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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 ~ sal + temp + nitrate + silicate + phosphate_star 170 1.3413148 596.2802 18.680573 6.325953 1982-1999 –> 2000-2012 2.3757191 1.0344043 1229.1578 31.997036 9 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 170 1.2768526 579.5345 142.116872 6.210171 1982-1999 –> 2000-2012 2.4505137 1.1736611 1266.2168 261.563979 1 7
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 170 1.2876619 582.4006 35.122404 6.368174 1982-1999 –> 2000-2012 2.4600533 1.1723914 1268.6219 64.570945 3 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 170 1.2923671 583.6408 18.144033 6.423577 1982-1999 –> 2000-2012 2.4648365 1.1724694 1269.8904 31.472549 4 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 170 1.2956202 584.4955 19.790524 6.457326 1982-1999 –> 2000-2012 2.4683122 1.1726920 1270.8260 33.627137 5 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 170 1.2854247 581.8094 101.772925 6.276469 1982-1999 –> 2000-2012 2.4683619 1.1829371 1271.8454 186.201430 2 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 170 1.3018560 586.1280 30.356641 6.466993 1982-1999 –> 2000-2012 2.4848213 1.1829653 1276.1742 54.242301 6 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 170 1.3092434 588.0519 18.709882 6.549799 1982-1999 –> 2000-2012 2.4928329 1.1835895 1278.3228 31.666551 7 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 170 1.3111002 588.5338 12.130562 6.553751 1982-1999 –> 2000-2012 2.4953611 1.1842610 1279.0462 21.136015 8 18
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 170 1.3500927 596.4980 44.904067 7.090897 1982-1999 –> 2000-2012 2.5400476 1.1899549 1287.0538 102.315653 10 23
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 102 0.9265923 287.9102 133.104809 3.090495 2000-2012 –> 2010-2019 2.2034449 1.2768526 867.4446 275.221680 4 5
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 102 0.9217908 286.8503 34.242141 3.169636 2000-2012 –> 2010-2019 2.2094526 1.2876619 869.2510 69.364545 1 4
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 102 0.9217979 286.8519 18.145531 3.196548 2000-2012 –> 2010-2019 2.2141650 1.2923671 870.4927 36.289564 2 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 102 0.9222083 286.9427 18.931804 3.211998 2000-2012 –> 2010-2019 2.2178284 1.2956202 871.4382 38.722328 3 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 102 0.9632985 295.8355 91.493712 3.109212 2000-2012 –> 2010-2019 2.2487232 1.2854247 877.6449 193.266637 5 7
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 102 0.9662815 296.4662 27.757333 3.168073 2000-2012 –> 2010-2019 2.2681374 1.3018560 882.5943 58.113974 6 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 102 0.9688069 296.9987 16.779079 3.243655 2000-2012 –> 2010-2019 2.2780503 1.3092434 885.0506 35.488960 7 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 102 0.9695972 297.1650 10.908483 3.280847 2000-2012 –> 2010-2019 2.2806974 1.3111002 885.6988 23.039045 8 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 102 1.0258449 308.6688 18.198946 3.475664 2000-2012 –> 2010-2019 2.3671597 1.3413148 904.9490 36.879519 9 18
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 102 1.0410936 309.6789 45.716816 3.118345 2000-2012 –> 2010-2019 2.3911863 1.3500927 906.1769 90.620883 13 23
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1064 3.6500241 5788.6946 357.053271 11.169411 1982-1999 –> 2000-2012 6.8351232 3.1850991 12916.3792 667.433107 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1064 3.7099982 5823.3760 14.580617 11.190043 1982-1999 –> 2000-2012 6.9689503 3.2589521 13014.3261 27.268449 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1064 3.7172706 5827.5432 11.391811 11.195914 1982-1999 –> 2000-2012 6.9820209 3.2647504 13023.3995 22.444496 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1064 3.7306968 5835.2154 11.506465 11.207742 1982-1999 –> 2000-2012 7.0100904 3.2793936 13043.4233 23.310583 5 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1064 3.8250070 5888.3415 357.266859 11.563773 1982-1999 –> 2000-2012 7.0397527 3.2147457 13041.5971 665.297362 6 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1064 3.6931630 5813.6976 42.147323 10.941866 1982-1999 –> 2000-2012 7.0894784 3.3963154 13118.5955 91.696041 2 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1064 3.8965990 5927.8028 12.274975 12.626216 1982-1999 –> 2000-2012 7.1790888 3.2824898 13138.6153 22.621323 7 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1064 3.9108979 5935.5973 11.393255 13.401765 1982-1999 –> 2000-2012 7.2032962 3.2923983 13154.7286 22.367404 8 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1064 3.9132373 5936.8699 11.159412 13.500483 1982-1999 –> 2000-2012 7.2090779 3.2958406 13158.8853 22.020235 9 17
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1064 3.9539079 5958.8722 11.383007 13.650900 1982-1999 –> 2000-2012 7.2855206 3.3316128 13210.6825 22.397753 10 19
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 716 3.3951013 3796.3017 265.288092 10.469099 2000-2012 –> 2010-2019 7.0451254 3.6500241 9584.9963 622.341363 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 716 3.4442193 3816.8705 11.223134 11.916566 2000-2012 –> 2010-2019 7.1542175 3.7099982 9640.2465 25.803751 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 716 3.4473689 3818.1793 9.402339 12.015929 2000-2012 –> 2010-2019 7.1646394 3.7172706 9645.7226 20.794150 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 716 3.4847926 3833.6410 39.297846 11.104827 2000-2012 –> 2010-2019 7.1779556 3.6931630 9647.3386 81.445170 6 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 716 3.4559802 3821.7520 9.497566 12.196388 2000-2012 –> 2010-2019 7.1866770 3.7306968 9656.9674 21.004032 5 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 716 3.4372603 3813.9742 265.435884 13.308605 2000-2012 –> 2010-2019 7.2622673 3.8250070 9702.3157 622.702744 2 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 716 3.4920563 3836.6228 10.943668 14.665711 2000-2012 –> 2010-2019 7.3886553 3.8965990 9764.4255 23.218643 7 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 716 3.4997780 3839.7857 9.404441 14.848324 2000-2012 –> 2010-2019 7.4106759 3.9108979 9775.3831 20.797696 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 716 3.5003419 3840.0164 9.262419 14.845579 2000-2012 –> 2010-2019 7.4135792 3.9132373 9776.8863 20.421831 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 716 3.5059113 3842.2931 9.388433 14.789782 2000-2012 –> 2010-2019 7.4598191 3.9539079 9801.1653 20.771439 10 20
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1430 3.1459602 7350.0650 336.384073 12.528375 1982-1999 –> 2000-2012 6.5599905 3.4140303 17130.8752 599.104444 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1430 3.1847323 7385.0974 110.291051 13.056902 1982-1999 –> 2000-2012 6.6344757 3.4497433 17204.3070 179.632391 5 7
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1430 3.2041094 7402.4459 109.714698 13.252251 1982-1999 –> 2000-2012 6.6744165 3.4703072 17243.5862 178.863052 7 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1430 3.1549248 7358.2031 23.004491 14.840766 1982-1999 –> 2000-2012 6.6884978 3.5335730 17266.0085 49.726876 2 9
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1430 3.1918935 7389.5211 278.369192 13.610215 1982-1999 –> 2000-2012 6.6955002 3.5036067 17263.9002 525.372903 6 11
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1430 3.2161259 7413.1519 110.888603 13.440040 1982-1999 –> 2000-2012 6.7002356 3.4841097 17268.9394 180.403734 8 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1430 3.1652174 7367.5184 23.158711 15.197719 1982-1999 –> 2000-2012 6.7194583 3.5542409 17296.8437 50.062166 3 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1430 3.1684793 7370.4642 23.243826 15.295803 1982-1999 –> 2000-2012 6.7289973 3.5605181 17306.3007 50.217632 4 16
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 1430 3.2363149 7429.0491 18.255986 14.219203 1982-1999 –> 2000-2012 6.7788060 3.5424911 17344.1557 35.587417 9 17
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1430 3.2602685 7450.1395 3.649672 14.496616 1982-1999 –> 2000-2012 6.8276623 3.5673938 17391.0949 7.808634 12 25
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 976 3.8436879 5412.0039 347.354997 13.441112 2000-2012 –> 2010-2019 6.9896481 3.1459602 12762.0688 683.739069 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 976 3.8802673 5430.4927 101.389102 13.975435 2000-2012 –> 2010-2019 7.0649997 3.1847323 12815.5901 211.680153 2 7
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 976 3.8977773 5439.2815 100.852076 14.166204 2000-2012 –> 2010-2019 7.1018867 3.2041094 12841.7274 210.566774 3 10
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 976 3.9111347 5445.9594 101.895572 14.414339 2000-2012 –> 2010-2019 7.1272606 3.2161259 12859.1113 212.784174 4 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 976 3.9796506 5479.8588 26.025435 16.774066 2000-2012 –> 2010-2019 7.1345754 3.1549248 12838.0619 49.029926 6 8
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 976 3.9507767 5463.6446 293.005605 15.609033 2000-2012 –> 2010-2019 7.1426702 3.1918935 12853.1657 571.374797 5 11
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 976 3.9987413 5489.2003 26.228520 17.188229 2000-2012 –> 2010-2019 7.1639587 3.1652174 12856.7186 49.387231 8 11
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 976 4.0033422 5491.4449 26.324592 17.276466 2000-2012 –> 2010-2019 7.1718215 3.1684793 12861.9091 49.568419 9 13
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 976 3.9947992 5485.2750 19.840809 16.241400 2000-2012 –> 2010-2019 7.2311140 3.2363149 12914.3241 38.096795 7 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 976 4.0200731 5499.5858 104.585289 15.270197 2000-2012 –> 2010-2019 7.2622985 3.2422255 12935.8535 221.283085 11 21
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2371 1.9394197 9883.6543 335.252613 10.798624 1982-1999 –> 2000-2012 3.6346574 1.6952377 22469.8400 692.203891 1 2
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2371 1.9812923 9982.9459 316.147387 15.143751 1982-1999 –> 2000-2012 3.7132093 1.7319169 22705.3707 668.242141 2 4
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2371 2.0017262 10033.6016 25.918280 14.540718 1982-1999 –> 2000-2012 3.7805902 1.7788639 22930.7527 55.387436 3 6
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2371 2.0476028 10141.0544 89.235935 10.493873 1982-1999 –> 2000-2012 3.8266899 1.7790871 23039.0157 133.625660 5 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2371 2.0362619 10114.7173 21.977964 14.565544 1982-1999 –> 2000-2012 3.8496013 1.8133394 23135.8310 44.421627 4 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2371 2.0505307 10147.8302 22.273908 14.578509 1982-1999 –> 2000-2012 3.8773256 1.8267950 23216.6874 44.721803 6 14
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2371 2.0873032 10232.1158 88.843698 10.263314 1982-1999 –> 2000-2012 3.9074678 1.8201646 23277.4910 133.141695 7 13
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 2371 2.0992408 10257.1588 25.657672 15.451142 1982-1999 –> 2000-2012 3.9216025 1.8223616 23308.3245 53.498850 8 15
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2371 2.1139627 10292.2982 90.141023 10.622785 1982-1999 –> 2000-2012 3.9554098 1.8414471 23412.7463 134.756836 9 18
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2371 2.1444062 10358.1015 3.724029 15.520401 1982-1999 –> 2000-2012 4.0114144 1.8670082 23565.5765 7.592862 12 22
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1749 2.4056431 8048.0518 295.132843 21.568429 2000-2012 –> 2010-2019 4.3450628 1.9394197 17931.7061 630.385456 2 3
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1749 2.4027788 8043.8844 25.538681 16.417802 2000-2012 –> 2010-2019 4.4045050 2.0017262 18077.4860 51.456961 1 4
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1749 2.4282787 8080.8119 102.063378 10.591419 2000-2012 –> 2010-2019 4.4758815 2.0476028 18221.8664 191.299314 4 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1749 2.4553492 8119.5919 22.954985 16.526069 2000-2012 –> 2010-2019 4.4916111 2.0362619 18234.3092 44.932949 6 10
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1749 2.5428570 8240.0893 261.734144 20.993335 2000-2012 –> 2010-2019 4.5241493 1.9812923 18223.0352 577.881531 10 12
