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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 + nitrate + phosphate + phosphate_star 183 1.0357615 546.1916 123.414521 4.095901 1982-1999 –> 2000-2012 2.3263682 1.2906067 1393.8690 272.31303 1 2
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 183 1.0517178 551.7870 30.865349 4.294541 1982-1999 –> 2000-2012 2.3541310 1.3024132 1403.9994 63.83501 2 4
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 183 1.0555067 553.1032 11.202636 4.341123 1982-1999 –> 2000-2012 2.3606673 1.3051606 1406.3650 24.32033 3 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 183 1.0598705 554.6132 11.212755 4.386492 1982-1999 –> 2000-2012 2.3687112 1.3088407 1409.2772 24.58613 4 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 183 1.0667312 556.9747 91.393276 4.751956 1982-1999 –> 2000-2012 2.3744708 1.3077396 1411.2196 205.89779 5 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 183 1.0834290 562.6594 22.309259 4.952650 1982-1999 –> 2000-2012 2.4039897 1.3205607 1421.7629 46.53775 8 14
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 183 1.0807716 559.7606 57.667563 5.007094 1982-1999 –> 2000-2012 2.4091535 1.3283820 1419.8049 142.51184 7 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 183 1.0869669 563.8527 9.571279 4.991901 1982-1999 –> 2000-2012 2.4103592 1.3233923 1424.0228 21.69331 9 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 183 1.0904218 565.0142 6.970702 5.017362 1982-1999 –> 2000-2012 2.4168756 1.3264538 1426.3350 16.05267 10 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 183 1.0705044 558.2671 61.591752 3.475440 1982-1999 –> 2000-2012 2.4270469 1.3565425 1430.7582 123.78736 6 19
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 140 1.1239496 444.0205 99.132646 3.594213 2000-2012 –> 2008-2019 2.1597111 1.0357615 990.2121 222.54717 1 2
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 140 1.1422184 448.5350 26.321435 3.860284 2000-2012 –> 2008-2019 2.1939362 1.0517178 1000.3220 57.18678 2 4
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 140 1.1475007 449.8270 9.909498 3.926751 2000-2012 –> 2008-2019 2.2030075 1.0555067 1002.9301 21.11213 3 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 140 1.1523095 450.9979 10.416275 3.987715 2000-2012 –> 2008-2019 2.2121799 1.0598705 1005.6111 21.62903 4 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 140 1.1644799 453.9397 80.867193 4.237877 2000-2012 –> 2008-2019 2.2312110 1.0667312 1010.9144 172.26047 5 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 140 1.1832754 458.4230 19.380951 4.487867 2000-2012 –> 2008-2019 2.2667043 1.0834290 1021.0824 41.69021 6 14
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 140 1.1921915 458.5249 57.061967 4.530836 2000-2012 –> 2008-2019 2.2729630 1.0807716 1018.2855 114.72953 9 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 140 1.1884022 459.6335 8.621379 4.541466 2000-2012 –> 2008-2019 2.2753691 1.0869669 1023.4862 18.19266 7 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 140 1.1918442 460.4433 6.479704 4.577531 2000-2012 –> 2008-2019 2.2822660 1.0904218 1025.4575 13.45041 8 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 140 1.2268480 468.5483 67.513278 3.111447 2000-2012 –> 2008-2019 2.2973524 1.0705044 1026.8154 129.10503 13 19
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1131 3.1288738 5803.8416 362.954003 11.327123 1982-1999 –> 2000-2012 6.2825835 3.1537097 13972.2786 759.05498 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1131 3.1809434 5841.1752 50.081231 10.903941 1982-1999 –> 2000-2012 6.3960799 3.2151365 14070.8785 105.16308 2 4
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1131 3.2388278 5881.9673 15.055434 11.226261 1982-1999 –> 2000-2012 6.4850185 3.2461907 14142.1996 30.26892 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1131 3.2429532 5884.8466 15.262778 11.219933 1982-1999 –> 2000-2012 6.4936927 3.2507396 14149.5263 30.68096 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1131 3.2651765 5900.2948 15.338499 11.216507 1982-1999 –> 2000-2012 6.5380320 3.2728555 14186.5088 30.80434 5 10
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1131 3.3014890 5923.3120 13.946855 10.998479 1982-1999 –> 2000-2012 6.6417291 3.3402401 14272.2524 28.40447 6 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1131 3.3778396 5977.0276 365.601135 11.605479 1982-1999 –> 2000-2012 6.7148675 3.3370278 14324.9121 766.34326 7 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1131 3.4736449 6040.2914 15.019322 11.494369 1982-1999 –> 2000-2012 6.8960558 3.4224109 14468.4167 30.28185 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1131 3.4845371 6047.3732 15.231377 11.479963 1982-1999 –> 2000-2012 6.9181103 3.4335733 14485.8403 30.68510 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1131 3.4864865 6048.6383 15.275968 11.488931 1982-1999 –> 2000-2012 6.9243040 3.4378175 14491.0288 30.78811 10 20
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 920 3.2607326 4799.6384 360.929940 10.983515 2000-2012 –> 2008-2019 6.3896064 3.1288738 10603.4800 723.88394 2 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 920 3.2486351 4792.7992 50.179663 11.183028 2000-2012 –> 2008-2019 6.4295785 3.1809434 10633.9744 100.26089 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 920 3.3557060 4852.4653 14.797855 10.892742 2000-2012 –> 2008-2019 6.5945338 3.2388278 10734.4326 29.85329 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 920 3.3595578 4854.5761 14.999418 10.899358 2000-2012 –> 2008-2019 6.6025109 3.2429532 10739.4227 30.26220 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 920 3.3781699 4864.7417 15.110654 10.917702 2000-2012 –> 2008-2019 6.6433464 3.2651765 10765.0365 30.44915 5 10
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 920 3.4245604 4887.8374 13.589367 11.034362 2000-2012 –> 2008-2019 6.7260494 3.3014890 10811.1494 27.53622 6 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 920 3.5720379 4967.4177 362.259692 11.623083 2000-2012 –> 2008-2019 6.9498776 3.3778396 10944.4452 727.86083 7 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 920 3.6502368 5007.2643 14.735793 11.615765 2000-2012 –> 2008-2019 7.1238818 3.4736449 11047.5557 29.75512 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 920 3.6596454 5012.0008 14.952207 11.627947 2000-2012 –> 2008-2019 7.1441825 3.4845371 11059.3740 30.18358 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 920 3.6602909 5012.3253 15.015164 11.635190 2000-2012 –> 2008-2019 7.1467775 3.4864865 11060.9637 30.29113 10 20
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1436 3.2204820 7448.0846 422.653874 12.582891 1982-1999 –> 2000-2012 6.2477416 3.0272596 17699.8529 880.06321 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1436 3.2520465 7476.0965 31.478570 10.355356 1982-1999 –> 2000-2012 6.3349853 3.0829388 17801.7146 67.46579 3 6
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1436 3.2789123 7499.7252 73.984525 13.288678 1982-1999 –> 2000-2012 6.3497263 3.0708140 17809.3759 131.44016 7 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1436 3.2711090 7492.8822 26.380659 10.507233 1982-1999 –> 2000-2012 6.3680699 3.0969609 17836.8881 52.99942 5 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1436 3.2763274 7497.4602 26.464136 10.543136 1982-1999 –> 2000-2012 6.3775535 3.1012262 17847.0429 53.16927 6 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1436 3.2317106 7458.0808 78.739055 9.174480 1982-1999 –> 2000-2012 6.3812330 3.1495223 17870.2800 137.55241 2 11
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1436 3.3056217 7523.0252 73.576026 13.795499 1982-1999 –> 2000-2012 6.3986311 3.0930094 17861.8578 130.89968 8 12
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1436 3.3240786 7539.0164 74.270141 13.441580 1982-1999 –> 2000-2012 6.4291018 3.1050232 17893.5572 131.82722 9 16
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 1436 3.2693586 7489.3449 30.841327 10.021007 1982-1999 –> 2000-2012 6.4399332 3.1705746 17926.5387 66.10294 4 15
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1436 3.3538103 7562.5904 361.782411 10.815278 1982-1999 –> 2000-2012 6.4595763 3.1057659 17916.1003 792.96063 10 18
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1244 3.3733250 6569.4756 409.384511 10.470121 2000-2012 –> 2008-2019 6.5938071 3.2204820 14017.5602 832.03839 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1244 3.3819005 6575.7924 86.122274 10.450960 2000-2012 –> 2008-2019 6.6136111 3.2317106 14033.8732 164.86133 3 5
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1244 3.3799735 6574.3743 29.723892 11.407635 2000-2012 –> 2008-2019 6.6320199 3.2520465 14050.4708 61.20246 2 5
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1244 3.3973668 6587.1447 22.536349 11.617212 2000-2012 –> 2008-2019 6.6684758 3.2711090 14080.0269 48.91701 4 9
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 1244 3.4055732 6591.1473 29.593717 11.078032 2000-2012 –> 2008-2019 6.6749318 3.2693586 14080.4922 60.43504 6 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1244 3.4019038 6590.4651 22.606442 11.665019 2000-2012 –> 2008-2019 6.6782312 3.2763274 14087.9253 49.07058 5 11
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1244 3.4322602 6612.5679 80.384090 11.070809 2000-2012 –> 2008-2019 6.7111725 3.2789123 14112.2931 154.36861 7 14
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1244 3.4586539 6631.6272 79.950208 11.523669 2000-2012 –> 2008-2019 6.7642757 3.3056217 14154.6525 153.52623 8 16
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1244 3.4760388 6644.1018 80.668559 11.171047 2000-2012 –> 2008-2019 6.8001174 3.3240786 14183.1182 154.93870 9 18
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1244 3.4864836 6649.5665 342.710840 12.011457 2000-2012 –> 2008-2019 6.8402940 3.3538103 14212.1569 704.49325 10 20
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2491 2.0194824 10584.7069 491.908770 13.785141 1982-1999 –> 2000-2012 3.6465321 1.6270497 23938.6551 964.94223 1 2
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2491 2.0681924 10701.4465 461.792673 16.591373 1982-1999 –> 2000-2012 3.7385087 1.6703163 24237.1073 903.11388 4 6
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2491 2.0255737 10599.7113 36.316148 15.465752 1982-1999 –> 2000-2012 3.7452250 1.7196512 24341.1316 70.71794 2 5
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2491 2.0601677 10684.0786 22.267193 15.533697 1982-1999 –> 2000-2012 3.8167074 1.7565397 24574.0688 45.38810 3 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2491 2.0722448 10713.1988 22.757835 15.551897 1982-1999 –> 2000-2012 3.8422379 1.7699931 24656.5980 46.43218 5 11
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2491 2.1371073 10866.7475 63.814170 13.965391 1982-1999 –> 2000-2012 3.8666565 1.7295492 24648.3429 128.47243 8 12
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2491 2.1811084 10968.2806 63.608981 13.936936 1982-1999 –> 2000-2012 3.9540913 1.7729829 24923.4942 128.06463 9 16
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 2491 2.1924969 10992.2262 36.210568 17.049378 1982-1999 –> 2000-2012 3.9717798 1.7792829 24970.2689 70.29785 10 18
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2491 2.2056251 11023.9684 64.086760 14.172154 1982-1999 –> 2000-2012 4.0015679 1.7959428 25069.2489 129.00354 11 20
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2491 2.0948263 10767.1945 66.481048 13.887425 1982-1999 –> 2000-2012 4.0465116 1.9516853 25394.6169 133.55829 6 18
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2100 2.2414168 9363.3961 453.493781 17.274828 2000-2012 –> 2008-2019 4.2608992 2.0194824 19948.1029 945.40255 2 3
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2100 2.2380989 9357.1744 33.451016 18.136297 2000-2012 –> 2008-2019 4.2636726 2.0255737 19956.8857 69.76716 1 3
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2100 2.2722841 9420.8411 23.901371 18.320698 2000-2012 –> 2008-2019 4.3324518 2.0601677 20104.9197 46.16856 3 6
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2100 2.2809815 9434.8863 413.713382 18.615666 2000-2012 –> 2008-2019 4.3491738 2.0681924 20136.3328 875.50606 5 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2100 2.2840163 9442.4706 24.370894 18.364621 2000-2012 –> 2008-2019 4.3562611 2.0722448 20155.6694 47.12873 7 12
