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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 132 1.3657779 470.8949 18.786360 6.180191 1982-1999 –> 2000-2009 2.4001821 1.0344043 1103.7725 32.102823 9 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 132 1.3150203 460.8967 97.814677 5.978358 1982-1999 –> 2000-2009 2.4979574 1.1829371 1150.9327 182.243182 1 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 132 1.3259931 463.0905 155.353014 5.958926 1982-1999 –> 2000-2009 2.4996542 1.1736611 1149.7728 274.800121 2 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 132 1.3371082 465.2942 39.105018 6.158444 1982-1999 –> 2000-2009 2.5094996 1.1723914 1151.5155 68.553559 4 7
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 132 1.3412436 466.1094 21.534592 6.220158 1982-1999 –> 2000-2009 2.5137130 1.1724694 1152.3590 34.863108 6 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 132 1.3325783 464.3983 29.511185 6.201741 1982-1999 –> 2000-2009 2.5155436 1.1829653 1154.4445 53.396845 3 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 132 1.3450680 466.8611 21.555496 6.270967 1982-1999 –> 2000-2009 2.5177600 1.1726920 1153.1916 35.392110 8 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 132 1.3400242 465.8693 18.039044 6.293662 1982-1999 –> 2000-2009 2.5236137 1.1835895 1156.1402 30.995713 5 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 132 1.3419909 466.2565 11.846773 6.301506 1982-1999 –> 2000-2009 2.5262519 1.1842610 1156.7690 20.852225 7 17
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 132 1.4180449 478.8095 61.401293 6.943773 1982-1999 –> 2000-2009 2.6079998 1.1899549 1169.3652 118.812879 11 24
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 102 0.9265923 287.9102 133.104809 3.090495 2000-2009 –> 2010-2019 2.2525854 1.3259931 751.0006 288.457822 4 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 102 0.9217908 286.8503 34.242141 3.169636 2000-2009 –> 2010-2019 2.2588990 1.3371082 752.1445 73.347159 1 5
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 102 0.9217979 286.8519 18.145531 3.196548 2000-2009 –> 2010-2019 2.2630416 1.3412436 752.9613 39.680123 2 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 102 0.9222083 286.9427 18.931804 3.211998 2000-2009 –> 2010-2019 2.2672763 1.3450680 753.8038 40.487301 3 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 102 0.9632985 295.8355 91.493712 3.109212 2000-2009 –> 2010-2019 2.2783187 1.3150203 756.7322 189.308388 5 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 102 0.9662815 296.4662 27.757333 3.168073 2000-2009 –> 2010-2019 2.2988598 1.3325783 760.8645 57.268518 6 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 102 0.9688069 296.9987 16.779079 3.243655 2000-2009 –> 2010-2019 2.3088311 1.3400242 762.8680 34.818123 7 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 102 0.9695972 297.1650 10.908483 3.280847 2000-2009 –> 2010-2019 2.3115881 1.3419909 763.4215 22.755255 8 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 102 1.0258449 308.6688 18.198946 3.475664 2000-2009 –> 2010-2019 2.3916227 1.3657779 779.5638 36.985307 9 18
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 102 1.0410936 309.6789 45.716816 3.118345 2000-2009 –> 2010-2019 2.4591385 1.4180449 788.4883 107.118109 13 24
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 832 3.7375968 4569.0026 366.936578 11.271525 1982-1999 –> 2000-2009 6.9226959 3.1850991 11696.6872 677.316414 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 832 3.7949990 4594.3641 15.514477 11.276165 1982-1999 –> 2000-2009 7.0539511 3.2589521 11785.3142 28.202310 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 832 3.8029147 4597.8313 12.089940 11.282379 1982-1999 –> 2000-2009 7.0676650 3.2647504 11793.6876 23.142625 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 832 3.8162740 4603.6666 12.207841 11.292125 1982-1999 –> 2000-2009 7.0956676 3.2793936 11811.8745 24.011958 5 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 832 3.9225878 4649.3884 367.175054 11.291059 1982-1999 –> 2000-2009 7.1373335 3.2147457 11802.6439 675.205556 6 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 832 3.7576600 4577.9109 44.656478 10.897675 1982-1999 –> 2000-2009 7.1539754 3.3963154 11882.8089 94.205196 2 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 832 3.9937636 4679.3112 12.391157 12.084479 1982-1999 –> 2000-2009 7.2762534 3.2824898 11890.1237 22.737505 7 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 832 4.0088863 4685.6001 12.091894 12.885220 1982-1999 –> 2000-2009 7.3012846 3.2923983 11904.7314 23.066043 8 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 832 4.0114210 4686.6519 11.832054 12.991981 1982-1999 –> 2000-2009 7.3072616 3.2958406 11908.6673 22.692878 9 17
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 832 4.0567362 4705.3440 12.079377 13.162918 1982-1999 –> 2000-2009 7.3883490 3.3316128 11957.1543 23.094124 10 19
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 716 3.3951013 3796.3017 265.288092 10.469099 2000-2009 –> 2010-2019 7.1326981 3.7375968 8365.3043 632.224670 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 716 3.4442193 3816.8705 11.223134 11.916566 2000-2009 –> 2010-2019 7.2392183 3.7949990 8411.2346 26.737611 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 716 3.4847926 3833.6410 39.297846 11.104827 2000-2009 –> 2010-2019 7.2424526 3.7576600 8411.5519 83.954324 6 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 716 3.4473689 3818.1793 9.402339 12.015929 2000-2009 –> 2010-2019 7.2502835 3.8029147 8416.0107 21.492279 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 716 3.4559802 3821.7520 9.497566 12.196388 2000-2009 –> 2010-2019 7.2722542 3.8162740 8425.4185 21.705407 5 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 716 3.4372603 3813.9742 265.435884 13.308605 2000-2009 –> 2010-2019 7.3598481 3.9225878 8463.3626 632.610938 2 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 716 3.4920563 3836.6228 10.943668 14.665711 2000-2009 –> 2010-2019 7.4858199 3.9937636 8515.9339 23.334825 7 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 716 3.4997780 3839.7857 9.404441 14.848324 2000-2009 –> 2010-2019 7.5086643 4.0088863 8525.3859 21.496335 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 716 3.5003419 3840.0164 9.262419 14.845579 2000-2009 –> 2010-2019 7.5117629 4.0114210 8526.6683 21.094474 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 716 3.5059113 3842.2931 9.388433 14.789782 2000-2009 –> 2010-2019 7.5626475 4.0567362 8547.6371 21.467810 10 20
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1094 3.0664118 5570.3092 308.273782 12.254110 1982-1999 –> 2000-2009 6.4804422 3.4140303 15351.1194 570.994153 2 3
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1094 3.1065098 5598.7352 106.223328 12.721567 1982-1999 –> 2000-2009 6.5562532 3.4497433 15417.9448 175.564668 5 7
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1094 3.1265723 5612.8203 105.556325 12.914961 1982-1999 –> 2000-2009 6.5968795 3.4703072 15453.9606 174.704680 7 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1094 3.0656959 5569.7983 22.182169 14.512092 1982-1999 –> 2000-2009 6.5992688 3.5335730 15477.6036 48.904554 1 8
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1094 3.1146408 5602.4546 263.410003 13.214627 1982-1999 –> 2000-2009 6.6182476 3.5036067 15476.8337 510.413713 6 11
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1094 3.1395262 5621.8668 106.972083 13.102357 1982-1999 –> 2000-2009 6.6236359 3.4841097 15477.6543 176.487214 9 13
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1094 3.0758664 5577.0450 22.322324 14.873522 1982-1999 –> 2000-2009 6.6301073 3.5542409 15506.3704 49.225779 3 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1094 3.0792121 5579.4237 22.409714 14.976397 1982-1999 –> 2000-2009 6.6397301 3.5605181 15515.2602 49.383520 4 16
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 1094 3.1614790 5635.1129 17.268648 13.803135 1982-1999 –> 2000-2009 6.7039701 3.5424911 15550.2195 34.600078 11 19
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1094 3.1868793 5652.6217 3.628870 14.079116 1982-1999 –> 2000-2009 6.7542730 3.5673938 15593.5772 7.787832 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 2000-2009 –> 2010-2019 6.9100997 3.0664118 10982.3131 655.628778 1 3
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 976 3.8802673 5430.4927 101.389102 13.975435 2000-2009 –> 2010-2019 6.9867772 3.1065098 11029.2279 207.612430 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 2000-2009 –> 2010-2019 7.0243496 3.1265723 11052.1018 206.408401 3 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 976 3.9796506 5479.8588 26.025435 16.774066 2000-2009 –> 2010-2019 7.0453465 3.0656959 11049.6571 48.207604 6 7
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 976 3.9111347 5445.9594 101.895572 14.414339 2000-2009 –> 2010-2019 7.0506609 3.1395262 11067.8262 208.867654 4 13
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 976 3.9507767 5463.6446 293.005605 15.609033 2000-2009 –> 2010-2019 7.0654175 3.1146408 11066.0992 556.415607 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 2000-2009 –> 2010-2019 7.0746077 3.0758664 11066.2453 48.550844 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 2000-2009 –> 2010-2019 7.0825543 3.0792121 11070.8686 48.734306 9 13
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 976 3.9947992 5485.2750 19.840809 16.241400 2000-2009 –> 2010-2019 7.1562782 3.1614790 11120.3879 37.109457 7 18
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 976 4.0200731 5499.5858 104.585289 15.270197 2000-2009 –> 2010-2019 7.1589071 3.1388340 11120.9702 216.191275 11 19
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1819 1.7994038 7313.2611 342.608935 10.758084 1982-1999 –> 2000-2009 3.4946415 1.6952377 19899.4468 699.560214 1 2
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1819 1.8363745 7385.2501 317.970335 14.723600 1982-1999 –> 2000-2009 3.5682914 1.7319169 20107.6750 670.065090 2 4
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1819 1.8646401 7442.8200 26.133062 14.188804 1982-1999 –> 2000-2009 3.6435040 1.7788639 20339.9710 55.602218 3 6
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1819 1.9128436 7535.6721 89.779801 10.480290 1982-1999 –> 2000-2009 3.6919307 1.7790871 20433.6333 134.169525 5 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1819 1.9017214 7514.4573 22.222601 14.221775 1982-1999 –> 2000-2009 3.7150608 1.8133394 20535.5710 44.666264 4 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1819 1.9174036 7544.3345 22.216585 14.237987 1982-1999 –> 2000-2009 3.7441986 1.8267950 20613.1917 44.664480 6 14
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1819 1.9548726 7614.7409 89.396833 10.256546 1982-1999 –> 2000-2009 3.7750372 1.8201646 20660.1160 133.694830 7 13
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 1819 1.9588788 7620.1887 25.529413 15.042619 1982-1999 –> 2000-2009 3.7812405 1.8223616 20671.3544 53.370591 8 15
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1819 1.9827534 7666.2602 90.713189 10.620404 1982-1999 –> 2000-2009 3.8242005 1.8414471 20786.7083 135.329003 9 18
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1819 2.0061142 7706.8726 3.784088 15.117164 1982-1999 –> 2000-2009 3.8731224 1.8670082 20914.3477 7.652921 12 22
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1749 2.4056431 8048.0518 295.132843 21.568429 2000-2009 –> 2010-2019 4.2050469 1.7994038 15361.3129 637.741778 2 3
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1749 2.4027788 8043.8844 25.538681 16.417802 2000-2009 –> 2010-2019 4.2674189 1.8646401 15486.7043 51.671743 1 4
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1749 2.4282787 8080.8119 102.063378 10.591419 2000-2009 –> 2010-2019 4.3411223 1.9128436 15616.4840 191.843179 4 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1749 2.4553492 8119.5919 22.954985 16.526069 2000-2009 –> 2010-2019 4.3570705 1.9017214 15634.0491 45.177586 6 10
