11
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate 2275 1.8452123 9255.4745 24.951836 21.289010 2000-2009 –> 2010-2019 3.259457 1.4142448 18194.015 57.004659 8 13
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2275 1.8416571 9248.6995 305.970223 22.604564 2000-2009 –> 2010-2019 3.263903 1.4222455 18217.763 631.280773 5 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2275 1.8435194 9253.2981 45.336131 22.516843 2000-2009 –> 2010-2019 3.266628 1.4231086 18225.429 107.928496 6 14
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate 2275 1.8528103 9274.1717 25.370461 21.139489 2000-2009 –> 2010-2019 3.281350 1.4285396 18263.561 57.806087 9 19
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2275 1.8579908 9286.8757 45.015684 22.314417 2000-2009 –> 2010-2019 3.285781 1.4277905 18273.613 107.307477 10 19
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3952 1.5974590 14931.6363 29.698717 13.916984 1982-1999 –> 2000-2009 2.914499 1.3170395 39865.768 67.198298 1 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3952 1.5986926 14937.7377 29.688540 13.951508 1982-1999 –> 2000-2009 2.916020 1.3173271 39875.080 67.178895 2 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3952 1.6005136 14946.7358 110.210001 14.049481 1982-1999 –> 2000-2009 2.918382 1.3178681 39890.118 224.992542 3 7
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3952 1.6142511 15014.2877 246.146790 18.479005 1982-1999 –> 2000-2009 2.929113 1.3148622 39924.084 480.117771 10 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3952 1.6047285 14967.5234 158.415425 12.194140 1982-1999 –> 2000-2009 2.937920 1.3331919 40080.938 312.460946 4 12
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3952 1.6050600 14967.1558 21.064792 12.448921 1982-1999 –> 2000-2009 2.939147 1.3340875 40088.448 47.962936 5 15
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3952 1.6062403 14974.9659 158.469107 12.266231 1982-1999 –> 2000-2009 2.939769 1.3335282 40092.091 312.711132 6 15
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3952 1.6064553 14974.0239 21.072874 12.469631 1982-1999 –> 2000-2009 2.940921 1.3344653 40099.481 47.979718 7 19
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3952 1.6083096 14985.1420 366.731383 12.369685 1982-1999 –> 2000-2009 2.942501 1.3341918 40109.584 733.056471 8 19
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 3952 1.6084836 14983.9970 89.379594 12.552065 1982-1999 –> 2000-2009 2.943621 1.3351379 40116.866 187.162625 9 22
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3686 1.8800477 15128.3373 22.812700 23.336710 2000-2009 –> 2010-2019 3.477507 1.5974590 30059.974 52.511417 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3686 1.8815136 15134.0832 22.807412 23.383195 2000-2009 –> 2010-2019 3.480206 1.5986926 30071.821 52.495953 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3686 1.8831358 15140.4364 102.034051 23.506075 2000-2009 –> 2010-2019 3.483649 1.6005136 30087.172 212.244052 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3686 1.8943579 15184.2378 147.473955 20.822041 2000-2009 –> 2010-2019 3.499086 1.6047285 30151.761 305.889381 5 9
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3686 1.8949071 15184.3746 17.767591 21.220687 2000-2009 –> 2010-2019 3.499967 1.6050600 30151.530 38.832384 6 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3686 1.8962317 15191.5263 147.700382 20.932866 2000-2009 –> 2010-2019 3.502472 1.6062403 30166.492 306.169489 7 13
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3686 1.8965995 15190.9561 17.773468 21.255305 2000-2009 –> 2010-2019 3.503055 1.6064553 30164.980 38.846342 8 15
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3686 1.8980502 15198.5925 335.609034 21.074835 2000-2009 –> 2010-2019 3.506360 1.6083096 30183.735 702.340417 9 17
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 3686 1.8983649 15197.8149 91.275444 21.372140 2000-2009 –> 2010-2019 3.506848 1.6084836 30181.812 180.655039 10 19
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3686 1.8928388 15178.3239 243.558752 29.175749 2000-2009 –> 2010-2019 3.507090 1.6142511 30192.612 489.705542 4 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1808 1.2326994 5901.3720 365.172622 27.597863 1982-1999 –> 2000-2009 2.298139 1.0654398 15672.043 730.520419 5 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1808 1.2326602 5901.2572 291.572220 27.607705 1982-1999 –> 2000-2009 2.298602 1.0659419 15675.029 608.911398 4 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1808 1.2314779 5897.7873 282.710136 27.631134 1982-1999 –> 2000-2009 2.299733 1.0682551 15685.828 560.777187 2 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1808 1.2326302 5901.1690 289.797074 27.599394 1982-1999 –> 2000-2009 2.300011 1.0673813 15683.823 607.318856 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1808 1.2295963 5892.2580 283.191124 27.680031 1982-1999 –> 2000-2009 2.302481 1.0728847 15708.762 559.667985 1 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1808 1.2348927 5907.8002 399.492206 27.840589 1982-1999 –> 2000-2009 2.316839 1.0819459 15779.660 822.903624 12 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1808 1.2348608 5907.7067 291.200972 27.842512 1982-1999 –> 2000-2009 2.316909 1.0820485 15780.191 605.420148 11 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1808 1.2343544 5906.2236 277.721068 27.725829 1982-1999 –> 2000-2009 2.317443 1.0830884 15785.030 556.250999 9 17