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2100 2.2806652 9436.3038 79.242883 17.202342 2000-2012 –> 2008-2019 4.3754915 2.0948263 20203.4983 145.72393 4 10
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 2100 2.2833174 9439.1853 32.117385 17.548738 2000-2012 –> 2008-2019 4.3801713 2.0968539 20209.1996 66.66259 6 13
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2100 2.3598113 9579.5848 75.941993 17.831235 2000-2012 –> 2008-2019 4.4969186 2.1371073 20446.3323 139.75616 8 16
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2100 2.4022499 9654.4461 75.697889 17.959051 2000-2012 –> 2008-2019 4.5833583 2.1811084 20622.7267 139.30687 9 18
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 2100 2.4051737 9657.5548 33.365245 19.319609 2000-2012 –> 2008-2019 4.5976706 2.1924969 20649.7810 69.57581 10 20
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2269 1.9617440 9511.0012 39.560678 12.719099 1982-1999 –> 2000-2012 3.4786515 1.5169075 20333.0861 85.59409 2 3
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2269 1.9836925 9561.4915 18.583241 12.780200 1982-1999 –> 2000-2012 3.5249578 1.5412653 20477.3722 37.56740 4 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2269 1.9900762 9576.0717 18.547756 12.781831 1982-1999 –> 2000-2012 3.5399196 1.5498434 20524.6321 37.50298 5 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2269 1.9142856 9399.8683 174.761502 11.058126 1982-1999 –> 2000-2012 3.5909273 1.6766417 20811.4546 333.49816 1 9
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2269 2.1063217 9833.6951 405.067273 24.782111 1982-1999 –> 2000-2012 3.6651414 1.5588197 20816.2587 863.97972 6 10
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 2269 1.9807907 9552.8483 36.357950 12.853887 1982-1999 –> 2000-2012 3.6743183 1.6935276 21021.4375 79.53651 3 12
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2269 2.1326931 9890.1587 149.826054 18.827842 1982-1999 –> 2000-2012 3.7027882 1.5700951 20915.1585 283.90120 8 13
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2269 2.1456245 9917.5914 146.994155 19.310261 1982-1999 –> 2000-2012 3.7357255 1.5901009 21017.1412 279.10473 9 15
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2269 2.1867825 10003.8162 151.406952 18.946352 1982-1999 –> 2000-2012 3.8135405 1.6267580 21237.5627 286.53246 11 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2269 2.1307189 9885.9559 17.939873 14.192538 1982-1999 –> 2000-2012 3.9081964 1.7774775 21641.4155 36.29943 7 17
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1847 2.0881122 7975.3049 208.410170 12.017269 2000-2012 –> 2008-2019 4.0023978 1.9142856 17375.1732 383.17167 1 2
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1847 2.1934831 8157.1617 41.347047 14.305232 2000-2012 –> 2008-2019 4.1552271 1.9617440 17668.1629 80.90773 2 4
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1847 2.1970334 8161.1359 37.479397 14.613769 2000-2012 –> 2008-2019 4.1778241 1.9807907 17713.9843 73.83735 3 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1847 2.2078730 8181.3163 18.416093 14.262889 2000-2012 –> 2008-2019 4.1915655 1.9836925 17742.8078 36.99933 4 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1847 2.2122802 8188.6827 18.368120 14.253798 2000-2012 –> 2008-2019 4.2023564 1.9900762 17764.7545 36.91588 5 10
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1847 2.2504097 8251.8077 242.248128 13.144744 2000-2012 –> 2008-2019 4.4126847 2.1622750 18204.4789 444.41113 6 16
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1847 2.3220811 8367.6203 409.607780 25.995471 2000-2012 –> 2008-2019 4.4284028 2.1063217 18201.3154 814.67505 7 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1847 2.3273393 8375.9757 17.522479 15.608777 2000-2012 –> 2008-2019 4.4580582 2.1307189 18261.9316 35.46235 8 15
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1847 2.3280585 8377.1170 175.453830 24.518723 2000-2012 –> 2008-2019 4.4607516 2.1326931 18267.2757 325.27988 9 17
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1847 2.3333075 8385.4364 171.409144 24.919384 2000-2012 –> 2008-2019 4.4789320 2.1456245 18303.0278 318.40330 10 19
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2310 2.1268442 10055.9296 738.524442 32.970908 1982-1999 –> 2000-2012 3.6981549 1.5713107 22140.6451 1494.02824 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2310 2.1589962 10125.2485 25.597336 22.086632 1982-1999 –> 2000-2012 3.8075614 1.6485652 22519.6290 54.35588 2 4
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2310 2.1753716 10160.1578 332.504696 25.572309 1982-1999 –> 2000-2012 3.8571055 1.6817339 22683.0622 650.73430 3 6
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2310 2.2069733 10226.7899 343.799368 21.855492 1982-1999 –> 2000-2012 3.9010860 1.6941127 22797.0120 670.48000 4 8
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2310 2.3959355 10604.3309 25.190124 18.366853 1982-1999 –> 2000-2012 4.1063669 1.7104314 23234.4050 53.56666 6 11
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2310 2.3016429 10420.8351 405.031110 13.787090 1982-1999 –> 2000-2012 4.1261895 1.8245466 23469.6173 790.97588 5 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2310 2.4049527 10623.6858 519.497319 25.982488 1982-1999 –> 2000-2012 4.8074831 2.4025304 25448.0003 997.23886 7 25
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2310 2.5251612 10849.0247 490.913819 20.007209 1982-1999 –> 2000-2012 4.8369602 2.3117990 25424.9600 961.00230 8 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2310 2.7298034 11209.0367 722.053783 20.596822 1982-1999 –> 2000-2012 4.8986913 2.1688879 25373.2604 1499.82417 11 19
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2310 2.8798504 11456.2472 765.290309 32.098228 1982-1999 –> 2000-2012 4.9673667 2.0875163 25373.7491 1570.44102 18 25
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1979 2.6135793 9432.6910 706.590788 28.785405 2000-2012 –> 2008-2019 4.7404235 2.1268442 19488.6206 1445.11523 3 4
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1979 2.5929297 9401.2952 28.345935 20.424140 2000-2012 –> 2008-2019 4.7519259 2.1589962 19526.5437 53.94327 1 3
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1979 2.6083867 9424.8196 305.790481 23.887387 2000-2012 –> 2008-2019 4.7837583 2.1753716 19584.9774 638.29518 2 5
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1979 2.6195457 9441.7162 332.157349 20.200147 2000-2012 –> 2008-2019 4.8265190 2.2069733 19668.5061 675.95672 4 8
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1979 2.6701982 9517.5191 390.487067 13.723876 2000-2012 –> 2008-2019 4.9718411 2.3016429 19938.3542 795.51818 6 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1979 2.6453501 9480.5147 436.845840 24.154064 2000-2012 –> 2008-2019 5.0503028 2.4049527 20104.2004 956.34316 5 12
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1979 2.9043770 9848.2532 27.823011 15.847524 2000-2012 –> 2008-2019 5.3003126 2.3959355 20452.5840 53.01313 10 16
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1979 2.7819288 9679.7647 440.180478 19.669055 2000-2012 –> 2008-2019 5.3070900 2.5251612 20528.7893 931.09430 7 15
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1979 2.7822948 9678.2853 28.286548 19.620548 2000-2012 –> 2008-2019 5.3365175 2.5542228 20578.1770 53.70842 8 17
Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1979 2.8598462 9787.0979 104.230535 25.633216 2000-2012 –> 2008-2019 5.4462003 2.5863541 20744.7452 214.18011 9 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2970 2.4235138 13700.6927 16.412405 13.720354 1982-1999 –> 2000-2012 4.3678143 1.9443005 30677.1569 32.91460 2 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2970 2.4229844 13699.3948 16.961275 13.725133 1982-1999 –> 2000-2012 4.3678705 1.9448862 30678.3106 34.05351 1 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2970 2.4271639 13709.6321 16.706401 13.705602 1982-1999 –> 2000-2012 4.3712284 1.9440645 30685.1082 33.54030 3 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2970 2.4282577 13712.3086 16.472784 14.115557 1982-1999 –> 2000-2012 4.3879672 1.9597094 30753.0293 33.02499 4 8
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2970 2.4462973 13754.2738 16.411362 14.233189 1982-1999 –> 2000-2012 4.4352196 1.9889223 30913.4398 32.91338 6 11
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2970 2.4401694 13741.3757 400.728430 14.153350 1982-1999 –> 2000-2012 4.4449578 2.0047884 30967.2189 827.03551 5 11
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2970 2.4896022 13858.5050 12.491605 13.457023 1982-1999 –> 2000-2012 4.7743244 2.2847222 32146.2946 26.25984 7 21
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2970 2.7316800 14411.7007 16.333131 17.699414 1982-1999 –> 2000-2012 4.9136740 2.1819940 32327.0071 32.75095 8 17
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 2970 2.8204523 14599.6645 15.974652 13.663830 1982-1999 –> 2000-2012 4.9941422 2.1736899 32481.9330 32.10390 9 16
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2970 2.8347374 14629.6737 16.780154 13.232321 1982-1999 –> 2000-2012 5.0163196 2.1815823 32541.4437 33.75614 11 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2503 2.6728008 12038.7397 16.131306 15.176493 2000-2012 –> 2008-2019 5.0957852 2.4229844 25738.1345 33.09258 2 3
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2503 2.6739098 12040.8163 15.768262 15.262129 2000-2012 –> 2008-2019 5.0974236 2.4235138 25741.5089 32.18067 3 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2503 2.6724852 12038.1484 15.721120 17.446378 2000-2012 –> 2008-2019 5.1007429 2.4282577 25750.4570 32.19390 1 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2503 2.6842866 12060.2058 15.966136 15.152124 2000-2012 –> 2008-2019 5.1114505 2.4271639 25769.8379 32.67254 6 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2503 2.6752239 12043.2759 397.478969 17.872181 2000-2012 –> 2008-2019 5.1153933 2.4401694 25784.6516 798.20740 4 9
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2503 2.6820213 12053.9793 12.177150 17.721531 2000-2012 –> 2008-2019 5.1716234 2.4896022 25912.4843 24.66876 5 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2503 2.7525902 12183.9933 15.754104 17.015559 2000-2012 –> 2008-2019 5.1988875 2.4462973 25938.2671 32.16547 7 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2503 2.7934534 12257.7629 953.437894 18.872954 2000-2012 –> 2008-2019 5.3174020 2.5239486 26197.6559 1888.28974 8 16
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2503 2.8967192 12441.4817 933.023022 20.210574 2000-2012 –> 2008-2019 5.5384511 2.6417319 26654.2989 1844.35170 10 19
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2503 2.8779794 12406.9911 938.749581 20.730496 2000-2012 –> 2008-2019 5.7251712 2.8471918 27062.7051 1858.44629 9 25
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1043 1.7376612 4126.5043 45.270804 12.713527 1982-1999 –> 2000-2012 3.5199537 1.7822925 10166.9644 92.50382 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1043 1.7813029 4178.2476 52.355348 12.865848 1982-1999 –> 2000-2012 3.5944065 1.8131035 10270.4349 107.53351 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1043 1.7866497 4184.4996 49.165133 12.914134 1982-1999 –> 2000-2012 3.6073602 1.8207105 10289.3226 101.49707 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1043 1.7906176 4189.1272 52.793754 12.934818 1982-1999 –> 2000-2012 3.6145234 1.8239058 10299.2421 108.48215 4 8
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1043 1.8250135 4226.8170 12.187811 12.224490 1982-1999 –> 2000-2012 3.7814399 1.9564264 10546.6123 26.94301 5 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1043 1.8864962 4295.9342 45.486595 13.138757 1982-1999 –> 2000-2012 3.8213560 1.9348598 10582.2760 94.27590 6 12
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1043 1.8953792 4307.7336 45.482306 13.783685 1982-1999 –> 2000-2012 3.8578206 1.9624414 10638.7934 93.13295 7 16
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 1043 2.2244721 4639.7038 44.845753 12.270279 1982-1999 –> 2000-2012 4.1139570 1.8894848 10854.4264 90.58570 9 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1043 1.9896096 4406.9454 10.537610 13.233564 1982-1999 –> 2000-2012 4.1399275 2.1503179 11011.9301 23.11179 8 26
