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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, oxygen, aou, nitrate, silicate, silicate_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") &
           str_detect(lm_coeff_filter, "nitrate")) %>%
  select(-lm_coeff_filter)

# 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_si)

# 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:

  • 101

4 Fit all models

Individual linear regression models were fitted for the chosen target variable:

  • cstar_tref

as a function of each predictor combination. Fitting was performed separately within each basin, era, and slab. Model diagnostics, such as the root mean squared error (RMSE), were calculated for each fitted model.

# loop across all basins, era, gamma slabs, and MLRs
# fit all MLR models
for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    #i_basin <- unique(GLODAP$basin)[1]
    #i_era   <- unique(GLODAP$era)[1]
    print(i_basin)
    print(i_era)
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin, era == i_era)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      # number of observations used for each fitting model
      i_nr_obs = nrow(GLODAP_basin_era_slab)
      
      for (i_predictors in unique(lm_all$predictors)) {
        #i_predictors <- unique(lm_all$predictors)[100]
        
        # extract one model definition
        i_lm <- lm_all %>%
          filter(predictors == i_predictors) %>%
          select(lm_coeff) %>%
          pull()
        
        # extract number of predictors
        i_n_predictors <- lm_all %>%
          filter(predictors == i_predictors) %>%
          select(n) %>%
          pull()
        
        if (i_nr_obs > i_n_predictors) {
          # fit model
          if (params_local$MLR_type == "rlm") {
            i_lm_fit <- MASS::rlm(as.formula(i_lm),
                                  data = GLODAP_basin_era_slab)
          }
          
          if (params_local$MLR_type == "lm") {
            i_lm_fit <- lm(as.formula(i_lm),
                           data = GLODAP_basin_era_slab)
          }
          
          # find max predictor correlation
          i_cor_max <- GLODAP_basin_era_slab %>%
            select(!!!syms(str_split(i_predictors, " ",
                                     simplify = TRUE))) %>%
            correlate(quiet = TRUE) %>%
            select(-term) %>%
            abs() %>%
            max(na.rm = TRUE)
          
          # calculate root mean squared error
          i_rmse <- sqrt(c(crossprod(i_lm_fit$residuals)) /
                           length(i_lm_fit$residuals))
          
          # calculate maximum residual
          i_resid_max <- max(abs(i_lm_fit$residuals))
          
          # calculate Akaike information criterion aic
          i_aic <- AIC(i_lm_fit)
          
          # calculate max VIF
          if (is.na(max(i_lm_fit$coefficients))){
            i_vif_max <- as.double("NA")
          } else{
          i_vif_max <- max(vif(i_lm_fit))
          }
          
          # collect model coefficients and diagnostics
          coefficients <- tidy(i_lm_fit)
          
          coefficients <- coefficients %>%
            mutate(
              basin = i_basin,
              era = i_era,
              gamma_slab = i_gamma_slab,
              model = i_lm,
              nr_obs = i_nr_obs,
              rmse = i_rmse,
              aic = i_aic,
              vif_max = i_vif_max,
              resid_max = i_resid_max,
              n_predictors = i_n_predictors,
              na_predictor = anyNA(coefficients$estimate),
              cor_max = i_cor_max
            )
          
          if (exists("lm_all_fitted")) {
            lm_all_fitted <- bind_rows(lm_all_fitted, coefficients)
          }
          
          if (!exists("lm_all_fitted")) {
            lm_all_fitted <- coefficients
          }
        }
      }
    }
  }
}

rm(
  i_lm_fit,
  coefficients,
  i_rmse,
  GLODAP_basin_era,
  GLODAP_basin_era_slab,
  i_lm,
  i_basin,
  i_era,
  i_gamma_slab,
  i_nr_obs,
  i_predictors,
  i_aic,
  i_vif_max,
  i_n_predictors,
  i_resid_max
)

5 Prepare coeffcients

Coefficients are prepared for the mapping of Cant and the chosen target variable.

5.1 Formatting

# lm_all_fitted <- lm_all_fitted_1

# lm_all_fitted <-
#   read_csv(paste(path_version_data,
#                   "lm_all_fitted.csv",
#                   sep = ""))

# select relevant columns
lm_all_fitted <- lm_all_fitted %>%
  select(
    basin,
    gamma_slab,
    era,
    model,
    nr_obs,
    n_predictors,
    term,
    estimate,
    rmse,
    aic,
    vif_max,
    resid_max,
    na_predictor,
    cor_max
  )

# set coefficient to zero if not fitted (=NA)
lm_all_fitted <- lm_all_fitted %>%
  mutate(estimate = if_else(is.na(estimate), 0, estimate))

# Prepare model coefficients for mapping of target variable
lm_all_fitted_wide <- lm_all_fitted %>%
  pivot_wider(
    values_from = estimate,
    names_from = term,
    names_prefix = "coeff_",
    values_fill = 0
  )

5.2 Predictor selection

Within each basin and slab, the following number of best linear regression models was selected:

  • 10

The criterion used to select the best models was:

  • rmse

The criterion was summed up for two adjacent eras, and the models with lowest summed values were selected.

Please note, that currently the lm() function produces NAs for some predictors. It is not yet entirely clear when this happens, but presumably it is caused by some form of collinearity between predictors, such that including another predictor does not help to explain the target variable any better. The issues also expresses as exactly identical rmse values of different models. As an interim solution, models with fitted NA predictors were not included.

# remove models with predictors fitted as NA
lm_all_fitted_wide <- lm_all_fitted_wide %>%
  filter(na_predictor == FALSE)

5.3 VIF threshold

To avoid multicollinearity among predictors, models were excluded with a VIF above:

