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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 + aou + silicate + phosphate + phosphate_star 169 0.8004864 418.3841 112.499503 2.912369 1982-1999 –> 2000-2012 2.0742167 1.2737303 1193.0710 246.50457 4 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 169 0.7970730 416.9398 28.768395 2.828261 1982-1999 –> 2000-2012 2.0750826 1.2780097 1193.1628 63.59921 3 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 169 0.7964974 416.6956 14.570967 2.805264 1982-1999 –> 2000-2012 2.0758503 1.2793529 1193.3998 30.05943 2 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 169 0.7961638 416.5540 10.395584 2.787900 1982-1999 –> 2000-2012 2.0768678 1.2807040 1193.7416 21.62678 1 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 169 0.8041171 419.9137 41.061485 2.696918 1982-1999 –> 2000-2012 2.0792735 1.2751564 1195.1131 86.72457 7 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 169 0.8034830 419.6471 16.172161 2.678703 1982-1999 –> 2000-2012 2.0797309 1.2762479 1195.2383 33.58201 6 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 169 0.8079979 421.5411 169.471802 2.770815 1982-1999 –> 2000-2012 2.0797974 1.2717995 1195.5331 361.09465 8 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 169 0.8029465 419.4213 17.352718 2.659968 1982-1999 –> 2000-2012 2.0806662 1.2777197 1195.5404 34.42840 5 10
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 169 0.8136324 421.8899 6.122335 2.831929 1982-1999 –> 2000-2012 2.1182486 1.3046162 1205.5500 14.22360 9 21
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 169 0.8146167 422.2985 7.941049 2.852524 1982-1999 –> 2000-2012 2.1183689 1.3037522 1205.6552 18.64892 10 21
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 112 1.0780194 348.6703 14.690068 2.541399 2000-2012 –> 2010-2019 1.8745168 0.7964974 765.3659 29.26104 9 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 112 1.0784537 348.7606 10.695167 2.552481 2000-2012 –> 2010-2019 1.8746175 0.7961638 765.3146 21.09075 10 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 112 1.0775989 348.5830 26.843060 2.527328 2000-2012 –> 2010-2019 1.8746719 0.7970730 765.5227 55.61146 7 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 112 1.0768503 348.4273 134.485093 2.466565 2000-2012 –> 2010-2019 1.8773367 0.8004864 766.8114 246.98460 3 7
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 112 1.0775465 348.5720 18.268782 2.628432 2000-2012 –> 2010-2019 1.8804930 0.8029465 767.9934 35.62150 6 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 112 1.0771350 348.4865 18.323113 2.616804 2000-2012 –> 2010-2019 1.8806180 0.8034830 768.1336 34.49527 5 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 112 1.0767180 348.3998 37.991104 2.602403 2000-2012 –> 2010-2019 1.8808352 0.8041171 768.3135 79.05259 2 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 112 1.0760289 348.2564 193.373716 2.543206 2000-2012 –> 2010-2019 1.8840269 0.8079979 769.7974 362.84552 1 9
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 112 1.0789861 346.8711 6.897299 2.520087 2000-2012 –> 2010-2019 1.8926185 0.8136324 768.7610 13.01963 12 21
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 112 1.0784707 346.7641 8.660953 2.511936 2000-2012 –> 2010-2019 1.8930874 0.8146167 769.0626 16.60200 11 21
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1149 3.1394987 5903.7778 347.773849 10.679541 1982-1999 –> 2000-2012 6.2955070 3.1560083 14485.4484 726.71442 2 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1149 3.1376309 5902.4103 57.106960 10.039758 1982-1999 –> 2000-2012 6.3725089 3.2348780 14566.4239 107.37863 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1149 3.2312360 5969.9639 15.076502 10.742850 1982-1999 –> 2000-2012 6.4909471 3.2597111 14659.4891 29.13255 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1149 3.2348115 5972.5053 14.392634 10.747228 1982-1999 –> 2000-2012 6.4987061 3.2638946 14666.3092 28.63478 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1149 3.2544322 5986.4017 14.468249 10.762297 1982-1999 –> 2000-2012 6.5420469 3.2876146 14704.3620 28.74325 5 10
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1149 3.2934206 6011.7683 12.797936 10.729037 1982-1999 –> 2000-2012 6.6263376 3.3329170 14773.3839 26.16438 6 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1149 3.4405325 6114.1899 351.582144 11.465181 1982-1999 –> 2000-2012 6.7824375 3.3419050 14886.7896 735.54234 7 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1149 3.5188769 6165.9308 14.129441 11.511919 1982-1999 –> 2000-2012 6.9478266 3.4289497 15024.3091 28.26099 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1149 3.5278690 6171.7956 14.344309 11.514850 1982-1999 –> 2000-2012 6.9675440 3.4396749 15040.5921 28.64688 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1149 3.5293739 6172.7756 14.383899 11.520361 1982-1999 –> 2000-2012 6.9732543 3.4438804 15045.6484 28.73398 10 20
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 794 3.2843896 4155.6935 57.459762 11.207493 2000-2012 –> 2010-2019 6.4220205 3.1376309 10058.1038 114.56672 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 794 3.3069986 4166.5875 354.352555 12.183258 2000-2012 –> 2010-2019 6.4464973 3.1394987 10070.3654 702.12640 2 4
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 794 3.4088200 4214.7439 17.124838 12.111746 2000-2012 –> 2010-2019 6.6400560 3.2312360 10184.7078 32.20134 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 794 3.4133023 4216.8306 12.622378 12.117514 2000-2012 –> 2010-2019 6.6481137 3.2348115 10189.3359 27.01501 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 794 3.4350253 4226.9050 13.459019 12.126075 2000-2012 –> 2010-2019 6.6894576 3.2544322 10213.3067 27.92727 5 10
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 794 3.4879551 4249.1876 11.565713 12.210714 2000-2012 –> 2010-2019 6.7813757 3.2934206 10260.9560 24.36365 6 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 794 3.6840389 4338.0418 357.602247 13.011419 2000-2012 –> 2010-2019 7.1245715 3.4405325 10452.2317 709.18439 7 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 794 3.7787886 4378.3671 14.752583 12.904723 2000-2012 –> 2010-2019 7.2976655 3.5188769 10544.2979 28.88202 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 794 3.7899104 4383.0341 12.551718 12.903664 2000-2012 –> 2010-2019 7.3177794 3.5278690 10554.8297 26.89603 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 794 3.7907717 4383.3949 12.583473 12.911700 2000-2012 –> 2010-2019 7.3201456 3.5293739 10556.1706 26.96737 10 20
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1439 3.1643530 7413.0132 480.442910 10.377361 1982-1999 –> 2000-2012 6.1727578 3.0084048 17856.2153 1008.27290 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1439 3.1678986 7416.2361 40.359709 10.882849 1982-1999 –> 2000-2012 6.1921472 3.0242486 17881.1739 83.96598 2 4
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1439 3.1920647 7438.1074 28.330418 10.912149 1982-1999 –> 2000-2012 6.2357272 3.0436626 17929.5239 56.94468 4 7
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1439 3.1985120 7443.9146 28.432397 10.915536 1982-1999 –> 2000-2012 6.2482755 3.0497634 17943.6172 57.13779 5 10
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1439 3.2191466 7460.4218 449.530855 11.470895 1982-1999 –> 2000-2012 6.2678802 3.0487336 17956.7269 953.88722 7 11
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1439 3.1877754 7434.2376 54.514791 9.915108 1982-1999 –> 2000-2012 6.2680620 3.0802866 17975.1489 110.63609 3 10
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 1439 3.1989670 7442.3239 39.197526 10.421212 1982-1999 –> 2000-2012 6.2848297 3.0858628 17988.7194 81.58809 6 14
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1439 3.2309789 7472.9808 50.381435 10.427044 1982-1999 –> 2000-2012 6.2948226 3.0638437 17991.7438 97.43983 8 14
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1439 3.2641849 7502.4081 50.263488 10.443654 1982-1999 –> 2000-2012 6.3560806 3.0918956 18058.8855 97.25555 9 18
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1439 3.2787075 7515.1842 50.471914 10.507615 1982-1999 –> 2000-2012 6.3833889 3.1046814 18088.7379 97.58275 10 20
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1032 3.4250493 5483.7123 86.238162 9.650718 2000-2012 –> 2010-2019 6.6128246 3.1877754 12917.9498 140.75295 1 4
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1032 3.4500060 5498.6971 408.218183 10.093741 2000-2012 –> 2010-2019 6.6143589 3.1643530 12911.7103 888.66109 2 3
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1032 3.4795426 5516.2925 33.062736 11.288732 2000-2012 –> 2010-2019 6.6474411 3.1678986 12932.5286 73.42245 3 5
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 1032 3.4819232 5515.7041 31.453543 11.156244 2000-2012 –> 2010-2019 6.6808902 3.1989670 12958.0280 70.65107 4 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1032 3.4981549 5527.3035 28.113737 11.321762 2000-2012 –> 2010-2019 6.6902195 3.1920647 12965.4109 56.44416 5 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1032 3.5028582 5530.0767 28.223153 11.326455 2000-2012 –> 2010-2019 6.7013702 3.1985120 12973.9913 56.65555 6 11
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1032 3.5070310 5532.5340 81.089102 10.546858 2000-2012 –> 2010-2019 6.7380098 3.2309789 13005.5148 131.47054 7 15
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1032 3.5330382 5547.7836 80.697606 10.931289 2000-2012 –> 2010-2019 6.7972231 3.2641849 13050.1918 130.96109 9 18
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1032 3.6078166 5589.0132 338.111574 12.074888 2000-2012 –> 2010-2019 6.8269632 3.2191466 13049.4351 787.64243 13 20
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1032 3.5521656 5558.9277 81.334779 10.577302 2000-2012 –> 2010-2019 6.8308731 3.2787075 13074.1119 131.80669 10 20
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2504 2.0081341 10611.6517 472.896213 10.592413 1982-1999 –> 2000-2012 3.6483728 1.6402387 24121.6304 924.53206 1 2
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2504 2.0505747 10714.3897 419.828978 12.566311 1982-1999 –> 2000-2012 3.7302883 1.6797135 24390.0755 824.64175 4 6
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2504 2.0143035 10627.0138 33.384559 11.353785 1982-1999 –> 2000-2012 3.7535109 1.7392074 24550.1532 66.82991 2 5
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2504 2.0505729 10716.3852 23.130592 11.592383 1982-1999 –> 2000-2012 3.8314977 1.7809248 24806.6803 46.46407 3 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2504 2.0629594 10746.5451 23.599549 11.655396 1982-1999 –> 2000-2012 3.8590904 1.7961310 24896.7970 47.47714 5 11
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2504 2.1287297 10903.7154 86.681814 11.284594 1982-1999 –> 2000-2012 3.8820193 1.7532896 24883.7243 158.47378 8 12
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2504 2.1734614 11007.8599 86.288107 11.481052 1982-1999 –> 2000-2012 3.9736221 1.8001607 25173.9155 157.79569 9 16
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 2504 2.1791957 11019.0551 33.244789 12.867098 1982-1999 –> 2000-2012 3.9795136 1.8003179 25183.7265 66.23722 10 18
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2504 2.1989512 11066.2505 87.124382 11.646798 1982-1999 –> 2000-2012 4.0243207 1.8253695 25330.3748 159.24149 11 20
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2504 2.0906146 10813.2343 91.406471 10.890577 1982-1999 –> 2000-2012 4.0768515 1.9862370 25672.9665 166.71509 6 18
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1718 2.2718131 7708.9796 454.392145 10.941593 2000-2012 –> 2010-2019 4.2799472 2.0081341 18320.6313 927.28836 1 2
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1718 2.2890766 7734.9910 32.221908 17.544689 2000-2012 –> 2010-2019 4.3033801 2.0143035 18362.0048 65.60647 2 4
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1718 2.3226569 7785.0304 23.136117 17.546226 2000-2012 –> 2010-2019 4.3732298 2.0505729 18501.4156 46.26671 5 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1718 2.2982606 7748.7491 107.750862 13.150328 2000-2012 –> 2010-2019 4.3888752 2.0906146 18561.9834 199.15733 3 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1718 2.3338892 7801.6068 23.512567 17.551352 2000-2012 –> 2010-2019 4.3968486 2.0629594 18548.1518 47.11212 6 11