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1043 2.3502551 4754.4426 51.100844 12.435897 1982-1999 –> 2000-2012 4.3038389 1.9535838 11069.8496 102.91443 17 24
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 834 1.6931158 3259.1091 41.518636 13.091556 2000-2012 –> 2008-2019 3.4307770 1.7376612 7385.6134 86.78944 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 834 1.7393437 3304.0406 48.120587 13.294867 2000-2012 –> 2008-2019 3.5206467 1.7813029 7482.2882 100.47594 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 834 1.7445445 3309.0206 45.240992 13.339825 2000-2012 –> 2008-2019 3.5311942 1.7866497 7493.5202 94.40613 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 834 1.7481541 3312.4683 48.609290 13.360894 2000-2012 –> 2008-2019 3.5387717 1.7906176 7501.5954 101.40304 4 8
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 834 1.7777323 3338.4542 11.388995 12.430723 2000-2012 –> 2008-2019 3.6027458 1.8250135 7565.2713 23.57681 5 10
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 834 1.8154257 3373.4512 42.533185 13.565779 2000-2012 –> 2008-2019 3.7019218 1.8864962 7669.3854 88.01978 6 12
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 834 1.8568487 3413.0826 41.768712 13.938169 2000-2012 –> 2008-2019 3.7522278 1.8953792 7720.8162 87.25102 7 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 834 1.9531747 3495.4423 10.028096 13.187715 2000-2012 –> 2008-2019 3.9427843 1.9896096 7902.3876 20.56571 8 16
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 834 2.2656759 3743.0019 14.832304 11.819555 2000-2012 –> 2008-2019 4.5560921 2.2904161 8443.6458 29.76814 9 19
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 834 2.2707298 3746.7184 27.868121 11.884699 2000-2012 –> 2008-2019 4.5696378 2.2989080 8455.0820 54.32236 11 22
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1050 2.7278064 5101.1162 99.361598 21.804759 1982-1999 –> 2000-2012 5.7902803 3.0624739 12546.8533 199.04303 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1050 2.7310398 5103.6040 32.811671 21.902583 1982-1999 –> 2000-2012 5.8005817 3.0695419 12556.0910 69.15160 2 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1050 2.7467782 5115.6711 38.000017 21.984821 1982-1999 –> 2000-2012 5.8272051 3.0804269 12578.5228 79.93644 3 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1050 2.7500238 5118.1510 104.128069 22.008277 1982-1999 –> 2000-2012 5.8324972 3.0824734 12582.9473 207.23728 4 10
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1050 2.7950383 5150.2471 93.195141 21.816442 1982-1999 –> 2000-2012 5.8583673 3.0633290 12594.8017 180.04988 6 8
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1050 2.7913471 5147.4720 32.381575 21.953240 1982-1999 –> 2000-2012 5.8613844 3.0700373 12598.4315 68.30085 5 9
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1050 2.8303468 5176.6093 36.334525 22.061063 1982-1999 –> 2000-2012 5.9144687 3.0841219 12640.9711 76.38753 7 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1050 2.8354780 5180.4130 102.812979 22.093955 1982-1999 –> 2000-2012 5.9221823 3.0867043 12647.2255 199.92964 8 16
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1050 2.9019446 5229.0711 33.961796 22.981685 1982-1999 –> 2000-2012 6.1054941 3.2035495 12804.6747 70.64847 10 20
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1050 2.8876719 5220.7172 33.010132 22.772262 1982-1999 –> 2000-2012 6.1176212 3.2299493 12822.3509 69.51134 9 23
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 888 3.0438599 4510.9474 92.981864 20.258392 2000-2012 –> 2008-2019 5.7716663 2.7278064 9612.0636 192.34346 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 888 3.0537412 4516.7034 32.389951 20.392423 2000-2012 –> 2008-2019 5.7847810 2.7310398 9620.3074 65.20162 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 888 3.0676446 4524.7711 37.304438 20.458318 2000-2012 –> 2008-2019 5.8144228 2.7467782 9640.4422 75.30445 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 888 3.0710924 4526.7660 98.761940 20.480013 2000-2012 –> 2008-2019 5.8211162 2.7500238 9644.9170 202.89001 4 8
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 888 3.1346210 4561.1295 88.847348 20.209720 2000-2012 –> 2008-2019 5.9296593 2.7950383 9711.3767 182.04249 5 11
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 888 3.1394893 4563.8857 31.947123 20.391623 2000-2012 –> 2008-2019 5.9308364 2.7913471 9711.3576 64.32870 6 11
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 888 3.1793291 4586.2811 35.741320 20.474950 2000-2012 –> 2008-2019 6.0096759 2.8303468 9762.8905 72.07585 7 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 888 3.1852677 4589.5954 98.287352 20.506974 2000-2012 –> 2008-2019 6.0207457 2.8354780 9770.0084 201.10033 8 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 888 3.2140525 4607.5727 32.550735 21.225075 2000-2012 –> 2008-2019 6.1017244 2.8876719 9828.2899 65.56087 9 18
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 888 3.2727192 4637.6981 33.688448 21.565796 2000-2012 –> 2008-2019 6.1746637 2.9019446 9866.7692 67.65024 10 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1073 3.3194103 5633.7853 161.899121 19.116347 1982-1999 –> 2000-2012 7.0855728 3.7661625 14162.7601 320.84849 1 2
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1073 3.3948044 5679.9823 159.806790 21.492300 1982-1999 –> 2000-2012 7.2293766 3.8345722 14262.7972 316.33709 2 5
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1073 3.4608323 5721.3206 152.534884 18.380622 1982-1999 –> 2000-2012 7.2422753 3.7814430 14260.8558 281.30192 3 5
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 1073 3.4831519 5733.1162 152.374165 18.467300 1982-1999 –> 2000-2012 7.3180997 3.8349478 14314.2349 280.62471 4 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1073 3.5442410 5774.4275 204.555157 19.031802 1982-1999 –> 2000-2012 7.5029638 3.9587228 14458.0831 394.62792 5 10
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1073 3.5609699 5784.5328 42.578980 19.211871 1982-1999 –> 2000-2012 7.5336808 3.9727109 14479.1300 90.22270 6 12
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1073 3.5963501 5805.7493 57.289454 19.589176 1982-1999 –> 2000-2012 7.6027236 4.0063735 14526.5204 115.42096 7 16
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1073 3.7097041 5870.3453 195.723965 18.201761 1982-1999 –> 2000-2012 7.6969183 3.9872142 14574.2465 352.47282 11 18
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1073 3.7167517 5874.4184 39.462821 18.415382 1982-1999 –> 2000-2012 7.7153753 3.9986236 14587.1832 72.56033 12 20
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 1073 3.7339881 5884.3475 52.819651 18.839212 1982-1999 –> 2000-2012 7.7603659 4.0263778 14618.5687 98.48450 13 23
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 902 3.2197587 4683.1939 162.105755 20.498862 2000-2012 –> 2008-2019 6.5391691 3.3194103 10316.9792 324.00488 1 2
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 902 3.3046780 4728.1567 161.109442 23.476336 2000-2012 –> 2008-2019 6.6994824 3.3948044 10408.1391 320.91623 2 4
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 902 3.4106161 4785.0800 157.994110 17.664304 2000-2012 –> 2008-2019 6.8714483 3.4608323 10506.4006 310.52899 4 7
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 902 3.4363185 4796.6240 157.837917 19.665309 2000-2012 –> 2008-2019 6.9194704 3.4831519 10529.7402 310.21208 6 10
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 902 3.4067817 4785.0507 202.798237 20.341531 2000-2012 –> 2008-2019 6.9510227 3.5442410 10559.4782 407.35339 3 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 902 3.4269107 4795.6783 40.406463 19.636565 2000-2012 –> 2008-2019 6.9878807 3.5609699 10580.2111 82.98544 5 11
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 902 3.4671732 4816.7498 51.934789 19.006554 2000-2012 –> 2008-2019 7.0635233 3.5963501 10622.4991 109.22424 7 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 902 3.5882804 4876.6874 196.544811 22.710815 2000-2012 –> 2008-2019 7.2791210 3.6908406 10736.0927 397.58569 8 16
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 902 3.5883394 4876.7170 36.220261 22.198945 2000-2012 –> 2008-2019 7.2797100 3.6913706 10736.4304 74.47810 9 18
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 902 3.5943900 4879.7564 41.740819 20.810129 2000-2012 –> 2008-2019 7.2925482 3.6981582 10743.4122 86.35937 10 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 659 0.6379484 1291.7228 145.522201 2.788826 1982-1999 –> 2000-2012 1.1590909 0.5211425 2915.3227 301.41409 1 2
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 659 0.6430576 1302.2362 299.314995 2.614388 1982-1999 –> 2000-2012 1.1735503 0.5304927 2963.1442 635.02638 2 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 659 0.6444465 1305.0800 178.475925 2.649827 1982-1999 –> 2000-2012 1.1752397 0.5307931 2967.1757 367.10906 3 7
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 659 0.6447231 1305.6456 338.584962 2.648835 1982-1999 –> 2000-2012 1.1756040 0.5308808 2968.0878 715.78692 4 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 659 0.6486011 1311.5495 82.636346 2.740725 1982-1999 –> 2000-2012 1.1796843 0.5310832 2972.7913 166.24420 5 11
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 659 0.6678780 1350.1507 53.504106 2.775539 1982-1999 –> 2000-2012 1.1936259 0.5257479 2990.2092 116.01634 6 8
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 659 0.6735122 1361.2225 197.633082 2.719550 1982-1999 –> 2000-2012 1.2091416 0.5356294 3040.3474 468.03358 7 14
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 659 0.6763826 1366.8277 49.821502 2.725950 1982-1999 –> 2000-2012 1.2128101 0.5364276 3049.0766 118.01833 8 16
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 659 0.6771694 1368.3600 225.251503 2.717950 1982-1999 –> 2000-2012 1.2138739 0.5367045 3051.6916 532.51559 9 18
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + silicate + phosphate_star 659 0.7041539 1417.8616 47.285500 2.871806 1982-1999 –> 2000-2012 1.2431609 0.5390070 3108.1746 98.38553 10 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 551 0.7134401 1205.5724 143.977673 3.175491 2000-2012 –> 2008-2019 1.3513885 0.6379484 2497.2952 289.49987 2 3
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 551 0.7124010 1203.9663 323.707808 3.118412 2000-2012 –> 2008-2019 1.3554586 0.6430576 2506.2025 623.02280 1 3
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 551 0.7159240 1209.4026 180.727407 3.096090 2000-2012 –> 2008-2019 1.3603705 0.6444465 2514.4825 359.20333 3 6
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 551 0.7162043 1209.8339 366.188425 3.087296 2000-2012 –> 2008-2019 1.3609274 0.6447231 2515.4795 704.77339 4 8
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 551 0.7299920 1228.8470 92.294237 3.075657 2000-2012 –> 2008-2019 1.3785931 0.6486011 2540.3965 174.93058 5 10
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 551 0.7386250 1241.8029 52.670170 3.605380 2000-2012 –> 2008-2019 1.4065030 0.6678780 2591.9536 106.17428 7 13
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 551 0.7377840 1240.5475 183.061124 3.531455 2000-2012 –> 2008-2019 1.4112962 0.6735122 2601.7700 380.69421 6 13
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 551 0.7431099 1248.4740 47.197618 3.540418 2000-2012 –> 2008-2019 1.4194925 0.6763826 2615.3017 97.01912 8 16
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 551 0.7437851 1249.4748 210.344104 3.530453 2000-2012 –> 2008-2019 1.4209545 0.6771694 2617.8348 435.59561 9 18
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + silicate + phosphate_star 551 0.7926320 1317.5696 46.761562 3.114398 2000-2012 –> 2008-2019 1.4967859 0.7041539 2735.4311 94.04706 10 20
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1036 0.5818728 1832.0455 131.315753 2.304869 1982-1999 –> 2000-2012 1.0075881 0.4257153 3504.7510 259.53727 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 1036 0.5831075 1834.4376 114.604509 2.293976 1982-1999 –> 2000-2012 1.0088312 0.4257237 3505.2004 235.92197 2 4
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 1036 0.5870906 1848.5430 126.973858 2.387617 1982-1999 –> 2000-2012 1.0136174 0.4265267 3524.8389 247.62156 3 6