  • 1000

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

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

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

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

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

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

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

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab n_predictors model nr_obs rmse aic vif_max resid_max eras rmse_sum rmse_lag aic_sum vif_max_sum rank rank_sum
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1036 7.6197637 7161.745037 313.892314 55.8375976 1982-1999 –> 2000-2009 15.1793727 7.5596089 20894.59239 566.878290 1 2
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + oxygen + nitrate 1036 7.7941970 7206.642936 214.719079 57.3427145 1982-1999 –> 2000-2009 15.5619770 7.7677800 21045.76979 405.068318 2 4
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1036 8.0260761 7269.386243 564.659817 56.9779958 1982-1999 –> 2000-2009 16.0589803 8.0329042 21244.29013 1072.169576 3 6
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + silicate_star 1036 8.0420006 7271.493217 10.605436 57.3141598 1982-1999 –> 2000-2009 16.1096931 8.0676925 21261.62209 22.038708 4 8
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + oxygen + aou 1036 8.3093905 7339.264983 706.020614 61.3568182 1982-1999 –> 2000-2009 16.4913400 8.1819494 21385.44870 1384.738025 5 10
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 1036 8.3335937 7345.291432 63.599431 57.5459492 1982-1999 –> 2000-2009 16.7473877 8.4137940 21502.85221 130.599666 6 12
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate_star 1036 8.4207414 7366.846634 54.598489 57.8661979 1982-1999 –> 2000-2009 16.9362287 8.5154873 21572.29538 112.966153 7 14
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 1036 8.6979606 7433.960180 524.435246 61.1704075 1982-1999 –> 2000-2009 17.3831003 8.6851397 21718.04054 1005.188442 9 17
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + oxygen + silicate 1036 8.6574272 7424.281886 24.128947 56.5789528 1982-1999 –> 2000-2009 17.4077326 8.7503054 21738.15803 48.665907 8 17
Atlantic (-Inf,26] 3 cstar_tref ~ sal + temp + nitrate 1036 8.8022249 7456.650000 10.123791 62.5133340 1982-1999 –> 2000-2009 17.6076454 8.8054206 21793.55387 21.158963 10 20
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 1043 8.7540581 7499.519025 277.479507 62.8688033 2000-2009 –> 2010-2019 16.3738218 7.6197637 14661.26406 591.371822 1 2
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + oxygen + nitrate 1043 8.9420721 7541.846445 188.282539 64.5952626 2000-2009 –> 2010-2019 16.7362691 7.7941970 14748.48938 403.001618 2 4
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 1043 9.0726226 7574.080996 614.715547 63.6237832 2000-2009 –> 2010-2019 17.0986987 8.0260761 14843.46724 1386.280418 3 6
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + silicate 1043 9.0964743 7577.557856 9.588596 64.2264697 2000-2009 –> 2010-2019 17.1384749 8.0420006 14849.05107 20.194032 4 8
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 1043 9.3797689 7641.531779 57.391487 64.7164924 2000-2009 –> 2010-2019 17.7133627 8.3335937 14986.82321 120.990919 5 11
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + oxygen + aou 1043 9.4283839 7652.315511 738.410448 71.1341834 2000-2009 –> 2010-2019 17.7377744 8.3093905 14991.58049 1444.431062 6 11
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate_star 1043 9.4758507 7662.791052 48.681491 65.1733787 2000-2009 –> 2010-2019 17.8965921 8.4207414 15029.63769 103.279981 7 14
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + oxygen + silicate 1043 9.6409498 7698.822736 21.840316 63.3754564 2000-2009 –> 2010-2019 18.2983770 8.6574272 15123.10462 45.969263 8 16
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 1043 9.6989674 7711.338313 474.753273 67.6294837 2000-2009 –> 2010-2019 18.3969280 8.6979606 15145.29849 999.188519 9 18
Atlantic (-Inf,26] 3 cstar_tref ~ sal + temp + nitrate 1043 9.8412326 7739.713671 9.219257 69.7754443 2000-2009 –> 2010-2019 18.6434574 8.8022249 15196.36367 19.343048 11 21
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + oxygen + aou + nitrate 771 7.6712544 5343.797612 233.178404 54.4221855 1982-1999 –> 2000-2009 14.8426722 7.1714178 14826.78071 581.044851 1 2
Atlantic (26,26.5] 5 cstar_tref ~ temp + oxygen + aou + nitrate + silicate 771 7.6761632 5344.784011 289.858937 54.9349979 1982-1999 –> 2000-2009 14.9346789 7.2585157 14861.49621 657.069663 2 6
Atlantic (26,26.5] 4 cstar_tref ~ temp + oxygen + aou + nitrate 771 7.6768662 5342.925213 228.584768 54.4620269 1982-1999 –> 2000-2009 14.9508240 7.2739578 14863.57521 557.579161 3 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 771 7.7811494 5365.730881 47.748870 52.6241066 1982-1999 –> 2000-2009 14.9746453 7.1934959 14857.30244 101.024480 4 6
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + oxygen + nitrate 771 7.8009371 5367.647254 37.500743 51.2089453 1982-1999 –> 2000-2009 15.0008622 7.1999251 14859.71485 83.533426 6 9
Atlantic (26,26.5] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 771 7.7823651 5363.971790 47.421622 52.9401978 1982-1999 –> 2000-2009 15.1166783 7.3343131 14907.70921 83.874862 5 11
Atlantic (26,26.5] 3 cstar_tref ~ temp + oxygen + nitrate 771 7.8015229 5365.763058 15.474908 51.4478671 1982-1999 –> 2000-2009 15.1372112 7.3356883 14908.02428 30.745562 7 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 771 8.0583188 5419.702241 165.937320 66.5734247 1982-1999 –> 2000-2009 15.6455032 7.5871844 15060.14732 572.328240 8 16
Atlantic (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 771 8.0609827 5418.211918 45.405080 67.2946557 1982-1999 –> 2000-2009 15.7783788 7.7173961 15104.20095 94.157311 9 19
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 771 8.3324706 5469.289943 33.242229 67.1098995 1982-1999 –> 2000-2009 15.9686987 7.6362281 15125.73735 76.804049 11 20
Atlantic (26,26.5] 5 cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star 742 7.6885320 5146.663902 302.850985 29.4254888 2000-2009 –> 2010-2019 15.3646952 7.6761632 10491.44791 592.709921 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + oxygen + aou + nitrate 742 7.7327263 5155.169633 243.160655 32.3287588 2000-2009 –> 2010-2019 15.4039807 7.6712544 10498.96725 476.339059 2 3
Atlantic (26,26.5] 4 cstar_tref ~ temp + oxygen + aou + nitrate 742 7.7360832 5153.813723 243.160617 31.4236303 2000-2009 –> 2010-2019 15.4129493 7.6768662 10496.73894 471.745386 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 742 7.9279082 5192.162383 45.011341 35.5820389 2000-2009 –> 2010-2019 15.7090576 7.7811494 10557.89326 95.758953 4 8
Atlantic (26,26.5] 4 cstar_tref ~ temp + oxygen + silicate + silicate_star 742 7.9312000 5190.778437 272.852117 36.3363469 2000-2009 –> 2010-2019 15.7135651 7.7823651 10554.75023 386.465878 6 11
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + oxygen + nitrate 742 7.9279109 5190.162888 33.469497 35.5896344 2000-2009 –> 2010-2019 15.7288480 7.8009371 10557.81014 70.970240 5 11
Atlantic (26,26.5] 3 cstar_tref ~ temp + oxygen + nitrate 742 7.9312049 5188.779356 15.682807 36.3280382 2000-2009 –> 2010-2019 15.7327278 7.8015229 10554.54241 31.157715 7 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 742 8.2939678 5259.149040 373.319160 50.7287666 2000-2009 –> 2010-2019 16.3522865 8.0583188 10678.85128 539.256480 8 16
Atlantic (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 742 8.2984445 5257.949832 54.055021 51.7575099 2000-2009 –> 2010-2019 16.3594272 8.0609827 10676.16175 109.471085 9 18