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 1718 2.3163248 7773.6502 31.264715 16.750456 2000-2012 –> 2010-2019 4.4075436 2.0912188 18586.3317 63.47444 4 11
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1718 2.3738013 7857.8693 389.027826 19.393403 2000-2012 –> 2010-2019 4.4243760 2.0505747 18572.2590 808.85680 7 11
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1718 2.3858704 7877.2948 100.958479 10.721113 2000-2012 –> 2010-2019 4.5146001 2.1287297 18781.0102 187.64029 8 16
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1718 2.4240713 7931.8738 100.296584 10.630259 2000-2012 –> 2010-2019 4.5975328 2.1734614 18939.7337 186.58469 9 18
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1718 2.4537449 7973.6792 101.735170 10.884219 2000-2012 –> 2010-2019 4.6526960 2.1989512 19039.9297 188.85955 12 23
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2155 1.8888221 8870.5842 41.456661 12.712627 1982-1999 –> 2000-2012 3.3224044 1.4335824 19384.9210 85.99898 2 4
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2155 1.9052494 8907.9068 19.806619 12.711034 1982-1999 –> 2000-2012 3.3704000 1.4651505 19550.7981 38.18599 3 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2155 1.9106237 8920.0471 19.760075 12.693526 1982-1999 –> 2000-2012 3.3840812 1.4734576 19596.3068 38.10359 5 9
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2155 1.9839867 9082.4419 459.672813 26.105925 1982-1999 –> 2000-2012 3.3979456 1.4139589 19515.4317 953.51146 6 7
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2155 1.8479715 8776.3467 252.449118 8.876695 1982-1999 –> 2000-2012 3.4596559 1.6116844 19981.8277 422.17876 1 9
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2155 1.9964117 9109.3496 202.454953 17.393725 1982-1999 –> 2000-2012 3.5119243 1.5155126 19951.7036 346.25107 7 12
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 2155 1.9096333 8915.8124 37.949287 11.902940 1982-1999 –> 2000-2012 3.5345642 1.6249310 20167.6040 80.35251 4 13
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2155 2.0044929 9126.7608 197.942135 17.746136 1982-1999 –> 2000-2012 3.5501072 1.5456143 20085.1935 340.34473 8 14
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2155 2.0487213 9220.8254 204.733238 17.454335 1982-1999 –> 2000-2012 3.6382215 1.5895001 20344.5030 349.34944 10 17
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2155 2.0258783 9172.4994 18.923780 13.797184 1982-1999 –> 2000-2012 3.7277780 1.7018997 20699.4342 36.52125 9 19
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1524 2.0503958 6527.4888 181.616132 10.978063 2000-2012 –> 2010-2019 3.8983673 1.8479715 15303.8356 434.06525 1 2
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1524 2.1296087 6643.0245 37.547652 13.961321 2000-2012 –> 2010-2019 4.0184308 1.8888221 15513.6087 79.00431 2 4
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1524 2.1301541 6641.8050 34.045311 14.102934 2000-2012 –> 2010-2019 4.0397874 1.9096333 15557.6173 71.99460 3 7
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1524 2.1463657 6666.9141 18.757282 14.006142 2000-2012 –> 2010-2019 4.0516152 1.9052494 15574.8209 38.56390 4 7
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1524 2.1514842 6674.1740 18.718554 13.992024 2000-2012 –> 2010-2019 4.0621078 1.9106237 15594.2211 38.47863 5 10
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1524 2.1663968 6695.2278 206.187215 10.154384 2000-2012 –> 2010-2019 4.2604313 2.0940345 16010.3418 513.89546 6 17
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1524 2.2531110 6814.8514 17.913639 14.814781 2000-2012 –> 2010-2019 4.2789892 2.0258783 15987.3507 36.83742 8 17
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 1524 2.2308401 6782.5735 8.544111 12.441545 2000-2012 –> 2010-2019 4.3855812 2.1547411 16218.8588 17.69821 7 21
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1524 2.4435169 7062.1248 380.352672 21.672362 2000-2012 –> 2010-2019 4.4275037 1.9839867 16144.5667 840.02548 12 18
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1524 2.4550825 7076.5175 153.466456 13.450269 2000-2012 –> 2010-2019 4.4514942 1.9964117 16185.8671 355.92141 13 20
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2321 2.0857027 10013.0739 689.044089 17.022675 1982-1999 –> 2000-2012 3.8616498 1.7759471 22138.1971 1444.36146 1 3
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2321 2.1712390 10199.6459 24.795274 11.485659 1982-1999 –> 2000-2012 3.9347158 1.7634768 22281.9542 49.22018 3 4
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2321 2.1660314 10188.4990 315.868899 13.174889 1982-1999 –> 2000-2012 3.9456073 1.7795759 22326.0244 616.77931 2 5
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2321 2.2086156 10278.8751 323.210065 11.235102 1982-1999 –> 2000-2012 3.9915274 1.7829118 22427.7798 639.29650 4 8
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2321 2.3897217 10642.7159 24.512362 9.538467 1982-1999 –> 2000-2012 4.1794971 1.7897755 22812.9663 48.66031 6 11
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2321 2.3239714 10515.2070 381.443527 10.246280 1982-1999 –> 2000-2012 4.1856490 1.8616776 22926.7779 752.21906 5 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2321 2.4140165 10691.6700 498.726356 13.616260 1982-1999 –> 2000-2012 4.9456795 2.5316629 24970.9934 944.16677 7 24
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2321 2.5431186 10933.5142 454.685802 16.876266 1982-1999 –> 2000-2012 5.0246170 2.4814984 25091.2337 934.51501 8 24
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2321 2.7332972 11268.2838 702.083700 22.797217 1982-1999 –> 2000-2012 5.0318247 2.2985275 24960.6189 1422.00713 11 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2321 2.7728976 11335.0552 25.376999 23.602453 1982-1999 –> 2000-2012 5.0951151 2.3222175 25089.6927 51.89070 12 20
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1650 2.3650287 7537.1046 676.066186 10.717676 2000-2012 –> 2010-2019 4.4507314 2.0857027 17550.1785 1365.11027 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1650 2.4412472 7641.7770 309.817644 11.159191 2000-2012 –> 2010-2019 4.6072786 2.1660314 17830.2760 625.68654 2 4
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1650 2.5103176 7733.8477 317.986621 11.100516 2000-2012 –> 2010-2019 4.7189331 2.2086156 18012.7228 641.19669 4 8
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1650 2.5575213 7795.3244 25.159297 13.128783 2000-2012 –> 2010-2019 4.7287604 2.1712390 17994.9703 49.95457 5 8
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1650 2.5085726 7731.5530 421.133647 11.314384 2000-2012 –> 2010-2019 4.9225891 2.4140165 18423.2230 919.86000 3 10
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1650 2.6308715 7888.6372 376.667830 11.252157 2000-2012 –> 2010-2019 4.9548429 2.3239714 18403.8442 758.11136 6 11
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1650 2.8489925 8149.4830 24.876075 11.304292 2000-2012 –> 2010-2019 5.2387141 2.3897217 18792.1989 49.38844 10 16
Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1650 2.6699987 7935.3545 104.851600 15.055713 2000-2012 –> 2010-2019 5.2608780 2.5908792 18953.2386 210.55899 7 17
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1650 2.7703081 8059.0603 409.611723 14.198827 2000-2012 –> 2010-2019 5.3134266 2.5431186 18992.5745 864.29753 8 16
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1650 2.7795497 8068.0507 24.962980 15.474955 2000-2012 –> 2010-2019 5.3521629 2.5726131 19053.0920 49.49487 9 18
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2970 2.5293942 13954.6950 17.689125 19.517679 1982-1999 –> 2000-2012 4.5458465 2.0164524 30697.6903 33.64813 2 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2970 2.5299670 13956.0400 17.032227 19.577203 1982-1999 –> 2000-2012 4.5461257 2.0161587 30697.8862 32.94400 3 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2970 2.5316807 13960.0623 17.426891 19.495908 1982-1999 –> 2000-2012 4.5484736 2.0167929 30704.3900 33.47014 4 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2970 2.5272838 13949.7369 17.085153 17.654192 1982-1999 –> 2000-2012 4.5673922 2.0401084 30784.7552 32.95364 1 5
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2970 2.5441113 13987.1564 16.895865 20.477956 1982-1999 –> 2000-2012 4.5928259 2.0487146 30853.3887 32.80714 6 11
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2970 2.5387336 13976.5871 431.818665 16.984481 1982-1999 –> 2000-2012 4.6270497 2.0883162 30995.8774 826.49708 5 11
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2970 2.6024263 14121.7736 13.280901 17.683874 1982-1999 –> 2000-2012 4.9505683 2.3481419 32064.2947 26.91630 7 23
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2970 2.7033013 14347.6689 886.592269 22.141984 1982-1999 –> 2000-2012 4.9827839 2.2794826 32056.0475 1855.02892 8 23
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2970 2.8276211 14616.7432 844.396683 23.775399 1982-1999 –> 2000-2012 5.0057671 2.1781460 31968.3287 1798.17504 10 17
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2970 2.7973070 14552.7185 16.967100 19.044220 1982-1999 –> 2000-2012 5.0287780 2.2314710 32095.1387 32.40573 9 21
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2076 2.6305417 9921.2048 16.098420 20.851114 2000-2012 –> 2010-2019 5.1578254 2.5272838 23870.9416 33.18357 2 3
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2076 2.6290526 9918.8537 404.164052 20.482828 2000-2012 –> 2010-2019 5.1677861 2.5387336 23895.4408 835.98272 1 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2076 2.6586231 9965.2931 16.235499 22.543416 2000-2012 –> 2010-2019 5.1880173 2.5293942 23919.9881 33.92462 4 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2076 2.6612386 9969.3758 16.156267 22.677437 2000-2012 –> 2010-2019 5.1912056 2.5299670 23925.4158 33.18849 5 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2076 2.6676166 9979.3147 16.286897 22.432754 2000-2012 –> 2010-2019 5.1992974 2.5316807 23939.3770 33.71379 6 10
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2076 2.6485941 9947.6010 12.781175 20.873995 2000-2012 –> 2010-2019 5.2510204 2.6024263 24069.3746 26.06208 3 10
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2076 2.7367817 10083.5945 16.155329 24.828699 2000-2012 –> 2010-2019 5.2808930 2.5441113 24070.7509 33.05119 7 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2076 2.8330117 10227.0780 962.636872 26.128795 2000-2012 –> 2010-2019 5.5363131 2.7033013 24574.7469 1849.22914 8 16
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2076 2.9231714 10359.1549 15.760946 18.056126 2000-2012 –> 2010-2019 5.7204784 2.7973070 24911.8734 32.72805 9 18
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2076 2.9896443 10452.5140 929.154325 28.732840 2000-2012 –> 2010-2019 5.8172654 2.8276211 25069.2572 1773.55101 11 21
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1003 1.7811181 4018.3368 42.543007 12.470395 1982-1999 –> 2000-2012 3.4311741 1.6500560 9407.6305 86.75544 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1003 1.8260308 4068.2929 49.208240 12.618697 1982-1999 –> 2000-2012 3.5083702 1.6823393 9511.8396 100.86241 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1003 1.8318125 4074.6344 46.627212 12.682895 1982-1999 –> 2000-2012 3.5238432 1.6920308 9534.2647 95.54157 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1003 1.8363799 4079.6299 49.788446 12.705543 1982-1999 –> 2000-2012 3.5323925 1.6960125 9545.8416 102.00759 4 8
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1003 1.9215058 4168.5277 12.949815 11.734739 1982-1999 –> 2000-2012 3.7809294 1.8594235 9890.3018 27.33367 5 14
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1003 1.9391030 4188.8150 42.945737 13.410506 1982-1999 –> 2000-2012 3.7841883 1.8450853 9890.9144 87.59263 6 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1003 1.9535057 4201.6596 44.060883 13.011451 1982-1999 –> 2000-2012 3.7977232 1.8442175 9900.4416 89.77722 7 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 1003 2.2767694 4508.8423 41.708844 11.923021 1982-1999 –> 2000-2012 4.0621768 1.7854074 10116.8807 84.44124 9 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1003 2.1047325 4351.2326 11.127222 12.559692 1982-1999 –> 2000-2012 4.1777552 2.0730227 10377.4823 23.40176 8 31
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1003 2.3944357 4609.9248 47.119831 12.032132 1982-1999 –> 2000-2012 4.2527177 1.8582820 10329.9794 95.53078 10 18