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + phosphate 1036 0.5889752 1853.1836 94.547693 2.372081 1982-1999 –> 2000-2012 1.0155026 0.4265274 3527.4838 196.23133 4 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1036 0.5934974 1873.0317 313.901289 2.226265 1982-1999 –> 2000-2012 1.0323548 0.4388575 3635.0025 618.67356 5 12
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1036 0.5944268 1876.2738 277.196303 2.258664 1982-1999 –> 2000-2012 1.0327970 0.4383702 3634.9831 545.86810 6 11
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1036 0.5951638 1878.8412 151.846854 2.208998 1982-1999 –> 2000-2012 1.0350802 0.4399164 3647.8880 293.48107 7 20
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1036 0.5960187 1879.8153 294.303164 2.175223 1982-1999 –> 2000-2012 1.0355078 0.4394891 3644.0090 584.67333 8 18
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1036 0.5968961 1882.8634 262.446848 2.220725 1982-1999 –> 2000-2012 1.0360374 0.4391413 3644.7323 519.92982 9 18
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1036 0.5976528 1885.4885 109.254250 2.158540 1982-1999 –> 2000-2012 1.0381921 0.4405393 3656.6895 216.33834 10 25
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 889 0.6619964 1803.4563 126.471180 2.551184 2000-2012 –> 2008-2019 1.2438692 0.5818728 3635.5018 257.78693 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 889 0.6678047 1816.9884 88.169631 2.424230 2000-2012 –> 2008-2019 1.2509122 0.5831075 3651.4260 202.77414 2 4
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 889 0.6779858 1843.8905 123.586161 2.747005 2000-2012 –> 2008-2019 1.2650764 0.5870906 3692.4335 250.56002 6 9
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 889 0.6726538 1831.8521 246.896560 2.470669 2000-2012 –> 2008-2019 1.2661512 0.5934974 3704.8838 560.79785 3 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 889 0.6732639 1833.4642 213.522469 2.495376 2000-2012 –> 2008-2019 1.2676907 0.5944268 3709.7379 490.71877 4 10
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 889 0.6741184 1835.7192 143.577028 2.450085 2000-2012 –> 2008-2019 1.2692821 0.5951638 3714.5604 295.42388 5 12
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + phosphate 889 0.6866901 1864.5721 58.529751 2.608250 2000-2012 –> 2008-2019 1.2756654 0.5889752 3717.7557 153.07744 10 14
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 889 0.6814797 1853.0295 199.261779 2.311854 2000-2012 –> 2008-2019 1.2774984 0.5960187 3732.8448 493.56494 7 15
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 889 0.6819717 1854.3127 175.091429 2.329960 2000-2012 –> 2008-2019 1.2788678 0.5968961 3737.1760 437.53828 8 17
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 889 0.6828277 1856.5430 87.762138 2.293267 2000-2012 –> 2008-2019 1.2804805 0.5976528 3742.0314 197.01639 9 19
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1760 0.5051434 2604.8101 448.947518 2.558507 1982-1999 –> 2000-2012 0.9608965 0.4557531 5795.8789 670.08206 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 1760 0.5062863 2610.7651 188.351729 2.481046 1982-1999 –> 2000-2012 0.9710058 0.4647195 5897.5983 316.85191 2 5
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1760 0.5292054 2766.6109 377.545042 2.218067 1982-1999 –> 2000-2012 0.9915345 0.4623291 6027.5659 729.07502 3 5
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1760 0.5334055 2794.4374 390.189626 2.193680 1982-1999 –> 2000-2012 1.0003298 0.4669243 6105.0214 753.34659 4 8
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1760 0.5409940 2844.1618 545.406155 2.239715 1982-1999 –> 2000-2012 1.0212889 0.4802949 6296.4201 1006.69412 6 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1760 0.5518549 2914.1290 226.723605 2.711190 1982-1999 –> 2000-2012 1.0243849 0.4725299 6284.5978 364.17817 7 12
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1760 0.5344964 2801.6291 845.246190 3.014112 1982-1999 –> 2000-2012 1.1347310 0.6002346 7372.5012 1515.56640 5 14
Atlantic (28.15,28.2] 3 cstar_tref ~ temp + aou + nitrate 1760 0.6196435 3319.9531 182.231145 2.814877 1982-1999 –> 2000-2012 1.1816730 0.5620295 7558.8103 304.09316 11 18
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1760 0.5901280 3152.1602 354.042718 2.313962 1982-1999 –> 2000-2012 1.1865917 0.5964637 7693.4080 572.09895 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1760 0.6113463 3274.5008 344.498612 2.343915 1982-1999 –> 2000-2012 1.2206937 0.6093475 7920.9845 554.53430 10 20
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1521 0.5811304 2679.2741 385.588255 2.551717 2000-2012 –> 2008-2019 1.0862738 0.5051434 5284.0841 834.53577 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 1521 0.5811351 2677.2985 178.272974 2.556349 2000-2012 –> 2008-2019 1.0874214 0.5062863 5288.0636 366.62470 2 4
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1521 0.6042663 2796.0329 859.930528 3.104326 2000-2012 –> 2008-2019 1.1387627 0.5344964 5597.6620 1705.17672 3 8
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1521 0.6100603 2825.0622 370.191251 2.440650 2000-2012 –> 2008-2019 1.1392657 0.5292054 5591.6732 747.73629 4 7
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1521 0.6148206 2848.7069 382.786058 2.406599 2000-2012 –> 2008-2019 1.1482261 0.5334055 5643.1442 772.97568 5 9
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1521 0.6209087 2878.6815 528.090173 2.349389 2000-2012 –> 2008-2019 1.1619027 0.5409940 5722.8432 1073.49633 6 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1521 0.6209196 2878.7349 208.146862 2.713417 2000-2012 –> 2008-2019 1.1727746 0.5518549 5792.8639 434.87047 7 14
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1521 0.6593025 3063.1966 335.203994 2.416192 2000-2012 –> 2008-2019 1.2494306 0.5901280 6215.3568 689.24671 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1521 0.6599331 3064.1047 237.669482 2.485305 2000-2012 –> 2008-2019 1.2517392 0.5918061 6224.2598 470.74831 9 18
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1521 0.6682107 3102.0235 331.839830 2.448492 2000-2012 –> 2008-2019 1.2795570 0.6113463 6376.5243 676.33844 10 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3056 0.3681624 2579.2519 884.368610 2.392596 1982-1999 –> 2000-2012 0.6995469 0.3313845 5185.0514 1846.89482 1 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3056 0.3707008 2621.2481 534.910341 2.198255 1982-1999 –> 2000-2012 0.7006946 0.3299938 5192.3869 881.34505 2 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3056 0.3838526 2834.3333 324.576264 2.305210 1982-1999 –> 2000-2012 0.7182698 0.3344172 5515.2175 635.81143 3 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3056 0.3845893 2846.0520 288.481034 2.310873 1982-1999 –> 2000-2012 0.7215381 0.3369488 5589.0961 572.17252 5 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3056 0.3889803 2915.4399 60.667677 2.212547 1982-1999 –> 2000-2012 0.7215893 0.3326090 5551.6382 105.69528 8 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3056 0.3845196 2844.9438 294.392211 2.311101 1982-1999 –> 2000-2012 0.7216001 0.3370805 5591.2078 583.77945 4 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 3056 0.3850519 2851.4000 273.047937 2.268804 1982-1999 –> 2000-2012 0.7221324 0.3370805 5595.6640 493.38210 6 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 3056 0.3893152 2918.6994 59.104492 2.244484 1982-1999 –> 2000-2012 0.7230633 0.3337481 5581.0783 101.27916 10 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 3056 0.3862552 2870.4695 209.114155 2.234708 1982-1999 –> 2000-2012 0.7236216 0.3373665 5621.7229 339.47707 7 16
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 3056 0.3890319 2914.2494 46.788440 2.220842 1982-1999 –> 2000-2012 0.7281770 0.3391451 5708.8421 69.98966 9 19
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2637 0.4043139 2721.5390 909.472163 2.430537 2000-2012 –> 2008-2019 0.7724763 0.3681624 5300.7909 1793.84077 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2637 0.4280530 3022.4491 419.961045 4.060344 2000-2012 –> 2008-2019 0.7987538 0.3707008 5643.6973 954.87139 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2637 0.4285732 3028.8546 351.263350 2.468032 2000-2012 –> 2008-2019 0.8124258 0.3838526 5863.1880 675.83961 3 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2637 0.4285998 3029.1817 322.140684 2.386742 2000-2012 –> 2008-2019 0.8131194 0.3845196 5874.1254 616.53290 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2637 0.4286354 3029.6204 315.135080 2.372184 2000-2012 –> 2008-2019 0.8132247 0.3845893 5875.6724 603.61611 5 10
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2637 0.4347859 3102.7596 289.916223 2.595711 2000-2012 –> 2008-2019 0.8198379 0.3850519 5954.1595 562.96416 6 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2637 0.4402813 3169.0014 205.371077 2.801770 2000-2012 –> 2008-2019 0.8265365 0.3862552 6039.4709 414.48523 7 14
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2637 0.4442105 3217.8588 66.666283 2.460847 2000-2012 –> 2008-2019 0.8331908 0.3889803 6133.2987 127.33396 8 16
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2637 0.4450807 3226.1809 66.662512 2.460666 2000-2012 –> 2008-2019 0.8343959 0.3893152 6144.8803 125.76700 9 19
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2637 0.4456604 3233.0453 41.329094 2.493665 2000-2012 –> 2008-2019 0.8346923 0.3890319 6147.2947 88.11753 10 19
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5623 5.8933532 35919.8202 186.416016 29.287310 1982-1999 –> 2000-2012 12.0005791 6.1072259 86045.2186 368.84973 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5623 5.9837047 36090.9254 27.166823 30.009825 1982-1999 –> 2000-2012 12.1603386 6.1766339 86391.7347 54.32385 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5623 6.0345619 36186.1044 11.682963 30.234677 1982-1999 –> 2000-2012 12.2490677 6.2145058 86581.7961 23.87208 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5623 6.0503803 36215.5450 14.857220 30.248454 1982-1999 –> 2000-2012 12.2836595 6.2332792 86658.0562 30.31376 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5623 6.1161923 36337.2109 189.467315 26.168658 1982-1999 –> 2000-2012 12.5016270 6.3854347 87154.0666 373.93408 5 10
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 5623 6.1839992 36459.2031 185.598644 26.634621 1982-1999 –> 2000-2012 12.6239952 6.4399961 87406.1255 367.43156 6 12
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5623 6.2136912 36515.0709 26.283333 26.725032 1982-1999 –> 2000-2012 12.6793239 6.4656326 87525.6611 51.98219 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5623 6.2700030 36616.5291 6.291951 26.883024 1982-1999 –> 2000-2012 12.7800050 6.5100020 87733.2727 12.76053 8 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5623 6.2749689 36625.4325 7.935758 26.948566 1982-1999 –> 2000-2012 12.7928052 6.5178363 87760.8445 15.58007 9 18
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 5623 6.2889784 36648.5123 23.245017 27.217323 1982-1999 –> 2000-2012 12.8152883 6.5263099 87802.0909 46.36752 10 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4728 5.8242543 30093.2477 182.878588 36.226427 2000-2012 –> 2008-2019 11.7176075 5.8933532 66013.0679 369.29460 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4728 5.9179747 30244.1966 26.674940 36.195608 2000-2012 –> 2008-2019 11.9016794 5.9837047 66335.1220 53.84176 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4728 5.9681251 30323.9915 12.195590 36.731110 2000-2012 –> 2008-2019 12.0026870 6.0345619 66510.0959 23.87855 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4728 5.9802893 30343.2452 15.503197 36.130255 2000-2012 –> 2008-2019 12.0306697 6.0503803 66558.7902 30.36042 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4728 6.0104189 30390.7663 184.985359 24.991194 2000-2012 –> 2008-2019 12.1266112 6.1161923 66727.9772 374.45267 5 10
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 4728 6.0793023 30496.5220 182.358479 26.292303 2000-2012 –> 2008-2019 12.2633015 6.1839992 66955.7251 367.95712 6 12
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4728 6.1117678 30548.8858 25.268695 24.507461 2000-2012 –> 2008-2019 12.3254590 6.2136912 67063.9567 51.55203 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4728 6.1247669 30568.9764 5.976658 26.955371 2000-2012 –> 2008-2019 12.4173028 6.2925359 67225.8484 12.26799 8 19