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 742 8.4204705 5279.612693 32.192141 53.1121571 2000-2009 –> 2010-2019 16.7529411 8.3324706 10748.90264 65.434370 10 21
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + oxygen + silicate + silicate_star 1010 5.4600868 6309.134493 58.990810 66.9301881 1982-1999 –> 2000-2009 10.6102282 5.1501414 16775.25103 116.542757 1 2
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 1010 5.4825227 6315.417819 21.814344 69.3232363 1982-1999 –> 2000-2009 10.6331413 5.1506187 16779.85107 45.265974 2 4
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 1010 5.4988800 6323.435608 49.337959 71.9673779 1982-1999 –> 2000-2009 10.7610051 5.2621251 16863.07597 100.531168 3 6
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 1010 5.5227857 6330.198277 21.364133 74.6605731 1982-1999 –> 2000-2009 10.7859726 5.2631869 16868.52826 44.342245 4 8
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 1010 5.6220507 6368.182765 540.778736 76.7086623 1982-1999 –> 2000-2009 11.1506359 5.5285851 17076.66201 1111.734982 5 10
Atlantic (26.5,26.75] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 1010 5.7365095 6406.894712 55.900907 88.8426756 1982-1999 –> 2000-2009 11.3741300 5.6376205 17180.12800 117.007107 6 12
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 1010 5.7747190 6420.304817 15.904141 61.5358950 1982-1999 –> 2000-2009 11.4713205 5.6966015 17229.11159 33.631126 7 14
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + oxygen + nitrate + silicate 1010 5.9417940 6477.918280 16.383852 55.2790161 1982-1999 –> 2000-2009 11.8735712 5.9317772 17424.99713 34.742776 9 17
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + temp + oxygen + nitrate 1010 5.8908069 6460.509680 58.285291 65.9449906 1982-1999 –> 2000-2009 11.8814261 5.9906191 17441.32730 113.093200 8 17
Atlantic (26.5,26.75] 3 cstar_tref ~ temp + oxygen + nitrate 1010 5.9576545 6481.303115 16.974387 70.2391811 1982-1999 –> 2000-2009 12.0295230 6.0718684 17506.16668 33.604172 10 20
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + oxygen + silicate + silicate_star 899 6.0704577 5807.825812 69.624320 55.2668828 2000-2009 –> 2010-2019 11.5305444 5.4600868 12116.96030 128.615130 1 2
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 899 6.1560625 5831.003868 25.647070 58.5874328 2000-2009 –> 2010-2019 11.6385852 5.4825227 12146.42169 47.461414 3 5
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 899 6.1411240 5828.635480 57.021559 58.9075164 2000-2009 –> 2010-2019 11.6400040 5.4988800 12152.07109 106.359518 2 5
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 899 6.2291158 5852.214937 21.252630 62.7203968 2000-2009 –> 2010-2019 11.7519016 5.5227857 12182.41321 39.487721 4 8
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 899 6.2505637 5860.395105 567.508621 58.6779732 2000-2009 –> 2010-2019 11.8726144 5.6220507 12228.57787 1108.287357 5 10
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 899 6.2778548 5866.228434 21.870480 53.2643271 2000-2009 –> 2010-2019 12.0525738 5.7747190 12286.53325 41.246324 6 13
Atlantic (26.5,26.75] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 899 6.5166729 5933.357884 60.300816 74.2320490 2000-2009 –> 2010-2019 12.2531825 5.7365095 12340.25260 116.201723 8 14
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + oxygen + silicate + silicate_star 899 6.3495735 5886.652472 21.250100 48.3835314 2000-2009 –> 2010-2019 12.2913675 5.9417940 12364.57075 34.793614 7 16
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + temp + oxygen + nitrate 899 7.4434063 6172.428272 66.053367 61.8458479 2000-2009 –> 2010-2019 13.3342133 5.8908069 12632.93795 124.338659 16 24
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + oxygen + aou + nitrate 899 7.2083347 6114.729328 278.108387 44.7279264 2000-2009 –> 2010-2019 13.4363874 6.2280527 12687.69388 672.617736 11 24
Atlantic (26.75,27] 5 cstar_tref ~ sal + oxygen + aou + silicate + silicate_star 1080 5.6791126 6830.384420 655.697842 45.6815334 1982-1999 –> 2000-2009 10.5408712 4.8617586 18179.66424 1570.770259 1 2
Atlantic (26.75,27] 4 cstar_tref ~ sal + oxygen + aou + silicate 1080 5.7837185 6867.808337 486.506566 41.6716840 1982-1999 –> 2000-2009 10.9224330 5.1387145 18424.39969 1029.287359 2 7
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 1080 5.9678629 6937.507244 50.838276 50.9038392 1982-1999 –> 2000-2009 11.0109027 5.0430398 18425.09512 113.314023 4 6
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 1080 5.9886428 6945.015232 43.586547 50.3903357 1982-1999 –> 2000-2009 11.0837697 5.0951269 18471.42409 93.878901 5 9
Atlantic (26.75,27] 4 cstar_tref ~ sal + oxygen + silicate + silicate_star 1080 6.0641632 6970.083817 19.337346 53.2943790 1982-1999 –> 2000-2009 11.1500427 5.0858794 18487.62954 53.904186 7 10
Atlantic (26.75,27] 4 cstar_tref ~ sal + oxygen + aou + silicate_star 1080 5.9628489 6933.691706 377.714154 38.8253417 1982-1999 –> 2000-2009 11.1872797 5.2244309 18552.78216 817.815153 3 10
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + silicate + silicate_star 1080 5.9988919 6946.708732 29.560175 49.3363157 1982-1999 –> 2000-2009 11.2467873 5.2478954 18582.72937 62.282675 6 15
Atlantic (26.75,27] 4 cstar_tref ~ sal + oxygen + aou + nitrate 1080 6.1654479 7005.862520 447.968977 42.7785434 1982-1999 –> 2000-2009 11.3394617 5.1740138 18588.31730 996.135703 10 16
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 1080 6.1733064 7008.613910 29.692128 53.0849078 1982-1999 –> 2000-2009 11.4017889 5.2284825 18630.63316 60.401782 11 19
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + aou + silicate 1080 6.0871832 6978.267787 30.681716 47.0345922 1982-1999 –> 2000-2009 11.4980412 5.4108581 18729.82180 63.297155 8 19
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 869 5.5030117 5443.918794 72.593119 76.8048578 2000-2009 –> 2010-2019 11.4708746 5.9678629 12381.42604 123.431396 1 4
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 869 5.5532581 5459.715969 69.968274 79.0212866 2000-2009 –> 2010-2019 11.5419010 5.9886428 12404.73120 109.251924 2 6
Atlantic (26.75,27] 4 cstar_tref ~ sal + oxygen + nitrate + silicate 869 5.7477249 5517.536701 30.723121 62.2005918 2000-2009 –> 2010-2019 11.8118881 6.0641632 12487.62052 55.611655 4 10
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 869 5.6724091 5494.612138 40.646978 69.0202059 2000-2009 –> 2010-2019 11.8457154 6.1733064 12503.22605 70.339105 3 13
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + silicate_star 869 6.2441403 5661.511533 27.493451 48.4895399 2000-2009 –> 2010-2019 12.2430322 5.9988919 12608.22026 57.053626 8 13
Atlantic (26.75,27] 4 cstar_tref ~ sal + oxygen + aou + silicate 869 6.7159044 5788.098805 513.458768 32.9230834 2000-2009 –> 2010-2019 12.4996228 5.7837185 12655.90714 999.965334 11 12
Atlantic (26.75,27] 3 cstar_tref ~ sal + nitrate + silicate 869 6.3016497 5675.445468 1.739068 50.5314089 2000-2009 –> 2010-2019 12.6029467 6.3012971 12726.38457 3.815848 9 21
Atlantic (26.75,27] 4 cstar_tref ~ temp + oxygen + silicate + silicate_star 869 5.7708999 5524.530289 65.906162 84.9550175 2000-2009 –> 2010-2019 12.6990899 6.9281900 12782.33050 96.485923 5 23
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + silicate_star 869 5.8243916 5540.565985 67.848617 88.0360341 2000-2009 –> 2010-2019 12.8122850 6.9878934 12816.90015 98.583748 6 28
Atlantic (26.75,27] 4 cstar_tref ~ sal + oxygen + aou + nitrate 869 6.6585780 5773.199709 668.901298 48.9364316 2000-2009 –> 2010-2019 12.8240259 6.1654479 12779.06223 1116.870275 10 19