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1749 2.4781020 8151.8573 22.955037 18.652903 2000-2012 –> 2010-2019 4.5286327 2.0505307 18299.6875 45.228945 8 14
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1749 2.4190673 8067.5175 108.293516 12.950133 2000-2012 –> 2010-2019 4.5381687 2.1191013 18371.3286 200.802884 3 13
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1749 2.4634122 8131.0600 101.228853 10.367735 2000-2012 –> 2010-2019 4.5507154 2.0873032 18363.1758 190.072552 7 14
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 1749 2.4447335 8102.4355 25.412808 15.818996 2000-2012 –> 2010-2019 4.5640258 2.1192923 18404.6739 50.952526 5 16
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1749 2.5041064 8188.3729 103.254783 10.993590 2000-2012 –> 2010-2019 4.6180691 2.1139627 18480.6711 193.395805 9 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2279 1.9002259 9407.6337 40.682020 12.460871 1982-1999 –> 2000-2012 3.3481112 1.4478853 20817.8351 91.857296 2 3
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2279 1.8215300 9214.8486 153.714487 10.640593 1982-1999 –> 2000-2012 3.3616109 1.5400809 21018.2757 226.498056 1 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2279 1.9240677 9464.4663 17.389042 12.446804 1982-1999 –> 2000-2012 3.4109189 1.4868513 21043.8330 35.954363 4 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2279 1.9311482 9481.2090 17.358118 12.437485 1982-1999 –> 2000-2012 3.4297145 1.4985662 21110.5685 35.905491 5 8
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 2279 1.9015350 9408.7727 37.447133 12.566672 1982-1999 –> 2000-2012 3.4598411 1.5583061 21285.1394 85.890508 3 9
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2279 2.0079405 9658.9471 324.425250 19.497158 1982-1999 –> 2000-2012 3.5175830 1.5096425 21335.2159 662.171387 7 11
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2279 2.0466983 9746.0887 137.410754 12.017952 1982-1999 –> 2000-2012 3.6727522 1.6260539 21895.5420 206.179512 9 16
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2279 2.0607764 9777.3333 134.642994 12.331044 1982-1999 –> 2000-2012 3.7290660 1.6682896 22090.1308 202.902407 10 18
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2279 2.1071364 9878.7353 140.070726 12.086568 1982-1999 –> 2000-2012 3.8160466 1.7089102 22344.7755 209.883156 14 23
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2279 2.0706683 9799.1597 16.970463 13.912704 1982-1999 –> 2000-2012 3.9515164 1.8808481 22875.8725 35.363115 11 22
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1551 2.1679006 6815.7485 155.916130 9.456955 2000-2012 –> 2010-2019 3.9894306 1.8215300 16030.5971 309.630618 1 2
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1551 2.3382638 7050.4131 42.141415 12.469942 2000-2012 –> 2010-2019 4.2384897 1.9002259 16458.0468 82.823436 3 5
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1551 2.3546876 7070.1251 37.755479 12.794680 2000-2012 –> 2010-2019 4.2562226 1.9015350 16478.8978 75.202612 4 7
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1551 2.2570822 6940.8015 175.880099 10.414856 2000-2012 –> 2010-2019 4.2564938 1.9994116 16580.3470 355.696322 2 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1551 2.3684544 7090.2083 18.454237 12.361968 2000-2012 –> 2010-2019 4.2925221 1.9240677 16554.6746 35.843278 5 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1551 2.3758923 7099.9346 18.435235 12.358347 2000-2012 –> 2010-2019 4.3070405 1.9311482 16581.1435 35.793353 7 12
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1551 2.3981349 7126.8398 8.894182 13.021976 2000-2012 –> 2010-2019 4.4412490 2.0431141 16862.9394 17.172287 8 16
Atlantic (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1551 2.3757320 7099.7253 135.301747 12.507800 2000-2012 –> 2010-2019 4.4693321 2.0936001 16949.0856 268.023730 6 18
Atlantic (27,27.25] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1551 2.4239072 7159.9985 8.662889 13.148588 2000-2012 –> 2010-2019 4.5181200 2.0942129 17008.6925 16.732034 9 22
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1551 2.4852743 7239.5555 17.905731 13.869233 2000-2012 –> 2010-2019 4.5559426 2.0706683 17038.7152 34.876194 10 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2250 2.3328553 10211.1417 30.859957 13.467442 1982-1999 –> 2000-2012 4.1195397 1.7866845 22744.7594 65.840851 1 6
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2250 2.4178433 10372.1652 292.212969 12.825184 1982-1999 –> 2000-2012 4.1271369 1.7092936 22628.4923 561.904059 2 3
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2250 2.4179271 10372.3212 261.796264 13.328599 1982-1999 –> 2000-2012 4.1361580 1.7182309 22661.3048 519.600494 3 6
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2250 2.4769820 10480.9073 607.913090 19.352553 1982-1999 –> 2000-2012 4.1928495 1.7158675 22761.2719 1218.762379 6 8
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2250 2.4310173 10394.6175 30.859270 12.004514 1982-1999 –> 2000-2012 4.2182986 1.7872813 22928.3267 65.809445 4 10
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2250 2.4525006 10436.2101 347.295551 10.042922 1982-1999 –> 2000-2012 4.2320967 1.7795961 22944.9349 667.365253 5 9
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2250 2.5733940 10652.7388 697.587523 20.199178 1982-1999 –> 2000-2012 4.4556595 1.8822655 23512.6973 1546.603364 8 15
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2250 2.5854150 10673.7106 31.557033 20.769385 1982-1999 –> 2000-2012 4.4851905 1.8997755 23591.6526 67.428334 9 17
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2250 2.6489050 10782.8819 22.587076 21.949957 1982-1999 –> 2000-2012 4.6065581 1.9576531 23888.7508 44.012504 11 20
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2250 2.6504946 10785.5816 22.581973 21.939975 1982-1999 –> 2000-2012 4.6152048 1.9647102 23913.9835 44.007950 12 22
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1509 2.7342374 7332.0196 32.467199 12.462079 2000-2012 –> 2010-2019 5.0670927 2.3328553 17543.1613 63.327157 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1509 2.8372685 7443.6530 355.570929 13.339536 2000-2012 –> 2010-2019 5.2551118 2.4178433 17815.8182 647.783898 2 4
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1509 2.8405137 7447.1030 318.655304 14.595705 2000-2012 –> 2010-2019 5.2584409 2.4179271 17819.4242 580.451568 3 6
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1509 2.8574274 7465.0202 422.691150 11.981570 2000-2012 –> 2010-2019 5.3099280 2.4525006 17901.2304 769.986700 4 9
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1509 2.9123089 7520.4361 32.452131 12.044808 2000-2012 –> 2010-2019 5.3433262 2.4310173 17915.0536 63.311400 7 11
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1509 2.8900678 7499.2994 733.736825 19.330253 2000-2012 –> 2010-2019 5.3670498 2.4769820 17980.2068 1341.649915 6 12
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1509 2.8749561 7483.4774 485.980044 17.605450 2000-2012 –> 2010-2019 5.4123624 2.5374063 18072.8417 890.902376 5 12
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1509 3.0520117 7663.8438 828.454743 22.513698 2000-2012 –> 2010-2019 5.6254057 2.5733940 18316.5826 1526.042266 10 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1509 3.0586494 7670.4003 33.267961 22.935245 2000-2012 –> 2010-2019 5.6440644 2.5854150 18344.1109 64.824994 11 20
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1509 2.9155302 7525.7725 509.679850 13.023677 2000-2012 –> 2010-2019 5.6445177 2.7289874 18442.6838 958.760273 8 23
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2880 2.3170301 13027.1347 17.979437 13.746277 1982-1999 –> 2000-2012 4.1398858 1.8228557 29636.0942 36.529416 2 3
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2880 2.1671442 12639.9291 895.032872 17.124245 1982-1999 –> 2000-2012 4.1496875 1.9825432 29937.0048 1850.145892 1 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2880 2.3441770 13094.2280 18.370533 15.316364 1982-1999 –> 2000-2012 4.1757490 1.8315720 29742.3897 37.010500 4 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2880 2.3462209 13099.2479 17.861944 15.407676 1982-1999 –> 2000-2012 4.1770830 1.8308621 29744.2239 36.502916 5 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2880 2.3568116 13125.1899 18.142091 15.429140 1982-1999 –> 2000-2012 4.1850133 1.8282016 29758.2153 36.858817 6 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2880 2.3206451 13036.1143 461.313495 12.978183 1982-1999 –> 2000-2012 4.1941106 1.8734655 29870.1286 927.987381 3 9
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2880 2.3985835 13224.3853 17.775755 16.836256 1982-1999 –> 2000-2012 4.2421015 1.8435180 29923.9729 36.415695 7 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2880 2.4499497 13348.4348 838.929622 19.117708 1982-1999 –> 2000-2012 4.4341757 1.9842259 30654.4825 1710.313126 9 17
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2880 2.4210252 13278.0266 15.816756 13.284911 1982-1999 –> 2000-2012 4.6826570 2.2616318 31657.4630 32.248165 8 25
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 2880 2.7360740 13982.6645 17.515841 12.309654 1982-1999 –> 2000-2012 4.8520764 2.1160023 31815.1275 35.782877 12 21
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1980 2.4479163 9176.1359 932.210030 15.832016 2000-2012 –> 2010-2019 4.6150606 2.1671442 21816.0650 1827.242902 2 3
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1980 2.5969922 9412.2382 18.473219 13.016130 2000-2012 –> 2010-2019 4.9140223 2.3170301 22439.3729 36.452656 5 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1980 2.5984324 9414.4337 514.013444 12.966652 2000-2012 –> 2010-2019 4.9190775 2.3206451 22450.5480 975.326939 6 9
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1980 2.4451293 9171.6246 930.737172 17.452386 2000-2012 –> 2010-2019 4.9249354 2.4798062 22587.8297 1820.635601 1 11
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1980 2.5927326 9405.7376 19.282364 14.029336 2000-2012 –> 2010-2019 4.9369096 2.3441770 22499.9655 37.652897 3 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1980 2.5940887 9407.8082 18.808628 14.121802 2000-2012 –> 2010-2019 4.9403095 2.3462209 22507.0561 36.670572 4 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1980 2.6218724 9449.9958 19.089790 14.126724 2000-2012 –> 2010-2019 4.9786840 2.3568116 22575.1857 37.231882 8 14
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 1980 2.5989135 9413.1667 17.896963 12.995340 2000-2012 –> 2010-2019 5.0199387 2.4210252 22691.1934 33.713719 7 15
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1980 2.6671624 9517.8165 819.672093 17.598732 2000-2012 –> 2010-2019 5.1171121 2.4499497 22866.2513 1658.601715 9 18
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1980 2.7595696 9650.6925 18.735088 16.500395 2000-2012 –> 2010-2019 5.1581531 2.3985835 22875.0778 36.510842 10 17
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1101 2.3261549 4997.4677 40.947320 14.370244 1982-1999 –> 2000-2012 4.2036689 1.8775141 11264.6712 82.326972 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1101 2.3709274 5039.4478 45.960485 14.512383 1982-1999 –> 2000-2012 4.2881131 1.9171857 11370.4678 92.635931 2 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1101 2.3721433 5040.5768 44.578161 14.519123 1982-1999 –> 2000-2012 4.2893712 1.9172279 11371.6640 89.906475 3 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1101 2.3755309 5043.7192 45.762710 14.545542 1982-1999 –> 2000-2012 4.2926666 1.9171357 11374.6595 92.283401 4 6
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1101 2.3831500 5048.7704 43.620137 14.578098 1982-1999 –> 2000-2012 4.3003869 1.9172369 11377.8719 88.058003 5 10
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1101 2.3890949 5054.2566 13.793942 13.856576 1982-1999 –> 2000-2012 4.3916758 2.0025809 11516.2781 28.907356 6 12
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1101 2.5451991 5195.6306 41.124876 15.418248 1982-1999 –> 2000-2012 4.6290310 2.0838319 11781.0352 82.622259 7 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1101 2.6070177 5246.4743 12.049271 14.863352 1982-1999 –> 2000-2012 4.8075040 2.2004862 11996.1211 25.319104 8 22
Atlantic (27.75,27.85] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1101 2.6936755 5318.4790 291.270135 16.134902 1982-1999 –> 2000-2012 4.8341674 2.1404918 11983.7602 569.686295 11 20
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 1101 2.7697934 5379.8402 39.756350 13.735590 1982-1999 –> 2000-2012 4.8447845 2.0749911 11950.2690 80.212658 14 21