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 721 1.7144926 2837.5163 43.450612 11.899039 2000-2012 –> 2010-2019 3.4956107 1.7811181 6855.8531 85.99362 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 721 1.7492316 2866.4421 50.600144 12.005396 2000-2012 –> 2010-2019 3.5752625 1.8260308 6934.7350 99.80838 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 721 1.7551561 2871.3177 47.803576 12.058797 2000-2012 –> 2010-2019 3.5869685 1.8318125 6945.9520 94.43079 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 721 1.7582901 2873.8903 51.021299 12.072892 2000-2012 –> 2010-2019 3.5946701 1.8363799 6953.5202 100.80975 4 8
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 721 1.8222885 2923.4437 12.336397 11.417841 2000-2012 –> 2010-2019 3.7437944 1.9215058 7091.9714 25.28621 5 10
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 721 1.8412088 2938.3383 45.047357 12.257150 2000-2012 –> 2010-2019 3.7947146 1.9535057 7139.9980 89.10824 6 13
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 721 1.8718258 2964.1198 43.711424 12.762369 2000-2012 –> 2010-2019 3.8109288 1.9391030 7152.9348 86.65716 7 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 721 1.9871890 3048.3611 10.598491 12.224143 2000-2012 –> 2010-2019 4.0919215 2.1047325 7399.5938 21.72571 8 16
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 721 2.4425761 3345.8922 42.092542 11.116987 2000-2012 –> 2010-2019 4.7193456 2.2767694 7854.7345 83.80139 13 22
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 721 2.2934757 3255.0680 15.156288 11.130313 2000-2012 –> 2010-2019 4.7433582 2.4498826 7910.9152 30.74745 9 25
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1052 2.8057363 5170.0720 91.989335 21.453467 1982-1999 –> 2000-2012 5.9295846 3.1238482 12418.1078 190.31785 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1052 2.8101334 5173.3667 32.964990 21.517568 1982-1999 –> 2000-2012 5.9358313 3.1256980 12423.0766 67.75317 2 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1052 2.8237863 5183.5642 37.929564 21.621749 1982-1999 –> 2000-2012 5.9624349 3.1386486 12444.9670 78.63881 3 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1052 2.8265260 5185.6045 96.714236 21.645975 1982-1999 –> 2000-2012 5.9675373 3.1410113 12449.1354 198.50663 4 10
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1052 2.8526295 5202.9461 32.559024 21.541780 1982-1999 –> 2000-2012 5.9784926 3.1258631 12450.8054 66.41732 5 9
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1052 2.8549882 5204.6851 86.694481 21.452207 1982-1999 –> 2000-2012 5.9791719 3.1241837 12451.0246 173.50915 6 8
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1052 2.8863219 5227.6509 36.369775 21.665749 1982-1999 –> 2000-2012 6.0276076 3.1412856 12489.4288 74.32008 7 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1052 2.8907599 5230.8835 95.635939 21.696019 1982-1999 –> 2000-2012 6.0348486 3.1440887 12495.1838 192.41368 8 16
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1052 2.9664007 5285.2297 34.682077 22.483250 1982-1999 –> 2000-2012 6.2275967 3.2611959 12652.9496 70.28567 10 20
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1052 2.9654006 5286.5202 33.092180 22.413701 1982-1999 –> 2000-2012 6.2309665 3.2655659 12660.0271 68.01327 9 21
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 765 2.6240463 3660.9938 87.343154 21.377337 2000-2012 –> 2010-2019 5.4297826 2.8057363 8831.0657 179.33249 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 765 2.6250945 3661.6048 33.044314 21.450980 2000-2012 –> 2010-2019 5.4352279 2.8101334 8834.9715 66.00930 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 765 2.6430009 3672.0059 37.410370 21.555767 2000-2012 –> 2010-2019 5.4667872 2.8237863 8855.5700 75.33993 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 765 2.6467336 3674.1652 92.357834 21.582577 2000-2012 –> 2010-2019 5.4732596 2.8265260 8859.7697 189.07207 4 8
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 765 2.7530441 3732.4180 32.949625 21.413316 2000-2012 –> 2010-2019 5.6056735 2.8526295 8935.3642 65.50865 5 10
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 765 2.7675583 3740.4631 83.105952 21.299295 2000-2012 –> 2010-2019 5.6225465 2.8549882 8945.1482 169.80043 6 12
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 765 2.8045154 3760.7590 36.553906 21.535541 2000-2012 –> 2010-2019 5.6908374 2.8863219 8988.4100 72.92368 8 15
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 765 2.8100801 3763.7918 91.604065 21.570459 2000-2012 –> 2010-2019 5.7008400 2.8907599 8994.6753 187.24000 9 17
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 765 2.7841175 3751.5903 33.236378 22.384555 2000-2012 –> 2010-2019 5.7495182 2.9654006 9038.1105 66.32856 7 16
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 765 2.8195099 3768.9175 34.478883 22.474128 2000-2012 –> 2010-2019 5.7859107 2.9664007 9054.1472 69.16096 10 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1078 3.3361585 5670.8234 153.556069 19.977998 1982-1999 –> 2000-2012 7.2058358 3.8696773 14206.2885 311.79800 1 2
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1078 3.4436954 5737.2228 144.788355 19.675838 1982-1999 –> 2000-2012 7.3449707 3.9012753 14295.6868 275.70174 3 5
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1078 3.4103767 5716.2613 152.978072 19.563998 1982-1999 –> 2000-2012 7.3520980 3.9417213 14306.4306 309.07616 2 5
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 1078 3.4679945 5750.3823 144.616388 19.476605 1982-1999 –> 2000-2012 7.4148639 3.9468695 14342.5638 274.91644 4 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1078 3.4733509 5757.7098 185.826628 20.082574 1982-1999 –> 2000-2012 7.5695089 4.0961580 14468.0189 376.93291 5 10
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1078 3.4806631 5762.2439 40.411100 20.238441 1982-1999 –> 2000-2012 7.5886349 4.1079718 14481.4060 87.98294 6 12
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1078 3.5018800 5775.3462 52.506852 20.630154 1982-1999 –> 2000-2012 7.6388237 4.1369437 14516.1119 109.89970 7 14
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1078 3.5951459 5830.0158 177.101927 19.759819 1982-1999 –> 2000-2012 7.7432419 4.1480960 14577.0572 338.52626 11 19
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1078 3.5977306 5831.5653 37.603534 19.925322 1982-1999 –> 2000-2012 7.7541463 4.1564157 14584.7660 71.57305 12 21
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 1078 3.6072818 5837.2814 48.674397 20.334355 1982-1999 –> 2000-2012 7.7847976 4.1775158 14606.0478 94.79336 13 23
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 767 3.1293226 3940.6643 168.734528 19.105221 2000-2012 –> 2010-2019 6.4654811 3.3361585 9611.4877 322.29060 1 2
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 767 3.1777352 3962.2146 162.556563 18.484332 2000-2012 –> 2010-2019 6.5881119 3.4103767 9678.4759 315.53464 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 767 3.3123320 4027.8506 210.238556 19.145578 2000-2012 –> 2010-2019 6.7856829 3.4733509 9785.5604 396.06518 3 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 767 3.3329057 4037.3492 45.902410 19.315633 2000-2012 –> 2010-2019 6.8135688 3.4806631 9799.5930 86.31351 4 10
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 767 3.3784646 4056.1760 166.061833 17.839910 2000-2012 –> 2010-2019 6.8221600 3.4436954 9793.3989 310.85019 6 9
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 767 3.3805017 4055.1007 161.880496 17.742515 2000-2012 –> 2010-2019 6.8484962 3.4679945 9805.4831 306.49688 7 11
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 767 3.3771569 4057.5822 59.161010 19.704711 2000-2012 –> 2010-2019 6.8790369 3.5018800 9832.9284 111.66786 5 12
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 767 3.4325847 4080.5547 209.594267 18.208421 2000-2012 –> 2010-2019 7.0250135 3.5924288 9908.9404 390.17605 8 18
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 767 3.4379011 4082.9287 34.053726 18.400934 2000-2012 –> 2010-2019 7.0272749 3.5893738 9909.4802 74.09097 9 18
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 767 3.4570234 4091.4375 42.831326 18.910974 2000-2012 –> 2010-2019 7.0403769 3.5833535 9914.3698 84.92001 10 18
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 688 0.6546455 1383.5013 166.704368 3.094176 1982-1999 –> 2000-2012 1.2105208 0.5558753 3187.3783 325.44202 1 2
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 688 0.6571083 1388.6683 337.329309 2.899895 1982-1999 –> 2000-2012 1.2236132 0.5665049 3233.3078 668.52234 2 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 688 0.6588505 1392.3116 205.218445 2.942742 1982-1999 –> 2000-2012 1.2259990 0.5671485 3239.3947 397.81837 3 7
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 688 0.6590729 1392.7760 381.637368 2.939770 1982-1999 –> 2000-2012 1.2265106 0.5674377 3240.9562 755.13856 4 9
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 688 0.6732108 1419.9806 66.669025 3.099009 1982-1999 –> 2000-2012 1.2319083 0.5586975 3232.7559 124.27451 6 8
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 688 0.6635233 1400.0361 99.749103 3.028090 1982-1999 –> 2000-2012 1.2328556 0.5693323 3253.3895 187.06596 5 11
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 688 0.6755798 1424.8142 255.415357 2.881222 1982-1999 –> 2000-2012 1.2451880 0.5696082 3279.2103 507.88190 7 14
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 688 0.6787401 1431.2361 68.119081 2.945073 1982-1999 –> 2000-2012 1.2493302 0.5705901 3289.3386 130.18299 8 16
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 688 0.6792392 1432.2475 291.217436 2.938131 1982-1999 –> 2000-2012 1.2502974 0.5710582 3292.1147 578.14105 9 18
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + silicate + phosphate_star 688 0.6976752 1467.0972 63.244886 3.524753 1982-1999 –> 2000-2012 1.2744100 0.5767348 3346.2507 114.89779 10 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 477 0.6811324 1001.3327 137.977824 3.322451 2000-2012 –> 2010-2019 1.3357778 0.6546455 2384.8339 304.68219 1 2
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 477 0.6872293 1009.8341 303.234929 3.167746 2000-2012 –> 2010-2019 1.3443377 0.6571083 2398.5024 640.56424 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 477 0.6875028 1010.2137 171.718682 3.181696 2000-2012 –> 2010-2019 1.3463533 0.6588505 2402.5253 376.93713 3 6
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 477 0.6875863 1010.3296 341.879130 3.182141 2000-2012 –> 2010-2019 1.3466592 0.6590729 2403.1056 723.51650 4 8
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 477 0.6879519 1008.8367 94.625319 3.199954 2000-2012 –> 2010-2019 1.3514752 0.6635233 2408.8728 194.37442 5 10
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 477 0.7379976 1075.8282 60.161691 3.597780 2000-2012 –> 2010-2019 1.4112084 0.6732108 2495.8087 126.83072 6 12
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 477 0.7445884 1084.3101 222.582492 3.409161 2000-2012 –> 2010-2019 1.4201682 0.6755798 2509.1244 477.99785 7 14
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 477 0.7458097 1085.8737 56.839933 3.456539 2000-2012 –> 2010-2019 1.4245499 0.6787401 2517.1098 124.95901 8 16
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 477 0.7463441 1086.5570 253.296094 3.452218 2000-2012 –> 2010-2019 1.4255833 0.6792392 2518.8045 544.51353 9 18
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + silicate + phosphate_star 477 0.7597213 1101.5047 54.787429 4.071959 2000-2012 –> 2010-2019 1.4573965 0.6976752 2568.6019 118.03231 10 20
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1060 0.5587312 1788.1256 136.808339 2.455180 1982-1999 –> 2000-2012 1.0200999 0.4613687 3702.1264 264.79098 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 1060 0.5612561 1795.6845 111.294666 2.412358 1982-1999 –> 2000-2012 1.0236472 0.4623910 3714.2017 217.54531 2 4
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 1060 0.5640518 1806.2181 129.768828 2.558865 1982-1999 –> 2000-2012 1.0285066 0.4644548 3737.8463 255.85383 3 6
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + phosphate 1060 0.5680291 1819.1146 91.562852 2.519378 1982-1999 –> 2000-2012 1.0339969 0.4659678 3758.3171 180.01052 4 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1060 0.5686120 1825.2890 277.762559 2.397432 1982-1999 –> 2000-2012 1.0450207 0.4764087 3833.7293 536.47311 5 12