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 970 5.3076363 6004.885150 70.702075 58.8030358 1982-1999 –> 2000-2009 9.9786999 4.6710636 16172.80104 149.136047 1 2
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 970 5.3194813 6009.209816 67.499790 60.0870443 1982-1999 –> 2000-2009 9.9923012 4.6728198 16178.41507 282.723843 2 4
Atlantic (27,27.25] 5 cstar_tref ~ sal + oxygen + aou + silicate + silicate_star 970 5.3986378 6037.865271 888.035112 61.8664708 1982-1999 –> 2000-2009 10.1255521 4.7269144 16246.54957 1788.438026 4 7
Atlantic (27,27.25] 4 cstar_tref ~ temp + oxygen + silicate + silicate_star 970 5.3882890 6032.142869 69.814208 58.7412719 1982-1999 –> 2000-2009 10.1453556 4.7570666 16260.63713 278.277752 3 7
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 970 5.4121238 6040.705440 76.691321 59.9553716 1982-1999 –> 2000-2009 10.1811934 4.7690696 16277.84335 161.070992 5 10
Atlantic (27,27.25] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 970 5.5793308 6099.734319 506.941800 63.2888401 1982-1999 –> 2000-2009 10.4772062 4.8978754 16428.28267 1061.368494 6 12
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 970 5.9241522 6216.073670 48.268809 57.7876006 1982-1999 –> 2000-2009 11.0398071 5.1156549 16693.84046 95.280857 7 14
Atlantic (27,27.25] 4 cstar_tref ~ sal + oxygen + silicate + silicate_star 970 6.1741437 6296.258946 29.532815 62.6496135 1982-1999 –> 2000-2009 11.4662155 5.2920718 16890.31776 104.002659 8 16
Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + silicate 970 6.5505933 6411.078657 16.979455 68.8450106 1982-1999 –> 2000-2009 12.1195459 5.5689527 17180.05785 32.980835 9 18
Atlantic (27,27.25] 3 cstar_tref ~ sal + nitrate + silicate_star 970 6.5598056 6411.805041 1.412447 69.1087038 1982-1999 –> 2000-2009 12.1292699 5.5694643 17179.09932 2.622472 10 20
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 844 7.1137687 5721.078527 57.393135 62.9996169 2000-2009 –> 2010-2019 12.4332500 5.3194813 11730.28834 125.038202 2 4
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 844 7.1442636 5728.299081 60.699492 62.1467572 2000-2009 –> 2010-2019 12.4518999 5.3076363 11733.18423 137.670044 4 5
Atlantic (27,27.25] 5 cstar_tref ~ sal + oxygen + aou + silicate + silicate_star 844 7.0669949 5709.943097 752.344349 62.8889147 2000-2009 –> 2010-2019 12.4656327 5.3986378 11747.80837 1640.379461 1 5
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 844 7.1589641 5729.768853 62.017335 64.0504465 2000-2009 –> 2010-2019 12.5710879 5.4121238 11770.47429 138.708656 5 10
Atlantic (27,27.25] 4 cstar_tref ~ temp + oxygen + silicate + silicate_star 844 7.1838617 5735.629245 98.414255 63.3098457 2000-2009 –> 2010-2019 12.5721507 5.3882890 11767.77211 168.228463 6 9
Atlantic (27,27.25] 4 cstar_tref ~ oxygen + aou + silicate + silicate_star 844 7.1356096 5724.253147 421.482577 63.1702051 2000-2009 –> 2010-2019 12.7149405 5.5793308 11823.98747 928.424377 3 9
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 844 7.4702757 5801.621304 42.688700 46.1034102 2000-2009 –> 2010-2019 13.3944279 5.9241522 12017.69497 90.957509 7 14
Atlantic (27,27.25] 4 cstar_tref ~ sal + oxygen + nitrate + silicate_star 844 7.5813679 5826.539126 29.399139 40.7206283 2000-2009 –> 2010-2019 13.7555116 6.1741437 12122.79807 61.509988 8 16
Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + silicate_star 844 7.6226847 5835.713366 20.331206 42.9610267 2000-2009 –> 2010-2019 14.1732779 6.5505933 12246.79202 37.310661 9 18
Atlantic (27,27.25] 3 cstar_tref ~ sal + nitrate + silicate_star 844 7.6719846 5844.595395 1.258490 42.1670674 2000-2009 –> 2010-2019 14.2317902 6.5598056 12256.40044 2.670937 10 20
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 1034 5.4739335 6463.959656 30.280230 38.5793421 1982-1999 –> 2000-2009 10.3094993 4.8355658 17505.31647 50.978327 2 3
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 1034 5.4708199 6462.783031 340.168637 41.0104961 1982-1999 –> 2000-2009 10.3126342 4.8418143 17508.89467 598.873415 1 3
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1034 5.4923485 6470.904980 30.476162 37.3198395 1982-1999 –> 2000-2009 10.3516199 4.8592714 17530.26816 56.279231 4 7
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1034 5.4919044 6468.737752 27.700328 37.1322438 1982-1999 –> 2000-2009 10.3553660 4.8634616 17529.27461 46.739751 3 7
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + oxygen + nitrate + silicate_star 1034 5.5040830 6473.318592 28.207173 36.2333833 1982-1999 –> 2000-2009 10.3821719 4.8780889 17544.91272 46.797131 5 10
Atlantic (27.25,27.5] 4 cstar_tref ~ oxygen + aou + nitrate + silicate_star 1034 5.5217143 6479.932434 205.400724 38.9056837 1982-1999 –> 2000-2009 10.4348118 4.9130976 17577.85690 323.260888 6 12
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 1034 5.9678453 6640.611016 25.614549 37.3878480 1982-1999 –> 2000-2009 11.3285630 5.3607176 18059.58100 43.033202 7 20
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + oxygen + aou + nitrate 1034 6.2925874 6750.186884 324.902297 44.0647630 1982-1999 –> 2000-2009 11.4524889 5.1599015 18028.57676 580.303298 9 16
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1034 6.3096577 6755.789293 28.533044 42.1837921 1982-1999 –> 2000-2009 11.4854301 5.1757724 18045.48691 48.917517 10 18
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + oxygen + nitrate 1034 6.3255554 6760.993231 28.889475 41.1253013 1982-1999 –> 2000-2009 11.5322787 5.2067233 18072.64352 54.161931 11 20
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + oxygen + aou + silicate + silicate_star 923 6.5303890 6097.317719 356.599490 45.0546758 2000-2009 –> 2010-2019 12.0012090 5.4708199 12560.10075 696.768127 1 2
Atlantic (27.25,27.5] 4 cstar_tref ~ oxygen + aou + nitrate + silicate_star 923 6.5584527 6103.233715 192.704263 44.0097309 2000-2009 –> 2010-2019 12.0801670 5.5217143 12583.16615 398.104987 2 8
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 923 6.6491284 6130.581270 27.251445 43.1571113 2000-2009 –> 2010-2019 12.1230619 5.4739335 12594.54093 55.789163 3 5
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 923 6.6664296 6133.378380 27.756918 42.2675220 2000-2009 –> 2010-2019 12.1583340 5.4919044 12602.11613 57.315046 4 7
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 923 6.7065707 6146.460527 31.088342 41.9970200 2000-2009 –> 2010-2019 12.1989193 5.4923485 12617.36551 61.564504 5 9
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + oxygen + nitrate + silicate_star 923 6.7180580 6147.619727 26.136297 41.3184237 2000-2009 –> 2010-2019 12.2221411 5.5040830 12620.93832 54.343470 6 11
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 923 7.0969839 6248.911151 24.354914 40.5113041 2000-2009 –> 2010-2019 13.0648292 5.9678453 12889.52217 49.204849 7 14
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + oxygen + nitrate + silicate 923 7.3067359 6302.679145 18.948665 36.2587365 2000-2009 –> 2010-2019 13.5035129 6.1967770 13021.13667 37.704559 8 16
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + oxygen + aou + nitrate 923 7.3430475 6311.830313 344.044157 51.1166326 2000-2009 –> 2010-2019 13.6356349 6.2925874 13062.01720 668.946454 9 18
Atlantic (27.25,27.5] 3 cstar_tref ~ oxygen + aou + nitrate 923 7.3810836 6319.367698 183.668018 49.9662124 2000-2009 –> 2010-2019 13.7264921 6.3454085 13084.84128 375.739183 10 23
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1372 5.8152219 8738.321573 26.846599 43.4341837 1982-1999 –> 2000-2009 10.5456054 4.7303834 23337.58876 49.128657 3 4