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 759 2.7413268 3698.7637 43.550644 13.866216 2000-2012 –> 2010-2019 5.0674817 2.3261549 8696.2314 84.497964 1 2
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 759 2.7601628 3707.1584 12.738275 13.487077 2000-2012 –> 2010-2019 5.1492578 2.3890949 8761.4150 26.532217 2 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 759 2.7859762 3723.2890 49.089332 14.032579 2000-2012 –> 2010-2019 5.1569036 2.3709274 8762.7368 95.049817 3 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 759 2.7883289 3724.5703 46.840576 14.040003 2000-2012 –> 2010-2019 5.1604722 2.3721433 8765.1471 91.418738 4 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 759 2.7951719 3728.2912 48.809258 14.060232 2000-2012 –> 2010-2019 5.1707028 2.3755309 8772.0103 94.571968 5 9
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 759 2.8194978 3739.4449 44.184950 14.029160 2000-2012 –> 2010-2019 5.2026478 2.3831500 8788.2153 87.805087 6 11
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 759 2.9613175 3815.9415 43.665715 14.646161 2000-2012 –> 2010-2019 5.5065167 2.5451991 9011.5722 84.790592 8 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 759 2.9795270 3823.2473 11.194749 14.307871 2000-2012 –> 2010-2019 5.5865447 2.6070177 9069.7216 23.244019 10 18
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 759 2.9570758 3811.7656 23.612954 13.036769 2000-2012 –> 2010-2019 5.6339104 2.6768347 9116.4345 45.387703 7 17
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 759 2.9747007 3820.7864 22.686426 13.099385 2000-2012 –> 2010-2019 5.6630645 2.6883638 9134.9190 43.706433 9 20
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 979 3.0391901 4968.7770 33.102873 23.295249 1982-1999 –> 2000-2012 6.1454084 3.1062182 12001.7244 70.863337 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 979 3.0532211 4977.7956 65.729450 23.366724 1982-1999 –> 2000-2012 6.1689041 3.1156831 12019.1097 133.803900 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 979 3.0535989 4978.0379 33.110464 23.399777 1982-1999 –> 2000-2012 6.1722408 3.1186419 12021.9623 75.647943 4 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 979 3.0535707 4978.0198 70.928628 23.404556 1982-1999 –> 2000-2012 6.1725598 3.1189892 12022.2504 143.602989 3 7
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 979 3.0536023 4976.0401 31.329157 23.397297 1982-1999 –> 2000-2012 6.1763478 3.1227455 12021.5807 71.271028 5 10
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 979 3.1468233 5034.9201 26.620125 23.456305 1982-1999 –> 2000-2012 6.2737804 3.1269571 12084.1670 61.067391 6 12
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 979 3.1793675 5055.0655 70.925472 23.593223 1982-1999 –> 2000-2012 6.3293636 3.1499962 12124.4999 143.119954 7 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 979 3.1826430 5057.0817 30.044614 23.595415 1982-1999 –> 2000-2012 6.3329246 3.1502816 12126.7652 68.544382 8 16
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 979 3.2041061 5070.2417 64.784181 23.585988 1982-1999 –> 2000-2012 6.3554725 3.1513664 12140.8721 130.401217 10 19
Atlantic (27.85,27.95] 3 cstar_tref ~ sal + temp + phosphate_star 979 3.2458777 5093.6030 24.514620 23.273160 1982-1999 –> 2000-2012 6.3972451 3.1513674 12162.2343 54.542487 11 21
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 666 2.9753844 3356.4033 894.549389 20.837072 2000-2012 –> 2010-2019 6.0079246 3.0325402 8320.8913 1731.441582 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 666 2.9884361 3362.2334 38.080377 20.893491 2000-2012 –> 2010-2019 6.0276262 3.0391901 8331.0104 71.183250 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 666 3.0072657 3370.5998 65.966600 20.942664 2000-2012 –> 2010-2019 6.0604868 3.0532211 8348.3954 131.696050 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 666 3.0085983 3371.1899 38.080624 20.971154 2000-2012 –> 2010-2019 6.0621971 3.0535989 8349.2277 71.191089 4 9
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 666 3.0087281 3371.2474 70.915174 20.975164 2000-2012 –> 2010-2019 6.0622988 3.0535707 8349.2671 141.843802 5 9
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 666 3.0088453 3369.2992 31.109171 20.983055 2000-2012 –> 2010-2019 6.0624476 3.0536023 8345.3393 62.438328 6 12
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 666 3.1388798 3425.6556 844.299205 20.570741 2000-2012 –> 2010-2019 6.2591417 3.1202619 8443.9786 1629.397142 7 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 666 3.1764515 3441.5047 29.925571 20.610449 2000-2012 –> 2010-2019 6.3232748 3.1468233 8476.4248 56.545696 10 18
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 666 3.1481658 3431.5904 38.123507 21.733704 2000-2012 –> 2010-2019 6.3331590 3.1849932 8492.1174 71.189696 8 19
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 666 3.2172125 3458.4885 70.841759 20.694211 2000-2012 –> 2010-2019 6.3965800 3.1793675 8513.5540 141.767231 11 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1153 3.4880050 6167.0271 113.550117 25.037087 1982-1999 –> 2000-2012 6.8554563 3.3674513 15170.4124 226.670069 1 2
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1153 3.5955058 6235.0251 112.999839 23.737989 1982-1999 –> 2000-2012 7.0207450 3.4252392 15294.5001 226.063654 4 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1153 3.5801856 6227.1784 135.866894 24.935143 1982-1999 –> 2000-2012 7.0328197 3.4526342 15315.8499 267.929220 2 5
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1153 3.5916930 6234.5785 37.992899 24.701864 1982-1999 –> 2000-2012 7.0494091 3.4577160 15328.2712 74.941270 3 7
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1153 3.6399509 6265.3555 32.911396 24.217138 1982-1999 –> 2000-2012 7.1240756 3.4841248 15385.0240 67.055913 5 10
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1153 3.6969773 6299.2031 127.195641 22.543055 1982-1999 –> 2000-2012 7.2154595 3.5184822 15450.3727 254.138269 6 13
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1153 3.6992820 6300.6402 34.148494 22.505132 1982-1999 –> 2000-2012 7.2175699 3.5182879 15451.6212 70.752702 7 13
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1153 3.7214311 6314.4060 27.982741 22.392398 1982-1999 –> 2000-2012 7.2450821 3.5236510 15470.5872 57.790376 9 17
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1153 3.7185357 6314.6111 811.680276 23.540337 1982-1999 –> 2000-2012 7.2452902 3.5267546 15475.7980 1710.240044 8 17
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1153 3.7665032 6342.1673 811.579203 22.206126 1982-1999 –> 2000-2012 7.3117842 3.5452809 15519.2413 1709.826436 10 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 782 3.3864667 4140.9669 137.489764 28.304403 2000-2012 –> 2010-2019 6.8744717 3.4880050 10307.9940 251.039882 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 782 3.4780750 4182.7130 171.287991 28.454056 2000-2012 –> 2010-2019 7.0582606 3.5801856 10409.8914 307.154885 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 782 3.4896180 4187.8950 45.024364 28.199626 2000-2012 –> 2010-2019 7.0813111 3.5916930 10422.4735 83.017263 3 6
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 782 3.5313890 4204.5050 135.917276 26.582668 2000-2012 –> 2010-2019 7.1268949 3.5955058 10439.5302 248.917115 4 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 782 3.5365565 4208.7920 38.465999 27.710663 2000-2012 –> 2010-2019 7.1765074 3.6399509 10474.1475 71.377395 5 10
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 782 3.6305154 4247.8018 155.561681 25.179113 2000-2012 –> 2010-2019 7.3274926 3.6969773 10547.0048 282.757322 7 13
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 782 3.6317893 4248.3505 39.678390 25.163533 2000-2012 –> 2010-2019 7.3310713 3.6992820 10548.9907 73.826884 8 15
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 782 3.6140855 4242.7078 799.524046 27.034433 2000-2012 –> 2010-2019 7.3326211 3.7185357 10557.3189 1611.204322 6 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 782 3.6480811 4255.3507 33.515120 25.140253 2000-2012 –> 2010-2019 7.3695121 3.7214311 10569.7567 61.497861 9 18
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 782 3.6857650 4271.4236 799.022702 25.055477 2000-2012 –> 2010-2019 7.4522683 3.7665032 10613.5910 1610.601905 10 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 736 0.6014736 1354.3530 72.485780 2.860880 1982-1999 –> 2000-2012 1.0863218 0.4848482 2769.5116 149.218640 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 736 0.6351259 1432.4897 63.575583 2.806299 1982-1999 –> 2000-2012 1.1199780 0.4848520 2845.6641 128.881641 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 736 0.6356672 1435.7437 234.209388 2.968608 1982-1999 –> 2000-2012 1.1563741 0.5207069 2994.7467 452.781919 3 8
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 736 0.6554421 1478.8381 69.376360 2.383453 1982-1999 –> 2000-2012 1.1573943 0.5019521 2961.8892 145.487035 6 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 736 0.6380161 1441.1728 67.766728 2.971141 1982-1999 –> 2000-2012 1.1608137 0.5227976 3008.2541 130.037301 4 10
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 736 0.6399341 1445.5913 205.779349 2.987471 1982-1999 –> 2000-2012 1.1650793 0.5251452 3021.7051 399.080475 5 13
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate 736 0.6680805 1504.9514 55.546423 2.389164 1982-1999 –> 2000-2012 1.1726061 0.5045255 2996.3116 116.386002 8 12
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 736 0.6606078 1490.3937 61.790023 3.048025 1982-1999 –> 2000-2012 1.2061941 0.5455863 3141.4911 120.736457 7 24
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 736 0.6833404 1540.1956 215.294406 2.886466 1982-1999 –> 2000-2012 1.2065730 0.5232326 3106.9538 422.051961 10 17
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 736 0.6900925 1554.6691 60.055223 2.915645 1982-1999 –> 2000-2012 1.2162360 0.5261435 3132.6117 114.140383 13 22
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 480 0.6407843 948.9211 86.873866 2.477325 2000-2012 –> 2010-2019 1.2422579 0.6014736 2303.2742 159.359645 1 2
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 480 0.6689134 990.1643 289.596405 2.559817 2000-2012 –> 2010-2019 1.3045806 0.6356672 2425.9080 523.805793 2 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 480 0.6703062 992.1612 79.539583 2.556669 2000-2012 –> 2010-2019 1.3083223 0.6380161 2433.3340 147.306311 3 7
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 480 0.6719474 994.5088 254.892115 2.536798 2000-2012 –> 2010-2019 1.3118815 0.6399341 2440.1001 460.671464 4 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 480 0.6797614 1003.6081 68.580910 2.647309 2000-2012 –> 2010-2019 1.3403692 0.6606078 2494.0018 130.370932 5 12
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 480 0.7072444 1041.6572 78.203999 2.876917 2000-2012 –> 2010-2019 1.3423704 0.6351259 2474.1468 141.779581 6 8
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 480 0.7321519 1074.8844 80.319170 2.475385 2000-2012 –> 2010-2019 1.3875941 0.6554421 2553.7226 149.695530 7 13
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate 480 0.7601132 1108.8645 65.362367 2.795418 2000-2012 –> 2010-2019 1.4281937 0.6680805 2613.8159 120.908790 14 22
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 480 0.7515969 1100.0480 264.959264 2.946257 2000-2012 –> 2010-2019 1.4349373 0.6833404 2640.2436 480.253670 9 19
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 480 0.7531684 1102.0532 275.967462 2.470924 2000-2012 –> 2010-2019 1.4353570 0.6821886 2639.7656 506.124262 10 19
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1031 0.5229719 1603.2062 118.021575 2.276672 1982-1999 –> 2000-2012 0.9196657 0.3966938 2998.4143 271.586297 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 1031 0.5237166 1604.1402 91.265506 2.250821 1982-1999 –> 2000-2012 0.9204327 0.3967161 2997.5056 208.498669 2 4
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 1031 0.5243217 1606.5213 79.775710 2.314655 1982-1999 –> 2000-2012 0.9328871 0.4085653 3082.1167 204.199256 3 6
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + phosphate 1031 0.5255539 1609.3615 63.445946 2.287942 1982-1999 –> 2000-2012 0.9346018 0.4090479 3086.2549 160.385412 4 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1031 0.5412403 1674.0062 152.963434 2.347237 1982-1999 –> 2000-2012 0.9604565 0.4192162 3223.5049 360.049530 5 12