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1060 0.5694125 1828.2713 314.727745 2.355449 1982-1999 –> 2000-2012 1.0454414 0.4760290 3834.3641 608.83439 6 11
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1060 0.5708948 1833.7832 156.960774 2.335214 1982-1999 –> 2000-2012 1.0483857 0.4774909 3848.9034 301.80629 7 18
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1060 0.5732483 1840.5048 257.447681 2.331457 1982-1999 –> 2000-2012 1.0497425 0.4764941 3847.4731 498.55329 8 17
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1060 0.5737704 1842.4346 288.663613 2.298127 1982-1999 –> 2000-2012 1.0499239 0.4761535 3847.2976 560.90066 9 15
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1060 0.5752066 1847.7345 107.945518 2.279250 1982-1999 –> 2000-2012 1.0528264 0.4776198 3861.6493 204.40578 10 22
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 724 0.6891726 1529.5854 136.333656 2.937236 2000-2012 –> 2010-2019 1.2479038 0.5587312 3317.7111 273.14199 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 724 0.7020787 1554.4512 104.054003 2.798024 2000-2012 –> 2010-2019 1.2633348 0.5612561 3350.1357 215.34867 5 7
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 724 0.6951066 1541.9998 293.633476 2.864109 2000-2012 –> 2010-2019 1.2645191 0.5694125 3370.2711 608.36122 2 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 724 0.6965037 1544.9072 258.001828 2.885335 2000-2012 –> 2010-2019 1.2651157 0.5686120 3370.1962 535.76439 4 9
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 724 0.6961720 1544.2175 157.315776 2.846706 2000-2012 –> 2010-2019 1.2670669 0.5708948 3378.0007 314.27655 3 10
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 724 0.7062837 1563.0980 132.301488 3.159265 2000-2012 –> 2010-2019 1.2703355 0.5640518 3369.3161 262.07032 6 9
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 724 0.7114588 1573.6691 263.164817 2.706214 2000-2012 –> 2010-2019 1.2852292 0.5737704 3416.1036 551.82843 7 16
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 724 0.7123771 1575.5368 234.550243 2.721661 2000-2012 –> 2010-2019 1.2856254 0.5732483 3416.0416 491.99792 8 16
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 724 0.7125575 1575.9034 105.004772 2.689590 2000-2012 –> 2010-2019 1.2877640 0.5752066 3423.6379 212.95029 9 19
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 724 0.7139899 1578.8114 237.559960 3.103239 2000-2012 –> 2010-2019 1.2901622 0.5761723 3430.1023 483.52643 10 21
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1753 0.5270384 2743.2693 381.451639 2.269993 1982-1999 –> 2000-2012 0.9541395 0.4271011 5666.4739 684.69981 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 1753 0.5278079 2746.3841 173.474139 2.321942 1982-1999 –> 2000-2012 0.9557687 0.4279608 5677.8844 319.28202 2 4
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1753 0.5499137 2890.2319 380.083073 2.425905 1982-1999 –> 2000-2012 0.9824258 0.4325121 5875.8953 736.14738 3 6
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1753 0.5546730 2920.4446 393.698072 2.398716 1982-1999 –> 2000-2012 0.9915182 0.4368452 5957.1463 761.74314 4 8
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1753 0.5626496 2970.5040 531.117189 2.338719 1982-1999 –> 2000-2012 1.0116349 0.4489853 6147.5518 1006.80334 6 11
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1753 0.5766217 3056.5038 206.979657 3.062581 1982-1999 –> 2000-2012 1.0363673 0.4597456 6354.8096 376.03339 8 14
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1753 0.5582798 2945.1684 956.053004 2.733660 1982-1999 –> 2000-2012 1.0403583 0.4820786 6488.3351 1730.65962 5 12
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1753 0.5689036 3009.2593 843.559160 2.659343 1982-1999 –> 2000-2012 1.0983543 0.5294507 7030.3387 1541.07063 7 15
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1753 0.6107459 3260.0803 308.113271 2.281512 1982-1999 –> 2000-2012 1.1616144 0.5508684 7486.1981 559.01311 9 20
Atlantic (28.15,28.2] 3 cstar_tref ~ temp + aou + nitrate 1753 0.6463502 3454.7316 168.163991 3.017010 1982-1999 –> 2000-2012 1.1805490 0.5341988 7519.5221 307.32906 12 21
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1211 0.5827719 2142.8873 367.795675 2.722162 2000-2012 –> 2010-2019 1.1098103 0.5270384 4886.1565 749.24731 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 1211 0.5828225 2141.0976 177.847261 2.709994 2000-2012 –> 2010-2019 1.1106304 0.5278079 4887.4817 351.32140 2 4
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1211 0.6057152 2234.4108 384.475656 2.338997 2000-2012 –> 2010-2019 1.1556289 0.5499137 5124.6427 764.55873 3 6
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1211 0.6108166 2254.7236 398.552314 2.383351 2000-2012 –> 2010-2019 1.1654896 0.5546730 5175.1681 792.25039 5 9
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1211 0.6101831 2254.2102 979.303573 3.020494 2000-2012 –> 2010-2019 1.1684628 0.5582798 5199.3786 1935.35658 4 9
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1211 0.6161671 2275.8470 547.206322 2.439526 2000-2012 –> 2010-2019 1.1788167 0.5626496 5246.3510 1078.32351 6 12
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1211 0.6213099 2295.9783 897.148869 3.249071 2000-2012 –> 2010-2019 1.1902136 0.5689036 5305.2376 1740.70803 7 14
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1211 0.6317540 2336.3531 209.532063 2.997848 2000-2012 –> 2010-2019 1.2083757 0.5766217 5392.8569 416.51172 8 16
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1211 0.6463096 2393.5227 329.159738 2.439075 2000-2012 –> 2010-2019 1.2570555 0.6107459 5653.6030 637.27301 9 18
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1211 0.6475034 2395.9921 243.392574 2.525008 2000-2012 –> 2010-2019 1.2614413 0.6139379 5672.3482 473.46425 10 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3016 0.3688077 2556.2381 881.243882 2.304773 1982-1999 –> 2000-2012 0.7026737 0.3338660 5238.3357 1843.70135 1 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3016 0.3890779 2878.9755 366.160376 2.872456 1982-1999 –> 2000-2012 0.7203122 0.3312343 5495.4841 729.53120 2 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3016 0.3946280 2964.4132 387.930438 2.367465 1982-1999 –> 2000-2012 0.7348530 0.3402250 5802.8839 739.07128 5 10
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3016 0.3942212 2958.1910 339.026818 2.249137 1982-1999 –> 2000-2012 0.7353214 0.3411002 5817.9559 653.03016 3 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3016 0.3942421 2958.5119 347.078502 2.260471 1982-1999 –> 2000-2012 0.7353796 0.3411375 5819.1821 668.17416 4 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3016 0.4006073 3055.1231 82.906080 2.404610 1982-1999 –> 2000-2012 0.7369826 0.3363753 5799.2796 136.97000 7 10
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 3016 0.4013636 3064.4995 82.762758 2.415097 1982-1999 –> 2000-2012 0.7396001 0.3382365 5852.3890 133.69985 9 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 3016 0.4004232 3050.3493 320.094458 2.277388 1982-1999 –> 2000-2012 0.7415898 0.3411666 5909.7270 574.67463 6 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 3016 0.4006997 3054.5142 42.743917 2.389879 1982-1999 –> 2000-2012 0.7426883 0.3419886 5933.8357 68.55237 8 18
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 3016 0.4022930 3078.4508 223.090242 2.332727 1982-1999 –> 2000-2012 0.7436743 0.3413814 5943.0434 374.53903 10 19
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2082 0.4182159 2292.4620 825.932149 2.881934 2000-2012 –> 2010-2019 0.7870236 0.3688077 4848.7001 1707.17603 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2082 0.4479281 2578.2573 416.908476 3.356120 2000-2012 –> 2010-2019 0.8370059 0.3890779 5457.2328 783.06885 4 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2082 0.4469569 2569.2198 349.502496 2.804909 2000-2012 –> 2010-2019 0.8411781 0.3942212 5527.4109 688.52931 2 5
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2082 0.4471034 2570.5837 357.192852 2.830605 2000-2012 –> 2010-2019 0.8413455 0.3942421 5529.0956 704.27135 3 7
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2082 0.4479301 2578.2764 389.277693 2.945829 2000-2012 –> 2010-2019 0.8425581 0.3946280 5542.6896 777.20813 5 10
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2082 0.4572694 2662.2027 330.631339 2.865109 2000-2012 –> 2010-2019 0.8576926 0.4004232 5712.5519 650.72580 6 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2082 0.4642616 2725.3933 236.012191 2.957231 2000-2012 –> 2010-2019 0.8665546 0.4022930 5803.8441 459.10243 7 17
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2082 0.4667847 2749.9618 79.487967 3.049852 2000-2012 –> 2010-2019 0.8673920 0.4006073 5805.0849 162.39405 8 15
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2082 0.4679043 2757.9375 45.203043 3.110311 2000-2012 –> 2010-2019 0.8686040 0.4006997 5812.4517 87.94696 9 17
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2082 0.4686690 2764.7372 79.481658 3.073853 2000-2012 –> 2010-2019 0.8700326 0.4013636 5829.2367 162.24442 10 19
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5670 5.8662506 36167.6689 188.422714 38.825697 1982-1999 –> 2000-2012 11.9899686 6.1237180 87349.4946 377.43143 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5670 5.9364359 36302.5384 27.641209 39.751063 1982-1999 –> 2000-2012 12.1226719 6.1862360 87645.2165 55.45317 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5670 5.9804217 36386.2518 13.124134 40.483012 1982-1999 –> 2000-2012 12.2055060 6.2250843 87828.0659 25.62615 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5670 5.9960667 36415.8790 16.329714 39.934837 1982-1999 –> 2000-2012 12.2409823 6.2449156 87908.0618 32.31625 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5670 6.1119999 36633.0437 193.107811 29.629131 1982-1999 –> 2000-2012 12.5244009 6.4124010 88544.3443 384.53885 5 10
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 5670 6.1773678 36751.6812 187.942851 28.528478 1982-1999 –> 2000-2012 12.6391108 6.4617430 88782.3698 376.43191 6 12
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5670 6.1976244 36790.8060 26.377094 18.242718 1982-1999 –> 2000-2012 12.6894829 6.4918585 88897.1283 52.39437 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5670 6.2490927 36884.5904 6.638361 16.858915 1982-1999 –> 2000-2012 12.7879474 6.5388547 89105.1405 12.95445 8 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5670 6.2532895 36892.2037 7.600860 16.906050 1982-1999 –> 2000-2012 12.7999205 6.5466310 89131.5754 15.62596 11 20
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 5670 6.2728956 36925.7026 23.054012 17.265629 1982-1999 –> 2000-2012 12.8210427 6.5481471 89166.7414 46.79230 12 22
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3879 5.5959680 24381.7607 183.747244 26.365784 2000-2012 –> 2010-2019 11.4622186 5.8662506 60549.4296 372.16996 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3879 5.6922176 24514.0622 28.235436 28.604310 2000-2012 –> 2010-2019 11.6286535 5.9364359 60816.6006 55.87664 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3879 5.7403298 24579.3594 15.276899 29.638627 2000-2012 –> 2010-2019 11.7207514 5.9804217 60965.6112 28.40103 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3879 5.7592342 24604.8666 18.781940 29.099570 2000-2012 –> 2010-2019 11.7553010 5.9960667 61020.7457 35.11165 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3879 5.9348172 24837.8526 187.005465 16.735825 2000-2012 –> 2010-2019 12.0468171 6.1119999 61470.8963 380.11328 5 10
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3879 5.9845478 24900.5896 183.481678 17.273168 2000-2012 –> 2010-2019 12.1619156 6.1773678 61652.2708 371.42453 6 12
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3879 6.0558716 24994.5029 25.286772 17.868400 2000-2012 –> 2010-2019 12.2534960 6.1976244 61785.3088 51.66387 9 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3879 6.0315781 24963.3185 6.131167 19.708451 2000-2012 –> 2010-2019 12.2829480 6.2513699 61852.0406 12.26084 7 16
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3879 6.0324747 24962.4717 5.963254 19.632273 2000-2012 –> 2010-2019 12.2838893 6.2514146 61849.2748 11.79153 8 18
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3879 6.1182260 25073.9747 6.728304 18.213065 2000-2012 –> 2010-2019 12.3673187 6.2490927 61958.5651 13.36666 11 19