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 1808 1.2329738 5900.1770 289.127355 27.465939 1982-1999 –> 2000-2009 2.318226 1.0852516 15790.116 605.915272 6 17
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1808 1.2333865 5903.3871 277.314566 27.479015 1982-1999 –> 2000-2009 2.318391 1.0850046 15793.828 553.238999 7 17
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1605 1.2218825 5212.0533 248.884564 28.983259 2000-2009 –> 2010-2019 2.454513 1.2326302 11113.222 538.681638 1 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1605 1.2250406 5220.3392 244.686269 28.414625 2000-2009 –> 2010-2019 2.454637 1.2295963 11112.597 527.877393 4 5
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1605 1.2230354 5215.0807 241.800858 28.641094 2000-2009 –> 2010-2019 2.456422 1.2333865 11118.468 519.115424 2 9
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1605 1.2249241 5220.0339 242.025785 28.888510 2000-2009 –> 2010-2019 2.459278 1.2343544 11126.258 519.746853 3 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1605 1.2259758 5222.7887 247.183772 29.022151 2000-2009 –> 2010-2019 2.460837 1.2348608 11130.495 538.384743 5 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1605 1.2260182 5222.8998 344.889415 29.014840 2000-2009 –> 2010-2019 2.460911 1.2348927 11130.700 744.381621 6 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1605 1.2298356 5232.8792 243.684600 28.559181 2000-2009 –> 2010-2019 2.461314 1.2314779 11130.666 526.394737 9 11
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1605 1.2282300 5226.6855 241.559765 28.247088 2000-2009 –> 2010-2019 2.461619 1.2333895 11128.081 518.831514 8 16
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1605 1.2263139 5221.6739 246.290269 28.831107 2000-2009 –> 2010-2019 2.461915 1.2356012 11129.548 535.335117 7 21
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1605 1.2325286 5239.9005 305.538952 28.610071 2000-2009 –> 2010-2019 2.465228 1.2326994 11141.272 670.711574 10 15
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 411 0.6055774 768.0745 15.897581 2.781363 1982-1999 –> 2000-2009 1.567881 0.9623036 3059.921 26.760222 1 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 411 0.6492934 825.3698 296.709743 3.038733 1982-1999 –> 2000-2009 1.580056 0.9307624 3062.229 566.072796 5 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 411 0.6492584 825.3255 352.538030 3.038219 1982-1999 –> 2000-2009 1.580660 0.9314020 3063.318 631.942602 4 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 411 0.6488873 824.8555 298.478403 3.036491 1982-1999 –> 2000-2009 1.581319 0.9324314 3064.671 570.811090 3 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 411 0.6486379 824.5395 436.092333 3.035736 1982-1999 –> 2000-2009 1.581687 0.9330496 3065.448 790.180359 2 6
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 411 0.6504914 824.8852 14.451437 3.063727 1982-1999 –> 2000-2009 1.616859 0.9663674 3121.685 24.741200 6 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 411 0.6949200 881.1935 19.336218 2.964772 1982-1999 –> 2000-2009 1.834412 1.1394918 3451.903 30.484341 7 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 411 0.6950762 881.3783 4.641555 2.964135 1982-1999 –> 2000-2009 1.835114 1.1400377 3452.878 7.400831 8 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 411 0.6950909 881.3957 4.689274 2.964072 1982-1999 –> 2000-2009 1.835144 1.1400526 3452.917 7.705093 9 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 411 0.6951789 881.4998 95.255232 2.963497 1982-1999 –> 2000-2009 1.835535 1.1403564 3453.461 152.928295 10 22
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 354 1.2903642 1199.0951 22.278603 16.064949 2000-2009 –> 2010-2019 1.895942 0.6055774 1967.170 38.176184 11 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 354 1.2237413 1161.5627 24.497948 13.166412 2000-2009 –> 2010-2019 1.918661 0.6949200 2042.756 43.834166 2 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 354 1.2280876 1164.0728 5.647787 13.263119 2000-2009 –> 2010-2019 1.923164 0.6950762 2045.451 10.289342 4 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 354 1.2280908 1164.0747 86.080175 13.227471 2000-2009 –> 2010-2019 1.923270 0.6951789 2045.574 181.335407 5 15