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1031 0.5419085 1676.5501 179.784112 2.339840 1982-1999 –> 2000-2012 0.9606192 0.4187107 3222.6778 417.388731 6 11
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1031 0.5425605 1677.0295 176.850552 2.315199 1982-1999 –> 2000-2012 0.9612712 0.4187108 3221.1574 411.244217 8 14
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1031 0.5420614 1675.1320 151.886011 2.319786 1982-1999 –> 2000-2012 0.9612907 0.4192293 3222.7178 355.183177 7 15
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1031 0.5443131 1685.6796 86.430545 2.356389 1982-1999 –> 2000-2012 0.9647813 0.4204682 3243.5102 187.139573 9 20
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1031 0.5448754 1685.8086 66.864693 2.333123 1982-1999 –> 2000-2012 0.9653441 0.4204688 3241.6429 143.601603 10 22
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 717 0.5509069 1193.8223 147.548901 1.882686 2000-2012 –> 2010-2019 1.0738789 0.5229719 2797.0284 265.570476 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 717 0.5563938 1206.0338 113.295185 1.833347 2000-2012 –> 2010-2019 1.0807155 0.5243217 2812.5551 193.070895 2 5
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 717 0.5767893 1257.6588 104.762868 1.780768 2000-2012 –> 2010-2019 1.1005059 0.5237166 2861.7990 196.028374 6 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 717 0.5669543 1234.9965 206.951766 1.893518 2000-2012 –> 2010-2019 1.1081946 0.5412403 2909.0027 359.915200 3 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 717 0.5680020 1237.6440 238.299346 1.835416 2000-2012 –> 2010-2019 1.1099105 0.5419085 2914.1941 418.083457 4 10
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + phosphate 717 0.5866067 1279.8613 81.121911 1.851836 2000-2012 –> 2010-2019 1.1121606 0.5255539 2889.2229 144.567857 9 13
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 717 0.5707236 1244.4986 108.654259 1.873598 2000-2012 –> 2010-2019 1.1150367 0.5443131 2930.1782 195.084805 5 14
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 717 0.5793215 1263.9405 219.485950 1.907491 2000-2012 –> 2010-2019 1.1261495 0.5468281 2957.1255 377.925663 7 18
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 717 0.5844126 1276.4875 84.849990 1.921344 2000-2012 –> 2010-2019 1.1350692 0.5506567 2984.0593 144.280334 8 21
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 717 0.5927250 1296.7403 229.747570 1.915710 2000-2012 –> 2010-2019 1.1352854 0.5425605 2973.7699 406.598122 11 19
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1752 0.5475260 2873.3426 379.416589 3.059297 1982-1999 –> 2000-2012 1.0047325 0.4572065 6105.1135 745.469654 2 3
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1752 0.5431693 2847.3493 358.440224 3.804406 1982-1999 –> 2000-2012 1.0144347 0.4712654 6234.3689 896.128288 1 4
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1752 0.5552640 2922.5166 392.763796 3.082121 1982-1999 –> 2000-2012 1.0189531 0.4636891 6225.5283 771.221439 4 6
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 1752 0.5490859 2883.3110 130.238221 3.154788 1982-1999 –> 2000-2012 1.0268458 0.4777599 6337.5864 294.217533 3 8
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1752 0.5672582 2997.4007 515.351381 3.113202 1982-1999 –> 2000-2012 1.0437989 0.4765406 6438.7462 1042.684681 5 9
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1752 0.6130415 3271.3740 200.867922 4.668203 1982-1999 –> 2000-2012 1.1292545 0.5162130 7119.3502 472.760414 6 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1752 0.6247507 3335.6702 146.445717 7.133483 1982-1999 –> 2000-2012 1.1473288 0.5225780 7243.6555 319.158009 7 14
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1752 0.6480115 3465.7615 429.146932 5.629715 1982-1999 –> 2000-2012 1.1828018 0.5347903 7492.6346 999.881918 10 18
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 1752 0.6583683 3519.3211 105.547858 7.719651 1982-1999 –> 2000-2012 1.1963464 0.5379781 7574.2665 244.411099 12 21
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1752 0.6440164 3442.0919 176.004405 3.350424 1982-1999 –> 2000-2012 1.1987122 0.5546958 7651.8834 422.184870 8 22
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1211 0.5647974 2067.0090 332.818750 3.453884 2000-2012 –> 2010-2019 1.1079666 0.5431693 4914.3583 691.258974 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 1211 0.5670720 2074.7435 128.350420 3.629828 2000-2012 –> 2010-2019 1.1161578 0.5490859 4958.0545 258.588641 2 5
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1211 0.5877884 2161.6468 419.076635 3.536302 2000-2012 –> 2010-2019 1.1353144 0.5475260 5034.9893 798.493225 3 5
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1211 0.5958185 2194.5110 435.281402 3.573041 2000-2012 –> 2010-2019 1.1510825 0.5552640 5117.0276 828.045198 4 8
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1211 0.6055091 2233.5865 561.006107 3.605110 2000-2012 –> 2010-2019 1.1727674 0.5672582 5230.9872 1076.357487 5 10
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1211 0.6530883 2418.7930 192.640135 2.989931 2000-2012 –> 2010-2019 1.2661298 0.6130415 5690.1670 393.508057 6 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1211 0.6596491 2441.0029 146.651925 4.639780 2000-2012 –> 2010-2019 1.2843999 0.6247507 5776.6731 293.097642 7 14
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1211 0.6766310 2502.5652 164.675769 3.918793 2000-2012 –> 2010-2019 1.3206474 0.6440164 5944.6570 340.680174 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1211 0.6770887 2504.2029 185.948448 3.063082 2000-2012 –> 2010-2019 1.3231699 0.6460813 5957.5112 376.041988 9 18
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1211 0.6902328 2552.7699 401.162756 3.768380 2000-2012 –> 2010-2019 1.3382443 0.6480115 6018.5315 830.309688 10 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3252 0.6927070 6854.8450 328.233388 7.232592 1982-1999 –> 2000-2012 1.2326702 0.5399631 13909.9898 716.289162 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3252 0.7566122 7428.7816 61.207205 7.543328 1982-1999 –> 2000-2012 1.3341034 0.5774913 15073.3386 136.929709 2 4
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 3252 0.7722173 7559.5621 60.710093 8.054736 1982-1999 –> 2000-2012 1.3836718 0.6114545 15703.4142 134.292357 3 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3252 0.7828617 7650.6019 324.191567 8.240829 1982-1999 –> 2000-2012 1.3997469 0.6168852 15874.0207 715.080174 4 10
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3252 0.7829754 7651.5463 317.803037 8.269886 1982-1999 –> 2000-2012 1.4016061 0.6186308 15899.7515 701.976903 5 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 3252 0.7829762 7649.5535 36.177128 8.272446 1982-1999 –> 2000-2012 1.4109476 0.6279714 16027.2155 77.529514 6 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 3252 0.7845817 7662.8764 300.554169 8.373022 1982-1999 –> 2000-2012 1.4158615 0.6312797 16086.6310 678.198813 8 18
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 3252 0.7836564 7655.2010 201.077026 8.357891 1982-1999 –> 2000-2012 1.4183590 0.6347026 16126.3898 461.595403 7 18
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 3252 0.7847136 7661.9692 19.016101 8.354899 1982-1999 –> 2000-2012 1.4194207 0.6347071 16131.2207 35.792185 9 21
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3252 0.7943129 7745.0496 325.692911 8.338495 1982-1999 –> 2000-2012 1.4226176 0.6283047 16129.3667 723.050546 10 19
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2274 0.7829708 5354.6191 377.018731 6.936443 2000-2012 –> 2010-2019 1.4756778 0.6927070 12209.4641 705.252119 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2274 0.7897842 5394.0248 904.514938 7.665317 2000-2012 –> 2010-2019 1.4856080 0.6958237 12278.0676 1820.282463 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2274 0.8823196 5897.9184 79.942999 7.982084 2000-2012 –> 2010-2019 1.6389317 0.7566122 13326.6999 141.150204 3 6
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2274 0.9072025 6022.4046 76.286394 8.565892 2000-2012 –> 2010-2019 1.6794198 0.7722173 13581.9667 136.996487 6 10
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2274 0.9072021 6024.4024 340.063493 8.752149 2000-2012 –> 2010-2019 1.6901774 0.7829754 13675.9487 657.866530 5 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2274 0.9077560 6027.1784 347.712545 8.732575 2000-2012 –> 2010-2019 1.6906177 0.7828617 13677.7804 671.904112 7 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2274 0.9081767 6027.2859 48.871380 8.680445 2000-2012 –> 2010-2019 1.6911529 0.7829762 13676.8394 85.048507 8 15
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2274 0.9084153 6028.4808 250.481338 8.854025 2000-2012 –> 2010-2019 1.6920717 0.7836564 13683.6818 451.558364 9 17
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2274 0.9127377 6050.0692 338.139814 8.928386 2000-2012 –> 2010-2019 1.6973194 0.7845817 13712.9456 638.693983 10 19
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 2274 0.9161975 6065.2762 20.398022 8.843350 2000-2012 –> 2010-2019 1.7009110 0.7847136 13727.2454 39.414123 11 21
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5173 5.4846500 32302.7466 157.017014 34.229600 1982-1999 –> 2000-2012 11.3043744 5.8197245 77030.2385 350.991886 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5173 5.5704326 32463.3107 28.170290 33.998842 1982-1999 –> 2000-2012 11.4668769 5.8964443 77374.9406 57.035236 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5173 5.6125135 32541.1743 16.890445 34.457522 1982-1999 –> 2000-2012 11.5471044 5.9345908 77543.4711 30.287191 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5173 5.6301861 32573.7004 20.055502 33.797372 1982-1999 –> 2000-2012 11.5824737 5.9522876 77617.8614 36.950157 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5173 5.7264048 32749.0174 157.071840 17.558385 1982-1999 –> 2000-2012 11.7295893 6.0031845 77912.8918 351.254261 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5173 5.8109274 32900.6099 21.785685 18.625677 1982-1999 –> 2000-2012 11.9021709 6.0912435 78269.2283 46.969696 6 12
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 5173 5.8147272 32905.3730 156.930434 17.674259 1982-1999 –> 2000-2012 11.9125208 6.0977936 78287.1025 350.598034 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5173 5.8618055 32990.8010 6.465584 18.906685 1982-1999 –> 2000-2012 11.9989323 6.1371268 78464.9317 13.246970 10 18
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5173 5.8654883 32997.2990 8.915444 18.945231 1982-1999 –> 2000-2012 12.0116260 6.1461377 78492.0584 18.071374 11 20
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 5173 5.9085745 33071.0201 20.820989 18.592524 1982-1999 –> 2000-2012 12.0989815 6.1904070 78664.6876 44.749017 13 23
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3663 5.7623922 23239.5536 172.230432 30.164531 2000-2012 –> 2010-2019 11.2470422 5.4846500 55542.3003 329.247447 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3663 5.8729043 23378.7225 23.160699 29.715393 2000-2012 –> 2010-2019 11.4433368 5.5704326 55842.0332 51.330989 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3663 5.9300091 23449.6124 11.477490 30.059126 2000-2012 –> 2010-2019 11.5425227 5.6125135 55990.7866 28.367934 4 7
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3663 5.9394091 23461.2160 14.209740 29.504614 2000-2012 –> 2010-2019 11.5695952 5.6301861 56034.9163 34.265242 5 9
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3663 5.8999457 23412.3772 172.731700 18.926755 2000-2012 –> 2010-2019 11.6263504 5.7264048 56161.3946 329.803539 3 8
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3663 5.9823890 23512.0390 171.790412 19.291337 2000-2012 –> 2010-2019 11.7971162 5.8147272 56417.4120 328.720845 6 13
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3663 6.0029439 23539.1672 21.244212 17.595801 2000-2012 –> 2010-2019 11.8138713 5.8109274 56439.7771 43.029897 8 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3663 5.9931636 23527.2215 5.633909 17.902128 2000-2012 –> 2010-2019 11.8284417 5.8352781 56471.0959 11.876470 7 15
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3663 6.0066206 23541.6528 5.566812 21.412372 2000-2012 –> 2010-2019 11.8463471 5.8397265 56491.4113 11.795839 9 18
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3663 6.0619333 23610.8065 7.240302 17.317591 2000-2012 –> 2010-2019 11.9237388 5.8618055 56601.6076 13.705885 10 20