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5897 4.2243943 33742.6514 785.360584 14.490832 1982-1999 –> 2000-2012 8.4100312 4.1856369 80591.9669 1570.32377 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5897 4.3142998 33991.0229 53.562807 14.692322 1982-1999 –> 2000-2012 8.5719495 4.2576497 81120.6081 106.12687 2 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5897 4.3716935 34146.8856 48.556757 35.358203 1982-1999 –> 2000-2012 8.6122306 4.2405371 81210.3013 97.57943 6 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5897 4.3351803 34047.9661 58.113624 18.741200 1982-1999 –> 2000-2012 8.6639912 4.3288109 81449.8885 115.50701 3 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5897 4.3628956 34123.1265 12.502396 19.413070 1982-1999 –> 2000-2012 8.6962621 4.3333666 81542.3307 24.59299 4 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5897 4.4040848 34233.9491 833.524944 35.428825 1982-1999 –> 2000-2012 8.6987619 4.2946771 81505.8028 1682.86713 9 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5897 4.3722455 34148.3747 17.199220 19.512059 1982-1999 –> 2000-2012 8.7120288 4.3397834 81591.8902 34.11947 7 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5897 4.4303226 34304.0045 18.777728 35.523979 1982-1999 –> 2000-2012 8.7167358 4.2864132 81544.2132 37.76404 11 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5897 4.3958355 34211.8370 17.628579 14.518670 1982-1999 –> 2000-2012 8.7238463 4.3280108 81610.7223 34.92676 8 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5897 4.4384290 34325.5650 20.376962 35.407092 1982-1999 –> 2000-2012 8.7362955 4.2978665 81609.6161 41.03420 12 18
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4048 4.2078119 23135.2151 794.025046 12.726239 2000-2012 –> 2010-2019 8.4322063 4.2243943 56877.8665 1579.38563 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4048 4.2908527 23293.4328 58.689183 13.418773 2000-2012 –> 2010-2019 8.6260330 4.3351803 57341.3990 116.80281 2 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4048 4.3178164 23344.1488 53.952844 12.678621 2000-2012 –> 2010-2019 8.6321162 4.3142998 57335.1717 107.51565 4 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4048 4.3029892 23316.2997 387.701848 13.721844 2000-2012 –> 2010-2019 8.6737291 4.3707399 57460.6123 778.22877 3 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4048 4.3262097 23359.8712 47.999341 26.847971 2000-2012 –> 2010-2019 8.6979032 4.3716935 57506.7568 96.55610 5 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4048 4.3355371 23377.3075 12.765569 14.535690 2000-2012 –> 2010-2019 8.6984326 4.3628956 57500.4340 25.26797 6 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4048 4.3462962 23397.3738 17.487377 14.969114 2000-2012 –> 2010-2019 8.7185417 4.3722455 57545.7485 34.68660 8 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4048 4.3388288 23383.4520 834.013033 26.968559 2000-2012 –> 2010-2019 8.7429136 4.4040848 57617.4011 1667.53798 7 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4048 4.4114432 23517.8249 18.195976 12.545122 2000-2012 –> 2010-2019 8.8072787 4.3958355 57729.6619 35.82455 11 19
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4048 4.4178842 23529.6370 18.296153 12.538625 2000-2012 –> 2010-2019 8.8225770 4.4046928 57765.2140 36.07852 12 22
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4989 3.2652450 25979.4834 133.924737 20.647182 1982-1999 –> 2000-2012 6.2486707 2.9834256 60719.5195 258.05901 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4989 3.3153417 26131.4073 48.614067 21.221599 1982-1999 –> 2000-2012 6.3688545 3.0535127 61192.4432 95.97107 2 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4989 3.3220579 26151.6003 53.547276 21.209276 1982-1999 –> 2000-2012 6.3896529 3.0675950 61276.2432 105.90653 3 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4989 3.3495998 26233.9831 880.851536 19.630440 1982-1999 –> 2000-2012 6.4921336 3.1425338 61692.2759 1672.23964 4 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4989 3.3765170 26313.8452 137.929806 20.517636 1982-1999 –> 2000-2012 6.5770090 3.2004920 62024.7736 262.67087 5 10
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4989 3.4728851 26592.6359 875.948956 20.277459 1982-1999 –> 2000-2012 6.7442692 3.2713841 62604.4291 1662.74004 9 15
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4989 3.4531507 26537.7750 23.841247 28.712660 1982-1999 –> 2000-2012 6.7644429 3.3112922 62719.1887 45.58728 6 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4989 3.4723592 26591.1247 133.408785 21.537209 1982-1999 –> 2000-2012 6.7817135 3.3093543 62762.4459 256.76719 8 15
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4989 3.4632144 26566.8122 36.274719 30.073371 1982-1999 –> 2000-2012 6.7955509 3.3323364 62835.8036 69.56845 7 16
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4989 3.5321300 26761.4178 22.270706 30.653004 1982-1999 –> 2000-2012 6.9419443 3.4098143 63346.1418 42.90684 10 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3379 3.4932314 18056.2769 149.376844 21.027994 2000-2012 –> 2010-2019 6.7584764 3.2652450 44035.7603 283.30158 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3379 3.5350797 18136.7555 48.356235 21.564950 2000-2012 –> 2010-2019 6.8504215 3.3153417 44268.1629 96.97030 2 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3379 3.5387017 18143.6762 53.193658 21.540209 2000-2012 –> 2010-2019 6.8607597 3.3220579 44295.2764 106.74093 3 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3379 3.5602836 18184.7667 155.367834 20.808758 2000-2012 –> 2010-2019 6.9368006 3.3765170 44498.6120 293.29764 4 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3379 3.6200984 18297.3618 25.829815 21.325544 2000-2012 –> 2010-2019 7.0732491 3.4531507 44835.1368 49.67106 6 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3379 3.6259137 18308.2090 39.035861 21.306957 2000-2012 –> 2010-2019 7.0891281 3.4632144 44875.0212 75.31058 7 13
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3379 3.6730562 18393.5072 149.110653 22.006427 2000-2012 –> 2010-2019 7.1454153 3.4723592 44984.6319 282.51944 9 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3379 3.6200439 18297.2601 32.425154 16.757278 2000-2012 –> 2010-2019 7.1855457 3.5655018 45154.5081 65.39237 5 15
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3379 3.6493877 18349.8190 30.291756 17.972592 2000-2012 –> 2010-2019 7.2208568 3.5714691 45221.7525 61.08039 8 19
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3379 3.7160191 18472.0953 24.058223 22.534002 2000-2012 –> 2010-2019 7.2481491 3.5321300 45233.5131 46.32893 10 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5840 3.4020312 30887.8749 124.556741 14.138057 1982-1999 –> 2000-2012 6.3615636 2.9595323 70850.2089 235.84697 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5840 3.5151423 31269.8967 41.843954 14.275597 1982-1999 –> 2000-2012 6.5922800 3.0771376 71853.9353 80.30831 4 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5840 3.5164890 31274.3704 48.045299 14.184715 1982-1999 –> 2000-2012 6.6034439 3.0869549 71909.2276 91.90400 5 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5840 3.5009354 31222.5948 790.347191 19.816039 1982-1999 –> 2000-2012 6.6199584 3.1190230 72022.3313 1493.82164 2 6
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5840 3.5013741 31222.0582 675.052432 19.572541 1982-1999 –> 2000-2012 6.6224309 3.1210569 72030.1945 1278.63802 3 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5840 3.5166170 31274.7957 27.276728 13.791341 1982-1999 –> 2000-2012 6.6983421 3.1817251 72392.0761 53.92735 6 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 5840 3.5181311 31277.8235 26.715183 13.900558 1982-1999 –> 2000-2012 6.7121225 3.1939914 72454.4922 53.05986 7 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5840 3.5734860 31462.1678 136.332885 16.606811 1982-1999 –> 2000-2012 6.7818634 3.2083774 72712.5330 260.21472 8 16
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5840 3.5762535 31469.2101 124.471781 16.474934 1982-1999 –> 2000-2012 6.7923220 3.2160685 72755.7744 235.35114 9 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5840 3.7419462 32000.1985 24.788636 17.735653 1982-1999 –> 2000-2012 7.1255353 3.3835891 74098.8649 47.73955 10 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3946 3.5741115 21264.4343 130.622488 14.256873 2000-2012 –> 2010-2019 6.9761427 3.4020312 52152.3093 255.17923 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3946 3.5866061 21291.9756 793.507036 20.783741 2000-2012 –> 2010-2019 7.0875415 3.5009354 52514.5704 1583.85423 2 4
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3946 3.5890742 21295.4045 704.533039 20.240256 2000-2012 –> 2010-2019 7.0904483 3.5013741 52517.4627 1379.58547 3 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3946 3.7115798 21562.2864 28.129180 13.613923 2000-2012 –> 2010-2019 7.2281969 3.5166170 52837.0821 55.40591 6 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3946 3.7180269 21575.9831 50.731154 13.115394 2000-2012 –> 2010-2019 7.2345159 3.5164890 52850.3535 98.77645 7 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3946 3.7210770 21582.4546 43.944019 13.200751 2000-2012 –> 2010-2019 7.2362193 3.5151423 52852.3513 85.78797 8 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3946 3.7274429 21593.9444 27.336478 13.493101 2000-2012 –> 2010-2019 7.2455740 3.5181311 52871.7678 54.05166 9 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3946 3.6887804 21513.6581 137.589309 14.885881 2000-2012 –> 2010-2019 7.2622664 3.5734860 52975.8260 273.92219 4 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3946 3.6936055 21521.9743 130.598063 14.591153 2000-2012 –> 2010-2019 7.2698590 3.5762535 52991.1844 255.06984 5 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3946 3.8848697 21922.4128 45.073576 16.386339 2000-2012 –> 2010-2019 7.6286335 3.7437638 53928.2832 88.45048 10 21
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6877 3.1078905 35126.3493 146.730399 10.187024 1982-1999 –> 2000-2012 5.6753289 2.5674384 79864.2876 289.79601 1 3
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6877 3.1413102 35273.4589 26.383685 9.162130 1982-1999 –> 2000-2012 5.7045330 2.5632228 79980.2797 52.22571 2 3
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6877 3.1908440 35488.6467 107.711719 14.802708 1982-1999 –> 2000-2012 5.7730599 2.5822159 80335.2638 212.36136 5 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6877 3.1706650 35401.3899 45.225048 10.575771 1982-1999 –> 2000-2012 5.8023383 2.6316733 80607.2599 89.39349 3 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6877 3.1738978 35415.4060 28.711008 10.614472 1982-1999 –> 2000-2012 5.8046616 2.6307638 80614.7310 57.59583 4 8
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 6877 3.1973616 35514.7119 10.353072 10.948436 1982-1999 –> 2000-2012 5.8307765 2.6334150 80731.1099 20.14559 6 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6877 3.2554850 35764.4945 34.906457 9.601148 1982-1999 –> 2000-2012 5.8987320 2.6432470 81053.4598 69.71553 7 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6877 3.2591871 35780.1262 38.354740 9.621080 1982-1999 –> 2000-2012 5.9097774 2.6505903 81121.6255 76.51602 8 16
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 6877 3.2735848 35838.7517 105.310664 13.253253 1982-1999 –> 2000-2012 5.9866335 2.7130487 81619.2820 206.21531 9 18
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 6877 3.2801847 35866.4534 723.848703 22.608785 1982-1999 –> 2000-2012 5.9990425 2.7188578 81687.4852 1421.66881 10 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4811 3.3891374 25411.4033 157.697880 12.060619 2000-2012 –> 2010-2019 6.4970279 3.1078905 60537.7526 304.42828 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4811 3.4595642 25609.3009 25.798192 10.459391 2000-2012 –> 2010-2019 6.6008744 3.1413102 60882.7598 52.18188 3 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4811 3.4536522 25592.8441 48.670183 9.873292 2000-2012 –> 2010-2019 6.6243173 3.1706650 60994.2340 93.89523 2 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4811 3.4600686 25610.7036 30.791333 9.907483 2000-2012 –> 2010-2019 6.6339663 3.1738978 61026.1096 59.50234 4 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4811 3.4966249 25711.8287 114.740591 18.675025 2000-2012 –> 2010-2019 6.6874689 3.1908440 61200.4754 222.45231 5 10