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 354 1.2284944 1164.3074 6.379251 13.273886 2000-2009 –> 2010-2019 1.923585 0.6950909 2045.703 11.068525 7 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 354 1.2359086 1168.5674 6.374896 13.117893 2000-2009 –> 2010-2019 1.952340 0.7164310 2074.820 11.357680 9 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 354 1.3659319 1239.3890 241.683968 17.817927 2000-2009 –> 2010-2019 2.015190 0.6492584 2064.715 594.221998 14 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 354 1.3685740 1240.7572 223.803194 17.914259 2000-2009 –> 2010-2019 2.017867 0.6492934 2066.127 520.512938 15 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 354 1.3698936 1241.4395 331.453551 17.848713 2000-2009 –> 2010-2019 2.018531 0.6486379 2065.979 767.545883 16 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 354 1.3703945 1241.6983 227.901905 17.909530 2000-2009 –> 2010-2019 2.019282 0.6488873 2066.554 526.380307 17 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 11.962996 8535.993
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 11.963703 5876.071
Atlantic (26,26.5] 1982-1999 –> 2000-2009 14.082964 9401.361
Atlantic (26,26.5] 2000-2009 –> 2010-2019 12.793938 6320.020
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 10.042398 6205.420
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 9.698104 4235.261
Atlantic (26.75,27] 1982-1999 –> 2000-2009 9.591329 9529.498
Atlantic (26.75,27] 2000-2009 –> 2010-2019 9.951217 6502.404
Atlantic (27,27.25] 1982-1999 –> 2000-2009 8.033468 13190.834
Atlantic (27,27.25] 2000-2009 –> 2010-2019 8.911436 9695.480
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 6.977277 32995.421
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 7.970126 24089.121
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 8.186306 56987.813
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 9.889177 41981.243
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 8.406886 24187.773
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 10.795937 18223.248
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 9.348729 31688.570
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 11.586653 24450.660
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 9.234322 40539.187
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 9.472969 26124.470
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 5.387913 10090.547
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 5.888776 7098.564
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 5.716996 10294.338
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 6.729996 7557.068
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 5.590933 8263.623
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 7.485213 6292.399
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 4.847407 11154.799
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 4.799686 7454.612
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2009 18.948705 64291.683
Indo-Pacific (-Inf,26] 2000-2009 –> 2010-2019 18.896708 45219.628
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2009 11.988259 44161.166
Indo-Pacific (26,26.5] 2000-2009 –> 2010-2019 11.838287 29616.390
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2009 10.068509 36171.916
Indo-Pacific (26.5,26.75] 2000-2009 –> 2010-2019 10.258098 25105.898
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2009 10.072567 51568.144
Indo-Pacific (26.75,27] 2000-2009 –> 2010-2019 10.227023 35846.459
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2009 7.533443 78692.880
Indo-Pacific (27,27.25] 2000-2009 –> 2010-2019 7.956963 54549.974
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2009 6.563148 119639.079
Indo-Pacific (27.25,27.5] 2000-2009 –> 2010-2019 7.357971 85658.685
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2009 5.585824 137724.675
Indo-Pacific (27.5,27.75] 2000-2009 –> 2010-2019 6.509749 99993.290
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2009 3.608539 32429.061
Indo-Pacific (27.75,27.85] 2000-2009 –> 2010-2019 4.299297 24354.845
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2009 2.891761 26764.191
Indo-Pacific (27.85,27.95] 2000-2009 –> 2010-2019 3.229029 19287.402
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2009 2.842313 37448.117
Indo-Pacific (27.95,28.05] 2000-2009 –> 2010-2019 3.397399 28013.119
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2009 2.592809 23158.085
Indo-Pacific (28.05,28.1] 2000-2009 –> 2010-2019 3.261280 18205.290
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2009 2.932189 40014.246
Indo-Pacific (28.1,28.2] 2000-2009 –> 2010-2019 3.496624 30141.189
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2009 2.308677 15735.431
Indo-Pacific (28.2,28.3] 2000-2009 –> 2010-2019 2.459667 11126.131
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2009 1.684867 3224.843
Indo-Pacific (28.3, Inf] 2000-2009 –> 2010-2019 1.960783 2048.485