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4728 6.1282360 30572.3309 5.714477 27.242688 2000-2012 –> 2008-2019 12.4208761 6.2926400 67227.3890 11.66173 9 21
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4728 6.1676939 30635.0201 6.245769 24.389007 2000-2012 –> 2008-2019 12.4376970 6.2700030 67251.5491 12.53772 10 18
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 6066 4.1749202 34566.3458 780.752878 14.083150 1982-1999 –> 2000-2012 8.3214924 4.1465722 82091.2357 1558.89664 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6066 4.2319782 34731.0291 48.645675 25.844636 1982-1999 –> 2000-2012 8.4422678 4.2102896 82510.9199 97.08691 2 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6066 4.2769913 34859.3888 53.097604 14.740434 1982-1999 –> 2000-2012 8.4801880 4.2031966 82611.0848 105.43336 6 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 6066 4.2500863 34782.8298 838.539492 25.851935 1982-1999 –> 2000-2012 8.5270324 4.2769461 82825.3861 1668.92860 4 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6066 4.2488680 34779.3517 58.288021 14.009144 1982-1999 –> 2000-2012 8.5359437 4.2870757 82861.4660 115.09049 3 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6066 4.2974356 34917.2424 19.034875 25.976690 1982-1999 –> 2000-2012 8.5498152 4.2523796 82863.4719 37.78852 9 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6066 4.2734210 34849.2571 12.529755 19.626940 1982-1999 –> 2000-2012 8.5671997 4.2937787 82957.4965 24.47641 5 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6066 4.3070670 34944.4021 20.698052 25.879134 1982-1999 –> 2000-2012 8.5702654 4.2631985 82933.1215 41.07753 10 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6066 4.2823178 34874.4883 17.349151 20.713290 1982-1999 –> 2000-2012 8.5830678 4.3007501 83009.8555 33.95173 7 18
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6066 4.3632191 35101.5472 17.516956 15.406562 1982-1999 –> 2000-2012 8.6330595 4.2698405 83116.2991 34.92939 11 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5086 4.2787236 29234.0188 792.394561 14.310064 2000-2012 –> 2008-2019 8.4536438 4.1749202 63800.3645 1573.14744 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5086 4.2966135 29276.4606 59.078432 14.789925 2000-2012 –> 2008-2019 8.5454816 4.2488680 64055.8123 117.36645 2 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5086 4.3145359 29318.8027 48.420704 27.097501 2000-2012 –> 2008-2019 8.5465141 4.2319782 64049.8317 97.06638 3 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5086 4.3330299 29362.3111 842.978264 27.076261 2000-2012 –> 2008-2019 8.5831162 4.2500863 64145.1409 1681.51776 6 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5086 4.3215160 29335.2457 12.784489 15.306095 2000-2012 –> 2008-2019 8.5949370 4.2734210 64184.5028 25.31424 4 9
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5086 4.3290246 29352.9041 17.529509 15.585310 2000-2012 –> 2008-2019 8.6113423 4.2823178 64227.3924 34.87866 5 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5086 4.3388745 29376.0224 389.473942 14.463309 2000-2012 –> 2008-2019 8.6315890 4.2927144 64279.9293 776.54966 7 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5086 4.3808733 29474.0103 53.802505 14.949877 2000-2012 –> 2008-2019 8.6578646 4.2769913 64333.3992 106.90011 9 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5086 4.3768102 29464.5718 19.027449 27.238163 2000-2012 –> 2008-2019 8.6742458 4.2974356 64381.8142 38.06232 8 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5086 4.3840154 29481.3034 20.628815 27.143788 2000-2012 –> 2008-2019 8.6910824 4.3070670 64425.7055 41.32687 10 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4836 3.3302878 25373.9576 131.957570 20.410803 1982-1999 –> 2000-2012 6.3733328 3.0430450 59227.9589 257.17953 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4836 3.3891595 25543.4421 46.410035 20.817074 1982-1999 –> 2000-2012 6.5059599 3.1168005 59717.5367 92.73299 3 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4836 3.3968395 25565.3347 51.115182 20.792604 1982-1999 –> 2000-2012 6.5274035 3.1305640 59798.3225 102.19795 5 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4836 3.3622527 25466.3489 864.579138 19.365542 1982-1999 –> 2000-2012 6.5479798 3.1857272 59932.8059 1677.52413 2 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4836 3.3903652 25546.8823 138.954535 20.408667 1982-1999 –> 2000-2012 6.6358641 3.2454989 60261.7934 266.09484 4 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4836 3.4652530 25758.1963 24.049016 20.757576 1982-1999 –> 2000-2012 6.8184326 3.3531796 60909.3727 46.03908 6 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4836 3.5161670 25897.2704 864.194686 20.093132 1982-1999 –> 2000-2012 6.8189664 3.3027994 60844.1042 1672.99557 8 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4836 3.4758965 25787.8583 36.163505 20.734499 1982-1999 –> 2000-2012 6.8487872 3.3728907 61017.3745 69.65709 7 16
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4836 3.5205282 25909.2593 131.772035 21.123565 1982-1999 –> 2000-2012 6.8627249 3.3421967 61014.5854 256.56548 9 16
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4836 3.5815269 26075.4069 22.076457 21.518607 1982-1999 –> 2000-2012 7.0212979 3.4397710 61565.3612 42.78885 10 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4096 3.4843255 21863.8091 138.511851 20.913006 2000-2012 –> 2008-2019 6.8146134 3.3302878 47237.7668 270.46942 2 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4096 3.4723958 21835.7130 911.028951 20.038875 2000-2012 –> 2008-2019 6.8346485 3.3622527 47302.0619 1775.60809 1 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4096 3.5377912 21988.5575 145.372148 20.658868 2000-2012 –> 2008-2019 6.9281563 3.3903652 47535.4398 284.32668 3 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4096 3.5623021 22045.1186 49.368423 21.067368 2000-2012 –> 2008-2019 6.9514616 3.3891595 47588.5606 95.77846 4 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4096 3.5689940 22060.4930 54.296810 21.007671 2000-2012 –> 2008-2019 6.9658335 3.3968395 47625.8277 105.41199 5 10
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4096 3.6314853 22202.6896 24.991277 20.767739 2000-2012 –> 2008-2019 7.0967383 3.4652530 47960.8859 49.04029 7 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4096 3.6407734 22223.6152 37.505645 20.706954 2000-2012 –> 2008-2019 7.1166699 3.4758965 48011.4735 73.66915 8 15
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4096 3.6254450 22187.0523 909.717995 20.661408 2000-2012 –> 2008-2019 7.1416120 3.5161670 48084.3227 1773.91268 6 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4096 3.6539883 22251.2959 137.702882 21.300818 2000-2012 –> 2008-2019 7.1745165 3.5205282 48160.5552 269.47492 9 18
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4096 3.7285067 22416.6805 22.829250 21.589714 2000-2012 –> 2008-2019 7.3100337 3.5815269 48492.0874 44.90571 11 21
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5694 3.3774814 30033.5517 126.162800 14.553775 1982-1999 –> 2000-2012 6.3431334 2.9656520 69878.4788 235.07532 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5694 3.4880040 30400.2380 44.550479 13.011683 1982-1999 –> 2000-2012 6.5718321 3.0838281 70866.2204 82.88947 2 5
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5694 3.5012048 30443.2562 716.514198 19.176776 1982-1999 –> 2000-2012 6.5827996 3.0815948 70897.7238 1400.41462 6 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5694 3.4899494 30406.5879 51.483417 13.046479 1982-1999 –> 2000-2012 6.5838156 3.0938661 70924.2221 95.16920 3 8
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5694 3.5013001 30441.5662 653.515889 19.278518 1982-1999 –> 2000-2012 6.5878555 3.0865554 70919.5985 1243.10224 7 11
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5694 3.4932272 30417.2786 28.144319 13.061676 1982-1999 –> 2000-2012 6.6880591 3.1948319 71445.3165 54.61643 4 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 5694 3.4935848 30416.4444 26.696571 13.191567 1982-1999 –> 2000-2012 6.7020273 3.2084425 71510.0499 52.71020 5 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5694 3.5538394 30613.1810 133.532884 13.397751 1982-1999 –> 2000-2012 6.7176246 3.1637853 71486.0093 252.98074 8 14
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5694 3.5556806 30617.0794 126.147002 13.000101 1982-1999 –> 2000-2012 6.7302071 3.1745265 71541.7776 234.76616 9 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5694 3.7187936 31129.8634 25.049552 13.804031 1982-1999 –> 2000-2012 7.0527527 3.3339591 72835.3995 47.07245 10 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4713 3.5545995 25343.3674 134.590114 15.968102 2000-2012 –> 2008-2019 6.9320809 3.3774814 55376.9191 260.75291 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4713 3.6153607 25503.1310 754.439848 21.766692 2000-2012 –> 2008-2019 7.1165656 3.5012048 55946.3872 1470.95405 2 8
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4713 3.6165783 25504.3048 696.495187 21.376990 2000-2012 –> 2008-2019 7.1178784 3.5013001 55945.8710 1350.01108 3 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4713 3.6672799 25637.5322 28.660424 12.349580 2000-2012 –> 2008-2019 7.1605071 3.4932272 56054.8109 56.80474 4 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4713 3.6807983 25672.2147 46.738008 12.370584 2000-2012 –> 2008-2019 7.1688022 3.4880040 56072.4527 91.28849 8 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4713 3.6791878 25668.0896 54.299081 12.256126 2000-2012 –> 2008-2019 7.1691372 3.4899494 56074.6775 105.78250 6 9
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4713 3.6827085 25675.1053 27.034691 12.722646 2000-2012 –> 2008-2019 7.1762934 3.4935848 56091.5497 53.73126 9 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4713 3.6722516 25650.3024 139.797225 15.536715 2000-2012 –> 2008-2019 7.2260910 3.5538394 56263.4834 273.33011 5 13
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4713 3.6798488 25667.7829 134.564093 14.663558 2000-2012 –> 2008-2019 7.2355294 3.5556806 56284.8624 260.71110 7 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4713 3.8447675 26083.0327 26.796244 15.212811 2000-2012 –> 2008-2019 7.5635611 3.7187936 57212.8961 51.84580 11 21
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6874 3.1264142 35192.7296 142.856435 9.737126 1982-1999 –> 2000-2012 5.6643556 2.5379414 79852.8732 288.09625 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6874 3.1486434 35290.1336 27.358169 10.477956 1982-1999 –> 2000-2012 5.6971063 2.5484630 80028.8660 53.90713 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6874 3.1775681 35415.8517 45.989812 9.539944 1982-1999 –> 2000-2012 5.7717239 2.5941559 80492.1573 92.16624 3 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6874 3.1807425 35429.5793 28.982190 9.637507 1982-1999 –> 2000-2012 5.7732696 2.5925271 80493.9545 58.98121 4 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6874 3.2270681 35628.3665 102.162925 15.248283 1982-1999 –> 2000-2012 5.7779794 2.5509113 80385.3401 203.34936 6 9
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 6874 3.2083278 35546.2960 10.680733 10.459539 1982-1999 –> 2000-2012 5.8101202 2.6017924 80676.4390 20.91539 5 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6874 3.2694595 35807.7872 35.331941 9.867798 1982-1999 –> 2000-2012 5.8745496 2.6050901 80963.9915 69.95452 7 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6874 3.2724302 35820.2730 38.814688 9.878036 1982-1999 –> 2000-2012 5.8847604 2.6123302 81029.1981 76.76488 8 16
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 6874 3.3105678 35977.5687 100.301212 13.184569 1982-1999 –> 2000-2012 5.9819462 2.6713785 81609.0925 198.77046 9 18
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 6874 3.3577795 36172.2428 662.554494 22.153845 1982-1999 –> 2000-2012 6.0447792 2.6869998 81914.5251 1359.71630 12 22