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4811 3.5440922 25839.5705 10.768270 11.772018 2000-2012 –> 2010-2019 6.7414538 3.1973616 61354.2823 21.12134 6 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4811 3.5695911 25910.5507 35.319904 11.175733 2000-2012 –> 2010-2019 6.8250762 3.2554850 61675.0452 70.22636 7 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4811 3.5717636 25916.4049 39.053110 10.984246 2000-2012 –> 2010-2019 6.8309507 3.2591871 61696.5312 77.40785 8 16
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4811 3.5922882 25969.5380 774.707735 27.589517 2000-2012 –> 2010-2019 6.8724729 3.2801847 61835.9914 1498.55644 9 19
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4811 3.5992737 25988.2305 112.111478 16.413595 2000-2012 –> 2010-2019 6.8728584 3.2735848 61826.9821 217.42214 11 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6133 3.3424661 32220.1911 108.269739 26.943865 1982-1999 –> 2000-2012 6.0219682 2.6795021 72558.8223 213.47449 1 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6133 3.4542662 32623.7569 533.349522 24.609074 1982-1999 –> 2000-2012 6.1345336 2.6802674 72967.1771 1054.65048 4 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6133 3.4823153 32722.9561 18.970190 20.155816 1982-1999 –> 2000-2012 6.1529978 2.6706826 73006.2979 37.54365 5 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6133 3.4042894 32444.9943 34.611289 28.861587 1982-1999 –> 2000-2012 6.1867901 2.7825007 73416.1738 69.38891 2 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6133 3.5050418 32802.7471 103.639339 25.199593 1982-1999 –> 2000-2012 6.2322705 2.7272287 73437.4522 202.19815 6 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6133 3.5122222 32827.8495 86.691896 24.950816 1982-1999 –> 2000-2012 6.2403961 2.7281740 73468.3658 171.77327 7 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6133 3.4433907 32585.0775 37.312123 29.500921 1982-1999 –> 2000-2012 6.2672169 2.8238261 73803.4921 74.87486 3 12
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 6133 3.5679696 33019.0113 15.922094 20.897026 1982-1999 –> 2000-2012 6.2976106 2.7296411 73666.5434 30.49601 8 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6133 3.6464916 33288.0277 330.187874 15.811906 1982-1999 –> 2000-2012 6.4548217 2.8083301 74414.1617 658.66240 10 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6133 3.7051869 33483.8937 34.614990 15.846366 1982-1999 –> 2000-2012 6.5583551 2.8531682 74875.6643 68.52319 13 24
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4362 3.6313342 23643.2913 105.292693 23.072677 2000-2012 –> 2010-2019 6.9738003 3.3424661 55863.4825 213.56243 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4362 3.6707874 23737.5633 34.753549 24.730985 2000-2012 –> 2010-2019 7.0750768 3.4042894 56182.5576 69.36484 2 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4362 3.7041891 23816.5870 37.594140 25.549654 2000-2012 –> 2010-2019 7.1475799 3.4433907 56401.6645 74.90626 3 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4362 3.8133657 24070.0000 543.401230 21.278549 2000-2012 –> 2010-2019 7.2676318 3.4542662 56693.7568 1076.75075 4 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4362 3.8768293 24213.9935 19.949899 16.250848 2000-2012 –> 2010-2019 7.3591445 3.4823153 56936.9495 38.92009 8 13
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4362 3.8622136 24181.0418 109.653919 21.847906 2000-2012 –> 2010-2019 7.3672554 3.5050418 56983.7889 213.29326 6 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4362 3.8728310 24204.9915 90.483858 21.596197 2000-2012 –> 2010-2019 7.3850532 3.5122222 57032.8410 177.17576 7 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4362 3.8319502 24112.4133 32.329922 29.892485 2000-2012 –> 2010-2019 7.4667055 3.6347553 57360.8990 64.57093 5 14
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4362 3.9803303 24441.8462 15.495906 16.308875 2000-2012 –> 2010-2019 7.5482998 3.5679696 57460.8576 31.41800 9 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4362 4.0206485 24531.7703 332.539095 12.807607 2000-2012 –> 2010-2019 7.6671401 3.6464916 57819.7980 662.72697 14 24
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6325 3.1091337 32313.0259 39.880500 8.533215 1982-1999 –> 2000-2012 5.3851421 2.2760084 72393.6084 79.97284 3 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6325 3.1041159 32292.5937 44.066128 8.419724 1982-1999 –> 2000-2012 5.3854512 2.2813352 72414.9646 92.63088 2 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6325 3.1575536 32508.5114 167.517140 9.031623 1982-1999 –> 2000-2012 5.4199471 2.2623935 72481.8397 331.47370 9 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6325 3.1216160 32363.7102 499.827317 9.027676 1982-1999 –> 2000-2012 5.4508121 2.3291961 72857.2277 993.09603 5 11
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6325 3.1788755 32593.6454 26.493378 11.660812 1982-1999 –> 2000-2012 5.4585696 2.2796942 72703.1529 57.99185 11 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6325 3.1206769 32359.9040 57.772761 8.959974 1982-1999 –> 2000-2012 5.4630371 2.3423603 72954.1688 113.45038 4 11
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6325 3.1304198 32399.3363 58.943371 9.001703 1982-1999 –> 2000-2012 5.4776517 2.3472319 73030.7415 116.74490 7 15
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6325 3.0797323 32192.8324 40.223722 8.581133 1982-1999 –> 2000-2012 5.4893595 2.4096272 73293.2196 80.86390 1 13
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 6325 3.1882659 32628.9586 25.933306 12.502270 1982-1999 –> 2000-2012 5.5037002 2.3154343 73014.5450 57.38535 12 17
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 6325 3.1216542 32361.8651 31.807959 9.042300 1982-1999 –> 2000-2012 5.5410229 2.4193687 73532.3749 63.30294 6 19
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4339 3.5022257 23204.5424 42.029431 10.080216 2000-2012 –> 2010-2019 6.5819580 3.0797323 55397.3748 82.25315 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4339 3.5713355 23374.1187 45.487728 10.165643 2000-2012 –> 2010-2019 6.6754515 3.1041159 55666.7124 89.55386 6 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4339 3.5569066 23338.9867 60.161643 10.224399 2000-2012 –> 2010-2019 6.6775835 3.1206769 55698.8907 117.93440 3 7
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4339 3.5646865 23357.9470 509.475152 10.336172 2000-2012 –> 2010-2019 6.6863025 3.1216160 55721.6573 1009.30247 4 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4339 3.5817986 23399.5057 41.781062 10.113091 2000-2012 –> 2010-2019 6.6909323 3.1091337 55712.5316 81.66156 8 11
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4339 3.5696877 23370.1137 60.696484 10.352814 2000-2012 –> 2010-2019 6.7001075 3.1304198 55769.4500 119.63985 5 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4339 3.5475771 23316.1951 66.638618 9.902248 2000-2012 –> 2010-2019 6.7028726 3.1552955 55815.6566 131.23270 2 10
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 4339 3.5818075 23397.5272 33.287156 11.057123 2000-2012 –> 2010-2019 6.7034617 3.1216542 55759.3924 65.09511 9 15
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + silicate 4339 3.5800358 23393.2337 51.033533 10.128907 2000-2012 –> 2010-2019 6.7514374 3.1714017 55955.1029 100.36693 7 17
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4339 3.6454277 23552.3134 175.388255 10.654743 2000-2012 –> 2010-2019 6.8029813 3.1575536 56060.8248 342.90540 10 19
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2483 2.0635216 10657.8889 522.776703 6.010257 1982-1999 –> 2000-2012 3.5170196 1.4534980 22655.7101 1042.35908 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2483 2.0725880 10679.6599 147.226380 6.035392 1982-1999 –> 2000-2012 3.5378610 1.4652730 22731.4108 288.23287 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2483 2.0809641 10699.6891 138.857834 6.113482 1982-1999 –> 2000-2012 3.5528623 1.4718982 22781.5934 272.37459 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2483 2.1277110 10810.0108 530.570406 10.059383 1982-1999 –> 2000-2012 3.6630978 1.5353868 23174.1772 1045.51226 4 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2483 2.1814467 10933.8705 567.189554 10.960980 1982-1999 –> 2000-2012 3.7024391 1.5209924 23235.0782 1123.95085 9 13
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 2483 2.1828827 10935.1386 459.275619 11.030579 1982-1999 –> 2000-2012 3.7042240 1.5213413 23235.8790 903.16143 10 15
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2483 2.1444972 10847.0356 482.706514 8.953134 1982-1999 –> 2000-2012 3.7130188 1.5685216 23351.9132 953.99717 5 20
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2483 2.1950802 10964.8102 79.146816 10.974095 1982-1999 –> 2000-2012 3.7332502 1.5381700 23341.0817 151.11704 12 19
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2483 2.1968870 10966.8962 29.464508 11.047128 1982-1999 –> 2000-2012 3.7351519 1.5382649 23341.5801 60.81713 13 22
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2483 2.2002569 10976.5079 516.258593 6.724794 1982-1999 –> 2000-2012 3.7384812 1.5382243 23353.0154 1030.40833 17 25
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1717 2.4851714 8012.7481 552.577025 7.120262 2000-2012 –> 2010-2019 4.5486930 2.0635216 18670.6370 1075.35373 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1717 2.4914884 8021.4659 143.901714 7.320364 2000-2012 –> 2010-2019 4.5640764 2.0725880 18701.1258 291.12809 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1717 2.5025332 8036.6552 135.687998 7.199589 2000-2012 –> 2010-2019 4.5834974 2.0809641 18736.3443 274.54583 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1717 2.5156968 8054.6710 162.758417 8.538886 2000-2012 –> 2010-2019 4.6723834 2.1566866 18931.8536 335.11632 4 10
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1717 2.5460961 8095.9182 476.903521 7.377702 2000-2012 –> 2010-2019 4.6738071 2.1277110 18905.9291 1007.47393 6 10
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 1717 2.5160526 8053.1567 143.728200 8.588871 2000-2012 –> 2010-2019 4.6891746 2.1731219 18966.0399 290.06002 5 12
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1717 2.5462941 8094.1852 457.157585 7.316795 2000-2012 –> 2010-2019 4.6907913 2.1444972 18941.2209 939.86410 7 12
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1717 2.5549997 8107.9059 154.112045 8.040349 2000-2012 –> 2010-2019 4.7295044 2.1745047 19025.9480 321.10879 8 16
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1717 2.5550142 8105.9254 148.953455 8.008685 2000-2012 –> 2010-2019 4.7481056 2.1930913 19064.2342 313.10632 9 20
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1717 2.5553105 8106.3235 139.740720 7.986630 2000-2012 –> 2010-2019 4.7526408 2.1973303 19074.2217 285.42902 10 24
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3214 1.6289553 12271.4079 199.808180 5.646886 1982-1999 –> 2000-2012 2.7752209 1.1462656 25911.1315 423.73684 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3214 1.6247963 12254.9752 556.803391 5.687836 1982-1999 –> 2000-2012 2.7779420 1.1531457 25947.1205 1217.68937 1 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3214 1.6350681 12295.4844 213.831323 5.683337 1982-1999 –> 2000-2012 2.7786929 1.1436248 25915.0033 457.33544 3 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3214 1.7351506 12677.3707 437.580467 7.229137 1982-1999 –> 2000-2012 2.8970094 1.1618587 26435.4566 938.14319 6 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3214 1.7474017 12722.5962 50.034981 7.341828 1982-1999 –> 2000-2012 2.9109975 1.1635957 26493.7691 101.80536 7 12
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3214 1.7520513 12739.6775 52.662525 7.407560 1982-1999 –> 2000-2012 2.9164599 1.1644086 26516.9675 107.82096 9 15
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 3214 1.7483752 12724.1763 429.214932 7.808361 1982-1999 –> 2000-2012 2.9196703 1.1712951 26551.1222 915.55093 8 17
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3214 1.7647289 12784.0220 18.954471 8.010001 1982-1999 –> 2000-2012 2.9340340 1.1693052 26596.0725 38.81215 10 17
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3214 1.7692495 12800.4672 20.173585 8.061193 1982-1999 –> 2000-2012 2.9386165 1.1693670 26612.9809 41.41675 11 19