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5668 3.7941618 31215.2296 813.311022 15.049046 1982-1999 –> 2000-2012 7.6536364 3.8594746 75972.7805 1622.810459 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5668 3.8898618 31497.6107 51.926560 15.552766 1982-1999 –> 2000-2012 7.8161183 3.9262565 76532.3235 103.184727 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5668 3.9799881 31757.2641 18.759228 18.407668 1982-1999 –> 2000-2012 7.9752996 3.9953115 77073.6587 36.466477 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5668 3.9908131 31788.0544 19.059845 19.011236 1982-1999 –> 2000-2012 8.0001660 4.0093529 77161.1292 37.087496 4 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5668 4.0446622 31939.9912 54.820813 19.378142 1982-1999 –> 2000-2012 8.1527001 4.1080379 77705.9100 107.943830 5 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5668 4.0696099 32009.6977 11.815447 25.540265 1982-1999 –> 2000-2012 8.1804948 4.1108849 77786.8093 22.875571 6 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5668 4.0792021 32036.3856 17.079361 26.794242 1982-1999 –> 2000-2012 8.1959749 4.1167728 77836.6203 32.921489 7 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5668 4.0903555 32067.3382 409.070665 15.682627 1982-1999 –> 2000-2012 8.2704980 4.1801426 78114.3686 804.927790 8 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5668 4.1692124 32283.8022 50.540099 27.666607 1982-1999 –> 2000-2012 8.3255630 4.1563506 78238.6155 99.248077 9 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5668 4.1791901 32310.8989 867.733605 27.460462 1982-1999 –> 2000-2012 8.3854945 4.2063043 78458.7280 1737.500322 10 22
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4024 4.0626125 22715.5148 752.135546 19.141044 2000-2012 –> 2010-2019 7.8567743 3.7941618 53930.7444 1565.446568 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4024 4.1902053 22964.3872 46.233219 14.937632 2000-2012 –> 2010-2019 8.0800671 3.8898618 54461.9979 98.159779 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4024 4.2861814 23146.6462 17.170938 18.698228 2000-2012 –> 2010-2019 8.2661696 3.9799881 54903.9103 35.930166 4 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4024 4.2939357 23161.1929 17.404283 19.104073 2000-2012 –> 2010-2019 8.2847488 3.9908131 54949.2473 36.464128 5 9
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4024 4.2661153 23108.8802 49.392673 19.069370 2000-2012 –> 2010-2019 8.3107774 4.0446622 55048.8714 104.213486 3 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4024 4.2953114 23163.7710 10.545658 25.327535 2000-2012 –> 2010-2019 8.3649213 4.0696099 55173.4687 22.361106 6 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4024 4.3041903 23180.3898 15.344053 26.429567 2000-2012 –> 2010-2019 8.3833924 4.0792021 55216.7754 32.423414 8 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4024 4.3014550 23175.2738 370.352887 16.338091 2000-2012 –> 2010-2019 8.3918105 4.0903555 55242.6119 779.423552 7 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4024 4.4209067 23395.7203 818.158887 36.349567 2000-2012 –> 2010-2019 8.6000968 4.1791901 55706.6192 1685.892492 9 19
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4024 4.4503022 23449.0560 46.324358 36.601562 2000-2012 –> 2010-2019 8.6195146 4.1692124 55732.8582 96.864457 12 21
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4960 3.0887191 25277.2145 117.872800 19.595075 1982-1999 –> 2000-2012 5.9665932 2.8778741 58182.2709 239.073181 2 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4960 3.0844111 25263.3687 881.680400 17.747416 1982-1999 –> 2000-2012 6.0663675 2.9819564 58640.3758 1784.476155 1 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4960 3.1829577 25575.3541 47.516474 19.922198 1982-1999 –> 2000-2012 6.1261910 2.9432333 58778.7276 92.504563 4 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4960 3.1905202 25598.8952 51.220220 19.873734 1982-1999 –> 2000-2012 6.1444517 2.9539315 58850.4667 99.945106 5 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4960 3.1710047 25538.0311 117.837540 18.599335 1982-1999 –> 2000-2012 6.2079623 3.0369576 59157.8247 239.113638 3 8
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4960 3.2575718 25803.2124 863.583034 18.970792 1982-1999 –> 2000-2012 6.3794963 3.1219245 59787.5569 1733.155850 6 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4960 3.2722659 25849.8583 20.172054 18.932327 1982-1999 –> 2000-2012 6.3830000 3.1107341 59788.5016 39.984426 7 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4960 3.2831922 25882.9267 30.578135 19.238511 1982-1999 –> 2000-2012 6.4076598 3.1244677 59880.0881 60.945606 8 16
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4960 3.3078388 25955.1172 117.800646 19.753392 1982-1999 –> 2000-2012 6.4554929 3.1476540 60048.4940 238.960192 9 18
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4960 3.3891816 26196.1078 19.775188 20.095699 1982-1999 –> 2000-2012 6.5926418 3.2034602 60522.9391 39.227095 12 22
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3349 3.1712595 17248.4051 876.458851 18.682123 2000-2012 –> 2010-2019 6.2556705 3.0844111 42511.7738 1758.139251 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3349 3.3235912 17562.6556 112.580562 20.167423 2000-2012 –> 2010-2019 6.4123103 3.0887191 42839.8701 230.453362 3 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3349 3.2701631 17454.1077 112.401559 19.352828 2000-2012 –> 2010-2019 6.4411678 3.1710047 42992.1387 230.239099 2 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3349 3.4103350 17735.2271 43.413174 20.400574 2000-2012 –> 2010-2019 6.5932927 3.1829577 43310.5812 90.929648 7 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3349 3.4144604 17743.3247 46.506119 20.344603 2000-2012 –> 2010-2019 6.6049806 3.1905202 43342.2199 97.726339 8 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3349 3.3708310 17657.1873 19.318410 19.596676 2000-2012 –> 2010-2019 6.6430969 3.2722659 43507.0457 39.490464 4 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3349 3.3795525 17674.4950 28.518450 19.565548 2000-2012 –> 2010-2019 6.6627447 3.2831922 43557.4218 59.096586 5 13
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3349 3.4071223 17726.9144 843.723041 19.963216 2000-2012 –> 2010-2019 6.6646941 3.2575718 43530.1268 1707.306076 6 12
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3349 3.4568438 17823.9546 112.284554 20.563655 2000-2012 –> 2010-2019 6.7646826 3.3078388 43779.0718 230.085200 10 19
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3349 3.4347738 17783.0545 34.079831 16.072968 2000-2012 –> 2010-2019 6.7890108 3.3542370 43878.3500 69.526699 9 19
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5952 3.1471496 30552.9463 106.508594 17.556673 1982-1999 –> 2000-2012 5.9553699 2.8082203 70349.7177 217.105604 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5952 3.2301279 30862.7430 807.370955 24.993862 1982-1999 –> 2000-2012 6.1783245 2.9481966 71448.8883 1594.821094 2 4
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5952 3.2375537 30888.0778 687.666347 23.697862 1982-1999 –> 2000-2012 6.2009306 2.9633769 71555.5670 1345.181835 3 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5952 3.2643304 30988.1270 39.433661 12.496786 1982-1999 –> 2000-2012 6.2137599 2.9494295 71581.0570 80.450046 5 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5952 3.2660316 30994.3292 43.993943 12.507834 1982-1999 –> 2000-2012 6.2276275 2.9615959 71654.0619 90.153495 6 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5952 3.2636775 30985.7459 27.138910 11.977825 1982-1999 –> 2000-2012 6.3455533 3.0818757 72291.5180 56.035176 4 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5952 3.2934903 31093.9918 117.433502 13.847600 1982-1999 –> 2000-2012 6.3462520 3.0527617 72245.7314 241.811232 8 14
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 5952 3.2700605 31007.0045 26.734467 12.574793 1982-1999 –> 2000-2012 6.3596363 3.0895758 72351.2714 55.424365 7 16
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5952 3.3084562 31145.9621 106.508550 12.377355 1982-1999 –> 2000-2012 6.3883380 3.0798818 72439.2312 217.083149 9 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5952 3.4388410 31608.0853 21.981483 14.429271 1982-1999 –> 2000-2012 6.6783679 3.2395269 73723.4541 47.376954 10 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4188 3.3965681 22140.9134 102.793604 19.766884 2000-2012 –> 2010-2019 6.5437177 3.1471496 52693.8597 209.302198 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4188 3.4356218 22236.6710 799.030761 27.940246 2000-2012 –> 2010-2019 6.6657497 3.2301279 53099.4140 1606.401717 2 4
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4188 3.4482784 22265.4710 675.056309 26.222544 2000-2012 –> 2010-2019 6.6858321 3.2375537 53153.5488 1362.722657 3 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4188 3.5086101 22412.7516 28.378316 16.532366 2000-2012 –> 2010-2019 6.7722876 3.2636775 53398.4976 55.517227 5 9
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4188 3.5084300 22412.3216 113.922087 18.221886 2000-2012 –> 2010-2019 6.8019202 3.2934903 53506.3134 231.355589 4 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4188 3.5407502 22489.1295 46.112118 16.328366 2000-2012 –> 2010-2019 6.8067818 3.2660316 53483.4586 90.106061 7 13
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4188 3.5430442 22494.5544 41.274005 16.423850 2000-2012 –> 2010-2019 6.8073746 3.2643304 53482.6814 80.707666 8 13
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4188 3.5478600 22503.9316 28.040996 16.819932 2000-2012 –> 2010-2019 6.8179205 3.2700605 53510.9361 54.775463 9 16
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4188 3.5329901 22468.7519 102.791026 17.724073 2000-2012 –> 2010-2019 6.8414462 3.3084562 53614.7140 209.299576 6 15
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4188 3.6946052 22845.4032 23.888290 19.220971 2000-2012 –> 2010-2019 7.1334461 3.4388410 54453.4885 45.869773 10 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 7045 3.1400468 36129.1532 89.977459 15.720609 1982-1999 –> 2000-2012 5.5513395 2.4112927 81343.4892 192.677050 3 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7045 3.0866823 35887.6384 125.923512 10.075830 1982-1999 –> 2000-2012 5.5808568 2.4941745 81766.3805 279.454142 1 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 7045 3.2036326 36411.6247 34.214797 10.244495 1982-1999 –> 2000-2012 5.6851105 2.4814779 82190.0320 69.655436 8 10
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 7045 3.2065708 36424.5413 37.202103 10.194965 1982-1999 –> 2000-2012 5.6962727 2.4897019 82267.9970 75.947771 9 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7045 3.1395760 36127.0407 28.226297 9.702347 1982-1999 –> 2000-2012 5.7013871 2.5618110 82531.8182 55.339956 2 10
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 7045 3.1980924 36385.2371 89.374661 13.319208 1982-1999 –> 2000-2012 5.7238808 2.5257884 82509.6053 189.956725 7 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7045 3.1685047 36256.2740 25.761360 10.574452 1982-1999 –> 2000-2012 5.7285235 2.5600188 82647.2926 55.291347 5 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7045 3.1659851 36245.0654 39.635273 10.550377 1982-1999 –> 2000-2012 5.7306581 2.5646729 82671.7937 84.417104 4 13
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 7045 3.2256900 36506.3035 624.165951 21.265661 1982-1999 –> 2000-2012 5.7528527 2.5271627 82641.3664 1367.169955 10 16
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 7045 3.1783301 36297.8991 10.482538 10.673423 1982-1999 –> 2000-2012 5.7928494 2.6145193 83101.0686 20.617197 6 18
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4785 3.3246368 25090.2610 134.870179 12.157549 2000-2012 –> 2010-2019 6.4113191 3.0866823 60977.8994 260.793691 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4785 3.3802585 25249.0443 97.115756 12.955711 2000-2012 –> 2010-2019 6.5203053 3.1400468 61378.1975 187.093214 2 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4785 3.4229177 25369.0629 29.672289 11.667274 2000-2012 –> 2010-2019 6.5624938 3.1395760 61496.1035 57.898586 6 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4785 3.4195413 25359.6182 41.706906 12.565186 2000-2012 –> 2010-2019 6.5855264 3.1659851 61604.6836 81.342179 5 9
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4785 3.4237523 25371.3960 27.091837 12.600019 2000-2012 –> 2010-2019 6.5922570 3.1685047 61627.6700 52.853197 7 12