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + oxygen + nitrate 1372 5.8152281 8736.324494 23.860572 43.4360890 1982-1999 –> 2000-2009 10.5482440 4.7330159 23336.32108 43.592742 4 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 1372 5.8142398 8737.858081 82.088579 43.5674133 1982-1999 –> 2000-2009 10.5866904 4.7724506 23380.56133 155.252851 1 4
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + nitrate 1372 5.8142758 8735.875084 25.154789 43.5720032 1982-1999 –> 2000-2009 10.5888579 4.7745821 23378.76901 45.192867 2 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 1372 5.8276862 8744.196737 198.598204 43.8206641 1982-1999 –> 2000-2009 10.6828648 4.8551786 23471.21434 359.281422 5 14
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + oxygen + aou + nitrate 1372 5.8279034 8742.298999 193.576701 43.8340805 1982-1999 –> 2000-2009 10.6836209 4.8557175 23467.86110 350.649404 6 16
Atlantic (27.5,27.75] 4 cstar_tref ~ temp + oxygen + nitrate + silicate_star 1372 6.1694207 8898.563311 23.954487 40.0474898 1982-1999 –> 2000-2009 10.9750933 4.8056726 23573.29986 43.825874 13 18
Atlantic (27.5,27.75] 3 cstar_tref ~ temp + oxygen + nitrate 1372 6.1696812 8896.679169 23.679112 40.0318027 1982-1999 –> 2000-2009 10.9778236 4.8081423 23571.93642 43.311526 14 20
Atlantic (27.5,27.75] 4 cstar_tref ~ temp + aou + silicate + silicate_star 1372 6.1547291 8892.021058 81.609862 40.2416465 1982-1999 –> 2000-2009 10.9897447 4.8350156 23596.62219 154.590687 9 16
Atlantic (27.5,27.75] 3 cstar_tref ~ temp + aou + nitrate 1372 6.1548729 8890.085156 25.019215 40.2300611 1982-1999 –> 2000-2009 10.9918704 4.8369975 23594.69687 45.005144 10 18
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 1296 6.6920650 8619.079786 28.139341 46.9220008 2000-2009 –> 2010-2019 12.5072869 5.8152219 17357.40136 52.289898 1 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1296 6.6985022 8621.571874 31.889571 46.8628240 2000-2009 –> 2010-2019 12.5127420 5.8142398 17359.42995 60.108572 2 3
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + oxygen + nitrate 1296 6.7226421 8628.896063 27.973941 46.6262129 2000-2009 –> 2010-2019 12.5378702 5.8152281 17365.22056 51.834513 3 7
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + nitrate 1296 6.7291962 8631.421849 29.303504 47.1549859 2000-2009 –> 2010-2019 12.5434720 5.8142758 17367.29693 54.458294 5 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 1296 6.7232281 8631.121981 205.564129 46.9756054 2000-2009 –> 2010-2019 12.5509143 5.8276862 17375.31872 404.162332 4 9
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + oxygen + aou + nitrate 1296 6.7520530 8640.211084 200.285994 48.1082628 2000-2009 –> 2010-2019 12.5799564 5.8279034 17382.51008 393.862695 6 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 1296 7.0753009 8761.421744 26.259413 51.2375155 2000-2009 –> 2010-2019 13.1087212 6.0334203 17598.81885 48.907756 13 20
Atlantic (27.5,27.75] 3 cstar_tref ~ sal + aou + nitrate 1296 7.0772575 8760.138435 25.612880 51.0364053 2000-2009 –> 2010-2019 13.1236838 6.0464263 17601.44432 47.326094 14 22
Atlantic (27.5,27.75] 4 cstar_tref ~ temp + aou + silicate + silicate_star 1296 6.9790100 8725.903818 94.395826 38.8651335 2000-2009 –> 2010-2019 13.1337391 6.1547291 17617.92488 176.005688 8 17
Atlantic (27.5,27.75] 4 cstar_tref ~ oxygen + aou + silicate + silicate_star 1296 6.9754622 8724.585838 120.051880 39.3382529 2000-2009 –> 2010-2019 13.1415545 6.1660922 17621.66833 224.845285 7 18
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + oxygen + silicate + silicate_star 1071 6.1531101 6945.289639 361.583686 57.6673241 1982-1999 –> 2000-2009 11.9893005 5.8361904 18621.86314 678.683680 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 1071 6.1697052 6951.058892 385.450998 57.9162598 1982-1999 –> 2000-2009 12.0080684 5.8383633 18628.99629 717.685641 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 1071 6.1750015 6952.896883 908.652448 57.8327294 1982-1999 –> 2000-2009 12.0162537 5.8412522 18632.64684 1729.623451 3 6
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + silicate_star 1071 6.1777946 6951.865559 186.651145 57.4868518 1982-1999 –> 2000-2009 12.0450462 5.8672515 18645.88774 376.571706 4 8
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + oxygen + nitrate 1071 6.1784491 6952.092461 80.842403 60.3939111 1982-1999 –> 2000-2009 12.1132435 5.9347944 18688.05312 149.327553 5 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 1071 6.2039836 6960.926760 86.486092 61.0112501 1982-1999 –> 2000-2009 12.1582419 5.9542583 18708.88426 157.990069 6 16
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + oxygen + nitrate + silicate 1071 6.2252062 6968.241608 27.392836 55.3144960 1982-1999 –> 2000-2009 12.1702391 5.9450329 18710.51783 59.449804 9 18
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + oxygen + aou + nitrate 1071 6.2115920 6963.552026 908.522303 60.9291666 1982-1999 –> 2000-2009 12.1812040 5.9696120 18720.94540 1729.304088 7 18
Atlantic (27.75,27.85] 3 cstar_tref ~ sal + aou + nitrate 1071 6.2134361 6962.187858 41.939772 60.6111249 1982-1999 –> 2000-2009 12.2062632 5.9928271 18731.80245 81.930081 8 21
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + oxygen + nitrate + silicate_star 1071 6.3837464 7022.109829 60.351240 52.8819185 1982-1999 –> 2000-2009 12.2572368 5.8734904 18720.02602 110.407489 11 17
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + oxygen + silicate + silicate_star 919 7.6951833 6372.621882 410.207576 47.6222093 2000-2009 –> 2010-2019 13.8482934 6.1531101 13317.91152 771.791261 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 919 7.7180739 6378.081187 94.410289 47.4604446 2000-2009 –> 2010-2019 13.8877790 6.1697052 13329.14008 181.051441 2 4
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + oxygen + nitrate 919 7.7274922 6378.322726 87.774669 47.1809591 2000-2009 –> 2010-2019 13.9059413 6.1784491 13330.41519 168.617072 3 7
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + silicate_star 919 7.7655908 6387.362300 214.407073 48.4485250 2000-2009 –> 2010-2019 13.9433855 6.1777946 13339.22786 401.058218 5 8
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 919 7.7435625 6382.141117 94.185124 47.0557124 2000-2009 –> 2010-2019 13.9475462 6.2039836 13343.06788 180.671216 4 9
Atlantic (27.75,27.85] 3 cstar_tref ~ sal + aou + nitrate 919 7.7972860 6392.848813 45.898697 48.0623404 2000-2009 –> 2010-2019 14.0107221 6.2134361 13355.03667 87.838470 6 12
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + oxygen + nitrate + silicate_star 919 7.8511761 6407.508244 26.159355 49.3246842 2000-2009 –> 2010-2019 14.0763823 6.2252062 13375.74985 50.360951 7 14
Atlantic (27.75,27.85] 3 cstar_tref ~ sal + oxygen + nitrate 919 7.8872034 6413.923134 26.159115 48.8785088 2000-2009 –> 2010-2019 14.1477036 6.2605001 13392.27455 50.338172 10 18
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + oxygen + nitrate + silicate_star 919 7.8851918 6415.454301 63.579433 44.9304273 2000-2009 –> 2010-2019 14.2689382 6.3837464 13437.56413 123.930673 8 17
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + silicate_star 919 7.8996340 6418.817610 313.088276 44.7589949 2000-2009 –> 2010-2019 14.2968785 6.3972445 13445.45183 596.105592 11 21
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + oxygen + silicate + silicate_star 1739 8.4674718 12378.883015 289.799793 87.0473198 1982-1999 –> 2000-2009 16.8158521 8.3483803 35381.09447 558.451195 1 2