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5738 3.3791968 30271.3529 148.279234 11.776812 2000-2012 –> 2008-2019 6.5056110 3.1264142 65464.0825 291.13567 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5738 3.4734662 30587.1144 27.013168 11.214970 2000-2012 –> 2008-2019 6.6221095 3.1486434 65877.2480 54.37134 4 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5738 3.4491531 30506.5038 46.717138 10.957145 2000-2012 –> 2008-2019 6.6267212 3.1775681 65922.3555 92.70695 2 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5738 3.4557339 30528.3787 29.436780 11.167123 2000-2012 –> 2008-2019 6.6364764 3.1807425 65957.9579 58.41897 3 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5738 3.5063957 30695.3978 108.323005 18.650975 2000-2012 –> 2008-2019 6.7334638 3.2270681 66323.7643 210.48593 5 11
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 5738 3.5325513 30778.6843 10.811854 11.994994 2000-2012 –> 2008-2019 6.7408791 3.2083278 66324.9803 21.49259 6 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5738 3.5804934 30935.3838 36.165572 11.758914 2000-2012 –> 2008-2019 6.8499530 3.2694595 66743.1710 71.49751 8 15
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5738 3.5827059 30942.4730 39.776261 11.819448 2000-2012 –> 2008-2019 6.8551361 3.2724302 66762.7460 78.59095 10 18
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5738 3.5813219 30936.0388 105.814980 16.464027 2000-2012 –> 2008-2019 6.8918897 3.3105678 66913.6075 206.11619 9 18
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5738 3.5793348 30929.6695 727.119403 27.525056 2000-2012 –> 2008-2019 6.9371143 3.3577795 67101.9123 1389.67390 7 19
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6221 3.4094830 32929.3010 104.711997 29.801454 1982-1999 –> 2000-2012 5.9798772 2.5703942 73974.3947 215.24526 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6221 3.5318076 33367.8708 501.634997 26.755511 1982-1999 –> 2000-2012 6.1163843 2.5845767 74508.5097 1071.79259 4 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6221 3.4677848 33140.2593 33.431847 31.976792 1982-1999 –> 2000-2012 6.1285828 2.6607980 74785.5714 67.54850 2 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6221 3.5601559 33467.3387 18.354911 21.850630 1982-1999 –> 2000-2012 6.1539266 2.5937707 74669.6362 36.32617 5 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6221 3.5048791 33272.6424 36.030286 32.725660 1982-1999 –> 2000-2012 6.2060948 2.7012157 75179.7316 73.06949 3 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6221 3.5832460 33547.7732 97.322574 27.350767 1982-1999 –> 2000-2012 6.2152363 2.6319904 75004.0654 203.36160 6 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6221 3.5901899 33571.8612 81.514162 27.069819 1982-1999 –> 2000-2012 6.2245673 2.6343774 75043.8940 172.95408 7 12
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 6221 3.6452069 33759.0794 14.746173 22.514109 1982-1999 –> 2000-2012 6.2882839 2.6430770 75286.3599 28.70098 8 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6221 3.7201449 34014.2676 327.884552 17.293219 1982-1999 –> 2000-2012 6.4592099 2.7390650 76162.9716 648.73954 10 19
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6221 3.7760665 34199.9053 34.309853 17.313336 1982-1999 –> 2000-2012 6.5650145 2.7889480 76661.9918 67.41407 14 25
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5287 3.5872916 28525.0572 106.195279 28.234795 2000-2012 –> 2008-2019 6.9967746 3.4094830 61454.3582 210.90728 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5287 3.6268508 28641.0247 33.387290 30.241473 2000-2012 –> 2008-2019 7.0946356 3.4677848 61781.2840 66.81914 2 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5287 3.6596163 28736.1227 35.926640 31.147860 2000-2012 –> 2008-2019 7.1644953 3.5048791 62008.7651 71.95693 3 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5287 3.7616489 29026.8982 516.439235 25.840950 2000-2012 –> 2008-2019 7.2934565 3.5318076 62394.7690 1018.07423 4 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5287 3.8111114 29165.0312 100.700485 26.465497 2000-2012 –> 2008-2019 7.3943574 3.5832460 62712.8044 198.02306 6 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5287 3.8424618 29251.6576 18.903689 19.225052 2000-2012 –> 2008-2019 7.4026177 3.5601559 62718.9964 37.25860 8 13
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5287 3.8213785 29193.4792 83.022282 26.172953 2000-2012 –> 2008-2019 7.4115685 3.5901899 62765.3404 164.53644 7 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5287 3.7967990 29125.2462 31.943632 36.223417 2000-2012 –> 2008-2019 7.4961174 3.6993185 63069.6644 63.77424 5 14
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 5287 3.9311846 29491.0362 15.601152 19.829767 2000-2012 –> 2008-2019 7.5763915 3.6452069 63250.1155 30.34733 9 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5287 3.9571230 29562.5755 356.104848 33.948352 2000-2012 –> 2008-2019 7.7170678 3.7599448 63709.2466 692.32647 10 21
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6317 3.0727796 32123.5774 41.301159 10.265223 1982-1999 –> 2000-2012 5.2728296 2.2000500 70162.5706 80.08692 3 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6317 3.0685672 32106.2460 48.949077 10.034500 1982-1999 –> 2000-2012 5.2747854 2.2062182 70193.4673 92.67862 2 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6317 3.1176997 32306.9333 167.626773 10.880565 1982-1999 –> 2000-2012 5.3099746 2.1922749 70284.9413 328.26907 8 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6317 3.0984536 32228.6997 506.418334 8.752863 1982-1999 –> 2000-2012 5.3353722 2.2369187 70553.9759 979.07033 5 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6317 3.0970222 32222.8620 58.057093 8.758176 1982-1999 –> 2000-2012 5.3469146 2.2498923 70647.7567 113.86356 4 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6317 3.1297780 32355.7842 30.157536 13.848270 1982-1999 –> 2000-2012 5.3477159 2.2179379 70534.2703 56.12821 10 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6317 3.1078424 32266.9249 59.530325 8.769114 1982-1999 –> 2000-2012 5.3629074 2.2550650 70731.3779 117.56325 7 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6317 3.0451468 32009.4488 41.546026 9.051458 1982-1999 –> 2000-2012 5.3708679 2.3257211 71005.3474 80.65674 1 13
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 6317 3.1345247 32372.9309 29.923135 14.550568 1982-1999 –> 2000-2012 5.4057696 2.2712449 70958.5380 55.35807 11 21
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 6317 3.0986035 32227.3110 32.823329 8.748832 1982-1999 –> 2000-2012 5.4270168 2.3284133 71241.1383 63.62549 6 19
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5423 3.4886664 28956.0964 43.052004 9.736869 2000-2012 –> 2008-2019 6.5338132 3.0451468 60965.5452 84.59803 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5423 3.5620876 29181.9886 49.587424 10.435825 2000-2012 –> 2008-2019 6.6306548 3.0685672 61288.2346 98.53650 7 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5423 3.5373287 29106.3382 61.398659 10.002876 2000-2012 –> 2008-2019 6.6343509 3.0970222 61329.2002 119.45575 3 7
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5423 3.5457361 29132.0861 508.789196 10.092787 2000-2012 –> 2008-2019 6.6441897 3.0984536 61360.7857 1015.20753 4 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 5423 3.5262923 29072.4460 71.512272 9.908738 2000-2012 –> 2008-2019 6.6444621 3.1181698 61381.2842 142.88739 2 11
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5423 3.5718732 29211.7433 43.141030 10.828861 2000-2012 –> 2008-2019 6.6446528 3.0727796 61335.3207 84.44219 9 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5423 3.5503708 29146.2538 62.151009 10.081257 2000-2012 –> 2008-2019 6.6582132 3.1078424 61413.1787 121.68133 5 12
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 5423 3.5639973 29185.8018 34.417631 10.252848 2000-2012 –> 2008-2019 6.6626008 3.0986035 61413.1128 67.24096 8 14
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + silicate 5423 3.5581853 29168.1002 52.859398 10.052621 2000-2012 –> 2008-2019 6.7037779 3.1455926 61585.5626 103.40839 6 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5423 3.6352596 29402.5284 167.858244 11.417254 2000-2012 –> 2008-2019 6.7529593 3.1176997 61709.4616 335.48502 10 18
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2441 2.1157948 10599.9779 551.771615 5.464539 1982-1999 –> 2000-2012 3.5735204 1.4577255 22419.6715 1061.46252 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2441 2.1266986 10625.0727 140.318086 5.680220 1982-1999 –> 2000-2012 3.5943981 1.4676995 22489.5936 296.62279 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2441 2.1370074 10648.6803 132.593689 5.590237 1982-1999 –> 2000-2012 3.6105813 1.4735738 22539.4603 280.37467 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2441 2.2017089 10794.2974 551.200562 6.442210 1982-1999 –> 2000-2012 3.7357170 1.5340081 22949.3086 1051.14673 4 12
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2441 2.2394728 10877.3239 599.329340 7.163481 1982-1999 –> 2000-2012 3.7549450 1.5154723 22952.4159 1149.86588 8 12
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2441 2.2069591 10803.9252 502.653344 6.222210 1982-1999 –> 2000-2012 3.7672272 1.5602681 23068.5216 962.41889 5 19
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 2441 2.2519579 10902.4657 485.415414 7.676741 1982-1999 –> 2000-2012 3.7674564 1.5154985 22975.6712 930.58278 14 19
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2441 2.2549956 10911.0466 77.897942 7.179276 1982-1999 –> 2000-2012 3.7856260 1.5306304 23051.5668 150.93708 16 22
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2441 2.2406795 10879.9538 541.556293 6.600584 1982-1999 –> 2000-2012 3.7899889 1.5493094 23100.2141 1047.98040 9 20
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2441 2.2601196 10922.1272 73.389251 7.222450 1982-1999 –> 2000-2012 3.7947692 1.5346496 23079.8872 142.08429 20 29
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2042 2.4725766 9506.0299 532.342596 7.241976 2000-2012 –> 2008-2019 4.5883714 2.1157948 20106.0077 1084.11421 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2042 2.4792273 9517.0002 138.994933 7.259698 2000-2012 –> 2008-2019 4.6059259 2.1266986 20142.0729 279.31302 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2042 2.4886267 9532.4546 131.812565 7.323165 2000-2012 –> 2008-2019 4.6256342 2.1370074 20181.1348 264.40625 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2042 2.5081963 9564.4439 160.546464 7.839362 2000-2012 –> 2008-2019 4.7226814 2.2144851 20386.9890 322.38734 4 10
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 2042 2.5128902 9570.0796 138.882911 7.729550 2000-2012 –> 2008-2019 4.7332309 2.2203407 20403.5169 278.99261 5 12
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2042 2.5459446 9625.4500 516.192160 8.390189 2000-2012 –> 2008-2019 4.7476534 2.2017089 20419.7474 1067.39272 6 10
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2042 2.5534937 9635.5418 474.610251 8.061055 2000-2012 –> 2008-2019 4.7604528 2.2069591 20439.4670 977.26359 7 12
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2042 2.5593417 9646.8843 153.775550 8.211928 2000-2012 –> 2008-2019 4.8068509 2.2475092 20541.6960 310.30321 8 20
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 2042 2.5593538 9644.9036 151.896015 8.201893 2000-2012 –> 2008-2019 4.8190272 2.2596734 20564.0669 306.98073 9 28
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2042 2.5693871 9660.8826 136.173119 7.827056 2000-2012 –> 2008-2019 4.8260884 2.2567012 20573.6204 274.57932 10 27
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3150 1.5777083 11825.9450 209.975169 5.424789 1982-1999 –> 2000-2012 2.7388339 1.1611256 25362.0724 433.07649 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3150 1.5817653 11842.1242 226.167087 5.463919 1982-1999 –> 2000-2012 2.7396784 1.1579131 25354.3643 470.81687 3 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3150 1.5749979 11815.1125 602.061557 5.398534 1982-1999 –> 2000-2012 2.7437861 1.1687883 25407.9527 1285.91746 1 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3150 1.6759013 12206.3246 472.071816 7.886764 1982-1999 –> 2000-2012 2.8638761 1.1879749 25939.5526 975.74013 6 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3150 1.6853774 12241.8465 52.235302 7.988603 1982-1999 –> 2000-2012 2.8751213 1.1897439 25987.9043 103.48107 7 12
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3150 1.6890487 12255.5551 55.325916 8.044462 1982-1999 –> 2000-2012 2.8796088 1.1905602 26007.5261 110.37754 8 14
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 3150 1.6896342 12255.7387 463.370750 8.416359 1982-1999 –> 2000-2012 2.8841807 1.1945465 26034.5303 954.13427 9 18