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4785 3.4153989 25346.0182 95.884232 12.801693 2000-2012 –> 2010-2019 6.6134914 3.1980924 61731.2553 185.258893 4 11
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4785 3.4445779 25427.4308 11.123460 12.801762 2000-2012 –> 2010-2019 6.6229080 3.1783301 61725.3299 21.605998 8 14
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4785 3.4132428 25339.9747 693.820173 18.865998 2000-2012 –> 2010-2019 6.6389328 3.2256900 61846.2782 1317.986124 3 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4785 3.4669045 25491.2602 36.859425 11.862684 2000-2012 –> 2010-2019 6.6705371 3.2036326 61902.8850 71.074222 9 17
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4785 3.4687791 25496.4335 40.156081 11.881784 2000-2012 –> 2010-2019 6.6753499 3.2065708 61920.9748 77.358183 10 19
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6300 3.2922369 32906.3727 17.881057 20.514177 1982-1999 –> 2000-2012 5.7673428 2.4751059 73839.6244 35.908090 3 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6300 3.1953069 32529.8331 106.068242 26.993921 1982-1999 –> 2000-2012 5.7960953 2.6007883 74334.7389 208.471029 1 13
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6300 3.3220650 33020.0164 493.826690 24.114652 1982-1999 –> 2000-2012 5.7979518 2.4758868 73958.8194 998.525037 4 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6300 3.4056227 33333.0157 306.950179 17.076540 1982-1999 –> 2000-2012 5.8876705 2.4820478 74315.5555 633.617770 8 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6300 3.3829019 33248.6727 91.042991 24.600377 1982-1999 –> 2000-2012 5.9153187 2.5324168 74584.7589 185.296648 6 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6300 3.3886480 33270.0565 77.932799 24.361972 1982-1999 –> 2000-2012 5.9171757 2.5285276 74579.0957 159.176486 7 13
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6300 3.4601478 33533.1481 31.185561 17.068411 1982-1999 –> 2000-2012 5.9840112 2.5238634 74809.6952 63.542653 10 15
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 6300 3.4239664 33398.7012 15.981790 21.359499 1982-1999 –> 2000-2012 5.9907599 2.5667935 74970.0671 32.895421 9 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6300 3.4632770 33544.5378 34.520070 17.090609 1982-1999 –> 2000-2012 5.9923716 2.5290946 74857.5226 70.448395 11 18
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 6300 3.5194428 33745.2393 264.811556 17.044677 1982-1999 –> 2000-2012 6.0353550 2.5159122 74964.2580 534.830158 12 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4429 3.5734691 23863.9471 101.633773 27.872027 2000-2012 –> 2010-2019 6.7687761 3.1953069 56393.7803 207.702015 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4429 3.6296335 24002.0859 33.164955 29.891753 2000-2012 –> 2010-2019 6.9147405 3.2851070 56881.1417 66.059270 2 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4429 3.6715588 24103.8168 35.834638 30.727566 2000-2012 –> 2010-2019 7.0054172 3.3338584 57168.4844 71.264556 3 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4429 3.7428881 24274.2555 512.411828 25.468350 2000-2012 –> 2010-2019 7.0649531 3.3220650 57294.2719 1006.238518 4 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4429 3.7902693 24385.6852 18.692500 19.304004 2000-2012 –> 2010-2019 7.0825062 3.2922369 57292.0579 36.573556 5 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4429 3.7975701 24402.7309 97.983823 26.075510 2000-2012 –> 2010-2019 7.1804720 3.3829019 57651.4035 189.026814 6 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4429 3.8082966 24427.7157 83.331783 25.771433 2000-2012 –> 2010-2019 7.1969446 3.3886480 57697.7722 161.264582 7 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4429 3.9022278 24643.5464 309.015611 16.177496 2000-2012 –> 2010-2019 7.3078505 3.4056227 57976.5621 615.965790 9 17
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4429 3.9108866 24661.1800 16.538457 19.962253 2000-2012 –> 2010-2019 7.3348531 3.4239664 58059.8812 32.520247 10 19
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4429 3.9595672 24772.7590 31.768310 16.161347 2000-2012 –> 2010-2019 7.4197151 3.4601478 58305.9071 62.953871 16 26
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6106 2.9628593 30606.1994 154.570349 8.479379 1982-1999 –> 2000-2012 5.2417799 2.2789206 68610.5287 310.042008 3 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6106 2.9842504 30694.0503 30.666294 10.375126 1982-1999 –> 2000-2012 5.2771181 2.2928677 68801.7368 61.849087 4 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6106 2.9498780 30552.5771 41.963667 8.083099 1982-1999 –> 2000-2012 5.2837127 2.3338347 68960.2611 82.723210 1 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6106 2.9511644 30557.9014 50.379704 8.118265 1982-1999 –> 2000-2012 5.2934926 2.3423282 69027.1232 100.399695 2 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6106 3.0098656 30798.4243 531.259111 9.067901 1982-1999 –> 2000-2012 5.3705163 2.3606506 69399.6406 1102.439675 7 12
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 6106 3.0047216 30775.5354 30.558053 11.832692 1982-1999 –> 2000-2012 5.3762341 2.3715125 69452.5176 61.726801 6 13
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6106 3.0142872 30816.3510 60.759431 9.090631 1982-1999 –> 2000-2012 5.3881121 2.3738249 69511.8429 121.552637 8 16
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6106 3.0221526 30848.1752 61.431306 9.165317 1982-1999 –> 2000-2012 5.3981079 2.3759553 69558.8632 122.658836 10 19
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 6106 3.0572409 30987.1441 39.073478 9.493474 1982-1999 –> 2000-2012 5.4423129 2.3850720 69760.7072 76.647921 11 22
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 6106 3.0681719 31030.7295 33.145213 9.430743 1982-1999 –> 2000-2012 5.4460549 2.3778830 69753.1559 65.169988 12 22
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4281 3.4567085 22782.5445 43.804831 9.535032 2000-2012 –> 2010-2019 6.4448633 2.9881548 53492.5616 86.790179 1 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4281 3.5070769 22906.4030 47.738453 9.592345 2000-2012 –> 2010-2019 6.4582413 2.9511644 53464.3044 98.118157 4 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4281 3.5137216 22922.6096 42.560305 9.685663 2000-2012 –> 2010-2019 6.4635996 2.9498780 53475.1867 84.523972 7 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4281 3.5021326 22894.3237 60.298153 9.913021 2000-2012 –> 2010-2019 6.5164198 3.0142872 53710.6747 121.057584 2 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4281 3.5074220 22907.2453 508.111192 9.991529 2000-2012 –> 2010-2019 6.5172876 3.0098656 53705.6697 1039.370303 5 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4281 3.5614913 23038.2275 153.417831 10.194872 2000-2012 –> 2010-2019 6.5243506 2.9628593 53644.4268 307.988180 10 13
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4281 3.5131487 22921.2134 60.595635 10.000868 2000-2012 –> 2010-2019 6.5353013 3.0221526 53769.3885 122.026940 6 16
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 4281 3.5155230 22924.9981 34.526259 10.045762 2000-2012 –> 2010-2019 6.5359049 3.0203818 53764.0158 68.519383 8 17
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4281 3.5820585 23087.5297 29.231959 13.723356 2000-2012 –> 2010-2019 6.5663089 2.9842504 53781.5801 59.898253 11 15
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 4281 3.5854170 23093.5536 28.927919 14.332686 2000-2012 –> 2010-2019 6.5901386 3.0047216 53869.0890 59.485972 12 18
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2181 2.3038376 9843.8316 687.235874 6.444731 1982-1999 –> 2000-2012 4.0275820 1.7237443 21948.6790 1337.410732 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2181 2.3073782 9850.5299 145.875827 6.402395 1982-1999 –> 2000-2012 4.0353074 1.7279292 21970.3097 321.926575 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2181 2.3112894 9857.9178 140.155560 6.441522 1982-1999 –> 2000-2012 4.0422561 1.7309667 21988.5129 308.706613 4 7
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2181 2.3093671 9854.2883 589.903112 7.134330 1982-1999 –> 2000-2012 4.0578406 1.7484735 22046.8520 1131.932862 3 7
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2181 2.3269264 9885.3295 543.954737 6.612264 1982-1999 –> 2000-2012 4.0999827 1.7730563 22161.8688 1044.389426 6 11
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2181 2.3209685 9876.1465 157.110005 7.169291 1982-1999 –> 2000-2012 4.1072090 1.7862405 22200.3067 343.909892 5 13
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2181 2.3382549 9908.5141 130.667610 7.298497 1982-1999 –> 2000-2012 4.1535921 1.8153372 22332.1758 287.793876 9 26
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2181 2.3417598 9913.0474 135.141840 6.591164 1982-1999 –> 2000-2012 4.1592285 1.8174687 22341.9356 303.058599 10 29
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2181 2.3300348 9893.1523 169.806440 6.845526 1982-1999 –> 2000-2012 4.1715542 1.8415194 22404.9952 370.344278 7 32
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 2181 2.3320850 9894.9888 157.104935 6.974116 1982-1999 –> 2000-2012 4.1747617 1.8426768 22408.7006 341.260294 8 34
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1502 2.6450894 7198.4967 703.529366 7.357813 2000-2012 –> 2010-2019 4.9489270 2.3038376 17042.3283 1390.765240 3 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1502 2.6465784 7200.1873 136.831171 7.313421 2000-2012 –> 2010-2019 4.9539565 2.3073782 17050.7172 282.706998 6 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1502 2.6455223 7198.9883 569.050357 7.295491 2000-2012 –> 2010-2019 4.9548894 2.3093671 17053.2766 1158.953469 4 7
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1502 2.6507447 7204.9126 129.637948 7.301845 2000-2012 –> 2010-2019 4.9620341 2.3112894 17062.8303 269.793507 8 12
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1502 2.6447922 7198.1592 149.771838 7.224521 2000-2012 –> 2010-2019 4.9657606 2.3209685 17074.3057 306.881843 2 7
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1502 2.6395106 7192.1543 163.210967 7.065189 2000-2012 –> 2010-2019 4.9695453 2.3300348 17085.3066 333.017407 1 8
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1502 2.6455395 7197.0079 149.734172 7.288424 2000-2012 –> 2010-2019 4.9776245 2.3320850 17091.9967 306.839106 5 13
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1502 2.6593389 7212.6364 514.512403 6.829671 2000-2012 –> 2010-2019 4.9862654 2.3269264 17097.9658 1058.467140 11 17
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1502 2.6543849 7209.0351 121.804572 7.305867 2000-2012 –> 2010-2019 4.9926398 2.3382549 17117.5491 252.472182 9 18
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 1502 2.6502567 7202.3595 130.662626 7.083588 2000-2012 –> 2010-2019 4.9991840 2.3489273 17128.7375 272.868633 7 18
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2990 1.9187400 12396.2313 284.864306 6.813512 1982-1999 –> 2000-2012 3.3722790 1.4535391 26728.6490 618.950088 2 3
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2990 1.9213171 12404.2578 275.767288 7.088774 1982-1999 –> 2000-2012 3.3796524 1.4583353 26762.9836 599.591834 3 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2990 1.9222536 12407.1720 643.902426 7.159722 1982-1999 –> 2000-2012 3.3853870 1.4631334 26792.1295 1268.633721 4 7
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2990 1.9100959 12369.2300 256.336894 6.175555 1982-1999 –> 2000-2012 3.3902989 1.4802030 26846.8165 537.676671 1 5
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2990 1.9318050 12434.8122 253.229499 6.744772 1982-1999 –> 2000-2012 3.4591198 1.5273148 27160.6153 532.729377 5 16
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2990 1.9749370 12568.8606 298.899815 5.729682 1982-1999 –> 2000-2012 3.5211227 1.5461858 27394.7314 646.324135 6 19
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2990 2.0424204 12769.7832 661.004768 8.184546 1982-1999 –> 2000-2012 3.5410693 1.4986488 27346.2739 1271.256026 12 19
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2990 2.0445773 12776.0951 68.575946 8.237029 1982-1999 –> 2000-2012 3.5424651 1.4978878 27348.5291 137.920287 14 20
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2990 2.0455248 12778.8656 69.401876 8.268077 1982-1999 –> 2000-2012 3.5433440 1.4978192 27350.9343 139.128660 15 20