5.5 Target variable coefficients

A data frame to map the target variable is prepared.

# create table with two era belonging to one eras
eras_forward <- lm_all_fitted_wide %>%
  arrange(era) %>% 
  group_by(basin, gamma_slab, model) %>% 
  mutate(eras = paste(era, lead(era), sep = " --> ")) %>% 
  ungroup() %>% 
  select(era, eras) %>% 
  unique()

eras_backward <- lm_all_fitted_wide %>%
  arrange(era) %>% 
  group_by(basin, gamma_slab, model) %>% 
  mutate(eras = paste(lag(era), era, sep = " --> ")) %>% 
  ungroup() %>% 
  select(era, eras) %>% 
  unique()

eras_era <- full_join(eras_backward, eras_forward) %>% 
  filter(str_detect(eras, "NA") == FALSE)

# extend best model selection from eras to era
lm_best_target <- full_join(
  lm_best %>% select(basin, gamma_slab, model, eras),
  eras_era)

lm_best_target <- left_join(lm_best_target, lm_all_fitted_wide)

rm(eras_era, eras_forward, eras_backward,
   lm_all_fitted)

5.6 Plot selected model residuals

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

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

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

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

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

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

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

5.7 Cant coeffcients

A data frame of coefficient offsets is prepared to facilitate the direct mapping of Cant.

# pivot long format
lm_best_long <- lm_best_target %>%
  pivot_longer(cols = starts_with("coeff_"),
               names_to = "term",
               values_to = "estimate",
               names_prefix = "coeff_")

# subtract coefficients of adjacent era
lm_best_long <- lm_best_long %>%
  arrange(era) %>%
  group_by(basin, gamma_slab, eras, model, term) %>%
  mutate(delta_coeff = estimate - lag(estimate)) %>%
  ungroup() %>%
  arrange(basin, gamma_slab, model, term, eras) %>%
  drop_na() %>%
  select(-c(era,estimate))

# pivot back to wide format
lm_best_cant <- lm_best_long %>%
  pivot_wider(values_from = delta_coeff,
              names_from = term,
              names_prefix = "delta_coeff_",
              values_fill = 0)

5.8 Write files

lm_best_target %>%
  select(
    basin,
    gamma_slab,
    model,
    eras,
    era,
    starts_with("coeff_")
  ) %>%
  write_csv(paste(path_version_data,
                  "lm_best_target.csv",
                  sep = ""))

lm_best_cant %>%
  select(
    basin,
    gamma_slab,
    model,
    eras,
    starts_with("delta_coeff_")
  ) %>%
  write_csv(paste(path_version_data,
                  "lm_best_cant.csv",
                  sep = ""))

lm_best %>%
  write_csv(paste(path_version_data,
                  "lm_best.csv",
                  sep = ""))

6 Model diagnotics

6.1 Selection criterion vs predictors

The selection criterion (rmse) was plotted against the number of predictors (limited to 2 - 5).

6.1.1 All models

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

6.1.2 Best models

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

6.2 RMSE correlation between eras

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

6.2.1 All models

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

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

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c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.2.2 Best models