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1749 2.5428570 8240.0893 261.734144 20.993335 2000-2009 –> 2010-2019 4.3792315 1.8363745 15625.3394 579.704479 10 12
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1749 2.4781020 8151.8573 22.955037 18.652903 2000-2009 –> 2010-2019 4.3955056 1.9174036 15696.1918 45.171622 8 14
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1749 2.4190673 8067.5175 108.293516 12.950133 2000-2009 –> 2010-2019 4.4139305 1.9948632 15755.9294 200.616718 3 13
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1749 2.4634122 8131.0600 101.228853 10.367735 2000-2009 –> 2010-2019 4.4182848 1.9548726 15745.8008 190.625687 7 14
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 1749 2.4447335 8102.4355 25.412808 15.818996 2000-2009 –> 2010-2019 4.4405121 1.9957786 15790.5165 51.411431 5 16
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1749 2.5041064 8188.3729 103.254783 10.993590 2000-2009 –> 2010-2019 4.4868598 1.9827534 15854.6331 193.967972 9 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1782 1.7196050 7003.1221 41.159648 12.185574 1982-1999 –> 2000-2009 3.1674903 1.4478853 18413.3236 92.334924 2 3
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1782 1.6695367 6897.8116 149.205311 10.896544 1982-1999 –> 2000-2009 3.2096177 1.5400809 18701.2387 221.988879 1 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1782 1.7489746 7063.4787 17.593330 12.174008 1982-1999 –> 2000-2009 3.2358259 1.4868513 18642.8455 36.158652 4 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1782 1.7584732 7082.7822 17.563262 12.164273 1982-1999 –> 2000-2009 3.2570394 1.4985662 18712.1418 36.110635 5 8
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1782 1.7254764 7013.2704 37.930976 12.394151 1982-1999 –> 2000-2009 3.2837826 1.5583061 18889.6371 86.374351 3 9
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1782 1.8551238 7273.4758 326.788386 17.285184 1982-1999 –> 2000-2009 3.3647663 1.5096425 18949.7446 664.534523 6 10
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1782 1.8859814 7332.2707 133.972560 10.758679 1982-1999 –> 2000-2009 3.5120353 1.6260539 19481.7240 202.741319 8 15
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1782 1.9023684 7363.1041 130.857481 11.096410 1982-1999 –> 2000-2009 3.5706580 1.6682896 19675.9015 199.116894 9 17
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1782 1.9508908 7452.8686 136.949107 10.894514 1982-1999 –> 2000-2009 3.6598010 1.7089102 19918.9088 206.761538 12 21
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1782 1.9125345 7382.0990 17.219573 13.771046 1982-1999 –> 2000-2009 3.7933826 1.8808481 20458.8118 35.612225 11 22
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1551 2.1679006 6815.7485 155.916130 9.456955 2000-2009 –> 2010-2019 3.8374374 1.6695367 13713.5601 305.121441 1 2
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1551 2.3382638 7050.4131 42.141415 12.469942 2000-2009 –> 2010-2019 4.0578688 1.7196050 14053.5352 83.301063 3 5
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1551 2.3546876 7070.1251 37.755479 12.794680 2000-2009 –> 2010-2019 4.0801640 1.7254764 14083.3955 75.686455 4 7
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1551 2.3684544 7090.2083 18.454237 12.361968 2000-2009 –> 2010-2019 4.1174290 1.7489746 14153.6871 36.047567 5 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1551 2.3758923 7099.9346 18.435235 12.358347 2000-2009 –> 2010-2019 4.1343655 1.7584732 14182.7168 35.998496 7 12
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1551 2.2570822 6940.8015 175.880099 10.414856 2000-2009 –> 2010-2019 4.1414184 1.8843362 14269.9620 350.660850 2 9
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1551 2.3981349 7126.8398 8.894182 13.021976 2000-2009 –> 2010-2019 4.3085625 1.9104276 14503.0105 17.384926 8 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1551 2.3757320 7099.7253 135.301747 12.507800 2000-2009 –> 2010-2019 4.3506584 1.9749264 14596.2352 264.609742 6 19
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1551 2.4852743 7239.5555 17.905731 13.869233 2000-2009 –> 2010-2019 4.3978088 1.9125345 14621.6545 35.125304 10 21
Atlantic (27,27.25] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1551 2.4239072 7159.9985 8.662889 13.148588 2000-2009 –> 2010-2019 4.4001576 1.9762505 14656.8970 16.762206 9 23
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1728 2.2003289 7643.2769 286.109627 13.489213 1982-1999 –> 2000-2009 3.9096225 1.7092936 19899.6040 555.800717 3 4
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1728 2.1246201 7522.2691 30.687355 14.136592 1982-1999 –> 2000-2009 3.9113046 1.7866845 20055.8868 65.668249 1 6
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1728 2.1985203 7640.4349 265.312411 14.008434 1982-1999 –> 2000-2009 3.9167511 1.7182309 19929.4185 523.116641 2 5
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1728 2.2222792 7677.5828 589.498869 21.548406 1982-1999 –> 2000-2009 3.9381467 1.7158675 19957.9473 1200.348159 5 7
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1728 2.2062919 7650.6301 30.685057 12.902640 1982-1999 –> 2000-2009 3.9935732 1.7872813 20184.3393 65.635233 4 10
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1728 2.2552444 7728.4725 339.971737 9.618137 1982-1999 –> 2000-2009 4.0348405 1.7795961 20237.1972 660.041439 6 10
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1728 2.3458537 7864.6079 721.894080 17.223953 1982-1999 –> 2000-2009 4.2281192 1.8822655 20724.5664 1570.909922 7 14
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1728 2.3592393 7884.2719 30.949006 17.594608 1982-1999 –> 2000-2009 4.2590147 1.8997755 20802.2140 66.820307 8 16
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1728 2.4171192 7968.0357 21.150330 18.416207 1982-1999 –> 2000-2009 4.3747724 1.9576531 21073.9046 42.575758 10 19
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1728 2.4198006 7971.8675 21.147266 18.425630 1982-1999 –> 2000-2009 4.3845108 1.9647102 21100.2694 42.573243 11 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1509 2.7342374 7332.0196 32.467199 12.462079 2000-2009 –> 2010-2019 4.8588575 2.1246201 14854.2886 63.154554 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1509 2.8372685 7443.6530 355.570929 13.339536 2000-2009 –> 2010-2019 5.0375975 2.2003289 15086.9299 641.680556 2 5
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1509 2.8405137 7447.1030 318.655304 14.595705 2000-2009 –> 2010-2019 5.0390340 2.1985203 15087.5379 583.967715 3 5
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1509 2.8900678 7499.2994 733.736825 19.330253 2000-2009 –> 2010-2019 5.1123471 2.2222792 15176.8823 1323.235695 6 11
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1509 2.8574274 7465.0202 422.691150 11.981570 2000-2009 –> 2010-2019 5.1126719 2.2552444 15193.4927 762.662886 4 10
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1509 2.9123089 7520.4361 32.452131 12.044808 2000-2009 –> 2010-2019 5.1186008 2.2062919 15171.0663 63.137188 7 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1509 2.8749561 7483.4774 485.980044 17.605450 2000-2009 –> 2010-2019 5.2383618 2.3634057 15373.8473 876.052683 5 14
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1509 3.0520117 7663.8438 828.454743 22.513698 2000-2009 –> 2010-2019 5.3978654 2.3458537 15528.4516 1550.348823 10 17
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1509 3.0586494 7670.4003 33.267961 22.935245 2000-2009 –> 2010-2019 5.4178886 2.3592393 15554.6722 64.216967 11 19
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + silicate + phosphate 1509 3.0684781 7678.0829 33.137358 23.456119 2000-2009 –> 2010-2019 5.5017399 2.4332618 15667.1225 64.077579 12 24
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2242 2.2576551 10027.9614 18.210906 13.107221 1982-1999 –> 2000-2009 4.0805108 1.8228557 26636.9209 36.760885 3 4
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2242 2.1429789 9792.2112 915.559597 16.112448 1982-1999 –> 2000-2009 4.1255222 1.9825432 27089.2869 1870.672617 1 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2242 2.2951571 10101.8335 18.553697 14.705154 1982-1999 –> 2000-2009 4.1267291 1.8315720 26749.9952 37.193663 4 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2242 2.2970403 10105.5110 17.973845 14.786666 1982-1999 –> 2000-2009 4.1279024 1.8308621 26750.4870 36.614817 5 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2242 2.2573563 10027.3679 461.751796 12.253188 1982-1999 –> 2000-2009 4.1308218 1.8734655 26861.3822 928.425682 2 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2242 2.3038700 10118.8233 18.296354 14.815178 1982-1999 –> 2000-2009 4.1320716 1.8282016 26751.8488 37.013080 6 8
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2242 2.3289236 10165.3217 17.947458 15.884634 1982-1999 –> 2000-2009 4.1724416 1.8435180 26864.9093 36.587399 7 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2242 2.4137946 10327.8214 865.474425 17.888924 1982-1999 –> 2000-2009 4.3980205 1.9842259 27633.8691 1736.857929 9 17
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2242 2.3879807 10277.6098 16.163443 12.616866 1982-1999 –> 2000-2009 4.6496125 2.2616318 28657.0462 32.594852 8 25
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 2242 2.6291370 10709.0044 17.647359 12.211455 1982-1999 –> 2000-2009 4.7451394 2.1160023 28541.4674 35.914395 12 21
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1980 2.4479163 9176.1359 932.210030 15.832016 2000-2009 –> 2010-2019 4.5908953 2.1429789 18968.3471 1847.769628 2 3
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1980 2.5969922 9412.2382 18.473219 13.016130 2000-2009 –> 2010-2019 4.8546474 2.2576551 19440.1996 36.684125 5 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1980 2.5984324 9414.4337 514.013444 12.966652 2000-2009 –> 2010-2019 4.8557888 2.2573563 19441.8016 975.765240 6 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1980 2.5927326 9405.7376 19.282364 14.029336 2000-2009 –> 2010-2019 4.8878897 2.2951571 19507.5710 37.836061 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 2000-2009 –> 2010-2019 4.8911289 2.2970403 19513.3192 36.782473 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 2000-2009 –> 2010-2019 4.9257423 2.3038700 19568.8192 37.386145 8 14
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1980 2.4451293 9171.6246 930.737172 17.452386 2000-2009 –> 2010-2019 4.9806915 2.5355623 19718.1278 1841.035992 1 11
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 1980 2.5989135 9413.1667 17.896963 12.995340 2000-2009 –> 2010-2019 4.9868942 2.3879807 19690.7765 34.060406 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 2000-2009 –> 2010-2019 5.0809570 2.4137946 19845.6378 1685.146517 9 18
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1980 2.7595696 9650.6925 18.735088 16.500395 2000-2009 –> 2010-2019 5.0884932 2.3289236 19816.0142 36.682546 10 17
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 849 2.0367791 3631.2633 38.978357 14.631716 1982-1999 –> 2000-2009 3.9142931 1.8775141 9898.4668 80.358009 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 849 2.0824232 3668.8953 43.618449 14.781566 1982-1999 –> 2000-2009 3.9996088 1.9171857 9999.9152 90.293895 2 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 849 2.0834956 3669.7695 42.479648 14.787256 1982-1999 –> 2000-2009 4.0007234 1.9172279 10000.8566 87.807961 3 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 849 2.0861981 3671.9705 43.443821 14.808921 1982-1999 –> 2000-2009 4.0033337 1.9171357 10002.9109 89.964512 4 6
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 849 2.0931374 3675.6092 41.876635 14.832254 1982-1999 –> 2000-2009 4.0103742 1.9172369 10004.7107 86.314501 5 10