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 2990 2.0434779 12770.8785 603.234243 8.316215 1982-1999 –> 2000-2012 3.5471480 1.5036701 27372.0819 1168.317055 13 23
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2198 2.1583336 9633.6567 233.541300 7.718939 2000-2012 –> 2010-2019 4.0684294 1.9100959 22002.8867 489.878194 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2198 2.1673941 9652.0723 240.100358 8.043558 2000-2012 –> 2010-2019 4.0861341 1.9187400 22048.3035 524.964663 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2198 2.1677857 9652.8664 237.728972 8.075453 2000-2012 –> 2010-2019 4.0891028 1.9213171 22057.1242 513.496260 4 7
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2198 2.1677781 9652.8509 699.112078 8.065230 2000-2012 –> 2010-2019 4.0900317 1.9222536 22060.0229 1343.014503 3 7
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2198 2.1677939 9650.8831 226.953520 8.100922 2000-2012 –> 2010-2019 4.0995990 1.9318050 22085.6953 480.183019 5 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2198 2.2018501 9721.4076 251.830247 6.371364 2000-2012 –> 2010-2019 4.1767870 1.9749370 22290.2681 550.730062 6 12
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2198 2.2468313 9810.3078 478.763105 6.768166 2000-2012 –> 2010-2019 4.2545603 2.0077290 22477.6455 955.911488 9 16
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2198 2.2248777 9767.1436 254.080629 6.399514 2000-2012 –> 2010-2019 4.2642680 2.0393903 22528.0483 559.705859 7 18
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2198 2.2339734 9783.0786 233.235266 6.408967 2000-2012 –> 2010-2019 4.2646351 2.0306617 22516.3339 506.592817 8 17
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2198 2.2525059 9821.3963 256.975342 6.691261 2000-2012 –> 2010-2019 4.2909594 2.0384534 22579.5533 567.497391 11 21
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2696 1.8747715 11053.7172 106.345089 9.733904 1982-1999 –> 2000-2012 3.2730618 1.3982903 24866.1666 208.049120 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2696 1.8753399 11055.3519 104.306180 9.711368 1982-1999 –> 2000-2012 3.2748868 1.3995469 24874.8668 203.342338 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2696 1.8795869 11067.5490 522.343381 9.488426 1982-1999 –> 2000-2012 3.2888473 1.4092605 24941.4693 1061.864627 3 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2696 1.8920953 11103.3132 87.138730 11.559387 1982-1999 –> 2000-2012 3.3009725 1.4088773 24975.0943 172.976177 6 9
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2696 1.8819087 11074.2056 827.519928 7.331375 1982-1999 –> 2000-2012 3.3262441 1.4443354 25141.5052 1567.445293 4 9
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2696 1.8873765 11089.8491 760.448188 7.363866 1982-1999 –> 2000-2012 3.3349865 1.4476099 25174.9621 1433.030183 5 12
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2696 1.8979333 11117.9244 27.589004 8.535210 1982-1999 –> 2000-2012 3.3422728 1.4443395 25183.2467 56.428919 8 14
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2696 1.8995734 11122.5819 25.886291 8.456726 1982-1999 –> 2000-2012 3.3475592 1.4479858 25207.7370 52.912304 9 17
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2696 1.8946807 11110.6761 894.143342 7.316346 1982-1999 –> 2000-2012 3.3551371 1.4604563 25265.2858 1748.396639 7 17
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2696 1.9075631 11145.2134 24.650554 10.855615 1982-1999 –> 2000-2012 3.3620079 1.4544449 25265.3785 49.813742 11 20
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1822 2.0222868 7750.8223 764.944842 9.372438 2000-2012 –> 2010-2019 3.9041955 1.8819087 18825.0279 1592.464769 1 5
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1822 2.0277719 7760.6927 702.854369 9.414922 2000-2012 –> 2010-2019 3.9151485 1.8873765 18850.5418 1463.302557 2 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1822 2.0310260 7766.5358 902.764341 9.376485 2000-2012 –> 2010-2019 3.9257068 1.8946807 18877.2119 1796.907684 3 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1822 2.0808455 7854.8415 119.387695 11.229853 2000-2012 –> 2010-2019 3.9556169 1.8747715 18908.5587 225.732784 8 9
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1822 2.0804889 7854.2171 115.863115 11.184691 2000-2012 –> 2010-2019 3.9558289 1.8753399 18909.5690 220.169295 7 9
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1822 2.0792854 7852.1084 598.650101 10.998555 2000-2012 –> 2010-2019 3.9588722 1.8795869 18919.6574 1120.993482 6 9
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1822 2.0885027 7866.2264 25.838081 10.513103 2000-2012 –> 2010-2019 3.9864360 1.8979333 18984.1507 53.427084 11 19
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1822 2.0882877 7865.8513 24.136911 10.444252 2000-2012 –> 2010-2019 3.9878611 1.8995734 18988.4332 50.023201 10 19
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1822 2.0881372 7865.5885 571.066100 10.213741 2000-2012 –> 2010-2019 3.9937301 1.9055929 19005.2301 1066.358526 9 19
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1822 2.1141566 7912.7143 96.148257 13.172675 2000-2012 –> 2010-2019 4.0062519 1.8920953 19016.0275 183.286987 12 18
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1828 1.3777126 6373.1117 671.721021 9.450918 1982-1999 –> 2000-2012 2.4635240 1.0858114 14067.5887 1314.098382 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1828 1.3778735 6373.5386 89.606836 9.443369 1982-1999 –> 2000-2012 2.4653973 1.0875238 14076.0777 177.023951 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1828 1.3789633 6376.4289 142.526700 9.697713 1982-1999 –> 2000-2012 2.4716680 1.0927047 14103.2826 278.669671 3 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1828 1.3792076 6377.0768 156.029009 9.728685 1982-1999 –> 2000-2012 2.4730183 1.0938107 14109.1059 304.016912 4 9
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1828 1.4097638 6457.1908 779.631638 7.374729 1982-1999 –> 2000-2012 2.5022587 1.0924949 14183.0620 1538.638453 5 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1828 1.4131532 6465.9700 803.150938 7.615681 1982-1999 –> 2000-2012 2.5151346 1.1019814 14236.0735 1534.128145 6 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1828 1.4141819 6468.6305 712.730566 7.666767 1982-1999 –> 2000-2012 2.5173256 1.1031437 14244.1273 1367.506421 7 14
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1828 1.4419566 6537.7386 84.605320 7.723882 1982-1999 –> 2000-2012 2.5542051 1.1122485 14353.2869 165.923572 14 22
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1828 1.4232829 6492.0834 874.202970 9.900266 1982-1999 –> 2000-2012 2.5695535 1.1462706 14463.7770 1689.792155 9 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1828 1.4239832 6491.8817 604.717309 9.812021 1982-1999 –> 2000-2012 2.5705494 1.1465662 14462.8946 1185.706801 10 20
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1301 1.4583346 4687.7999 165.495410 9.109993 2000-2012 –> 2010-2019 2.8372978 1.3789633 11064.2288 308.022110 1 3
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1301 1.4599031 4690.5970 183.931194 9.153539 2000-2012 –> 2010-2019 2.8391107 1.3792076 11067.6737 339.960203 2 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1301 1.4757058 4718.6110 110.886214 8.727491 2000-2012 –> 2010-2019 2.8535794 1.3778735 11092.1497 200.493050 5 6
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1301 1.4685630 4703.9860 882.642558 9.357145 2000-2012 –> 2010-2019 2.8925462 1.4239832 11195.8677 1487.359867 3 10
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1301 1.4704892 4709.3966 977.404695 9.684687 2000-2012 –> 2010-2019 2.8949469 1.4244577 11204.4963 1932.003635 4 12
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1301 1.4780537 4720.7476 41.908345 9.583469 2000-2012 –> 2010-2019 2.9038589 1.4258051 11217.3041 75.121433 6 15
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1301 1.4917880 4746.8141 778.736205 8.227641 2000-2012 –> 2010-2019 2.9049412 1.4131532 11212.7841 1581.887144 9 13
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1301 1.4916492 4746.5720 683.335256 8.229274 2000-2012 –> 2010-2019 2.9058311 1.4141819 11215.2025 1396.065821 8 13
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1301 1.4805423 4725.1248 45.207172 9.641894 2000-2012 –> 2010-2019 2.9070289 1.4264866 11223.4282 80.816884 7 17
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1301 1.4918383 4744.9017 98.013441 8.220960 2000-2012 –> 2010-2019 2.9337948 1.4419566 11282.6403 182.618761 10 21
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4073 1.1469867 12689.8016 72.361415 10.545072 1982-1999 –> 2000-2012 2.1332194 0.9862327 28631.7380 134.498196 2 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4073 1.1452166 12677.2203 434.282890 10.191711 1982-1999 –> 2000-2012 2.1417387 0.9965221 28736.8129 869.644762 1 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4073 1.1505075 12714.7684 79.179675 10.494865 1982-1999 –> 2000-2012 2.1545372 1.0040297 28859.4442 157.523084 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4073 1.1508597 12717.2615 91.649127 10.511269 1982-1999 –> 2000-2012 2.1555928 1.0047331 28869.8765 184.207877 4 8
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 4073 1.1627984 12799.3302 16.042061 10.382352 1982-1999 –> 2000-2012 2.1984767 1.0356783 29293.8192 30.559729 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4073 1.3123833 13787.1211 607.786633 9.756874 1982-1999 –> 2000-2012 2.3713893 1.0590060 30536.1095 1245.238318 6 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4073 1.3250333 13865.2640 578.895319 9.935146 1982-1999 –> 2000-2012 2.4025192 1.0774859 30810.3620 1213.724632 7 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4073 1.3313274 13903.8671 496.145579 10.020621 1982-1999 –> 2000-2012 2.4144286 1.0831012 30907.8889 1027.063742 8 16
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4073 1.3883405 14243.4502 43.250638 9.690426 1982-1999 –> 2000-2012 2.5076747 1.1193343 31618.4912 82.531403 16 25
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4073 1.3657219 14111.6441 690.670986 10.205485 1982-1999 –> 2000-2012 2.5838438 1.2181219 32447.4401 1308.556510 9 22
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2821 1.2832991 9426.9588 535.249027 9.762786 2000-2012 –> 2010-2019 2.4285157 1.1452166 22104.1790 969.531917 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2821 1.2889569 9451.7785 84.394101 10.063584 2000-2012 –> 2010-2019 2.4359436 1.1469867 22141.5801 156.755517 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2821 1.2894447 9453.9132 93.905900 10.027613 2000-2012 –> 2010-2019 2.4399522 1.1505075 22168.6816 173.085575 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2821 1.2897502 9455.2499 107.617234 10.035031 2000-2012 –> 2010-2019 2.4406099 1.1508597 22172.5114 199.266360 4 8
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2821 1.2944362 9473.7115 19.044722 9.864398 2000-2012 –> 2010-2019 2.4572345 1.1627984 22273.0417 35.086784 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2821 1.4532200 10128.5279 750.412271 9.991053 2000-2012 –> 2010-2019 2.7656033 1.3123833 23915.6490 1358.198905 6 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2821 1.4666817 10180.5513 613.880192 10.146109 2000-2012 –> 2010-2019 2.7917150 1.3250333 24045.8153 1192.775511 7 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2821 1.4725760 10203.1801 529.421108 10.234927 2000-2012 –> 2010-2019 2.8039035 1.3313274 24107.0472 1025.566687 10 18
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2821 1.4676683 10184.3454 782.725540 10.360215 2000-2012 –> 2010-2019 2.8333902 1.3657219 24295.9895 1473.396526 8 17
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2821 1.4720735 10201.2545 636.243731 10.615543 2000-2012 –> 2010-2019 2.8399575 1.3678840 24325.7844 1252.652202 9 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 8563 0.7804077 20068.5408 187.708446 11.963499 1982-1999 –> 2000-2012 1.4049770 0.6245693 42461.1361 374.813411 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8563 0.7847365 20163.2751 278.294556 11.224650 1982-1999 –> 2000-2012 1.4340591 0.6493225 43473.1369 534.660616 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8563 0.7950472 20386.8272 249.801325 11.362737 1982-1999 –> 2000-2012 1.4528874 0.6578403 44004.2587 496.609857 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8563 0.8017150 20529.8595 194.979853 11.484802 1982-1999 –> 2000-2012 1.4655127 0.6637977 44360.0530 383.599385 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 8563 0.8163171 20838.9791 156.670513 12.370572 1982-1999 –> 2000-2012 1.5004980 0.6841809 45382.9514 317.630563 10 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 8563 0.8025819 20548.3685 19.204003 10.611264 1982-1999 –> 2000-2012 1.5300944 0.7275125 46541.5879 38.043635 5 11