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + oxygen + nitrate 1739 8.4722860 12378.859884 34.542862 86.9747207 1982-1999 –> 2000-2009 16.8251284 8.3528424 35382.54033 68.952786 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + oxygen + aou + silicate + silicate_star 1739 8.4850046 12386.077133 638.257444 86.6789432 1982-1999 –> 2000-2009 16.8388531 8.3538485 35392.53948 1231.437352 5 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 1739 8.4835103 12385.464571 72.747599 86.6593393 1982-1999 –> 2000-2009 16.8404811 8.3569708 35394.35288 139.193196 3 7
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate 1739 8.4851064 12384.118897 35.509658 86.7045621 1982-1999 –> 2000-2009 16.8453461 8.3602397 35393.54610 69.362148 6 11
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + oxygen + aou + nitrate 1739 8.4855872 12384.315936 493.186606 86.6710590 1982-1999 –> 2000-2009 16.8488110 8.3632239 35396.06004 981.766430 7 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 1739 8.4848653 12384.020048 37.167699 86.6345005 1982-1999 –> 2000-2009 16.8504958 8.3656305 35397.63203 73.777893 4 12
Atlantic (27.85,27.95] 3 cstar_tref ~ sal + aou + nitrate 1739 8.4855910 12382.317512 22.378878 86.6765885 1982-1999 –> 2000-2009 16.8518421 8.3662511 35394.41106 43.731561 8 17
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + oxygen + nitrate + silicate_star 1739 8.5293891 12402.222917 15.417123 87.3045148 1982-1999 –> 2000-2009 16.8896319 8.3602428 35411.65252 30.458215 9 15
Atlantic (27.85,27.95] 3 cstar_tref ~ sal + oxygen + nitrate 1739 8.5369070 12403.287132 14.246973 87.4766722 1982-1999 –> 2000-2009 16.9177655 8.3808585 35426.70581 27.881586 10 20
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 1551 9.1560223 11284.652839 59.128996 86.7362856 2000-2009 –> 2010-2019 17.6234940 8.4674718 23663.53585 117.912352 2 3
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + oxygen + aou + silicate + silicate_star 1551 9.1528327 11283.572044 679.108162 86.8882457 2000-2009 –> 2010-2019 17.6378372 8.4850046 23669.64918 1317.365605 1 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 1551 9.1632636 11287.105189 73.485105 86.6374568 2000-2009 –> 2010-2019 17.6467739 8.4835103 23672.56976 146.232703 4 7
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + silicate_star 1551 9.1795958 11290.629139 162.905191 86.5427198 2000-2009 –> 2010-2019 17.6647023 8.4851064 23674.74804 313.386449 5 11
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + oxygen + silicate + silicate_star 1551 9.1561240 11282.687302 95.742514 86.7265349 2000-2009 –> 2010-2019 17.6855131 8.5293891 23684.91022 180.419455 3 12
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + oxygen + nitrate 1551 9.2803077 11324.476686 38.376866 95.8127575 2000-2009 –> 2010-2019 17.7525936 8.4722860 23703.33657 72.919728 7 9
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 1551 9.3082546 11333.804085 41.461856 96.7270003 2000-2009 –> 2010-2019 17.7931199 8.4848653 23717.82413 78.629555 9 13
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + oxygen + aou + nitrate 1551 9.3075536 11333.570476 546.617554 97.2680250 2000-2009 –> 2010-2019 17.7931408 8.4855872 23717.88641 1039.804160 8 15
Atlantic (27.85,27.95] 3 cstar_tref ~ sal + aou + nitrate 1551 9.3090400 11332.065805 25.528184 97.0401883 2000-2009 –> 2010-2019 17.7946310 8.4855910 23714.38332 47.907061 10 18
Atlantic (27.85,27.95] 3 cstar_tref ~ sal + oxygen + nitrate 1551 9.3242905 11337.143505 16.247801 97.3911090 2000-2009 –> 2010-2019 17.8611976 8.5369070 23740.43064 30.494774 11 21
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 1785 2.9308766 8918.437093 44.872667 31.0571251 1982-1999 –> 2000-2009 6.0497100 3.1188335 25334.28396 86.587429 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + oxygen + aou + silicate + silicate_star 1785 3.0060093 9008.800312 633.785526 35.8228300 1982-1999 –> 2000-2009 6.1487500 3.1427407 25473.64117 1189.786391 4 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 1785 2.9892211 8988.806393 345.230298 33.1318590 1982-1999 –> 2000-2009 6.1517718 3.1625507 25493.96298 696.159429 3 7
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 1785 3.0082430 9009.452126 38.156416 37.0152781 1982-1999 –> 2000-2009 6.1741250 3.1658820 25519.36349 78.079830 5 10
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + oxygen + nitrate + silicate_star 1785 3.0778650 9091.133764 19.895787 43.7635290 1982-1999 –> 2000-2009 6.2223832 3.1445181 25557.60218 40.693133 7 10
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + oxygen + nitrate 1785 2.9768777 8972.034316 32.139140 21.3578947 1982-1999 –> 2000-2009 6.3199232 3.3430455 25831.30017 66.080296 2 8
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 1785 3.0583530 9068.429845 33.076925 21.3184672 1982-1999 –> 2000-2009 6.4954166 3.4370636 26105.64534 67.795710 6 13
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + oxygen + aou + nitrate 1785 3.1064870 9124.178857 463.049889 22.1001246 1982-1999 –> 2000-2009 6.5551464 3.4486593 26183.00384 935.213401 8 16
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + aou + nitrate 1785 3.1423561 9163.163651 26.916686 23.7588137 1982-1999 –> 2000-2009 6.5914837 3.4491276 26220.85975 54.720577 9 18
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + oxygen + silicate + silicate_star 1785 3.2978014 9337.534450 288.575662 14.4747653 1982-1999 –> 2000-2009 6.8253399 3.5275385 26541.45574 605.835006 10 22
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 1595 3.2374977 8288.028191 45.213693 30.5156159 2000-2009 –> 2010-2019 6.1683743 2.9308766 17206.46528 90.086360 1 2
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + oxygen + nitrate 1595 3.2577614 8305.932352 30.227611 23.9101385 2000-2009 –> 2010-2019 6.2346391 2.9768777 17277.96667 62.366751 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 1595 3.2947196 8343.918108 342.230781 32.4806286 2000-2009 –> 2010-2019 6.2839406 2.9892211 17332.72450 687.461079 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 1595 3.3160139 8364.469299 686.663747 35.1051640 2000-2009 –> 2010-2019 6.3220232 3.0060093 17373.26961 1320.449273 4 8
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + silicate 1595 3.3234223 8369.588212 35.138342 37.3502416 2000-2009 –> 2010-2019 6.3316653 3.0082430 17379.04034 73.294759 5 10
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 1595 3.3309574 8376.812598 31.078426 23.6996514 2000-2009 –> 2010-2019 6.3893105 3.0583530 17445.24244 64.155351 6 12
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + oxygen + aou + nitrate 1595 3.3727092 8416.549057 519.544381 24.4941405 2000-2009 –> 2010-2019 6.4791963 3.1064870 17540.72791 982.594270 7 15
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + oxygen + silicate + silicate_star 1595 3.4185109 8459.578007 164.690819 44.9446016 2000-2009 –> 2010-2019 6.4963759 3.0778650 17550.71177 347.041039 9 16
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + aou + nitrate 1595 3.4067290 8446.564650 23.151364 26.4660059 2000-2009 –> 2010-2019 6.5490850 3.1423561 17609.72830 50.068050 8 17
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 1595 3.6058592 8629.780526 31.591711 23.1883647 2000-2009 –> 2010-2019 6.9036605 3.2978014 17967.31498 63.008067 10 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1507 1.5481719 5608.024150 153.915842 14.8953017 1982-1999 –> 2000-2009 3.2137974 1.6656255 15904.33647 308.273139 1 2
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 1507 1.5533397 5618.068211 146.882474 15.0656976 1982-1999 –> 2000-2009 3.2277049 1.6743652 15942.27437 296.510902 2 4
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + silicate 1507 1.5750469 5657.895964 144.341045 15.1482050 1982-1999 –> 2000-2009 3.2708656 1.6958186 16047.96088 298.183585 3 8