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

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

Version Author Date
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
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
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] 9 10 7 7 3 4 7
(26,26.5] 6 10 7 5 6 10 5
(26.5,26.75] 8 6 5 4 8 10 7
(26.75,27] 8 9 6 4 7 9 6
(27,27.25] 7 10 7 6 4 4 9
(27.25,27.5] 8 10 4 5 5 10 5
(27.5,27.75] 8 10 5 3 5 10 6
(27.75,27.85] 8 10 7 7 4 3 8
(27.85,27.95] 7 5 8 7 5 10 7
(27.95,28.05] 4 5 3 10 9 5 10
(28.05,28.1] 6 2 6 7 7 10 8
(28.1,28.15] 5 3 5 6 10 9 8
(28.15,28.2] 4 3 5 6 8 10 9
(28.2, Inf] 7 5 3 7 10 8 7
total 95.00 98.00 78.00 84.00 91.00 112.00 102.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 9 10 6 8 4 6 5
(26,26.5] 6 10 7 5 6 10 5
(26.5,26.75] 7 6 5 5 9 10 6
(26.75,27] 7 7 7 6 7 9 7
(27,27.25] 7 10 7 6 6 6 7
(27.25,27.5] 9 10 4 4 5 10 4
(27.5,27.75] 8 10 4 4 5 10 6
(27.75,27.85] 7 10 7 7 4 3 9
(27.85,27.95] 7 5 8 7 5 10 7
(27.95,28.05] 6 7 7 7 10 4 7
(28.05,28.1] 7 4 8 6 6 8 7
(28.1,28.15] 9 5 7 5 8 5 6
(28.15,28.2] 5 3 5 7 6 10 9
(28.2, Inf] 6 4 4 5 10 10 8
total 100.00 101.00 86.00 82.00 91.00 111.00 93.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 7 7 6 5 10 5 9
(26,26.5] 9 10 4 4 4 10 5
(26.5,26.75] 9 10 4 4 4 10 5
(26.75,27] 7 10 5 5 5 10 5
(27,27.25] 4 10 7 5 6 10 6
(27.25,27.5] 6 10 8 4 9 6 5
(27.5,27.75] 5 10 7 5 10 5 5
(27.75,27.85] 6 10 6 4 7 5 10
(27.85,27.95] 6 7 6 4 10 5 10
(27.95,28.05] 5 5 7 5 10 5 10
(28.05,28.1] 6 4 7 5 10 5 10
(28.1,28.2] 7 4 6 7 10 4 9
(28.2,28.3] 8 10 8 6 5 6 6
(28.3, Inf] 6 6 6 8 10 5 8
total 91.00 113.00 87.00 71.00 110.00 91.00 103.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 7 7 6 5 10 5 9
(26,26.5] 9 10 4 4 4 10 5
(26.5,26.75] 8 10 5 5 5 10 4
(26.75,27] 4 10 8 5 5 10 5
(27,27.25] 4 10 6 6 6 10 6
(27.25,27.5] 6 10 6 7 7 7 7
(27.5,27.75] 5 10 7 5 10 5 5
(27.75,27.85] 7 10 5 4 6 6 10
(27.85,27.95] 7 10 6 4 6 5 10
(27.95,28.05] 6 6 6 4 10 6 10
(28.05,28.1] 5 5 7 5 10 5 10
(28.1,28.2] 7 4 6 7 10 4 9
(28.2,28.3] 8 10 7 7 6 4 6
(28.3, Inf] 7 6 6 7 10 6 8
total 90.00 118.00 85.00 75.00 105.00 93.00 104.00

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
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
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
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
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
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 

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

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

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

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

other attached packages:
 [1] car_3.0-10       carData_3.0-4    gt_0.2.2         corrr_0.4.3     
 [5] broom_0.7.5      kableExtra_1.3.1 knitr_1.30       olsrr_0.5.3     
 [9] GGally_2.0.0     lubridate_1.7.9  metR_0.9.0       scico_1.2.0     
[13] patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0    stringr_1.4.0   
[17] dplyr_1.0.5      purrr_0.3.4      readr_1.4.0      tidyr_1.1.2     
[21] tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_2.0-0         withr_2.3.0             
[13] gridExtra_2.3            tidyselect_1.1.0         curl_4.3                
[16] compiler_4.0.3           git2r_0.27.1             cli_2.2.0               
[19] rvest_0.3.6              xml2_1.3.2               sass_0.2.0              
[22] labeling_0.4.2           scales_1.1.1             checkmate_2.0.0         
[25] goftest_1.2-2            digest_0.6.27            foreign_0.8-80          
[28] rmarkdown_2.5            rio_0.5.16               pkgconfig_2.0.3         
[31] htmltools_0.5.0          highr_0.8                dbplyr_1.4.4            
[34] rlang_0.4.10             readxl_1.3.1             rstudioapi_0.13         
[37] farver_2.0.3             generics_0.1.0           jsonlite_1.7.2          
[40] zip_2.1.1                magrittr_2.0.1           Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_1.0.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               plyr_1.8.6              
[52] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[55] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[58] haven_2.3.1              hms_0.5.3                pillar_1.4.7            
[61] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[64] RcppArmadillo_0.10.1.2.2 data.table_1.13.6        modelr_0.1.8            
[67] vctrs_0.3.6              httpuv_1.5.4             cellranger_1.1.0        
[70] gtable_0.3.0             reshape_0.8.8            assertthat_0.2.1        
[73] xfun_0.20                openxlsx_4.2.3           RcppEigen_0.3.3.9.1     
[76] later_1.1.0.1            viridisLite_0.3.0        ellipsis_0.3.1          
[79] here_1.0.1