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3150 1.7032311 12306.2333 19.231100 8.594007 1982-1999 –> 2000-2012 2.8962514 1.1930203 26074.0023 37.86940 10 17
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3150 1.7070339 12320.2836 20.504162 8.640224 1982-1999 –> 2000-2012 2.9002598 1.1932259 26089.5384 40.43896 11 19
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3150 1.7288527 12402.2982 601.945965 6.338551 1982-1999 –> 2000-2012 2.9853517 1.2564991 26619.0416 1303.73935 12 23
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2610 1.8418217 10609.0009 618.259839 6.321958 2000-2012 –> 2008-2019 3.4168196 1.5749979 22424.1134 1220.32140 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2610 1.8437392 10614.4325 236.212394 6.324421 2000-2012 –> 2008-2019 3.4214475 1.5777083 22440.3775 446.18756 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2610 1.8515957 10636.6288 252.717118 6.373202 2000-2012 –> 2008-2019 3.4333610 1.5817653 22478.7530 478.88421 3 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2610 1.8536748 10642.4869 180.666734 6.667250 2000-2012 –> 2008-2019 3.4926228 1.6389480 22708.3435 363.41699 4 8
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2610 1.8539427 10641.2412 175.470669 6.670494 2000-2012 –> 2008-2019 3.4994910 1.6455483 22730.4178 343.77809 5 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2610 2.0102975 11065.8949 447.545508 8.846268 2000-2012 –> 2008-2019 3.6861988 1.6759013 23272.2196 919.61732 7 13
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2610 2.0217441 11095.5331 52.338520 8.921542 2000-2012 –> 2008-2019 3.7071214 1.6853774 23337.3797 104.57382 14 21
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2610 2.0268880 11108.7976 54.845181 8.987120 2000-2012 –> 2008-2019 3.7159367 1.6890487 23364.3527 110.17110 15 23
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 2610 2.0442381 11151.2905 439.284477 9.736492 2000-2012 –> 2008-2019 3.7338723 1.6896342 23407.0291 902.65523 17 26
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2610 2.0102941 11065.8861 615.732016 6.913631 2000-2012 –> 2008-2019 3.7391468 1.7288527 23468.1843 1217.67798 6 18
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2507 1.5654327 9375.6435 394.029073 6.058987 1982-1999 –> 2000-2012 2.8108355 1.2454028 20930.5159 781.30287 2 3
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2507 1.5696633 9389.1756 92.649258 6.291943 1982-1999 –> 2000-2012 2.8181501 1.2484868 20961.4695 171.59935 5 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2507 1.5709434 9393.2628 99.311703 6.343477 1982-1999 –> 2000-2012 2.8202347 1.2492914 20970.0946 187.81742 6 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2507 1.6008691 9487.8789 81.568306 6.224076 1982-1999 –> 2000-2012 2.8479474 1.2470783 21052.2214 151.51748 9 11
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2507 1.5646033 9372.9862 709.619306 6.246468 1982-1999 –> 2000-2012 2.8510349 1.2864316 21156.1769 1301.99868 1 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2507 1.5656099 9376.2110 831.015833 6.348945 1982-1999 –> 2000-2012 2.8530400 1.2874301 21164.8669 1522.20670 3 9
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 2507 1.5694560 9386.5134 387.316363 6.295054 1982-1999 –> 2000-2012 2.8580705 1.2886145 21179.6468 754.43357 4 12
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2507 1.5733706 9399.0040 21.586906 6.511948 1982-1999 –> 2000-2012 2.8632314 1.2898608 21198.9466 41.90740 7 16
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2507 1.5748208 9403.6233 23.337627 6.579448 1982-1999 –> 2000-2012 2.8654724 1.2906516 21207.8832 45.23640 8 18
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2507 1.6189117 9542.0731 23.693254 6.782278 1982-1999 –> 2000-2012 2.9233682 1.3044564 21421.2757 45.84686 10 23
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2148 1.6993876 8387.7911 648.917198 6.225023 2000-2012 –> 2008-2019 3.2639909 1.5646033 17760.7773 1358.53650 2 3
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2148 1.6990501 8386.9377 754.873280 6.364050 2000-2012 –> 2008-2019 3.2646600 1.5656099 17763.1487 1585.88911 1 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2148 1.7327507 8471.3147 439.563621 7.500247 2000-2012 –> 2008-2019 3.2981834 1.5654327 17846.9582 833.59269 3 5
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 2148 1.7330935 8470.1646 428.359607 7.623535 2000-2012 –> 2008-2019 3.3025495 1.5694560 17856.6780 815.67597 4 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2148 1.7366029 8480.8548 91.057671 7.645100 2000-2012 –> 2008-2019 3.3062662 1.5696633 17870.0304 183.70693 5 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2148 1.7380004 8484.3106 100.781419 7.701933 2000-2012 –> 2008-2019 3.3089438 1.5709434 17877.5734 200.09312 7 13
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2148 1.7371220 8480.1388 19.064162 7.798428 2000-2012 –> 2008-2019 3.3104926 1.5733706 17879.1428 40.65107 6 13
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2148 1.7384884 8483.5167 20.655709 7.848107 2000-2012 –> 2008-2019 3.3133092 1.5748208 17887.1399 43.99334 8 16
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2148 1.8024279 8640.6822 80.775920 11.326233 2000-2012 –> 2008-2019 3.4032971 1.6008691 18128.5611 162.34423 11 20
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2148 1.8103870 8657.6106 20.842914 11.590554 2000-2012 –> 2008-2019 3.4292988 1.6189117 18199.6837 44.53617 12 22
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1833 1.3392285 6286.6442 655.405127 5.132668 1982-1999 –> 2000-2012 2.4924334 1.1532049 14514.0471 1272.58021 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1833 1.3462290 6305.7574 714.456809 5.133446 1982-1999 –> 2000-2012 2.5059710 1.1597420 14562.8932 1401.79452 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1833 1.3481567 6311.0031 620.924377 5.054071 1982-1999 –> 2000-2012 2.5116697 1.1635130 14585.2144 1216.18164 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1833 1.3583822 6338.7041 85.367961 5.253359 1982-1999 –> 2000-2012 2.5841870 1.2258048 14887.2441 165.07747 4 8
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1833 1.3688209 6364.7684 68.952334 6.054849 1982-1999 –> 2000-2012 2.6199112 1.2510902 15018.7058 131.86542 6 11
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1833 1.3670118 6361.9199 394.914229 5.632915 1982-1999 –> 2000-2012 2.6212125 1.2542007 15030.9187 729.85451 5 11
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1833 1.3715274 6374.0098 108.758325 5.474263 1982-1999 –> 2000-2012 2.6273633 1.2558359 15049.8620 210.98216 7 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1833 1.3721064 6375.5571 112.724467 5.454229 1982-1999 –> 2000-2012 2.6281638 1.2560573 15052.3366 220.68516 8 16
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1833 1.3961100 6437.1354 43.952699 5.144442 1982-1999 –> 2000-2012 2.6714504 1.2753404 15192.0531 83.25651 9 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1833 1.4049006 6460.1462 109.719189 6.637681 1982-1999 –> 2000-2012 2.7269749 1.3220743 15404.3651 214.64057 12 22
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1552 1.5027791 5682.6944 626.542275 5.418266 2000-2012 –> 2008-2019 2.8420076 1.3392285 11969.3386 1281.94740 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1552 1.5090890 5695.7004 674.388769 5.226338 2000-2012 –> 2008-2019 2.8553180 1.3462290 12001.4578 1388.84558 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1552 1.5102732 5698.1351 589.492751 5.245404 2000-2012 –> 2008-2019 2.8584299 1.3481567 12009.1382 1210.41713 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1552 1.5133380 5704.4276 81.214620 5.568380 2000-2012 –> 2008-2019 2.8717202 1.3583822 12043.1318 166.58258 4 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1552 1.5164130 5710.7284 399.477494 5.960366 2000-2012 –> 2008-2019 2.8834248 1.3670118 12072.6484 794.39172 5 10
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1552 1.5188796 5713.7734 65.843912 5.962482 2000-2012 –> 2008-2019 2.8877006 1.3688209 12078.5418 134.79625 6 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1552 1.5211839 5720.4787 103.095119 5.775554 2000-2012 –> 2008-2019 2.8927113 1.3715274 12094.4885 211.85344 7 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1552 1.5218415 5721.8204 109.469770 5.749436 2000-2012 –> 2008-2019 2.8939479 1.3721064 12097.3775 222.19424 8 16
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1552 1.5461540 5769.0171 44.168188 5.304847 2000-2012 –> 2008-2019 2.9422640 1.3961100 12206.1525 88.12089 12 21
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 1552 1.5419308 5760.5272 373.793847 6.881568 2000-2012 –> 2008-2019 2.9462057 1.4042748 12219.0400 755.19001 9 19
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4627 1.2470016 15187.6032 334.693863 5.093189 1982-1999 –> 2000-2012 2.2811715 1.0341699 33163.6834 677.89183 6 7
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4627 1.2188071 14975.9698 81.248413 6.250983 1982-1999 –> 2000-2012 2.2851908 1.0663837 33331.3665 152.65269 1 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4627 1.2597109 15281.4412 391.620428 5.201603 1982-1999 –> 2000-2012 2.3058999 1.0461890 33400.4103 785.50790 7 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4627 1.2639049 15312.2000 318.372915 5.251390 1982-1999 –> 2000-2012 2.3151558 1.0512509 33490.8565 633.50190 8 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4627 1.2266311 15035.1854 276.326260 6.166272 1982-1999 –> 2000-2012 2.3206568 1.0940257 33707.0396 549.52561 2 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4627 1.2312033 15069.6153 73.346805 6.340232 1982-1999 –> 2000-2012 2.3236849 1.0924815 33724.0033 142.42278 3 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4627 1.2313655 15070.8337 77.772301 6.346361 1982-1999 –> 2000-2012 2.3238277 1.0924622 33725.0031 153.20734 4 9
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 4627 1.2332578 15083.0441 14.994278 6.344488 1982-1999 –> 2000-2012 2.3274921 1.0942343 33755.2559 29.07527 5 13
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4627 1.2944073 15530.8789 28.916805 5.623730 1982-1999 –> 2000-2012 2.4145883 1.1201810 34492.8935 57.99081 9 18
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 4627 1.3604618 15991.4621 263.471944 5.549455 1982-1999 –> 2000-2012 2.5684699 1.2080082 35886.8945 524.43635 13 24
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3847 1.2902532 12892.0402 75.766447 6.444186 2000-2012 –> 2008-2019 2.5090602 1.2188071 27868.0100 157.01486 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3847 1.2916683 12900.4742 284.266597 6.352043 2000-2012 –> 2008-2019 2.5182994 1.2266311 27935.6596 560.59286 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3847 1.2973919 12934.4920 71.202805 6.495502 2000-2012 –> 2008-2019 2.5285952 1.2312033 28004.1073 144.54961 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3847 1.2976379 12935.9512 75.894790 6.502332 2000-2012 –> 2008-2019 2.5290034 1.2313655 28006.7849 153.66709 4 8
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3847 1.2999685 12947.7572 15.305447 6.498416 2000-2012 –> 2008-2019 2.5332263 1.2332578 28030.8014 30.29973 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3847 1.3558476 13273.5729 354.967340 5.750021 2000-2012 –> 2008-2019 2.6028492 1.2470016 28461.1760 689.66120 6 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3847 1.3689407 13347.5154 392.062925 5.887438 2000-2012 –> 2008-2019 2.6286515 1.2597109 28628.9566 783.68335 7 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3847 1.3720700 13365.0834 320.006628 5.927599 2000-2012 –> 2008-2019 2.6359749 1.2639049 28677.2834 638.37954 8 16
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 3847 1.3853153 13437.0011 28.883311 6.053276 2000-2012 –> 2008-2019 2.6797226 1.2944073 28967.8800 57.80012 9 18
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3847 1.4350138 13710.1896 365.045994 5.939011 2000-2012 –> 2008-2019 2.7859643 1.3509505 29638.7279 709.47030 11 21