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 849 2.1382811 3711.8415 13.955769 14.011290 1982-1999 –> 2000-2009 4.1408620 2.0025809 10173.8630 29.069183 6 12
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 849 2.2456845 3797.0572 39.169369 15.698577 1982-1999 –> 2000-2009 4.3295164 2.0838319 10382.4618 80.666753 7 15
Atlantic (27.75,27.85] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 849 2.3707517 3887.0833 279.602391 15.992029 1982-1999 –> 2000-2009 4.5112435 2.1404918 10552.3644 558.018550 9 18
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 849 2.3468079 3869.8468 12.158814 15.022039 1982-1999 –> 2000-2009 4.5472942 2.2004862 10619.4936 25.428648 8 22
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 849 2.4946366 3973.5726 37.794626 14.004282 1982-1999 –> 2000-2009 4.5696277 2.0749911 10544.0013 78.250934 12 19
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 759 2.3224050 3445.0205 956.201694 11.647252 2000-2009 –> 2010-2019 4.1479141 1.8255091 6888.3345 1952.042857 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 759 2.7413268 3698.7637 43.550644 13.866216 2000-2009 –> 2010-2019 4.7781059 2.0367791 7330.0270 82.529001 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 759 2.7859762 3723.2890 49.089332 14.032579 2000-2009 –> 2010-2019 4.8683994 2.0824232 7392.1843 92.707780 4 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 759 2.7883289 3724.5703 46.840576 14.040003 2000-2009 –> 2010-2019 4.8718245 2.0834956 7394.3398 89.320224 5 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 759 2.7951719 3728.2912 48.809258 14.060232 2000-2009 –> 2010-2019 4.8813699 2.0861981 7400.2617 92.253079 6 11
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 759 2.7601628 3707.1584 12.738275 13.487077 2000-2009 –> 2010-2019 4.8984439 2.1382811 7418.9999 26.694044 3 10
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 759 2.8194978 3739.4449 44.184950 14.029160 2000-2009 –> 2010-2019 4.9126351 2.0931374 7415.0541 86.061585 7 13
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 759 2.9613175 3815.9415 43.665715 14.646161 2000-2009 –> 2010-2019 5.2070020 2.2456845 7612.9988 82.835085 9 17
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 759 2.9795270 3823.2473 11.194749 14.307871 2000-2009 –> 2010-2019 5.3263349 2.3468079 7693.0941 23.353563 11 20
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 759 2.9570758 3811.7656 23.612954 13.036769 2000-2009 –> 2010-2019 5.4493664 2.4922906 7783.7406 45.184096 8 21
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 751 2.9115738 3750.4237 33.401041 23.425773 1982-1999 –> 2000-2009 6.0177920 3.1062182 10783.3711 71.161505 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 751 2.9240602 3756.8513 68.706341 23.506791 1982-1999 –> 2000-2009 6.0397433 3.1156831 10798.1654 136.780790 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 751 2.9243662 3757.0085 33.512985 23.537860 1982-1999 –> 2000-2009 6.0430081 3.1186419 10800.9329 76.050465 4 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 751 2.9243303 3756.9901 74.159008 23.542006 1982-1999 –> 2000-2009 6.0433195 3.1189892 10801.2207 146.833369 3 7
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 751 2.9243776 3755.0143 31.622436 23.533566 1982-1999 –> 2000-2009 6.0471230 3.1227455 10800.5549 71.564307 5 10
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 751 3.0013158 3794.0200 27.004925 23.572740 1982-1999 –> 2000-2009 6.1282729 3.1269571 10843.2669 61.452192 6 12
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 751 3.0311842 3808.8937 74.154430 23.715011 1982-1999 –> 2000-2009 6.1811804 3.1499962 10878.3280 146.348912 7 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 751 3.0340070 3810.2917 30.613221 23.717995 1982-1999 –> 2000-2009 6.1842886 3.1502816 10879.9753 69.112989 8 16
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 751 3.0530643 3819.6966 67.922381 23.709190 1982-1999 –> 2000-2009 6.2044307 3.1513664 10890.3270 133.539417 9 18
Atlantic (27.85,27.95] 3 cstar_tref ~ sal + temp + phosphate_star 751 3.0878088 3834.6931 24.687798 23.438960 1982-1999 –> 2000-2009 6.2391761 3.1513674 10903.3244 54.715665 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 2000-2009 –> 2010-2019 5.8831880 2.9078036 7104.8808 1715.483307 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 666 2.9884361 3362.2334 38.080377 20.893491 2000-2009 –> 2010-2019 5.9000098 2.9115738 7112.6571 71.481419 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 2000-2009 –> 2010-2019 5.9313259 2.9240602 7127.4511 134.672941 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 2000-2009 –> 2010-2019 5.9329645 2.9243662 7128.1983 71.593610 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 2000-2009 –> 2010-2019 5.9330584 2.9243303 7128.2374 145.074182 5 9
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 666 3.0088453 3369.2992 31.109171 20.983055 2000-2009 –> 2010-2019 5.9332229 2.9243776 7124.3136 62.731607 6 12
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 666 3.1388798 3425.6556 844.299205 20.570741 2000-2009 –> 2010-2019 6.1181699 2.9792901 7208.6122 1614.104575 7 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 666 3.1764515 3441.5047 29.925571 20.610449 2000-2009 –> 2010-2019 6.1777673 3.0013158 7235.5247 56.930496 10 18
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 666 3.1481658 3431.5904 38.123507 21.733704 2000-2009 –> 2010-2019 6.2058639 3.0576981 7255.5649 71.495154 8 20
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 666 3.2172125 3458.4885 70.841759 20.694211 2000-2009 –> 2010-2019 6.2483968 3.0311842 7267.3822 144.996189 11 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 891 3.4586014 4753.7686 111.340449 24.754940 1982-1999 –> 2000-2009 6.8260527 3.3674513 13757.1539 224.460400 1 2
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 891 3.5718934 4809.2052 110.910326 23.647213 1982-1999 –> 2000-2009 6.9971326 3.4252392 13868.6802 223.974141 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 891 3.5797509 4815.1210 134.626332 24.878604 1982-1999 –> 2000-2009 7.0323851 3.4526342 13903.7925 266.688657 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 891 3.5927934 4821.6018 37.576095 24.614379 1982-1999 –> 2000-2009 7.0505095 3.4577160 13915.2945 74.524466 4 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 891 3.6419436 4845.8147 32.900748 24.038738 1982-1999 –> 2000-2009 7.1260684 3.4841248 13965.4832 67.045265 5 10
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 891 3.7060222 4874.8956 126.280510 22.585045 1982-1999 –> 2000-2009 7.2245044 3.5184822 14026.0652 253.223138 6 13
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 891 3.7087061 4876.1857 34.915912 22.527034 1982-1999 –> 2000-2009 7.2269941 3.5182879 14027.1667 71.520119 7 13
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 891 3.7199533 4883.5817 854.229605 23.150175 1982-1999 –> 2000-2009 7.2467079 3.5267546 14044.7685 1752.789373 8 17
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 891 3.7306208 4886.6845 28.756723 22.291513 1982-1999 –> 2000-2009 7.2542719 3.5236510 14042.8657 58.564358 9 17
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 891 3.7739051 4907.2410 854.207201 21.890921 1982-1999 –> 2000-2009 7.3191861 3.5452809 14084.3150 1752.454435 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 2000-2009 –> 2010-2019 6.8450681 3.4586014 8894.7355 248.830213 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 2000-2009 –> 2010-2019 7.0578259 3.5797509 8997.8340 305.914323 2 5
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 782 3.4896180 4187.8950 45.024364 28.199626 2000-2009 –> 2010-2019 7.0824115 3.5927934 9009.4968 82.600459 3 7
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 782 3.5313890 4204.5050 135.917276 26.582668 2000-2009 –> 2010-2019 7.1032825 3.5718934 9013.7103 246.827602 4 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 782 3.5365565 4208.7920 38.465999 27.710663 2000-2009 –> 2010-2019 7.1785002 3.6419436 9054.6066 71.366748 5 10
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 782 3.6140855 4242.7078 799.524046 27.034433 2000-2009 –> 2010-2019 7.3340388 3.7199533 9126.2895 1653.753651 6 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 782 3.6305154 4247.8018 155.561681 25.179113 2000-2009 –> 2010-2019 7.3365375 3.7060222 9122.6974 281.842191 7 13
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 782 3.6317893 4248.3505 39.678390 25.163533 2000-2009 –> 2010-2019 7.3404954 3.7087061 9124.5362 74.594302 8 15
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 782 3.6480811 4255.3507 33.515120 25.140253 2000-2009 –> 2010-2019 7.3787019 3.7306208 9142.0352 62.271844 9 18
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 782 3.6857650 4271.4236 799.022702 25.055477 2000-2009 –> 2010-2019 7.4596702 3.7739051 9178.6647 1653.229903 10 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 561 0.5721351 979.5466 80.940296 2.776466 1982-1999 –> 2000-2009 1.0569833 0.4848482 2394.7051 157.673156 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 561 0.6024446 1035.4648 74.554214 2.776884 1982-1999 –> 2000-2009 1.0872966 0.4848520 2448.6392 139.860272 2 4
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 561 0.6137945 1056.4062 76.480661 2.361595 1982-1999 –> 2000-2009 1.1157466 0.5019521 2539.4573 152.591336 6 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 561 0.6073295 1046.5257 266.171942 2.899488 1982-1999 –> 2000-2009 1.1280364 0.5207069 2605.5288 484.744473 3 8
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate 561 0.6250830 1074.8539 64.307935 2.502736 1982-1999 –> 2000-2009 1.1296085 0.5045255 2566.2141 125.147515 7 11
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 561 0.6096398 1050.7858 75.537168 2.901922 1982-1999 –> 2000-2009 1.1324374 0.5227976 2617.8671 137.807741 4 10
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 561 0.6115333 1054.2652 234.169089 2.915020 1982-1999 –> 2000-2009 1.1366785 0.5251452 2630.3791 427.470215 5 13
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 561 0.6514502 1123.2111 242.329375 2.900643 1982-1999 –> 2000-2009 1.1746828 0.5232326 2689.9693 449.086930 12 19
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 561 0.6301742 1085.9555 65.198404 3.129423 1982-1999 –> 2000-2009 1.1757606 0.5455863 2737.0528 124.144838 8 25
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 561 0.6424774 1107.6498 259.339382 2.499511 1982-1999 –> 2000-2009 1.1784606 0.5359831 2722.9463 477.836366 9 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 480 0.6407843 948.9211 86.873866 2.477325 2000-2009 –> 2010-2019 1.2129195 0.5721351 1928.4677 167.814162 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 2000-2009 –> 2010-2019 1.2762428 0.6073295 2036.6900 555.768348 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 2000-2009 –> 2010-2019 1.2799460 0.6096398 2042.9470 155.076751 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 2000-2009 –> 2010-2019 1.2834807 0.6115333 2048.7740 489.061204 4 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 480 0.7072444 1041.6572 78.203999 2.876917 2000-2009 –> 2010-2019 1.3096890 0.6024446 2077.1220 152.758213 6 8
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 480 0.6797614 1003.6081 68.580910 2.647309 2000-2009 –> 2010-2019 1.3099356 0.6301742 2089.5636 133.779314 5 13
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 480 0.7321519 1074.8844 80.319170 2.475385 2000-2009 –> 2010-2019 1.3459464 0.6137945 2131.2907 156.799831 7 13
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate 480 0.7601132 1108.8645 65.362367 2.795418 2000-2009 –> 2010-2019 1.3851961 0.6250830 2183.7184 129.670302 14 21
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 480 0.7531684 1102.0532 275.967462 2.470924 2000-2009 –> 2010-2019 1.3956459 0.6424774 2209.7030 535.306843 10 19
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 480 0.7546373 1103.9236 73.611861 2.461298 2000-2009 –> 2010-2019 1.3992188 0.6445815 2215.2420 145.097423 11 21