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3214 1.7727220 12815.0713 553.742966 6.101754 1982-1999 –> 2000-2012 3.0288127 1.2560906 27256.2899 1229.04573 12 22
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2211 1.8952629 9115.7854 588.379678 6.380895 2000-2012 –> 2010-2019 3.5200592 1.6247963 21370.7606 1145.18307 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2211 1.8975988 9121.2320 224.079171 6.385135 2000-2012 –> 2010-2019 3.5265540 1.6289553 21392.6399 423.88735 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2211 1.9057942 9140.2887 240.515678 6.435543 2000-2012 –> 2010-2019 3.5408622 1.6350681 21435.7732 454.34700 3 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2211 1.9117183 9154.0132 180.362803 6.464684 2000-2012 –> 2010-2019 3.6038953 1.6921770 21670.1801 347.12309 4 8
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2211 1.9117523 9152.0919 172.834109 6.454487 2000-2012 –> 2010-2019 3.6088456 1.6970933 21684.9068 332.11780 5 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2211 2.0588183 9481.8146 445.322210 8.713124 2000-2012 –> 2010-2019 3.7939689 1.7351506 22159.1853 882.90268 6 12
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2211 2.0710079 9507.9187 52.371329 8.796575 2000-2012 –> 2010-2019 3.8184096 1.7474017 22230.5149 102.40631 7 14
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2211 2.0765506 9519.7377 54.952330 8.870242 2000-2012 –> 2010-2019 3.8286019 1.7520513 22259.4151 107.61486 9 18
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2211 2.0753769 9517.2376 586.538402 7.136726 2000-2012 –> 2010-2019 3.8480990 1.7727220 22332.3089 1140.28137 8 20
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 2211 2.1006210 9568.7006 436.648189 9.820816 2000-2012 –> 2010-2019 3.8489962 1.7483752 22292.8769 865.86312 17 25
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2503 1.6068866 9491.5448 376.164893 7.261929 1982-1999 –> 2000-2012 2.8718435 1.2649569 21301.7056 730.43550 4 5
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2503 1.6153971 9517.9880 78.946229 7.409072 1982-1999 –> 2000-2012 2.8837768 1.2683796 21347.4206 153.44257 6 9
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2503 1.6176250 9524.8872 86.548469 7.464720 1982-1999 –> 2000-2012 2.8868530 1.2692280 21359.0885 168.64752 7 11
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2503 1.5890808 9435.7640 804.404963 6.760259 1982-1999 –> 2000-2012 2.8943821 1.3053012 21469.8398 1696.25322 1 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2503 1.5917625 9444.2049 527.212517 6.589080 1982-1999 –> 2000-2012 2.9016666 1.3099041 21503.3857 1110.93715 2 9
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2503 1.5945913 9453.0933 605.496575 6.418564 1982-1999 –> 2000-2012 2.9056007 1.3110094 21518.2901 1285.95511 3 12
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 2503 1.6145038 9513.2189 366.145614 6.735028 1982-1999 –> 2000-2012 2.9255698 1.3110660 21576.7234 709.82627 5 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2503 1.6647491 9668.6365 66.891628 10.371444 1982-1999 –> 2000-2012 2.9310077 1.2662585 21486.1326 131.76348 10 12
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2503 1.6224149 9537.6885 21.937510 6.896382 1982-1999 –> 2000-2012 2.9353768 1.3129619 21611.4987 44.57135 8 20
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2503 1.6250949 9545.9509 23.663483 6.945230 1982-1999 –> 2000-2012 2.9390535 1.3139586 21625.1731 48.00851 9 22
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1744 1.7970473 7007.7312 896.131547 7.103883 2000-2012 –> 2010-2019 3.3861282 1.5890808 16443.4952 1700.53651 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1744 1.7983534 7010.2652 576.349577 6.983414 2000-2012 –> 2010-2019 3.3901159 1.5917625 16454.4701 1103.56209 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1744 1.8012369 7015.8536 663.995764 6.759165 2000-2012 –> 2010-2019 3.3958282 1.5945913 16468.9469 1269.49234 3 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1744 1.8615410 7130.7171 385.510675 8.469464 2000-2012 –> 2010-2019 3.4684277 1.6068866 16622.2618 761.67557 6 10
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1744 1.8620583 7129.6861 374.258011 8.321826 2000-2012 –> 2010-2019 3.4765621 1.6145038 16642.9050 740.40362 7 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1744 1.8708948 7148.1995 81.863759 8.604521 2000-2012 –> 2010-2019 3.4862920 1.6153971 16666.1875 160.80999 8 14
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1744 1.8737311 7153.4834 89.538187 8.670574 2000-2012 –> 2010-2019 3.4913561 1.6176250 16678.3706 176.08666 10 17
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1744 1.8712488 7146.8593 20.917948 8.480755 2000-2012 –> 2010-2019 3.4936637 1.6224149 16684.5478 42.85546 9 17
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1744 1.8742217 7152.3965 22.517812 8.527507 2000-2012 –> 2010-2019 3.4993167 1.6250949 16698.3474 46.18129 11 20
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1744 1.8323364 7075.5620 301.877008 6.717410 2000-2012 –> 2010-2019 3.5217104 1.6893740 16817.7046 595.43882 4 15
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1740 1.3792124 6070.7700 647.595584 4.657537 1982-1999 –> 2000-2012 2.5442357 1.1650233 14188.3500 1223.42666 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1740 1.3857183 6087.1470 701.440327 4.772843 1982-1999 –> 2000-2012 2.5584369 1.1727186 14238.6718 1323.63525 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1740 1.3890619 6095.5338 604.204771 4.827446 1982-1999 –> 2000-2012 2.5649711 1.1759092 14261.0674 1135.04283 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1740 1.4264440 6187.9486 80.111268 5.181061 1982-1999 –> 2000-2012 2.6453296 1.2188856 14538.5587 162.68629 4 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1740 1.4393339 6219.2540 366.508992 5.212500 1982-1999 –> 2000-2012 2.6806794 1.2413455 14664.0070 696.86151 5 11
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1740 1.4454830 6232.0896 64.836052 5.025088 1982-1999 –> 2000-2012 2.6823927 1.2369097 14656.3852 131.32282 8 13
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1740 1.4427890 6227.5977 103.023024 5.301039 1982-1999 –> 2000-2012 2.6874872 1.2446982 14686.2574 206.12482 6 13
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1740 1.4431108 6228.3738 109.517950 5.307715 1982-1999 –> 2000-2012 2.6881670 1.2450561 14688.5162 218.52229 7 15
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1740 1.4539140 6252.3282 39.564587 5.306144 1982-1999 –> 2000-2012 2.7175046 1.2635906 14786.6595 75.04729 9 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1740 1.4888280 6334.9085 107.481656 5.443533 1982-1999 –> 2000-2012 2.7852117 1.2963837 15001.3430 214.73580 10 20
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1209 1.5699881 4535.6759 617.580609 5.096699 2000-2012 –> 2010-2019 2.9492005 1.3792124 10606.4459 1265.17619 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1209 1.5738391 4541.5996 625.696642 5.209114 2000-2012 –> 2010-2019 2.9595574 1.3857183 10628.7466 1327.13697 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1209 1.5748313 4543.1236 539.168072 5.236471 2000-2012 –> 2010-2019 2.9638933 1.3890619 10638.6575 1143.37284 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1209 1.5799971 4551.0422 96.698638 5.469107 2000-2012 –> 2010-2019 3.0064411 1.4264440 10738.9908 176.80991 4 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1209 1.5860628 4560.3073 367.015634 5.530680 2000-2012 –> 2010-2019 3.0253967 1.4393339 10779.5612 733.52463 5 10
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1209 1.5882470 4563.6348 116.537955 5.610305 2000-2012 –> 2010-2019 3.0310360 1.4427890 10791.2325 219.56098 6 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1209 1.5885427 4564.0851 124.361845 5.618920 2000-2012 –> 2010-2019 3.0316536 1.4431108 10792.4589 233.87979 7 14
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1209 1.5894671 4563.4917 75.775454 5.421271 2000-2012 –> 2010-2019 3.0349502 1.4454830 10795.5814 140.61151 8 16
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1209 1.6042111 4585.8178 37.625502 5.624823 2000-2012 –> 2010-2019 3.0581251 1.4539140 10838.1460 77.19009 9 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1209 1.6183535 4607.0410 122.701783 5.924490 2000-2012 –> 2010-2019 3.1071815 1.4888280 10941.9496 230.18344 10 20
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4549 1.2291614 14800.7123 337.184722 5.386317 1982-1999 –> 2000-2012 2.2671821 1.0380207 33451.8546 653.41370 6 7
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4549 1.2010503 14590.2239 83.599208 5.769401 1982-1999 –> 2000-2012 2.2843273 1.0832770 33787.5197 161.20975 1 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4549 1.2416855 14892.9442 398.755946 5.524981 1982-1999 –> 2000-2012 2.2921933 1.0505079 33697.1248 782.88811 7 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4549 1.2460801 14925.0874 322.791921 5.575190 1982-1999 –> 2000-2012 2.3022459 1.0561658 33798.0122 630.70177 8 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4549 1.2049035 14619.3653 264.524685 5.741331 1982-1999 –> 2000-2012 2.3103138 1.1054103 34075.5124 516.94330 2 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4549 1.2102107 14659.3507 72.521030 5.902503 1982-1999 –> 2000-2012 2.3155642 1.1053535 34114.8405 142.16262 3 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4549 1.2103492 14660.3919 76.319102 5.908062 1982-1999 –> 2000-2012 2.3157134 1.1053642 34116.0058 151.09859 4 10
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 4549 1.2113966 14666.2615 14.318737 5.925224 1982-1999 –> 2000-2012 2.3173772 1.1059806 34127.0099 27.97357 5 13
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4549 1.2782327 15154.8654 30.148057 5.740181 1982-1999 –> 2000-2012 2.4140363 1.1358036 34956.1432 59.79536 9 18
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4549 1.3375141 15569.3172 346.894928 5.545168 1982-1999 –> 2000-2012 2.5549190 1.2174049 36260.5335 668.65897 10 21
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3061 1.3252619 10424.7586 75.997609 5.725113 2000-2012 –> 2010-2019 2.5263122 1.2010503 25014.9825 159.59682 2 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3061 1.3238839 10418.3897 281.756755 5.767311 2000-2012 –> 2010-2019 2.5287874 1.2049035 25037.7550 546.28144 1 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3061 1.3309317 10450.8944 70.395589 5.841024 2000-2012 –> 2010-2019 2.5411424 1.2102107 25110.2452 142.91662 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3061 1.3311809 10452.0402 74.501064 5.847811 2000-2012 –> 2010-2019 2.5415300 1.2103492 25112.4321 150.82017 4 8
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3061 1.3327487 10457.2465 15.535234 5.913292 2000-2012 –> 2010-2019 2.5441453 1.2113966 25123.5080 29.85397 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3061 1.3967094 10746.2185 359.431072 5.732712 2000-2012 –> 2010-2019 2.6258707 1.2291614 25546.9308 696.61579 6 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3061 1.4102705 10805.3722 403.245153 5.782576 2000-2012 –> 2010-2019 2.6519560 1.2416855 25698.3164 802.00110 7 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3061 1.4140657 10821.8251 329.066857 5.854525 2000-2012 –> 2010-2019 2.6601458 1.2460801 25746.9125 651.85878 8 16
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 3061 1.4303222 10889.8040 29.995812 6.114114 2000-2012 –> 2010-2019 2.7085549 1.2782327 26044.6694 60.14387 9 18
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3061 1.4746758 11078.7604 370.411063 6.208344 2000-2012 –> 2010-2019 2.8121900 1.3375141 26648.0776 717.30599 10 20