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 1507 1.6073200 5719.029221 145.629556 17.3669389 1982-1999 –> 2000-2009 3.2950584 1.6877384 16083.63725 280.119108 6 9
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 1507 1.6069821 5718.395629 137.998768 17.3767471 1982-1999 –> 2000-2009 3.3002741 1.6932919 16100.51322 267.084690 5 9
Atlantic (28.05,28.1] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 1507 1.6074845 5719.337767 670.471633 17.4085244 1982-1999 –> 2000-2009 3.3069759 1.6994914 16120.93392 1283.619329 7 13
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + oxygen + nitrate 1507 1.5947671 5695.397966 143.604251 14.9132953 1982-1999 –> 2000-2009 3.3363062 1.7415392 16227.26079 290.734652 4 11
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 1507 1.6079177 5720.149875 142.362664 15.1572569 1982-1999 –> 2000-2009 3.3684007 1.7604830 16309.67736 289.298058 8 16
Atlantic (28.05,28.1] 3 cstar_tref ~ sal + aou + nitrate 1507 1.6153605 5732.068924 137.049979 15.1986579 1982-1999 –> 2000-2009 3.3816476 1.7662872 16337.14011 283.634695 9 18
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + oxygen + nitrate 1507 1.6752061 5841.712385 131.047711 17.9050516 1982-1999 –> 2000-2009 3.4514553 1.7762493 16476.76108 254.197821 10 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 1353 1.6887291 5271.527384 108.236286 24.9176467 2000-2009 –> 2010-2019 3.2369010 1.5481719 10879.55153 255.409542 1 2
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 1353 1.6973450 5285.298230 108.409053 25.2139410 2000-2009 –> 2010-2019 3.2506847 1.5533397 10903.36644 255.291527 2 4
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + oxygen + nitrate 1353 1.6993590 5286.507134 105.837286 25.0553435 2000-2009 –> 2010-2019 3.2941260 1.5947671 10981.90510 249.441536 3 7
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 1353 1.7132122 5308.477176 105.397515 25.4403599 2000-2009 –> 2010-2019 3.3211299 1.6079177 11028.62705 247.760179 4 12
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + oxygen + nitrate + silicate_star 1353 1.7333203 5340.052653 101.274338 26.6385192 2000-2009 –> 2010-2019 3.3406402 1.6073200 11059.08187 238.672842 5 11
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 1353 1.7355869 5343.589012 102.049019 26.7506310 2000-2009 –> 2010-2019 3.3425691 1.6069821 11061.98464 240.047787 6 11
Atlantic (28.05,28.1] 4 cstar_tref ~ oxygen + aou + nitrate + silicate_star 1353 1.7409290 5351.905152 495.977236 26.9699145 2000-2009 –> 2010-2019 3.3484135 1.6074845 11071.24292 1166.448868 7 14
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + silicate 1353 1.7850769 5419.670403 110.452376 26.6143215 2000-2009 –> 2010-2019 3.3601238 1.5750469 11077.56637 254.793421 11 14
Atlantic (28.05,28.1] 3 cstar_tref ~ sal + aou + nitrate 1353 1.7872226 5420.921196 104.108495 26.6410063 2000-2009 –> 2010-2019 3.4025831 1.6153605 11152.99012 241.158474 12 21
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + oxygen + nitrate 1353 1.7553530 5372.232587 96.670392 27.1043678 2000-2009 –> 2010-2019 3.4305590 1.6752061 11213.94497 227.718103 8 18
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1363 1.1255726 4204.490066 382.207596 21.0691760 1982-1999 –> 2000-2009 2.2471207 1.1215481 11429.70526 630.523982 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 1363 1.1284947 4211.557863 373.556963 21.2466810 1982-1999 –> 2000-2009 2.2504296 1.1219350 11438.39473 615.239964 3 5
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 1363 1.1274267 4206.976718 295.880410 21.4700502 1982-1999 –> 2000-2009 2.2554925 1.1280658 11457.43791 462.579482 2 5
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + nitrate + silicate 1363 1.1299103 4212.975369 299.512494 21.5870607 1982-1999 –> 2000-2009 2.2582110 1.1283006 11464.41520 469.183053 4 8
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 1363 1.1539754 4270.424653 372.964234 23.3923930 1982-1999 –> 2000-2009 2.2968309 1.1428555 11582.13146 605.225271 9 14
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + oxygen + nitrate 1363 1.1299678 4213.114056 350.288665 21.4712146 1982-1999 –> 2000-2009 2.3215822 1.1916144 11721.26608 569.623152 5 11
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + oxygen + nitrate 1363 1.1328377 4218.028833 244.985691 22.0265302 1982-1999 –> 2000-2009 2.3319090 1.1990713 11753.51345 379.607529 6 14
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 1363 1.1340754 4223.005414 349.784162 21.7326138 1982-1999 –> 2000-2009 2.3330923 1.1990170 11760.27692 570.972542 7 14
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + nitrate 1363 1.1364623 4226.736766 245.887010 22.2271745 1982-1999 –> 2000-2009 2.3424315 1.2059693 11789.19335 381.785733 8 17
Atlantic (28.1,28.15] 3 cstar_tref ~ sal + aou + nitrate 1363 1.1553426 4271.652365 349.615200 23.5192201 1982-1999 –> 2000-2009 2.3624259 1.2070833 11838.45062 554.724974 10 20
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1174 1.1143292 3599.844811 227.067706 8.4866405 2000-2009 –> 2010-2019 2.2399018 1.1255726 7804.33488 609.275302 2 3
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1174 1.1135739 3598.252675 230.865459 8.5049519 2000-2009 –> 2010-2019 2.2420685 1.1284947 7809.81054 615.544367 1 4
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + oxygen + nitrate 1174 1.1160435 3601.454265 205.943929 8.6173973 2000-2009 –> 2010-2019 2.2460113 1.1299678 7814.56832 556.232595 3 8
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 1174 1.1167828 3603.009156 207.911114 8.6993780 2000-2009 –> 2010-2019 2.2508582 1.1340754 7826.01457 557.695276 4 11
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 1174 1.1417845 3654.994551 155.225109 9.2508883 2000-2009 –> 2010-2019 2.2692111 1.1274267 7861.97127 451.105519 6 8
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 1174 1.1404290 3652.205463 146.791788 9.2522400 2000-2009 –> 2010-2019 2.2703393 1.1299103 7865.18083 432.399104 5 9
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + oxygen + nitrate 1174 1.1448344 3659.258083 126.672482 9.4502310 2000-2009 –> 2010-2019 2.2776721 1.1328377 7877.28692 371.658173 7 13
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + nitrate 1174 1.1451617 3659.929345 128.035296 9.5165723 2000-2009 –> 2010-2019 2.2816240 1.1364623 7886.66611 373.922306 8 16
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 1174 1.1689621 3710.228654 205.802367 9.7640513 2000-2009 –> 2010-2019 2.3229375 1.1539754 7980.65331 578.766601 9 18
Atlantic (28.1,28.15] 3 cstar_tref ~ sal + aou + nitrate 1174 1.1689790 3708.262547 184.373246 9.7738182 2000-2009 –> 2010-2019 2.3243215 1.1553426 7979.91491 533.988447 10 20
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 711 0.3033637 335.536438 102.741263 1.4847953 1982-1999 –> 2000-2009 0.7426285 0.4392648 1918.96044 141.503981 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 711 0.3055557 345.774526 103.386533 1.5241337 1982-1999 –> 2000-2009 0.7488261 0.4432704 1953.09038 142.349117 3 5
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 711 0.3072308 353.548657 609.504286 1.5631364 1982-1999 –> 2000-2009 0.7548806 0.4476498 1986.74071 1046.092295 5 8
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + oxygen + nitrate 711 0.3037005 335.114543 84.470191 1.4777712 1982-1999 –> 2000-2009 0.7641481 0.4604476 2040.49674 113.341825 2 6
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 711 0.3056428 344.179800 84.568737 1.5197404 1982-1999 –> 2000-2009 0.7726782 0.4670354 2086.95208 113.422320 4 9
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + oxygen + aou + nitrate 711 0.3072372 351.578341 606.162442 1.5615607 1982-1999 –> 2000-2009 0.7816237 0.4743865 2135.45585 1042.732900 6 12