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 791 0.5051261 1178.3384 126.391363 2.310867 1982-1999 –> 2000-2009 0.9018199 0.3966938 2573.5465 279.956086 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 791 0.5051262 1176.3386 94.762036 2.310635 1982-1999 –> 2000-2009 0.9018423 0.3967161 2569.7040 211.995199 2 4
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 791 0.5052862 1176.8398 89.014757 2.323421 1982-1999 –> 2000-2009 0.9138516 0.4085653 2652.4351 213.438302 3 6
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + phosphate 791 0.5052922 1174.8585 67.576735 2.321012 1982-1999 –> 2000-2009 0.9143401 0.4090479 2651.7518 164.516201 4 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 791 0.5247871 1238.7464 188.578842 2.386243 1982-1999 –> 2000-2009 0.9434979 0.4187107 2784.8742 426.183461 7 12
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 791 0.5247872 1236.7465 186.234196 2.386491 1982-1999 –> 2000-2009 0.9434979 0.4187108 2780.8745 420.627860 8 14
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 791 0.5244195 1237.6377 163.361217 2.399479 1982-1999 –> 2000-2009 0.9436357 0.4192162 2787.1364 370.447313 5 12
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 791 0.5244247 1235.6535 160.024365 2.396790 1982-1999 –> 2000-2009 0.9436540 0.4192293 2783.2393 363.321531 6 14
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 791 0.5272633 1246.1934 91.020235 2.405612 1982-1999 –> 2000-2009 0.9477315 0.4204682 2804.0240 191.729262 11 22
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 791 0.5272661 1244.2017 68.237982 2.407582 1982-1999 –> 2000-2009 0.9477348 0.4204688 2800.0360 144.974892 12 24
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 717 0.5509069 1193.8223 147.548901 1.882686 2000-2009 –> 2010-2019 1.0560331 0.5051261 2372.1607 273.940265 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 717 0.5563938 1206.0338 113.295185 1.833347 2000-2009 –> 2010-2019 1.0616800 0.5052862 2382.8736 202.309941 2 5
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 717 0.5767893 1257.6588 104.762868 1.780768 2000-2009 –> 2010-2019 1.0819155 0.5051262 2433.9974 199.524903 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 2000-2009 –> 2010-2019 1.0913738 0.5244195 2472.6341 370.312983 3 8
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + phosphate 717 0.5866067 1279.8613 81.121911 1.851836 2000-2009 –> 2010-2019 1.0918989 0.5052922 2454.7198 148.698647 9 13
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 717 0.5680020 1237.6440 238.299346 1.835416 2000-2009 –> 2010-2019 1.0927892 0.5247871 2476.3904 426.878187 4 11
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 717 0.5707236 1244.4986 108.654259 1.873598 2000-2009 –> 2010-2019 1.0979869 0.5272633 2490.6920 199.674495 5 16
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 717 0.5793215 1263.9405 219.485950 1.907491 2000-2009 –> 2010-2019 1.1061878 0.5268664 2506.9424 388.431240 7 16
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 717 0.5844126 1276.4875 84.849990 1.921344 2000-2009 –> 2010-2019 1.1146708 0.5302583 2529.6416 149.996067 8 21
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 717 0.5927250 1296.7403 229.747570 1.915710 2000-2009 –> 2010-2019 1.1175122 0.5247872 2533.4869 415.981766 11 19
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1342 0.5235633 2083.6220 374.176206 2.860032 1982-1999 –> 2000-2009 0.9807698 0.4572065 5315.3929 740.229271 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1342 0.5313403 2123.1969 387.438114 2.872258 1982-1999 –> 2000-2009 0.9950295 0.4636891 5426.2086 765.895757 3 5
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1342 0.5283425 2110.0108 315.705874 3.152697 1982-1999 –> 2000-2009 0.9996079 0.4712654 5497.0305 853.393938 2 5
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 1342 0.5321006 2127.0344 122.301066 3.072906 1982-1999 –> 2000-2009 1.0098605 0.4777599 5581.3097 286.280377 4 9
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1342 0.5438308 2185.5605 502.393865 2.913230 1982-1999 –> 2000-2009 1.0203714 0.4765406 5626.9060 1029.727165 5 9
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1342 0.5955733 2431.4997 180.321701 3.875440 1982-1999 –> 2000-2009 1.1117864 0.5162130 6279.4759 452.214193 6 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1342 0.6166767 2522.9577 139.472115 6.858339 1982-1999 –> 2000-2009 1.1392548 0.5225780 6430.9430 312.184406 7 14
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1342 0.6338215 2598.5597 377.781753 4.766741 1982-1999 –> 2000-2009 1.1686118 0.5347903 6625.4328 948.516739 10 18
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1342 0.6222950 2547.2999 159.022512 2.841896 1982-1999 –> 2000-2009 1.1769908 0.5546958 6757.0914 405.202976 8 22
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1342 0.6428402 2636.4813 224.633404 4.957203 1982-1999 –> 2000-2009 1.1866586 0.5438183 6748.0616 504.787094 11 21
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1211 0.5647974 2067.0090 332.818750 3.453884 2000-2009 –> 2010-2019 1.0931399 0.5283425 4177.0198 648.524624 1 3
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 1211 0.5670720 2074.7435 128.350420 3.629828 2000-2009 –> 2010-2019 1.0991726 0.5321006 4201.7779 250.651486 2 6
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1211 0.5877884 2161.6468 419.076635 3.536302 2000-2009 –> 2010-2019 1.1113517 0.5235633 4245.2687 793.252841 3 4
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1211 0.5958185 2194.5110 435.281402 3.573041 2000-2009 –> 2010-2019 1.1271588 0.5313403 4317.7079 822.719516 4 7
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1211 0.6055091 2233.5865 561.006107 3.605110 2000-2009 –> 2010-2019 1.1493399 0.5438308 4419.1470 1063.399972 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 2000-2009 –> 2010-2019 1.2486616 0.5955733 4850.2928 372.961836 6 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1211 0.6596491 2441.0029 146.651925 4.639780 2000-2009 –> 2010-2019 1.2763259 0.6166767 4963.9606 286.124040 7 14
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1211 0.6766310 2502.5652 164.675769 3.918793 2000-2009 –> 2010-2019 1.2989260 0.6222950 5049.8651 323.698281 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1211 0.6770887 2504.2029 185.948448 3.063082 2000-2009 –> 2010-2019 1.3006631 0.6235745 5057.0153 360.463087 9 18
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1211 0.6902328 2552.7699 401.162756 3.768380 2000-2009 –> 2010-2019 1.3240543 0.6338215 5151.3296 778.944509 10 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2474 0.6620197 4994.0561 328.962873 6.990068 1982-1999 –> 2000-2009 1.2019828 0.5399631 12049.2009 717.018647 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2474 0.7194785 5405.8844 60.340908 6.146463 1982-1999 –> 2000-2009 1.2969697 0.5774913 13050.4415 136.063412 2 4
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2474 0.7369732 5522.7595 59.904357 6.664273 1982-1999 –> 2000-2009 1.3484276 0.6114545 13666.6116 133.486620 3 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2474 0.7489398 5604.4578 333.228158 6.699115 1982-1999 –> 2000-2009 1.3658251 0.6168852 13827.8766 724.116765 4 10
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2474 0.7493548 5607.1982 327.153539 6.718519 1982-1999 –> 2000-2009 1.3679855 0.6186308 13855.4034 711.327405 5 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2474 0.7496470 5607.1274 35.372993 6.742424 1982-1999 –> 2000-2009 1.3776184 0.6279714 13984.7894 76.725379 6 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2474 0.7514469 5618.9937 308.606964 6.846937 1982-1999 –> 2000-2009 1.3827267 0.6312797 14042.7484 686.251608 8 18
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2474 0.7508976 5615.3754 203.086947 6.820895 1982-1999 –> 2000-2009 1.3856002 0.6347026 14086.5641 463.605324 7 18
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 2474 0.7514514 5617.0230 18.553426 6.847352 1982-1999 –> 2000-2009 1.3861585 0.6347071 14086.2745 35.329510 9 21
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2474 0.7603880 5679.5200 334.612613 6.815357 1982-1999 –> 2000-2009 1.3886927 0.6283047 14063.8371 731.970249 10 19
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2274 0.7829708 5354.6191 377.018731 6.936443 2000-2009 –> 2010-2019 1.4449905 0.6620197 10348.6753 705.981604 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2274 0.7897842 5394.0248 904.514938 7.665317 2000-2009 –> 2010-2019 1.4626361 0.6728518 10468.3861 1809.817151 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2274 0.8823196 5897.9184 79.942999 7.982084 2000-2009 –> 2010-2019 1.6017980 0.7194785 11303.8027 140.283907 3 6
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2274 0.9072025 6022.4046 76.286394 8.565892 2000-2009 –> 2010-2019 1.6441757 0.7369732 11545.1641 136.190751 6 10
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2274 0.9072021 6024.4024 340.063493 8.752149 2000-2009 –> 2010-2019 1.6565568 0.7493548 11631.6007 667.217032 5 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2274 0.9077560 6027.1784 347.712545 8.732575 2000-2009 –> 2010-2019 1.6566958 0.7489398 11631.6362 680.940704 7 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2274 0.9081767 6027.2859 48.871380 8.680445 2000-2009 –> 2010-2019 1.6578237 0.7496470 11634.4133 84.244372 8 15
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2274 0.9084153 6028.4808 250.481338 8.854025 2000-2009 –> 2010-2019 1.6593130 0.7508976 11643.8562 453.568285 9 17
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2274 0.9127377 6050.0692 338.139814 8.928386 2000-2009 –> 2010-2019 1.6641846 0.7514469 11669.0629 646.746778 10 19
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 2274 0.9161975 6065.2762 20.398022 8.843350 2000-2009 –> 2010-2019 1.6676489 0.7514514 11682.2992 38.951448 11 21
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3968 5.4541611 24737.1585 155.889183 38.462929 1982-1999 –> 2000-2009 11.2738855 5.8197245 69464.6503 349.864054 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3968 5.5335128 24851.7863 30.699235 38.519342 1982-1999 –> 2000-2009 11.4299571 5.8964443 69763.4162 59.564181 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3968 5.5704291 24904.5547 19.502089 39.101597 1982-1999 –> 2000-2009 11.5050199 5.9345908 69906.8515 32.898835 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3968 5.5920995 24935.3679 22.845011 38.374938 1982-1999 –> 2000-2009 11.5443871 5.9522876 69979.5288 39.739666 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3968 5.7447935 25149.1571 155.646669 17.189649 1982-1999 –> 2000-2009 11.7479780 6.0031845 70313.0315 349.829091 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3968 5.8296108 25265.4694 22.135967 18.396685 1982-1999 –> 2000-2009 11.9208544 6.0912435 70634.0878 47.319979 6 12
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3968 5.8482054 25288.7424 155.506245 17.426247 1982-1999 –> 2000-2009 11.9459990 6.0977936 70670.4718 349.173845 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3968 5.8795024 25333.0990 6.406079 18.730793 1982-1999 –> 2000-2009 12.0166291 6.1371268 70807.2297 13.187466 9 17
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3968 5.8843795 25339.6792 9.042416 18.797865 1982-1999 –> 2000-2009 12.0305172 6.1461377 70834.4386 18.198346 11 20
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 3968 5.9437787 25417.3867 21.255921 18.649281 1982-1999 –> 2000-2009 12.1341856 6.1904070 71011.0541 45.183949 13 23
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3663 5.7623922 23239.5536 172.230432 30.164531 2000-2009 –> 2010-2019 11.2165533 5.4541611 47976.7121 328.119615 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3663 5.8729043 23378.7225 23.160699 29.715393 2000-2009 –> 2010-2019 11.4064171 5.5335128 48230.5088 53.859934 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3663 5.9300091 23449.6124 11.477490 30.059126 2000-2009 –> 2010-2019 11.5004382 5.5704291 48354.1671 30.979578 4 7