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 8563 0.8097328 20700.2831 197.415870 10.120752 1982-1999 –> 2000-2012 1.5503066 0.7405738 47113.4443 380.411621 6 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 8563 0.8135625 20781.0913 20.516438 10.352808 1982-1999 –> 2000-2012 1.5534665 0.7399040 47172.8973 37.765914 7 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 8563 0.8136080 20782.0477 23.485998 10.353165 1982-1999 –> 2000-2012 1.5535108 0.7399029 47173.8188 43.723279 8 15
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 8563 0.8142239 20793.0082 10.115562 10.284302 1982-1999 –> 2000-2012 1.5541910 0.7399671 47184.8277 18.622690 9 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5762 0.8438700 14409.5702 275.803200 12.257688 2000-2012 –> 2010-2019 1.6286066 0.7847365 34572.8453 554.097756 5 7
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5762 0.8328802 14258.5058 18.784182 11.545741 2000-2012 –> 2010-2019 1.6354621 0.8025819 34806.8743 37.988185 1 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5762 0.8380930 14330.4069 208.835582 11.077803 2000-2012 –> 2010-2019 1.6478258 0.8097328 35030.6900 406.251452 2 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5762 0.8545591 14554.6254 230.743449 12.368180 2000-2012 –> 2010-2019 1.6496063 0.7950472 34941.4526 480.544774 7 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5762 0.8434239 14403.4767 19.014657 11.279883 2000-2012 –> 2010-2019 1.6569865 0.8135625 35184.5681 39.531095 3 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5762 0.8435264 14404.8765 21.753308 11.280050 2000-2012 –> 2010-2019 1.6571343 0.8136080 35186.9242 45.239306 4 12
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 5762 0.8450067 14423.0819 9.945681 11.154267 2000-2012 –> 2010-2019 1.6592306 0.8142239 35216.0901 20.061243 6 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5762 0.8606489 14636.4572 181.033860 12.474362 2000-2012 –> 2010-2019 1.6623639 0.8017150 35166.3167 376.013712 8 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5762 0.8863307 14975.3028 206.685529 13.306139 2000-2012 –> 2010-2019 1.6667384 0.7804077 35043.8437 394.393974 9 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5762 0.9113937 15296.6470 152.490251 12.999647 2000-2012 –> 2010-2019 1.7277108 0.8163171 36135.6262 309.160765 11 21
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3957 1.0993868 11993.3516 362.749876 12.571219 1982-1999 –> 2000-2012 1.9149885 0.8156017 24753.8485 716.947930 1 2
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3957 1.1153587 12107.4989 63.117597 12.633729 1982-1999 –> 2000-2012 1.9400468 0.8246881 24984.2167 122.677581 2 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3957 1.1177547 12124.4811 39.138581 12.590426 1982-1999 –> 2000-2012 1.9454556 0.8277009 25039.4516 78.619546 4 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3957 1.1175398 12122.9600 39.090932 12.734412 1982-1999 –> 2000-2012 1.9472963 0.8297564 25063.9492 78.826451 3 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3957 1.1244698 12171.8839 40.080976 12.671012 1982-1999 –> 2000-2012 1.9568436 0.8323738 25145.9105 81.409932 7 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3957 1.1215170 12151.0747 78.076203 12.367784 1982-1999 –> 2000-2012 1.9597501 0.8382331 25198.6848 149.048099 5 11
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + silicate 3957 1.1229751 12159.3571 14.884244 12.231995 1982-1999 –> 2000-2012 1.9696265 0.8466514 25309.7915 31.123487 6 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3957 1.1415014 12290.8534 494.686895 13.382275 1982-1999 –> 2000-2012 1.9845903 0.8430889 25399.0553 942.626817 8 15
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3957 1.1596484 12415.6761 129.724398 13.433090 1982-1999 –> 2000-2012 2.0138020 0.8541537 25660.6541 230.949721 9 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3957 1.1713398 12495.0644 237.139338 13.493709 1982-1999 –> 2000-2012 2.0361051 0.8647653 25869.5626 426.942606 10 21
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2754 1.2265484 8954.2692 389.252326 9.722884 2000-2012 –> 2010-2019 2.3259352 1.0993868 20947.6209 752.002202 1 2
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2754 1.2512707 9064.1846 73.201761 10.169649 2000-2012 –> 2010-2019 2.3666294 1.1153587 21171.6835 136.319358 2 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2754 1.2534624 9073.8237 40.833779 10.276501 2000-2012 –> 2010-2019 2.3712170 1.1177547 21198.3047 79.972360 3 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2754 1.2545768 9078.7185 87.167450 10.222948 2000-2012 –> 2010-2019 2.3760938 1.1215170 21229.7932 165.243653 4 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2754 1.2613740 9108.4799 40.785194 10.814910 2000-2012 –> 2010-2019 2.3789139 1.1175398 21231.4399 79.876126 6 9
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + silicate 2754 1.2561387 9083.5713 16.331518 10.458044 2000-2012 –> 2010-2019 2.3791138 1.1229751 21242.9284 31.215762 5 11
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2754 1.2621715 9111.9610 41.852342 10.404006 2000-2012 –> 2010-2019 2.3866413 1.1244698 21283.8449 81.933318 7 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2754 1.2847237 9209.5081 541.779304 9.525179 2000-2012 –> 2010-2019 2.4262252 1.1415014 21500.3616 1036.466199 8 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2754 1.3134889 9331.4728 153.179466 10.004043 2000-2012 –> 2010-2019 2.4731373 1.1596484 21747.1489 282.903864 10 19
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2754 1.3126794 9326.0772 293.203898 9.761902 2000-2012 –> 2010-2019 2.4903082 1.1776288 21861.5191 558.771681 9 21

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2012 2.470086 1269.7155
Atlantic (-Inf,26] 2000-2012 –> 2010-2019 2.267885 882.0741
Atlantic (26,26.5] 1982-1999 –> 2000-2012 7.080240 13082.0632
Atlantic (26,26.5] 2000-2012 –> 2010-2019 7.266361 9699.5447
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 6.700804 17271.6012
Atlantic (26.5,26.75] 2000-2012 –> 2010-2019 7.139023 12853.8531
Atlantic (26.75,27] 1982-1999 –> 2000-2012 3.847797 23106.1636
Atlantic (26.75,27] 2000-2012 –> 2010-2019 4.504082 18260.7940
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.569716 21581.7188
Atlantic (27,27.25] 2000-2012 –> 2010-2019 4.332484 16654.3140
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 4.318869 23157.6174
Atlantic (27.25,27.5] 2000-2012 –> 2010-2019 5.392730 18015.1113
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 4.323254 30273.9103
Atlantic (27.5,27.75] 2000-2012 –> 2010-2019 4.952420 22530.8545
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 4.488137 11598.6798
Atlantic (27.75,27.85] 2000-2012 –> 2010-2019 5.329750 8887.8403
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 6.252425 12072.5166
Atlantic (27.85,27.95] 2000-2012 –> 2010-2019 6.159514 8397.0206
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 7.131769 15386.1678
Atlantic (27.95,28.05] 2000-2012 –> 2010-2019 7.213041 10489.0699
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 1.164757 2997.9139
Atlantic (28.05,28.1] 2000-2012 –> 2010-2019 1.353586 2501.8313
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 0.948135 3153.9503
Atlantic (28.1,28.15] 2000-2012 –> 2010-2019 1.109691 2902.8935
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 1.096321 6842.3133
Atlantic (28.15,28.2] 2000-2012 –> 2010-2019 1.221588 5464.2957
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 1.383900 15696.1339
Atlantic (28.2, Inf] 2000-2012 –> 2010-2019 1.644189 13355.0640
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 11.755465 77965.7412
Indo-Pacific (-Inf,26] 2000-2012 –> 2010-2019 11.663836 56199.2735
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 8.095595 77488.0944
Indo-Pacific (26,26.5] 2000-2012 –> 2010-2019 8.315827 55036.7105
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 6.272986 59363.7245
Indo-Pacific (26.5,26.75] 2000-2012 –> 2010-2019 6.583165 43324.8600
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 6.289416 71964.0498
Indo-Pacific (26.75,27] 2000-2012 –> 2010-2019 6.787648 53439.6912
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 5.694373 82367.0844
Indo-Pacific (27,27.25] 2000-2012 –> 2010-2019 6.589312 61621.1277
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 5.908405 74521.4136
Indo-Pacific (27.25,27.5] 2000-2012 –> 2010-2019 7.127623 57472.1262
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 5.351744 69283.6377
Indo-Pacific (27.5,27.75] 2000-2012 –> 2010-2019 6.515242 53667.6897
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 4.102931 22180.4336
Indo-Pacific (27.75,27.85] 2000-2012 –> 2010-2019 4.971083 17080.5014
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 3.468189 27110.3744
Indo-Pacific (27.85,27.95] 2000-2012 –> 2010-2019 4.168451 22264.5882
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 3.320598 25089.5712
Indo-Pacific (27.95,28.05] 2000-2012 –> 2010-2019 3.958965 18928.4408
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 2.510263 14229.9276
Indo-Pacific (28.05,28.1] 2000-2012 –> 2010-2019 2.887294 11177.5776
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2012 2.306342 30071.1982
Indo-Pacific (28.1,28.2] 2000-2012 –> 2010-2019 2.623683 23155.0279
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2012 1.499950 45486.8112
Indo-Pacific (28.2,28.3] 2000-2012 –> 2010-2019 1.659166 35128.5231
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2012 1.966851 25242.5125
Indo-Pacific (28.3, Inf] 2000-2012 –> 2010-2019 2.397422 21341.4645

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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5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.2.2 Best models

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

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

Version Author Date
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
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 --> 2000-2012
(-Inf,26] 7 5 7 8 10 5 7
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 8 4 7 7 3 10 8
(26.75,27] 8 4 7 7 3 10 8
(27,27.25] 7 6 7 6 6 10 7
(27.25,27.5] 8 6 6 6 5 10 8
(27.5,27.75] 7 3 6 6 10 7 7
(27.75,27.85] 7 3 5 5 9 9 7
(27.85,27.95] 4 2 4 8 10 5 10
(27.95,28.05] 6 2 6 8 10 5 8
(28.05,28.1] 6 1 6 6 8 6 10
(28.1,28.15] 6 2 6 6 5 8 10
(28.15,28.2] 7 8 4 4 6 4 10
(28.2, Inf] 9 10 3 4 10 3 5
total 97.00 62.00 80.00 88.00 105.00 98.00 113.00
Atlantic - 2000-2012 --> 2010-2019
(-Inf,26] 7 5 7 8 10 5 7
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 8 5 8 6 4 10 7
(26.75,27] 8 5 8 6 5 10 6
(27,27.25] 6 4 6 7 10 10 4
(27.25,27.5] 9 8 6 5 5 10 6
(27.5,27.75] 6 4 6 7 10 7 6
(27.75,27.85] 5 4 4 6 10 10 6
(27.85,27.95] 6 2 6 7 10 7 8
(27.95,28.05] 6 2 6 8 10 5 8
(28.05,28.1] 5 1 7 6 7 7 10
(28.1,28.15] 6 1 7 6 7 6 10
(28.15,28.2] 6 9 3 5 5 5 10
(28.2, Inf] 10 10 3 3 10 4 4
total 95.00 66.00 83.00 87.00 113.00 102.00 100.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 8 4 8 7 10 4 7
(26,26.5] 8 6 8 7 6 8 7
(26.5,26.75] 8 10 7 7 3 4 8
(26.75,27] 7 10 6 7 5 4 8
(27,27.25] 6 10 6 7 4 5 9
(27.25,27.5] 6 10 6 6 5 6 9
(27.5,27.75] 5 5 5 8 10 10 4
(27.75,27.85] 8 10 5 5 10 5 4
(27.85,27.95] 8 6 5 5 10 5 9
(27.95,28.05] 5 4 5 8 10 5 10
(28.05,28.1] 6 6 6 6 6 8 10
(28.1,28.2] 5 6 5 7 6 9 10
(28.2,28.3] 5 6 6 7 7 10 8
(28.3, Inf] 7 5 6 6 10 7 8
total 92.00 98.00 84.00 93.00 102.00 90.00 111.00
Indo-Pacific - 2000-2012 --> 2010-2019
(-Inf,26] 7 6 6 8 10 4 7
(26,26.5] 8 6 8 7 6 8 7
(26.5,26.75] 7 10 7 7 4 5 8
(26.75,27] 7 10 6 7 5 4 8
(27,27.25] 6 10 6 7 4 5 9
(27.25,27.5] 6 10 5 7 6 8 7
(27.5,27.75] 4 6 6 6 10 10 6
(27.75,27.85] 8 10 5 4 10 5 5
(27.85,27.95] 7 10 5 5 10 5 6
(27.95,28.05] 6 4 6 7 10 4 10
(28.05,28.1] 5 5 4 9 7 6 10
(28.1,28.2] 6 6 5 7 7 8 10
(28.2,28.3] 5 6 6 7 7 10 8
(28.3, Inf] 8 4 6 6 10 7 7
total 90.00 103.00 81.00 94.00 106.00 89.00 108.00

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
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
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
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
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