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 8998 0.6559657 17961.2634 192.407386 7.564381 1982-1999 –> 2000-2012 1.2556810 0.5997152 40638.9895 371.77185 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 8998 0.6892465 18851.8921 149.427750 9.229464 1982-1999 –> 2000-2012 1.3363625 0.6471160 43429.1010 293.12643 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8998 0.7375660 20071.2407 192.583808 4.633307 1982-1999 –> 2000-2012 1.3888053 0.6512393 44807.0497 371.87213 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8998 0.7453352 20259.8104 232.752862 4.647041 1982-1999 –> 2000-2012 1.4046387 0.6593036 45302.9222 442.52229 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8998 0.7526852 20436.4070 167.345598 4.746856 1982-1999 –> 2000-2012 1.4193468 0.6666616 45756.6473 316.63679 5 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 8998 0.7875495 21251.2498 163.015896 11.590861 1982-1999 –> 2000-2012 1.5530800 0.7655305 50024.5050 315.91547 7 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 8998 0.7792527 21060.6569 146.303000 9.907889 1982-1999 –> 2000-2012 1.5844732 0.8052205 51096.0725 283.23538 6 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 8998 0.7952157 21425.5808 21.782270 5.276743 1982-1999 –> 2000-2012 1.5932963 0.7980806 51238.5998 42.78333 11 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 8998 0.7951795 21424.7609 21.822716 5.270616 1982-1999 –> 2000-2012 1.5933066 0.7981272 51239.2373 43.74351 10 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 8998 0.7944183 21407.5267 157.932445 5.134272 1982-1999 –> 2000-2012 1.5941195 0.7997012 51271.1980 300.81816 9 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6278 0.7599836 14384.0920 196.691184 9.173710 2000-2012 –> 2010-2019 1.4159493 0.6559657 32345.3554 389.09857 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6278 0.7916018 14895.8959 143.986362 10.265380 2000-2012 –> 2010-2019 1.4808483 0.6892465 33747.7880 293.41411 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6278 0.8222419 15372.7242 197.979445 6.016805 2000-2012 –> 2010-2019 1.5598079 0.7375660 35443.9649 390.56325 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6278 0.8309605 15505.1599 211.878855 6.050263 2000-2012 –> 2010-2019 1.5762957 0.7453352 35764.9704 444.63172 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6278 0.8381576 15613.4414 153.882604 6.167141 2000-2012 –> 2010-2019 1.5908428 0.7526852 36049.8484 321.22820 10 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6278 0.8335340 15543.9853 142.210472 9.650477 2000-2012 –> 2010-2019 1.6127866 0.7792527 36604.6422 288.51347 6 12
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 6278 0.8337914 15545.8626 133.249738 9.853654 2000-2012 –> 2010-2019 1.6222121 0.7884207 36815.0102 269.02076 7 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6278 0.8312685 15509.8130 162.306595 7.061590 2000-2012 –> 2010-2019 1.6256868 0.7944183 36917.3397 320.23904 5 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6278 0.8338953 15549.4269 21.706851 7.259039 2000-2012 –> 2010-2019 1.6290748 0.7951795 36974.1877 43.52957 8 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6278 0.8340213 15551.3238 21.659545 7.268324 2000-2012 –> 2010-2019 1.6292370 0.7952157 36976.9045 43.44182 9 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2407 0.6367009 4671.4641 45.311431 10.709839 1982-1999 –> 2000-2012 1.0987936 0.4620928 8859.5784 93.92634 4 11
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2407 0.6275395 4601.6934 21.457683 10.089906 1982-1999 –> 2000-2012 1.1039697 0.4764302 8986.9522 48.07530 1 10
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2407 0.6292719 4614.9648 34.411797 10.072579 1982-1999 –> 2000-2012 1.1067499 0.4774780 9014.3975 79.22668 2 13
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2407 0.6369746 4673.5337 179.746584 10.272193 1982-1999 –> 2000-2012 1.1166591 0.4796844 9102.7126 364.08930 6 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2407 0.6386635 4686.2808 42.874963 10.571833 1982-1999 –> 2000-2012 1.1173298 0.4786663 9101.7508 96.40119 7 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2407 0.6686201 4906.9461 27.712332 12.554286 1982-1999 –> 2000-2012 1.1218779 0.4532578 8970.5077 52.05837 11 12
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2407 0.6387778 4685.1418 35.296021 10.642112 1982-1999 –> 2000-2012 1.1221894 0.4834116 9162.2598 76.72487 8 24
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2407 0.6483826 4758.9877 48.096640 10.065338 1982-1999 –> 2000-2012 1.1256757 0.4772931 9155.9217 102.08323 9 19
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2407 0.6786029 4978.2898 29.353540 12.934369 1982-1999 –> 2000-2012 1.1343763 0.4557734 9077.5609 59.04481 15 17
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2407 0.6815446 4999.1133 27.462962 13.078620 1982-1999 –> 2000-2012 1.1375551 0.4560105 9101.7400 56.43690 16 19
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1588 0.7470825 3594.4917 20.967541 11.274933 2000-2012 –> 2010-2019 1.3746220 0.6275395 8196.1852 42.42522 1 2
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1588 0.7485954 3600.9168 35.045780 11.215327 2000-2012 –> 2010-2019 1.3778673 0.6292719 8215.8816 69.45758 3 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1588 0.7472340 3595.1360 19.429025 11.062575 2000-2012 –> 2010-2019 1.3816907 0.6344567 8249.6023 37.94392 2 5
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 1588 0.7519390 3613.0709 16.467257 10.686919 2000-2012 –> 2010-2019 1.3886690 0.6367300 8282.7551 32.27594 4 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1588 0.7589261 3644.4464 43.805665 11.659898 2000-2012 –> 2010-2019 1.3956269 0.6367009 8315.9104 89.11710 5 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1588 0.7590769 3645.0775 185.714065 11.402038 2000-2012 –> 2010-2019 1.3960516 0.6369746 8318.6112 365.46065 6 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1588 0.7597924 3648.0697 43.792884 11.798948 2000-2012 –> 2010-2019 1.3984559 0.6386635 8334.3505 86.66785 7 14
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1588 0.7599131 3646.5742 35.939357 11.708089 2000-2012 –> 2010-2019 1.3986909 0.6387778 8331.7160 71.23538 8 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1588 0.7748965 3710.5869 43.176061 10.789493 2000-2012 –> 2010-2019 1.4232791 0.6483826 8469.5746 91.27270 9 18
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1588 0.7752998 3710.2395 35.035974 10.852947 2000-2012 –> 2010-2019 1.4266790 0.6513792 8489.4245 69.42831 10 20

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2012 2.0858103 1196.6005
Atlantic (-Inf,26] 2000-2012 –> 2010-2019 1.8812822 767.5076
Atlantic (26,26.5] 1982-1999 –> 2000-2012 6.6497116 14785.2756
Atlantic (26,26.5] 2000-2012 –> 2010-2019 6.8687683 10308.4305
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 6.2703972 17967.0493
Atlantic (26.5,26.75] 2000-2012 –> 2010-2019 6.7140174 12983.8872
Atlantic (26.75,27] 1982-1999 –> 2000-2012 3.8759087 24901.0044
Atlantic (26.75,27] 2000-2012 –> 2010-2019 4.4339029 18621.3451
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.4897082 19927.7723
Atlantic (27,27.25] 2000-2012 –> 2010-2019 4.1874308 15809.1089
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 4.4195883 23502.6238
Atlantic (27.25,27.5] 2000-2012 –> 2010-2019 4.9548317 18400.6319
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 4.7395611 31291.7798
Atlantic (27.5,27.75] 2000-2012 –> 2010-2019 5.3510102 24224.7166
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 3.7851271 9850.5577
Atlantic (27.75,27.85] 2000-2012 –> 2010-2019 3.9156575 7224.0208
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 6.0274072 12493.4706
Atlantic (27.85,27.95] 2000-2012 –> 2010-2019 5.5960384 8933.7232
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 7.5396922 14438.4378
Atlantic (27.95,28.05] 2000-2012 –> 2010-2019 6.8295203 9803.9718
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 1.2370633 3259.4097
Atlantic (28.05,28.1] 2000-2012 –> 2010-2019 1.3863509 2460.7289
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 1.0397591 3798.5908
Atlantic (28.1,28.15] 2000-2012 –> 2010-2019 1.2727057 3384.1516
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 1.0412730 6420.4155
Atlantic (28.15,28.2] 2000-2012 –> 2010-2019 1.1805925 5254.3224
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 0.7333075 5761.2116
Atlantic (28.2, Inf] 2000-2012 –> 2010-2019 0.8479387 5586.8298
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 12.4821034 88435.8139
Indo-Pacific (-Inf,26] 2000-2012 –> 2010-2019 11.9963309 61392.0744
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 8.6542133 81377.7340
Indo-Pacific (26,26.5] 2000-2012 –> 2010-2019 8.6851731 57468.0266
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 6.6104241 62117.3265
Indo-Pacific (26.5,26.75] 2000-2012 –> 2010-2019 7.0368802 44740.2375
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 6.6909862 72307.9638
Indo-Pacific (26.75,27] 2000-2012 –> 2010-2019 7.2259397 52849.1191
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 5.8384884 80761.4784
Indo-Pacific (27,27.25] 2000-2012 –> 2010-2019 6.7186467 61303.0164
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 6.2546961 73561.4151
Indo-Pacific (27.25,27.5] 2000-2012 –> 2010-2019 7.3257687 56873.6596
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 5.4574693 72867.5843
Indo-Pacific (27.5,27.75] 2000-2012 –> 2010-2019 6.6973088 55755.7593
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 3.6597406 23120.1439
Indo-Pacific (27.75,27.85] 2000-2012 –> 2010-2019 4.6652674 18901.7554
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 2.8877456 26423.5914
Indo-Pacific (27.85,27.95] 2000-2012 –> 2010-2019 3.6938292 21882.8562
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 2.9075130 21479.9258
Indo-Pacific (27.95,28.05] 2000-2012 –> 2010-2019 3.4609401 16617.7237
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 2.6554416 14570.9816
Indo-Pacific (28.05,28.1] 2000-2012 –> 2010-2019 3.0167435 10755.1770
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2012 2.3373872 34238.4557
Indo-Pacific (28.1,28.2] 2000-2012 –> 2010-2019 2.6140635 25508.3829
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2012 1.4723110 47480.4322
Indo-Pacific (28.2,28.3] 2000-2012 –> 2010-2019 1.5742741 35764.0011
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2012 1.1185177 9053.3381
Indo-Pacific (28.3, Inf] 2000-2012 –> 2010-2019 1.3961633 8320.4011

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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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
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2012
(-Inf,26] 7 4 7 8 10 4 8
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 8 5 8 6 5 10 6
(26.75,27] 8 5 8 6 4 10 7
(27,27.25] 7 6 7 6 6 10 7
(27.25,27.5] 9 8 6 5 5 10 6
(27.5,27.75] 7 4 5 6 10 8 7
(27.75,27.85] 6 4 4 5 10 8 8
(27.85,27.95] 5 3 4 7 10 6 10
(27.95,28.05] 4 4 4 8 5 8 10
(28.05,28.1] 4 2 4 8 5 10 10
(28.1,28.15] 6 2 6 6 5 8 10
(28.15,28.2] 8 10 2 5 4 5 8
(28.2, Inf] 9 10 4 4 10 4 5
total 96.00 73.00 75.00 86.00 99.00 106.00 110.00
Atlantic - 2000-2012 --> 2010-2019
(-Inf,26] 7 4 7 8 10 4 8
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 8 5 8 6 5 10 6
(26.75,27] 8 5 8 6 5 10 6
(27,27.25] 8 5 6 6 8 10 5
(27.25,27.5] 9 10 4 5 4 10 5
(27.5,27.75] 7 4 5 6 10 8 7
(27.75,27.85] 7 3 4 5 10 9 7
(27.85,27.95] 5 3 4 7 10 6 10
(27.95,28.05] 4 4 4 8 8 5 10
(28.05,28.1] 4 2 4 8 5 10 10
(28.1,28.15] 5 2 6 7 6 8 10
(28.15,28.2] 7 10 2 6 5 5 8
(28.2, Inf] 9 10 4 4 10 4 5
total 96.00 73.00 72.00 88.00 106.00 104.00 105.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 8 4 8 7 10 4 7
(26,26.5] 8 7 7 7 7 6 8
(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 5 7 6 8 7
(27.5,27.75] 4 6 6 6 10 10 6
(27.75,27.85] 9 6 7 4 9 4 8
(27.85,27.95] 7 4 7 6 9 4 10
(27.95,28.05] 6 4 6 7 10 4 10
(28.05,28.1] 4 5 5 8 5 10 10
(28.1,28.2] 5 6 5 7 6 9 10
(28.2,28.3] 6 7 7 6 7 10 7
(28.3, Inf] 6 7 7 8 10 5 6
total 90.00 96.00 89.00 94.00 101.00 87.00 114.00
Indo-Pacific - 2000-2012 --> 2010-2019
(-Inf,26] 7 6 6 8 10 4 7
(26,26.5] 8 6 8 7 6 8 7
(26.5,26.75] 6 10 5 7 5 4 10
(26.75,27] 6 10 7 7 5 4 8
(27,27.25] 6 10 6 7 4 5 9
(27.25,27.5] 5 10 6 6 6 9 7
(27.5,27.75] 6 5 6 4 10 10 7
(27.75,27.85] 9 10 4 4 10 4 5
(27.85,27.95] 8 6 6 4 9 5 10
(27.95,28.05] 7 4 6 6 10 4 10
(28.05,28.1] 4 5 5 8 5 10 10
(28.1,28.2] 5 6 5 7 6 9 10
(28.2,28.3] 5 7 8 5 7 10 7
(28.3, Inf] 7 10 5 7 10 3 5
total 89.00 105.00 83.00 87.00 103.00 89.00 112.00

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
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
lm_best %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 

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

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

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

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

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

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