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3663 5.9394091 23461.2160 14.209740 29.504614 2000-2009 –> 2010-2019 11.5315086 5.5920995 48396.5838 37.054752 5 9
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3663 5.8999457 23412.3772 172.731700 18.926755 2000-2009 –> 2010-2019 11.6447392 5.7447935 48561.5343 328.378369 3 8
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3663 5.9823890 23512.0390 171.790412 19.291337 2000-2009 –> 2010-2019 11.8305945 5.8482054 48800.7813 327.296656 6 13
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3663 6.0029439 23539.1672 21.244212 17.595801 2000-2009 –> 2010-2019 11.8325547 5.8296108 48804.6366 43.380180 8 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3663 5.9931636 23527.2215 5.633909 17.902128 2000-2009 –> 2010-2019 11.8715145 5.8783509 48858.7662 12.257248 7 15
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3663 6.0066206 23541.6528 5.566812 21.412372 2000-2009 –> 2010-2019 11.8894355 5.8828149 48877.2218 12.189255 9 19
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3663 6.0619333 23610.8065 7.240302 17.317591 2000-2009 –> 2010-2019 11.9414357 5.8795024 48943.9055 13.646381 10 19
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4343 3.7273919 23767.1465 840.200039 14.994917 1982-1999 –> 2000-2009 7.5868666 3.8594746 68524.6974 1649.699476 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4343 3.8074703 23951.7781 53.538673 14.983863 1982-1999 –> 2000-2009 7.7337268 3.9262565 68986.4910 104.796841 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4343 3.8909819 24140.2342 18.894062 16.773134 1982-1999 –> 2000-2009 7.8862933 3.9953115 69456.6287 36.601311 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4343 3.9024906 24165.8877 19.169749 17.377273 1982-1999 –> 2000-2009 7.9118434 4.0093529 69538.9624 37.197400 4 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4343 3.9677136 24309.8586 56.518542 17.808509 1982-1999 –> 2000-2009 8.0757516 4.1080379 70075.7774 109.641558 5 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4343 3.9888369 24355.9783 11.982997 23.145555 1982-1999 –> 2000-2009 8.0997218 4.1108849 70133.0898 23.043121 6 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4343 3.9979022 24375.6963 17.172465 24.276842 1982-1999 –> 2000-2009 8.1146750 4.1167728 70175.9311 33.014594 7 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4343 4.0183550 24420.0197 418.739092 15.660941 1982-1999 –> 2000-2009 8.1984976 4.1801426 70467.0501 814.596216 8 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4343 4.1290973 24656.1590 51.454283 26.599717 1982-1999 –> 2000-2009 8.2854479 4.1563506 70610.9722 100.162261 9 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4343 4.1581427 24717.0451 896.925887 26.469981 1982-1999 –> 2000-2009 8.3644470 4.2063043 70864.8742 1766.692605 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 2000-2009 –> 2010-2019 7.7900044 3.7273919 46482.6613 1592.335585 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4024 4.1902053 22964.3872 46.233219 14.937632 2000-2009 –> 2010-2019 7.9976756 3.8074703 46916.1654 99.771892 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 2000-2009 –> 2010-2019 8.1771633 3.8909819 47286.8804 36.065000 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 2000-2009 –> 2010-2019 8.1964263 3.9024906 47327.0805 36.574032 5 9
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4024 4.2661153 23108.8802 49.392673 19.069370 2000-2009 –> 2010-2019 8.2338289 3.9677136 47418.7388 105.911215 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 2000-2009 –> 2010-2019 8.2841483 3.9888369 47519.7492 22.528655 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 2000-2009 –> 2010-2019 8.3020924 3.9979022 47556.0861 32.516519 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 2000-2009 –> 2010-2019 8.3198100 4.0183550 47595.2935 789.091978 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 2000-2009 –> 2010-2019 8.5790493 4.1581427 48112.7654 1715.084774 9 19
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4024 4.4503022 23449.0560 46.324358 36.601562 2000-2009 –> 2010-2019 8.5793995 4.1290973 48105.2149 97.778641 12 21
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3802 2.9800628 19106.7537 116.819063 18.200392 1982-1999 –> 2000-2009 5.8579369 2.8778741 52011.8102 238.019444 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3802 3.0117577 19187.2000 868.540988 17.695385 1982-1999 –> 2000-2009 5.9937141 2.9819564 52564.2071 1771.336743 2 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3802 3.0858703 19372.0523 48.483055 18.227583 1982-1999 –> 2000-2009 6.0291036 2.9432333 52575.4258 93.471143 3 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3802 3.0952658 19395.1690 52.364342 18.146296 1982-1999 –> 2000-2009 6.0491974 2.9539315 52646.7405 101.089227 4 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3802 3.1075232 19425.2215 116.940366 18.082835 1982-1999 –> 2000-2009 6.1444808 3.0369576 53045.0152 238.216465 5 10
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3802 3.1662201 19565.5111 855.580811 17.938588 1982-1999 –> 2000-2009 6.2881446 3.1219245 53549.8556 1725.153626 6 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3802 3.2189149 19693.0215 20.695653 18.486366 1982-1999 –> 2000-2009 6.3296490 3.1107341 53631.6648 40.508025 7 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3802 3.2313991 19722.4558 31.235352 18.848568 1982-1999 –> 2000-2009 6.3558668 3.1244677 53719.6172 61.602823 9 17
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3802 3.2282166 19712.9631 116.675683 18.369001 1982-1999 –> 2000-2009 6.3758706 3.1476540 53806.3398 237.835229 8 17
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3802 3.3222401 19931.2698 20.069955 19.293397 1982-1999 –> 2000-2009 6.5257003 3.2034602 54258.1010 39.521862 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 2000-2009 –> 2010-2019 6.1830172 3.0117577 36435.6051 1744.999839 1 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3349 3.3235912 17562.6556 112.580562 20.167423 2000-2009 –> 2010-2019 6.3036540 2.9800628 36669.4093 229.399625 3 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3349 3.2701631 17454.1077 112.401559 19.352828 2000-2009 –> 2010-2019 6.3776863 3.1075232 36879.3292 229.341926 2 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3349 3.4103350 17735.2271 43.413174 20.400574 2000-2009 –> 2010-2019 6.4962053 3.0858703 37107.2794 91.896229 7 10
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3349 3.4144604 17743.3247 46.506119 20.344603 2000-2009 –> 2010-2019 6.5097262 3.0952658 37138.4937 98.870461 8 12
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3349 3.4071223 17726.9144 843.723041 19.963216 2000-2009 –> 2010-2019 6.5733423 3.1662201 37292.4255 1699.303852 6 12
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3349 3.3708310 17657.1873 19.318410 19.596676 2000-2009 –> 2010-2019 6.5897459 3.2189149 37350.2089 40.014063 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 2000-2009 –> 2010-2019 6.6109517 3.2313991 37396.9509 59.753802 5 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3349 3.4568438 17823.9546 112.284554 20.563655 2000-2009 –> 2010-2019 6.6850604 3.2282166 37536.9177 228.960237 10 18
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3349 3.4347738 17783.0545 34.079831 16.072968 2000-2009 –> 2010-2019 6.7440480 3.3092742 37686.5897 69.800023 9 19
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4569 3.0832763 23269.5822 107.291411 15.509482 1982-1999 –> 2000-2009 5.8914966 2.8082203 63066.3536 217.888421 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4569 3.1687579 23519.4782 805.955099 20.887843 1982-1999 –> 2000-2009 6.1169545 2.9481966 64105.6235 1593.405238 2 4
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4569 3.1761528 23538.7787 685.718863 19.644915 1982-1999 –> 2000-2009 6.1395297 2.9633769 64206.2679 1343.234351 3 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4569 3.2038773 23620.1978 39.018785 11.417297 1982-1999 –> 2000-2009 6.1533068 2.9494295 64213.1278 80.035170 4 7
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4569 3.2061976 23626.8134 43.542634 11.310496 1982-1999 –> 2000-2009 6.1677935 2.9615959 64286.5462 89.702186 5 9
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4569 3.2103497 23638.6395 26.925389 10.947809 1982-1999 –> 2000-2009 6.2922254 3.0818757 64944.4115 55.821654 6 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4569 3.2495638 23749.5832 117.344013 12.929910 1982-1999 –> 2000-2009 6.3023255 3.0527617 64901.3228 241.721743 8 14
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4569 3.2138146 23646.4968 26.609759 11.349675 1982-1999 –> 2000-2009 6.3033904 3.0895758 64990.7636 55.299657 7 16
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4569 3.2619215 23782.2679 107.274947 11.585703 1982-1999 –> 2000-2009 6.3418033 3.0798818 65075.5371 217.849547 9 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4569 3.3976028 24156.6750 21.632660 14.390093 1982-1999 –> 2000-2009 6.6371297 3.2395269 66272.0438 47.028131 10 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4188 3.3965681 22140.9134 102.793604 19.766884 2000-2009 –> 2010-2019 6.4798444 3.0832763 45410.4956 210.085014 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 2000-2009 –> 2010-2019 6.6043796 3.1687579 45756.1492 1604.985860 2 4
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4188 3.4482784 22265.4710 675.056309 26.222544 2000-2009 –> 2010-2019 6.6244312 3.1761528 45804.2497 1360.775173 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 2000-2009 –> 2010-2019 6.7189598 3.2103497 46051.3912 55.303705 5 11
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4188 3.5430442 22494.5544 41.274005 16.423850 2000-2009 –> 2010-2019 6.7469215 3.2038773 46114.7522 80.292790 8 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4188 3.5407502 22489.1295 46.112118 16.328366 2000-2009 –> 2010-2019 6.7469478 3.2061976 46115.9429 89.654752 7 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4188 3.5084300 22412.3216 113.922087 18.221886 2000-2009 –> 2010-2019 6.7579938 3.2495638 46161.9048 231.266100 4 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4188 3.5478600 22503.9316 28.040996 16.819932 2000-2009 –> 2010-2019 6.7616746 3.2138146 46150.4283 54.650755 9 16
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4188 3.5329901 22468.7519 102.791026 17.724073 2000-2009 –> 2010-2019 6.7949115 3.2619215 46251.0198 210.065973 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 2000-2009 –> 2010-2019 7.0922079 3.3976028 47002.0782 45.520950 10 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5485 3.0621184 27856.3592 90.121871 14.559018 1982-1999 –> 2000-2009 5.4734111 2.4112927 73070.6951 192.821462 3 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5485 3.0084350 27662.3332 125.308487 8.714252 1982-1999 –> 2000-2009 5.5026095 2.4941745 73541.0754 278.839117 1 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5485 3.1196616 28060.5938 34.828885 9.394877 1982-1999 –> 2000-2009 5.6011395 2.4814779 73839.0011 70.269524 7 9
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5485 3.1228469 28071.7890 37.926037 9.344355 1982-1999 –> 2000-2009 5.6125488 2.4897019 73915.2446 76.671706 8 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5485 3.0521036 27820.4224 28.438391 8.685219 1982-1999 –> 2000-2009 5.6139146 2.5618110 74225.2000 55.552050 2 10
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5485 3.0859509 27941.4082 25.643425 8.073030 1982-1999 –> 2000-2009 5.6459697 2.5600188 74332.4268 55.173412 5 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5485 3.0839755 27934.3838 39.173684 8.080970 1982-1999 –> 2000-2009 5.6486485 2.5646729 74361.1121 83.955516 4 13