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 9056 0.6723605 18524.0641 196.135007 7.778309 1982-1999 –> 2000-2012 1.2564988 0.5841382 40650.4061 377.27713 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 9056 0.7120992 19564.1017 152.841910 9.365296 1982-1999 –> 2000-2012 1.3402967 0.6281975 43514.9121 303.51026 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 9056 0.7371541 20190.4084 196.190866 4.613914 1982-1999 –> 2000-2012 1.3865535 0.6493995 44974.0427 376.96317 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 9056 0.7456233 20397.3128 231.336816 4.612806 1982-1999 –> 2000-2012 1.4033544 0.6577311 45500.7988 455.80208 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 9056 0.7530406 20576.5961 166.568175 4.706885 1982-1999 –> 2000-2012 1.4185915 0.6655509 45976.6169 326.97276 5 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 9056 0.8178454 22071.8187 167.204494 11.388073 1982-1999 –> 2000-2012 1.5624775 0.7446321 50288.8237 330.06761 13 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 9056 0.7854276 21339.2785 21.691347 5.187684 1982-1999 –> 2000-2012 1.5735383 0.7881106 50980.0954 43.55458 7 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 9056 0.7854784 21340.4492 21.645777 5.192882 1982-1999 –> 2000-2012 1.5735452 0.7880668 50979.8723 42.47002 8 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 9056 0.7842460 21312.0085 160.670251 5.070596 1982-1999 –> 2000-2012 1.5738246 0.7895786 50999.5166 301.92229 6 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 9056 0.7896973 21437.4701 22.926784 5.301404 1982-1999 –> 2000-2012 1.5790043 0.7893070 51116.3469 44.69293 9 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7820 0.7265432 17209.8860 195.090717 8.947466 2000-2012 –> 2008-2019 1.3989037 0.6723605 35733.9501 391.22572 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 7820 0.7609006 17932.5288 152.752235 10.240037 2000-2012 –> 2008-2019 1.4729998 0.7120992 37496.6305 305.59414 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7820 0.8066072 18844.8743 195.771498 5.696808 2000-2012 –> 2008-2019 1.5437613 0.7371541 39035.2828 391.96236 6 9
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7820 0.8152762 19012.0669 227.223690 5.698424 2000-2012 –> 2008-2019 1.5608995 0.7456233 39409.3797 458.56051 11 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7820 0.8229306 19158.2231 164.154667 5.804004 2000-2012 –> 2008-2019 1.5759712 0.7530406 39734.8191 330.72284 12 17
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 7820 0.7975911 18669.0681 159.071378 4.766909 2000-2012 –> 2008-2019 1.5818370 0.7842460 39981.0766 319.74163 3 9
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7820 0.7997912 18712.1512 22.064961 4.732525 2000-2012 –> 2008-2019 1.5852188 0.7854276 40051.4297 43.75631 4 11
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7820 0.7999171 18714.6135 22.020034 4.727743 2000-2012 –> 2008-2019 1.5853955 0.7854784 40055.0627 43.66581 5 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7820 0.8089719 18890.6578 23.172398 4.901533 2000-2012 –> 2008-2019 1.5986692 0.7896973 40328.1279 46.09918 7 16
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 7820 0.8089819 18888.8508 9.025868 4.888394 2000-2012 –> 2008-2019 1.5999920 0.7910101 40354.4069 17.82094 8 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2342 0.5020243 3432.5324 25.835027 7.542430 1982-1999 –> 2000-2012 0.9764455 0.4744212 7626.2467 50.26057 3 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2342 0.5034696 3445.9973 28.757528 7.617989 1982-1999 –> 2000-2012 0.9807909 0.4773213 7677.5462 59.70207 5 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2342 0.5037631 3448.7273 28.602745 7.635476 1982-1999 –> 2000-2012 0.9812970 0.4775339 7683.0397 57.17158 7 10
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2342 0.5008800 3421.8433 21.985275 7.091327 1982-1999 –> 2000-2012 0.9855806 0.4847006 7748.6317 48.77654 1 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2342 0.5053378 3463.3464 184.842266 7.763624 1982-1999 –> 2000-2012 0.9859287 0.4805909 7737.2736 370.42618 8 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2342 0.5017137 3429.6330 39.025551 7.140121 1982-1999 –> 2000-2012 0.9877586 0.4860449 7773.6151 88.35151 2 10
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2342 0.5025217 3437.1708 48.068329 7.190765 1982-1999 –> 2000-2012 0.9899186 0.4873969 7798.3972 103.38187 4 13
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2342 0.5108705 3514.3500 26.347529 7.666997 1982-1999 –> 2000-2012 0.9899432 0.4790728 7768.6360 52.83100 13 17
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2342 0.5037328 3448.4454 191.745485 7.300822 1982-1999 –> 2000-2012 0.9931036 0.4893708 7834.7630 383.11832 6 16
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2342 0.5156738 3556.1846 25.871082 7.586904 1982-1999 –> 2000-2012 0.9950087 0.4793349 7811.8665 52.13469 16 21
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2013 0.5608718 3398.5598 27.976599 7.910369 2000-2012 –> 2008-2019 1.0617518 0.5008800 6820.4031 49.96187 1 2
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2013 0.5621596 3407.7931 50.196488 7.959272 2000-2012 –> 2008-2019 1.0638732 0.5017137 6837.4261 89.22204 3 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2013 0.5619663 3406.4092 26.181435 8.167480 2000-2012 –> 2008-2019 1.0639907 0.5020243 6838.9415 52.01646 2 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2013 0.5630812 3414.3879 60.722060 7.997457 2000-2012 –> 2008-2019 1.0656029 0.5025217 6851.5586 108.79039 4 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2013 0.5638011 3419.5319 25.793545 8.221699 2000-2012 –> 2008-2019 1.0672706 0.5034696 6865.5292 54.55107 6 11
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2013 0.5642036 3422.4049 25.232142 8.238388 2000-2012 –> 2008-2019 1.0679666 0.5037631 6871.1323 53.83489 7 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2013 0.5653565 3430.6238 194.797196 8.151372 2000-2012 –> 2008-2019 1.0690893 0.5037328 6879.0692 386.54268 9 15
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + phosphate 2013 0.5635283 3415.5839 14.123588 7.940400 2000-2012 –> 2008-2019 1.0715251 0.5079968 6901.5115 28.60844 5 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2013 0.5668391 3441.1679 183.625473 8.400913 2000-2012 –> 2008-2019 1.0721769 0.5053378 6904.5143 368.46774 11 19
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2013 0.5651176 3426.9223 18.779249 8.004096 2000-2012 –> 2008-2019 1.0742342 0.5091166 6923.1638 37.93909 8 18

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 2.3851773 1414.741
Atlantic (-Inf,26] 2000-2012 –> 2008-2019 2.2394701 1012.512
Atlantic (26,26.5] 1982-1999 –> 2000-2012 6.6290473 14256.384
Atlantic (26,26.5] 2000-2012 –> 2008-2019 6.7750345 10839.983
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 6.3786552 17846.321
Atlantic (26.5,26.75] 2000-2012 –> 2008-2019 6.6976936 14101.257
Atlantic (26.75,27] 1982-1999 –> 2000-2012 3.8629818 24675.353
Atlantic (26.75,27] 2000-2012 –> 2008-2019 4.3996069 20243.345
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.6634166 20879.552
Atlantic (27,27.25] 2000-2012 –> 2008-2019 4.2968200 17950.291
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 4.3006966 23846.434
Atlantic (27.25,27.5] 2000-2012 –> 2008-2019 5.0514891 20061.550
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 4.6073518 31417.094
Atlantic (27.5,27.75] 2000-2012 –> 2008-2019 5.2472331 26055.000
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 3.8354584 10572.985
Atlantic (27.75,27.85] 2000-2012 –> 2008-2019 3.8146799 7761.961
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 5.9030082 12637.287
Atlantic (27.85,27.95] 2000-2012 –> 2008-2019 5.9359292 9716.842
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 7.4687352 14424.438
Atlantic (27.95,28.05] 2000-2012 –> 2008-2019 6.9883376 10573.938
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 1.1935782 3002.602
Atlantic (28.05,28.1] 2000-2012 –> 2008-2019 1.3961770 2573.615
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 1.0255509 3592.558
Atlantic (28.1,28.15] 2000-2012 –> 2008-2019 1.2675494 3703.835
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 1.0693130 6695.279
Atlantic (28.15,28.2] 2000-2012 –> 2008-2019 1.1715354 5773.648
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 0.7180233 5513.191
Atlantic (28.2, Inf] 2000-2012 –> 2008-2019 0.8158653 5897.658
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 12.4886690 87105.887
Indo-Pacific (-Inf,26] 2000-2012 –> 2008-2019 12.1643891 66786.952
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 8.5210332 82778.034
Indo-Pacific (26,26.5] 2000-2012 –> 2008-2019 8.5989817 64188.389
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 6.6960749 60428.922
Indo-Pacific (26.5,26.75] 2000-2012 –> 2008-2019 7.0334284 47799.898
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 6.6560107 71230.480
Indo-Pacific (26.75,27] 2000-2012 –> 2008-2019 7.1866446 56132.391
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 5.8280591 80744.644
Indo-Pacific (27,27.25] 2000-2012 –> 2008-2019 6.7399354 66339.183
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 6.2337178 75127.713
Indo-Pacific (27.25,27.5] 2000-2012 –> 2008-2019 7.3547482 62586.534
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 5.3454154 70631.338
Indo-Pacific (27.5,27.75] 2000-2012 –> 2008-2019 6.6509675 61378.169
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 3.7174230 22862.631
Indo-Pacific (27.75,27.85] 2000-2012 –> 2008-2019 4.7235916 20375.832
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 2.8506948 25887.649
Indo-Pacific (27.85,27.95] 2000-2012 –> 2008-2019 3.5846018 22963.117
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 2.8511385 21124.310
Indo-Pacific (27.95,28.05] 2000-2012 –> 2008-2019 3.3200991 17906.969
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 2.5989337 14929.764
Indo-Pacific (28.05,28.1] 2000-2012 –> 2008-2019 2.8873730 12079.131
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2012 2.3466138 33867.741
Indo-Pacific (28.1,28.2] 2000-2012 –> 2008-2019 2.5951347 28421.939
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2012 1.4667685 47498.143
Indo-Pacific (28.2,28.3] 2000-2012 –> 2008-2019 1.5503648 39218.017
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2012 0.9865775 7746.002
Indo-Pacific (28.3, Inf] 2000-2012 –> 2008-2019 1.0677481 6869.325

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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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 
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
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
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] 8 5 7 7 10 5 7
(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 9 6 6 5 9 5
(27.5,27.75] 6 2 6 6 10 8 8
(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] 7 10 2 5 3 5 9
(28.2, Inf] 9 10 4 4 10 4 5
total 95.00 73.00 76.00 86.00 98.00 106.00 110.00
Atlantic - 2000-2012 --> 2008-2019
(-Inf,26] 8 5 7 7 10 5 7
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 8 5 8 6 5 10 6
(26.75,27] 9 4 8 5 5 10 6
(27,27.25] 8 6 6 6 7 10 6
(27.25,27.5] 9 10 4 5 4 10 5
(27.5,27.75] 6 4 6 7 10 7 6
(27.75,27.85] 6 4 3 6 10 10 6
(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] 6 2 6 6 5 8 10
(28.15,28.2] 6 10 2 6 4 5 9
(28.2, Inf] 9 10 4 4 10 4 5
total 96.00 75.00 72.00 87.00 103.00 105.00 104.00
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] 8 6 8 4 9 5 8
(27.85,27.95] 7 4 7 6 9 4 10
(27.95,28.05] 5 4 5 8 10 4 10
(28.05,28.1] 4 5 5 8 5 10 10
(28.1,28.2] 5 5 5 7 5 10 10
(28.2,28.3] 6 7 6 7 7 10 7
(28.3, Inf] 6 5 6 8 10 6 8
total 88.00 93.00 87.00 96.00 100.00 90.00 116.00
Indo-Pacific - 2000-2012 --> 2008-2019
(-Inf,26] 7 6 6 8 10 4 7
(26,26.5] 8 8 8 7 6 6 7
(26.5,26.75] 8 10 7 7 3 4 8
(26.75,27] 7 10 6 7 5 4 8
(27,27.25] 6 10 6 7 4 5 9
(27.25,27.5] 5 9 6 6 6 10 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] 5 4 5 8 10 4 10
(28.05,28.1] 5 5 5 7 5 10 10
(28.1,28.2] 5 6 5 7 6 9 10
(28.2,28.3] 5 6 6 7 7 10 8
(28.3, Inf] 8 4 7 7 10 4 8
total 92.00 99.00 83.00 90.00 101.00 89.00 114.00

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
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
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
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
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