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5485 3.1231575 28070.8798 89.421161 12.088572 1982-1999 –> 2000-2009 5.6489458 2.5257884 74195.2480 190.003225 9 14
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5485 3.1551555 28182.7003 616.334603 19.798098 1982-1999 –> 2000-2009 5.6823183 2.5271627 74317.7633 1359.338606 10 16
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 5485 3.0924815 27962.5986 10.444343 8.466074 1982-1999 –> 2000-2009 5.7070008 2.6145193 74765.7682 20.579002 6 18
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4785 3.3246368 25090.2610 134.870179 12.157549 2000-2009 –> 2010-2019 6.3330718 3.0084350 52752.5943 260.178666 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4785 3.3802585 25249.0443 97.115756 12.955711 2000-2009 –> 2010-2019 6.4423770 3.0621184 53105.4035 187.237627 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 2000-2009 –> 2010-2019 6.4750213 3.0521036 53189.4852 58.110679 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 2000-2009 –> 2010-2019 6.5035168 3.0839755 53294.0020 80.880590 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 2000-2009 –> 2010-2019 6.5097032 3.0859509 53312.8042 52.735263 7 12
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4785 3.4445779 25427.4308 11.123460 12.801762 2000-2009 –> 2010-2019 6.5370593 3.0924815 53390.0295 21.567803 8 14
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4785 3.4153989 25346.0182 95.884232 12.801693 2000-2009 –> 2010-2019 6.5385564 3.1231575 53416.8980 185.305393 4 13
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4785 3.4132428 25339.9747 693.820173 18.865998 2000-2009 –> 2010-2019 6.5683983 3.1551555 53522.6751 1310.154776 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 2000-2009 –> 2010-2019 6.5865661 3.1196616 53551.8541 71.688310 9 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4785 3.4687791 25496.4335 40.156081 11.881784 2000-2009 –> 2010-2019 6.5916260 3.1228469 53568.2225 78.082118 10 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4807 3.1641458 24729.8794 17.460631 20.528829 1982-1999 –> 2000-2009 5.6392517 2.4751059 65663.1310 35.487664 3 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4807 3.0669967 24430.0735 108.120909 26.746139 1982-1999 –> 2000-2009 5.6677851 2.6007883 66234.9793 210.523696 1 13
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4807 3.2002297 24838.8970 506.726111 23.997591 1982-1999 –> 2000-2009 5.6761165 2.4758868 65777.7000 1011.424458 4 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4807 3.2861967 25093.7477 311.662789 16.983143 1982-1999 –> 2000-2009 5.7682445 2.4820478 66076.2875 638.330381 8 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4807 3.2610016 25019.7538 91.388661 24.490673 1982-1999 –> 2000-2009 5.7934184 2.5324168 66355.8400 185.642318 6 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4807 3.2665098 25035.9790 78.543591 24.258281 1982-1999 –> 2000-2009 5.7950374 2.5285276 66345.0182 159.787278 7 13
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4807 3.3409072 25252.4894 30.811116 16.982936 1982-1999 –> 2000-2009 5.8647706 2.5238634 66529.0365 63.168208 10 15
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4807 3.2994671 25130.4931 15.545520 21.390023 1982-1999 –> 2000-2009 5.8662606 2.5667935 66701.8590 32.459151 9 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4807 3.3442870 25262.2102 34.095413 17.004664 1982-1999 –> 2000-2009 5.8733816 2.5290946 66575.1950 70.023738 11 18
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4807 3.3998837 25418.7232 270.679068 16.986535 1982-1999 –> 2000-2009 5.9157959 2.5159122 66637.7418 540.697670 13 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4429 3.5734691 23863.9471 101.633773 27.872027 2000-2009 –> 2010-2019 6.6404659 3.0669967 48294.0206 209.754682 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 2000-2009 –> 2010-2019 6.7855275 3.1558940 48706.8603 65.482707 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 2000-2009 –> 2010-2019 6.8743069 3.2027481 48950.2767 70.656209 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 2000-2009 –> 2010-2019 6.9431178 3.2002297 49113.1525 1019.137939 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 2000-2009 –> 2010-2019 6.9544151 3.1641458 49115.5645 36.153130 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 2000-2009 –> 2010-2019 7.0585717 3.2610016 49422.4847 189.372485 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 2000-2009 –> 2010-2019 7.0748064 3.2665098 49463.6948 161.875374 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 2000-2009 –> 2010-2019 7.1884245 3.2861967 49737.2941 620.678400 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 2000-2009 –> 2010-2019 7.2103538 3.2994671 49791.6731 32.083977 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 2000-2009 –> 2010-2019 7.3004744 3.3409072 50025.2483 62.579426 16 26
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4686 2.8462746 23115.5070 155.003208 7.828270 1982-1999 –> 2000-2009 5.1251953 2.2789206 61119.8363 310.474867 3 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4686 2.8691111 23190.4011 30.033928 9.306458 1982-1999 –> 2000-2009 5.1619788 2.2928677 61298.0876 61.216720 4 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4686 2.8432353 23105.4940 41.755574 7.647718 1982-1999 –> 2000-2009 5.1770700 2.3338347 61513.1780 82.515117 1 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4686 2.8461007 23114.9343 49.448183 7.651545 1982-1999 –> 2000-2009 5.1884290 2.3423282 61584.1562 99.468173 2 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4686 2.9098611 23322.5754 545.720415 8.565311 1982-1999 –> 2000-2009 5.2705118 2.3606506 61923.7916 1116.900979 7 12
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 4686 2.8991150 23285.9003 29.920908 11.009682 1982-1999 –> 2000-2009 5.2706275 2.3715125 61962.8825 61.089655 5 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4686 2.9162289 23343.0620 62.434570 8.477732 1982-1999 –> 2000-2009 5.2900538 2.3738249 62038.5539 123.227777 8 16
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4686 2.9232475 23365.5909 63.116494 8.487000 1982-1999 –> 2000-2009 5.2992028 2.3759553 62076.2789 124.344025 9 18
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 4686 2.9452667 23433.9206 38.964730 8.796060 1982-1999 –> 2000-2009 5.3303387 2.3850720 62207.4837 76.539173 11 22
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 4686 2.9528452 23458.0048 32.949663 8.866703 1982-1999 –> 2000-2009 5.3307282 2.3778830 62180.4312 64.974439 12 22
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4281 3.5070769 22906.4030 47.738453 9.592345 2000-2009 –> 2010-2019 6.3531777 2.8461007 46021.3373 97.186636 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 2000-2009 –> 2010-2019 6.3569569 2.8432353 46028.1036 84.315879 7 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4281 3.4567085 22782.5445 43.804831 9.535032 2000-2009 –> 2010-2019 6.3613668 2.9046583 46088.3477 86.672962 1 7
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4281 3.5614913 23038.2275 153.417831 10.194872 2000-2009 –> 2010-2019 6.4077660 2.8462746 46153.7344 308.421039 10 13
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4281 3.5074220 22907.2453 508.111192 9.991529 2000-2009 –> 2010-2019 6.4172831 2.9098611 46229.8207 1053.831607 5 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4281 3.5021326 22894.3237 60.298153 9.913021 2000-2009 –> 2010-2019 6.4183615 2.9162289 46237.3857 122.732723 2 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4281 3.5131487 22921.2134 60.595635 10.000868 2000-2009 –> 2010-2019 6.4363961 2.9232475 46286.8043 123.712129 6 15
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 4281 3.5155230 22924.9981 34.526259 10.045762 2000-2009 –> 2010-2019 6.4466175 2.9310945 46313.7130 68.362432 8 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4281 3.5820585 23087.5297 29.231959 13.723356 2000-2009 –> 2010-2019 6.4511696 2.8691111 46277.9308 59.265886 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 2000-2009 –> 2010-2019 6.4845320 2.8991150 46379.4539 58.848826 12 17
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1670 2.1978513 7383.4385 682.706483 6.350535 1982-1999 –> 2000-2009 3.9215956 1.7237443 19488.2860 1332.881341 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1670 2.2011762 7388.4876 156.816866 6.306852 1982-1999 –> 2000-2009 3.9291055 1.7279292 19508.2673 332.867614 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1670 2.2044532 7393.4563 150.309590 6.294221 1982-1999 –> 2000-2009 3.9354199 1.7309667 19524.0514 318.860644 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1670 2.2123343 7405.3756 578.537068 6.485177 1982-1999 –> 2000-2009 3.9608078 1.7484735 19597.9394 1120.566818 4 8
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1670 2.2261423 7424.1571 538.481425 6.162867 1982-1999 –> 2000-2009 3.9991986 1.7730563 19700.6965 1038.916113 5 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1670 2.2279917 7428.9307 165.502134 6.415000 1982-1999 –> 2000-2009 4.0142322 1.7862405 19753.0909 352.302022 6 14
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1670 2.2448885 7452.1652 146.360420 5.994865 1982-1999 –> 2000-2009 4.0623572 1.8174687 19881.0533 314.277180 9 28
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1670 2.2477991 7458.4929 140.086779 6.664386 1982-1999 –> 2000-2009 4.0631363 1.8153372 19882.1547 297.213044 10 27
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1670 2.2806102 7506.8945 672.184324 10.032618 1982-1999 –> 2000-2009 4.0646925 1.7840823 19823.6098 1326.794408 14 20
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 1670 2.2807079 7505.0376 507.904100 10.041443 1982-1999 –> 2000-2009 4.0661212 1.7854133 19824.3452 1010.390467 15 22
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1502 2.6450894 7198.4967 703.529366 7.357813 2000-2009 –> 2010-2019 4.8429406 2.1978513 14581.9353 1386.235849 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 2000-2009 –> 2010-2019 4.8477546 2.2011762 14588.6748 293.648037 6 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1502 2.6507447 7204.9126 129.637948 7.301845 2000-2009 –> 2010-2019 4.8551979 2.2044532 14598.3689 279.947538 8 11
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1502 2.6455223 7198.9883 569.050357 7.295491 2000-2009 –> 2010-2019 4.8578565 2.2123343 14604.3640 1147.587425 4 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1502 2.6447922 7198.1592 149.771838 7.224521 2000-2009 –> 2010-2019 4.8727839 2.2279917 14627.0899 315.273972 2 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1502 2.6395106 7192.1543 163.210967 7.065189 2000-2009 –> 2010-2019 4.8805140 2.2410035 14640.5343 342.017421 1 8
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1502 2.6593389 7212.6364 514.512403 6.829671 2000-2009 –> 2010-2019 4.8854813 2.2261423 14636.7935 1052.993827 11 16
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1502 2.6455395 7197.0079 149.734172 7.288424 2000-2009 –> 2010-2019 4.8895224 2.2439829 14647.8255 314.957501 5 13
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1502 2.6543849 7209.0351 121.804572 7.305867 2000-2009 –> 2010-2019 4.9021840 2.2477991 14667.5280 261.891350 9 19
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1502 2.6591624 7212.4370 123.244148 6.737211 2000-2009 –> 2010-2019 4.9040509 2.2448885 14664.6022 269.604568 10 19
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2264 1.8563819 9240.1075 294.459609 6.556635 1982-1999 –> 2000-2009 3.3099210 1.4535391 23572.5252 628.545391 2 3
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2264 1.8599375 9248.7719 283.689914 6.813073 1982-1999 –> 2000-2009 3.3182728 1.4583353 23607.4976 607.514460 3 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2264 1.8616480 9252.9343 626.641974 6.906904 1982-1999 –> 2000-2009 3.3247815 1.4631334 23637.8917 1251.373270 4 7
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2264 1.8529578 9231.7480 261.148776 5.753154 1982-1999 –> 2000-2009 3.3331608 1.4802030 23709.3345 542.488553 1 5
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2264 1.8794653 9294.0643 257.851287 6.369791 1982-1999 –> 2000-2009 3.4067801 1.5273148 24019.8674 537.351165 5 16
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2264 1.9167144 9384.9270 306.703699 5.265504 1982-1999 –> 2000-2009 3.4629002 1.5461858 24210.7978 654.128019 6 19
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2264 1.9689398 9506.6521 648.042067 7.871948 1982-1999 –> 2000-2009 3.4675886 1.4986488 24083.1427 1258.293324 9 16
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2264 1.9705720 9510.4041 68.888343 7.939374 1982-1999 –> 2000-2009 3.4684598 1.4978878 24082.8381 138.232684 11 17
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2264 1.9712670 9512.0008 69.975576 7.969595 1982-1999 –> 2000-2009 3.4690862 1.4978192 24084.0695 139.702360 13 18
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2264 1.9712100 9509.8700 21.363698 8.035380 1982-1999 –> 2000-2009 3.4728388 1.5016288 24100.2244 43.677193 12 21
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2198 2.1583336 9633.6567 233.541300 7.718939 2000-2009 –> 2010-2019 4.0112914 1.8529578 18865.4047 494.690076 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 2000-2009 –> 2010-2019 4.0237760 1.8563819 18892.1797 534.559967 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 2000-2009 –> 2010-2019 4.0277232 1.8599375 18901.6382 521.418886 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 2000-2009 –> 2010-2019 4.0294261 1.8616480 18905.7852 1325.754052 3 7
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2198 2.1677939 9650.8831 226.953520 8.100922 2000-2009 –> 2010-2019 4.0472592 1.8794653 18944.9473 484.804807 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 2000-2009 –> 2010-2019 4.1185645 1.9167144 19106.3345 558.533946 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 2000-2009 –> 2010-2019 4.1882021 1.9413708 19253.1109 948.012988 9 16
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2198 2.2339734 9783.0786 233.235266 6.408967 2000-2009 –> 2010-2019 4.2141950 1.9802216 19313.6015 515.036268 8 23
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2198 2.2248777 9767.1436 254.080629 6.399514 2000-2009 –> 2010-2019 4.2235927 1.9987150 19341.7575 569.820115 7 24
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate 2198 2.2850909 9882.5337 201.742668 7.019569 2000-2009 –> 2010-2019 4.2310303 1.9459395 19333.9802 429.640772 13 21
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2118 1.8114241 8541.2877 104.791969 9.289761 1982-1999 –> 2000-2009 3.2097144 1.3982903 22353.7371 206.496000 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2118 1.8121548 8542.9960 103.055796 9.268551 1982-1999 –> 2000-2009 3.2117016 1.3995469 22362.5108 202.091953 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2118 1.8173734 8555.1774 506.096842 9.040850 1982-1999 –> 2000-2009 3.2266339 1.4092605 22429.0977 1045.618088 3 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2118 1.8279461 8579.7491 87.094596 11.222518 1982-1999 –> 2000-2009 3.2368233 1.4088773 22451.5302 172.932042 5 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2118 1.8251089 8573.1693 812.187839 7.152000 1982-1999 –> 2000-2009 3.2694443 1.4443354 22640.4689 1552.113203 4 9
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2118 1.8300924 8584.7199 747.481570 7.182323 1982-1999 –> 2000-2009 3.2777023 1.4476099 22669.8329 1420.063566 6 13
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2118 1.8352123 8594.5540 28.235967 8.086445 1982-1999 –> 2000-2009 3.2795518 1.4443395 22659.8763 57.075883 7 13
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2118 1.8371628 8599.0538 26.526159 8.006325 1982-1999 –> 2000-2009 3.2851486 1.4479858 22684.2089 53.552172 8 16
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2118 1.8381706 8603.3768 876.805282 7.144547 1982-1999 –> 2000-2009 3.2986269 1.4604563 22757.9866 1731.058579 9 19
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2118 1.8475604 8622.9602 25.303541 10.463541 1982-1999 –> 2000-2009 3.3020052 1.4544449 22743.1253 50.466729 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 2000-2009 –> 2010-2019 3.8473957 1.8251089 16323.9916 1577.132680 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 2000-2009 –> 2010-2019 3.8578643 1.8300924 16345.4126 1450.335939 2 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1822 2.0310260 7766.5358 902.764341 9.376485 2000-2009 –> 2010-2019 3.8691966 1.8381706 16369.9126 1779.569623 3 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1822 2.0808455 7854.8415 119.387695 11.229853 2000-2009 –> 2010-2019 3.8922695 1.8114241 16396.1292 224.179665 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 2000-2009 –> 2010-2019 3.8926437 1.8121548 16397.2131 218.918911 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 2000-2009 –> 2010-2019 3.8966588 1.8173734 16407.2858 1104.746943 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 2000-2009 –> 2010-2019 3.9237150 1.8352123 16460.7804 54.074048 11 18
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1822 2.0882877 7865.8513 24.136911 10.444252 2000-2009 –> 2010-2019 3.9254505 1.8371628 16464.9051 50.663069 10 18
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1822 2.0881372 7865.5885 571.066100 10.213741 2000-2009 –> 2010-2019 3.9323197 1.8441826 16480.7972 1052.608786 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 2000-2009 –> 2010-2019 3.9421027 1.8279461 16492.4634 183.242852 12 17
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1404 1.3335556 4806.6588 84.458287 8.540449 1982-1999 –> 2000-2009 2.4210794 1.0875238 12509.1978 171.875403 1 3
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1404 1.3360320 4811.8682 625.699166 8.654749 1982-1999 –> 2000-2009 2.4218433 1.0858114 12506.3452 1268.076527 4 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1404 1.3354355 4810.6143 135.012495 8.851466 1982-1999 –> 2000-2009 2.4281402 1.0927047 12537.4680 271.155466 2 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1404 1.3354368 4810.6171 147.351664 8.878181 1982-1999 –> 2000-2009 2.4292475 1.0938107 12542.6462 295.339567 3 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1404 1.3786451 4900.0316 723.641392 6.282310 1982-1999 –> 2000-2009 2.4711400 1.0924949 12625.9028 1482.648207 5 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1404 1.3805722 4903.9539 782.796408 6.473075 1982-1999 –> 2000-2009 2.4825536 1.1019814 12674.0575 1513.773614 7 13
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1404 1.3813677 4905.5714 696.664545 6.531225 1982-1999 –> 2000-2009 2.4845114 1.1031437 12681.0682 1351.440400 8 15
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1404 1.3835266 4909.9566 843.222557 9.307793 1982-1999 –> 2000-2009 2.5297972 1.1462706 12881.6502 1658.811742 10 19
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1404 1.3842424 4909.4090 571.559476 9.213643 1982-1999 –> 2000-2009 2.5308086 1.1465662 12880.4219 1152.548968 11 21
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1404 1.4223157 4985.5993 80.399285 7.223849 1982-1999 –> 2000-2009 2.5345642 1.1122485 12801.1476 161.717537 15 23
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1301 1.4583346 4687.7999 165.495410 9.109993 2000-2009 –> 2010-2019 2.7937701 1.3354355 9498.4142 300.507904 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 2000-2009 –> 2010-2019 2.7953399 1.3354368 9501.2141 331.282857 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 2000-2009 –> 2010-2019 2.8092615 1.3335556 9525.2698 195.344501 5 6
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1301 1.4685630 4703.9860 882.642558 9.357145 2000-2009 –> 2010-2019 2.8528054 1.3842424 9613.3950 1454.202035 3 11
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1301 1.4704892 4709.3966 977.404695 9.684687 2000-2009 –> 2010-2019 2.8534586 1.3829694 9618.2220 1902.235985 4 11
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1301 1.4780537 4720.7476 41.908345 9.583469 2000-2009 –> 2010-2019 2.8623093 1.3842555 9630.1832 75.033195 6 15
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1301 1.4805423 4725.1248 45.207172 9.641894 2000-2009 –> 2010-2019 2.8649759 1.3844335 9634.9216 80.652283 7 17
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1301 1.4917880 4746.8141 778.736205 8.227641 2000-2009 –> 2010-2019 2.8723602 1.3805722 9650.7680 1561.532613 9 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1301 1.4916492 4746.5720 683.335256 8.229274 2000-2009 –> 2010-2019 2.8730169 1.3813677 9652.1434 1379.999800 8 14
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1301 1.5212697 4795.7350 38.041663 8.287940 2000-2009 –> 2010-2019 2.9013004 1.3800306 9696.5872 69.778913 18 22
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3124 1.1216776 9596.9573 70.647067 10.584825 1982-1999 –> 2000-2009 2.1079103 0.9862327 25538.8937 132.783848 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3124 1.1235120 9607.1671 418.377175 10.212158 1982-1999 –> 2000-2009 2.1200341 0.9965221 25666.7598 853.739046 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3124 1.1276204 9629.9728 77.560438 10.525961 1982-1999 –> 2000-2009 2.1316501 1.0040297 25774.6486 155.903847 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3124 1.1279184 9631.6235 90.095132 10.543885 1982-1999 –> 2000-2009 2.1326515 1.0047331 25784.2385 182.653883 4 8
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3124 1.1417111 9705.5633 15.497361 10.403811 1982-1999 –> 2000-2009 2.1773894 1.0356783 26200.0523 30.015029 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3124 1.2796066 10419.9891 580.006640 9.756093 1982-1999 –> 2000-2009 2.3386126 1.0590060 27168.9774 1217.458325 6 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3124 1.2921012 10480.7014 578.061697 9.941769 1982-1999 –> 2000-2009 2.3695871 1.0774859 27425.7995 1212.891010 7 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3124 1.2983329 10510.7624 493.263858 10.031204 1982-1999 –> 2000-2009 2.3814341 1.0831012 27514.7842 1024.182022 8 16
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 3124 1.3591933 10794.9854 42.470875 9.707261 1982-1999 –> 2000-2009 2.4785276 1.1193343 28170.0264 81.751639 13 22
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3124 1.3456424 10734.3811 654.970122 10.237774 1982-1999 –> 2000-2009 2.5637643 1.2181219 29070.1771 1272.855646 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 2000-2009 –> 2010-2019 2.4068111 1.1235120 19034.1259 953.626202 1 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2821 1.2889569 9451.7785 84.394101 10.063584 2000-2009 –> 2010-2019 2.4106345 1.1216776 19048.7358 155.041169 2 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2821 1.2894447 9453.9132 93.905900 10.027613 2000-2009 –> 2010-2019 2.4170651 1.1276204 19083.8860 171.466337 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 2000-2009 –> 2010-2019 2.4176686 1.1279184 19086.8734 197.712366 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 2000-2009 –> 2010-2019 2.4361472 1.1417111 19179.2748 34.542083 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 2000-2009 –> 2010-2019 2.7328266 1.2796066 20548.5170 1330.418912 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 2000-2009 –> 2010-2019 2.7587829 1.2921012 20661.2527 1191.941889 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 2000-2009 –> 2010-2019 2.7709089 1.2983329 20713.9425 1022.684966 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 2000-2009 –> 2010-2019 2.8133107 1.3456424 20918.7264 1437.695661 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 2000-2009 –> 2010-2019 2.8190354 1.3469619 20941.7593 1232.660047 9 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6593 0.7380300 14718.6011 190.309826 9.183006 1982-1999 –> 2000-2009 1.3625993 0.6245693 37111.1964 377.414791 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6593 0.7627693 15153.3585 274.760492 10.682047 1982-1999 –> 2000-2009 1.4120918 0.6493225 38463.2203 531.126551 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6593 0.7724864 15320.2786 254.439964 10.829191 1982-1999 –> 2000-2009 1.4303267 0.6578403 38937.7101 501.248495 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6593 0.7790411 15431.6923 198.551022 10.967229 1982-1999 –> 2000-2009 1.4428389 0.6637977 39261.8857 387.170555 5 9
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6593 0.7745295 15355.1067 158.124227 8.878790 1982-1999 –> 2000-2009 1.4587104 0.6841809 39899.0790 319.084276 4 9
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6593 0.7907902 15629.0716 19.151380 9.296762 1982-1999 –> 2000-2009 1.5183027 0.7275125 41622.2910 37.991011 6 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6593 0.8000756 15782.9986 197.387985 8.906506 1982-1999 –> 2000-2009 1.5406494 0.7405738 42196.1598 380.383736 7 17
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6593 0.8024861 15822.6664 20.947598 9.093948 1982-1999 –> 2000-2009 1.5423901 0.7399040 42214.4724 38.197073 8 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6593 0.8025101 15823.0601 23.969048 9.094608 1982-1999 –> 2000-2009 1.5424129 0.7399029 42214.8312 44.206330 9 16
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 6593 0.8029240 15827.8602 10.094596 9.053029 1982-1999 –> 2000-2009 1.5428911 0.7399671 42219.6796 18.601723 10 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5762 0.8438700 14409.5702 275.803200 12.257688 2000-2009 –> 2010-2019 1.6066393 0.7627693 29562.9287 550.563692 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 2000-2009 –> 2010-2019 1.6236704 0.7907902 29887.5774 37.935562 1 7
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5762 0.8863307 14975.3028 206.685529 13.306139 2000-2009 –> 2010-2019 1.6243607 0.7380300 29693.9040 396.995355 9 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5762 0.8545591 14554.6254 230.743449 12.368180 2000-2009 –> 2010-2019 1.6270456 0.7724864 29874.9040 485.183412 7 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5762 0.8380930 14330.4069 208.835582 11.077803 2000-2009 –> 2010-2019 1.6381686 0.8000756 30113.4055 406.223567 2 9
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5762 0.8606489 14636.4572 181.033860 12.474362 2000-2009 –> 2010-2019 1.6396901 0.7790411 30068.1494 379.584882 8 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5762 0.8434239 14403.4767 19.014657 11.279883 2000-2009 –> 2010-2019 1.6459100 0.8024861 30226.1432 39.962255 3 11
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5762 0.8435264 14404.8765 21.753308 11.280050 2000-2009 –> 2010-2019 1.6460364 0.8025101 30227.9365 45.722356 4 13
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 5762 0.8450067 14423.0819 9.945681 11.154267 2000-2009 –> 2010-2019 1.6479307 0.8029240 30250.9421 20.040277 6 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5762 0.9113937 15296.6470 152.490251 12.999647 2000-2009 –> 2010-2019 1.6859232 0.7745295 30651.7538 310.614478 11 15
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3018 1.0412509 8822.7047 348.180163 12.151046 1982-1999 –> 2000-2009 1.8568525 0.8156017 21583.2016 702.378216 1 2
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3018 1.0540498 8896.4463 60.492046 12.207901 1982-1999 –> 2000-2009 1.8787379 0.8246881 21773.1641 120.052030 3 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3018 1.0538196 8895.1279 37.963837 12.301533 1982-1999 –> 2000-2009 1.8835760 0.8297564 21836.1171 77.699356 2 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3018 1.0561601 8908.5188 38.015257 12.173627 1982-1999 –> 2000-2009 1.8838610 0.8277009 21823.4893 77.496223 4 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3018 1.0620237 8941.9370 38.927586 12.250084 1982-1999 –> 2000-2009 1.8943975 0.8323738 21915.9636 80.256542 7 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3018 1.0602887 8932.0679 75.276958 11.941899 1982-1999 –> 2000-2009 1.8985218 0.8382331 21979.6780 146.248854 5 11
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + silicate 3018 1.0613257 8935.9686 14.354009 11.830912 1982-1999 –> 2000-2009 1.9079771 0.8466514 22086.4029 30.593252 6 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3018 1.0820574 9054.7377 474.887492 12.926819 1982-1999 –> 2000-2009 1.9251463 0.8430889 22162.9395 922.827414 8 15
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3018 1.0965641 9135.1223 122.757761 12.965881 1982-1999 –> 2000-2009 1.9507178 0.8541537 22380.1002 223.983084 9 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3018 1.1069106 9191.8071 224.998061 13.026642 1982-1999 –> 2000-2009 1.9716759 0.8647653 22566.3053 414.801328 12 23
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2754 1.2265484 8954.2692 389.252326 9.722884 2000-2009 –> 2010-2019 2.2677992 1.0412509 17776.9739 737.432488 1 2
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2754 1.2512707 9064.1846 73.201761 10.169649 2000-2009 –> 2010-2019 2.3053205 1.0540498 17960.6308 133.693807 2 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2754 1.2534624 9073.8237 40.833779 10.276501 2000-2009 –> 2010-2019 2.3096225 1.0561601 17982.3425 78.849036 3 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2754 1.2545768 9078.7185 87.167450 10.222948 2000-2009 –> 2010-2019 2.3148655 1.0602887 18010.7863 162.444408 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 2000-2009 –> 2010-2019 2.3151936 1.0538196 18003.6078 78.749031 6 8
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + silicate 2754 1.2561387 9083.5713 16.331518 10.458044 2000-2009 –> 2010-2019 2.3174644 1.0613257 18019.5399 30.685527 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 2000-2009 –> 2010-2019 2.3241952 1.0620237 18053.8980 80.779928 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 2000-2009 –> 2010-2019 2.3667812 1.0820574 18264.2458 1016.666796 8 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2754 1.3134889 9331.4728 153.179466 10.004043 2000-2009 –> 2010-2019 2.4100531 1.0965641 18466.5951 275.937228 10 19
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2754 1.3240818 9375.7152 302.028044 11.909440 2000-2009 –> 2010-2019 2.4297848 1.1057030 18560.9334 541.592190 11 22

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2009 2.5112176 1149.8263
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 2.3090161 762.1849
Atlantic (26,26.5] 1982-1999 –> 2000-2009 7.1704437 11843.3693
Atlantic (26,26.5] 2000-2009 –> 2010-2019 7.3565649 8460.8508
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 6.6202808 15482.0544
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 7.0554999 11062.5697
Atlantic (26.75,27] 1982-1999 –> 2000-2009 3.7111227 20496.2015
Atlantic (26.75,27] 2000-2009 –> 2010-2019 4.3704983 15656.6962
Atlantic (27,27.25] 1982-1999 –> 2000-2009 3.4054399 19184.4277
Atlantic (27,27.25] 2000-2009 –> 2010-2019 4.1825870 14283.4654
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 4.0950656 20396.5348
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 5.1834965 15269.4291
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 4.2688772 27253.7213
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 4.9143128 19551.0614
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 4.2026877 10217.9045
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 4.9341396 7432.9035
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 6.1128335 10837.9467
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 6.0263967 7169.2822
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 7.1303813 13963.5586
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 7.2116532 9066.4606
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 1.1315691 2595.2759
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 1.3198221 2096.3518
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 0.9301606 2718.7622
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 1.0912048 2465.3539
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 1.0788941 6028.7852
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 1.2028794 4643.3385
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 1.3501987 13671.3747
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 1.6115823 11355.8897
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2009 11.7549413 70338.4760
Indo-Pacific (-Inf,26] 2000-2009 –> 2010-2019 11.6665191 48580.4817
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2009 8.0257271 69883.4474
Indo-Pacific (26,26.5] 2000-2009 –> 2010-2019 8.2459598 47432.0636
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2009 6.1949664 53180.8777
Indo-Pacific (26.5,26.75] 2000-2009 –> 2010-2019 6.5073437 37149.3209
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2009 6.2345955 64606.1998
Indo-Pacific (26.75,27] 2000-2009 –> 2010-2019 6.7328272 46081.8412
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2009 5.6136507 74056.3535
Indo-Pacific (27,27.25] 2000-2009 –> 2010-2019 6.5085896 53310.3968
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2009 5.7860062 66289.6788
Indo-Pacific (27.25,27.5] 2000-2009 –> 2010-2019 7.0030464 49262.0270
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2009 5.2444136 61790.4680
Indo-Pacific (27.5,27.75] 2000-2009 –> 2010-2019 6.4133627 46201.6632
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2009 4.0016667 19698.3495
Indo-Pacific (27.75,27.85] 2000-2009 –> 2010-2019 4.8738286 14625.7716
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2009 3.4033790 23910.8189
Indo-Pacific (27.85,27.95] 2000-2009 –> 2010-2019 4.1115061 19085.8740
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2009 3.2597352 22575.2375
Indo-Pacific (27.95,28.05] 2000-2009 –> 2010-2019 3.8979617 16413.8891
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2009 2.4733685 12663.9905
Indo-Pacific (28.05,28.1] 2000-2009 –> 2010-2019 2.8478598 9602.1118
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2009 2.2801561 26831.4357
Indo-Pacific (28.1,28.2] 2000-2009 –> 2010-2019 2.5983191 19921.7094
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2009 1.4793213 40414.0526
Indo-Pacific (28.2,28.3] 2000-2009 –> 2010-2019 1.6385375 30055.7645
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2009 1.9051464 22010.7362
Indo-Pacific (28.3, Inf] 2000-2009 –> 2010-2019 2.3361080 18109.9554

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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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
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26] 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] 5 1 7 6 7 7 10
(28.1,28.15] 6 2 6 6 5 8 10
(28.15,28.2] 6 8 4 5 6 5 10
(28.2, Inf] 9 10 3 4 10 3 5
total 95.00 62.00 81.00 89.00 104.00 100.00 113.00
Atlantic - 2000-2009 --> 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 7 7 4 5 10 6
(27.5,27.75] 6 4 6 7 10 7 6
(27.75,27.85] 6 4 5 5 10 9 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] 6 1 6 6 6 8 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 97.00 65.00 84.00 85.00 112.00 102.00 100.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-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 8 7 5 10 4 5
(27.85,27.95] 8 6 4 6 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 96.00 85.00 94.00 102.00 89.00 112.00
Indo-Pacific - 2000-2009 --> 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 5 10 5 4
(27.85,27.95] 8 10 4 4 10 5 6
(27.95,28.05] 6 4 6 7 10 4 10
(28.05,28.1] 5 4 4 9 8 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] 7 5 6 5 10 8 8
total 90.00 103.00 80.00 93.00 107.00 90.00 108.00

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
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
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