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + oxygen + silicate + silicate_star 711 0.3073723 352.203401 927.125157 1.5469993 1982-1999 –> 2000-2009 0.8605677 0.5531955 2540.59010 1464.182107 7 14
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 711 0.3086907 358.289964 59.172345 1.5749101 1982-1999 –> 2000-2009 0.8714077 0.5627169 2591.59265 91.380764 9 17
Atlantic (28.15,28.2] 4 cstar_tref ~ oxygen + aou + silicate + silicate_star 711 0.3099930 364.276345 951.829801 1.6076958 1982-1999 –> 2000-2009 0.8749262 0.5649332 2607.92471 1496.145189 11 20
Atlantic (28.15,28.2] 3 cstar_tref ~ temp + oxygen + nitrate 711 0.3086701 356.194694 53.815454 1.5422733 1982-1999 –> 2000-2009 0.8978291 0.5891591 2708.35743 80.437165 8 20
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 661 0.2466277 39.201448 55.301023 1.7782859 2000-2009 –> 2010-2019 0.5499914 0.3033637 374.73789 153.726336 3 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 661 0.2451077 31.028847 56.697224 1.7886289 2000-2009 –> 2010-2019 0.5506635 0.3055557 376.80337 160.083757 1 4
Atlantic (28.15,28.2] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 661 0.2532418 72.187897 146.101536 1.4722000 2000-2009 –> 2010-2019 0.5632348 0.3099930 436.46424 516.810528 4 13
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 661 0.2545966 79.241665 34.227553 1.5295512 2000-2009 –> 2010-2019 0.5632873 0.3086907 437.53163 93.399898 5 12
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + oxygen + nitrate + silicate_star 661 0.2569556 91.434400 34.402128 1.5961834 2000-2009 –> 2010-2019 0.5643279 0.3073723 443.63780 92.847889 6 11
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 661 0.3155137 362.839380 53.607267 2.2680862 2000-2009 –> 2010-2019 0.6211565 0.3056428 707.01918 138.176005 8 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + oxygen + nitrate 661 0.3200115 381.552076 53.761740 2.2949818 2000-2009 –> 2010-2019 0.6237120 0.3037005 716.66662 138.231931 10 12
Atlantic (28.15,28.2] 3 cstar_tref ~ oxygen + aou + nitrate 661 0.3239784 395.839009 132.162678 2.5067169 2000-2009 –> 2010-2019 0.6342313 0.3102529 759.30692 498.477226 11 21
Atlantic (28.15,28.2] 3 cstar_tref ~ temp + aou + nitrate 661 0.3282458 413.138686 30.952207 2.6354247 2000-2009 –> 2010-2019 0.6375604 0.3093146 772.29949 85.267584 12 20
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 661 0.2463189 35.545434 30.999679 1.9801770 2000-2009 –> 2010-2019 0.6377940 0.3914751 731.67683 126.900773 2 13
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 703 0.5182380 1084.834653 156.835778 4.9467381 1982-1999 –> 2000-2009 1.1791565 0.6609185 3817.86075 370.355320 1 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 703 0.5193353 1087.808688 189.802836 4.9870288 1982-1999 –> 2000-2009 1.1802517 0.6609164 3820.82620 401.141576 2 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 703 0.5201618 1090.044479 156.800020 4.9977510 1982-1999 –> 2000-2009 1.1812026 0.6610408 3823.57121 367.830975 3 7
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + oxygen + aou + nitrate 703 0.5361930 1130.722478 114.860084 5.5171919 1982-1999 –> 2000-2009 1.2067257 0.6705327 3900.82841 300.635490 5 10
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + oxygen + nitrate 703 0.5361647 1130.648281 53.314369 5.5243718 1982-1999 –> 2000-2009 1.2067871 0.6706223 3901.11600 238.749428 4 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 703 0.5362993 1131.001168 52.614332 5.5118180 1982-1999 –> 2000-2009 1.2068394 0.6705401 3901.13684 240.035536 6 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 703 0.5993215 1287.215937 78.959121 6.8721399 1982-1999 –> 2000-2009 1.2603239 0.6610024 4018.58554 216.351042 8 11
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 703 0.6034127 1294.781170 43.598542 6.8708373 1982-1999 –> 2000-2009 1.2766940 0.6732813 4073.95674 177.832234 9 17
Atlantic (28.2, Inf] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 703 0.6088993 1309.507615 12.996141 6.4592203 1982-1999 –> 2000-2009 1.2851850 0.6762857 4102.73135 51.237434 11 20
Atlantic (28.2, Inf] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 703 0.6095044 1310.904140 93.818621 6.4882494 1982-1999 –> 2000-2009 1.2858347 0.6763303 4104.30631 177.919578 12 22
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 627 0.5690633 1086.389431 284.939992 4.9187757 2000-2009 –> 2010-2019 1.0873013 0.5182380 2171.22408 441.775771 2 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 627 0.5689144 1086.061212 275.836351 4.9430705 2000-2009 –> 2010-2019 1.0882497 0.5193353 2173.86990 465.639187 1 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 627 0.5758574 1101.272414 282.799455 4.9389692 2000-2009 –> 2010-2019 1.0960193 0.5201618 2191.31689 439.599475 4 7
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 627 0.5977306 1146.021563 128.723236 5.0384242 2000-2009 –> 2010-2019 1.1340299 0.5362993 2277.02273 181.337568 5 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + oxygen + aou + nitrate 627 0.5984921 1147.618127 129.460559 5.0524110 2000-2009 –> 2010-2019 1.1346851 0.5361930 2278.34060 244.320644 6 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + oxygen + nitrate 627 0.6104155 1172.355257 130.927517 5.3885232 2000-2009 –> 2010-2019 1.1465802 0.5361647 2303.00354 184.241886 8 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 627 0.5692192 1084.732841 230.236346 4.8579737 2000-2009 –> 2010-2019 1.1685407 0.5993215 2371.94878 306.524105 3 11
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 627 0.6007881 1150.419618 123.059872 5.0104165 2000-2009 –> 2010-2019 1.2042008 0.6034127 2445.20079 166.658414 7 16
Atlantic (28.2, Inf] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 627 0.6157272 1183.219947 119.659451 6.1605857 2000-2009 –> 2010-2019 1.2252315 0.6095044 2494.12409 213.478072 9 21
Atlantic (28.2, Inf] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 627 0.6172805 1186.379598 18.979338 6.1508471 2000-2009 –> 2010-2019 1.2261798 0.6088993 2495.88721 31.975479 10 21
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + oxygen + silicate + silicate_star 4634 13.7206091 37436.678423 185.122890 91.4309828 1982-1999 –> 2000-2009 27.0338555 13.3132464 103906.32739 401.478864 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 4634 14.2436084 37783.387366 96.732991 91.8115450 1982-1999 –> 2000-2009 28.1056911 13.8620827 104922.91166 195.601363 2 4
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + oxygen + nitrate 4634 15.0513845 38292.626128 48.278473 108.4622312 1982-1999 –> 2000-2009 29.4812375 14.4298530 106095.78397 98.564277 3 6
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + silicate + silicate_star 4634 15.3507028 38475.124848 53.613282 90.4560962 1982-1999 –> 2000-2009 30.5905694 15.2398666 107183.91878 111.868611 4 8
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 4634 15.9510228 38830.661064 94.645325 109.0655874 1982-1999 –> 2000-2009 31.3414777 15.3904549 107702.50097 191.222172 5 10
Indo-Pacific (-Inf,26] 3 cstar_tref ~ sal + temp + nitrate 4634 16.8252214 39323.165209 10.560968 94.6465902 1982-1999 –> 2000-2009 33.4238878 16.5986664 109446.18722 21.207467 6 13
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 4634 17.0207533 39432.250889 29.817045 101.8696316 1982-1999 –> 2000-2009 33.6007262 16.5799729 109538.58771 56.881178 7 13
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + oxygen + silicate 4634 17.1878431 39522.789588 15.763261 105.4734440 1982-1999 –> 2000-2009 33.8690706 16.6812275 109730.08541 31.789729 8 16
Indo-Pacific (-Inf,26] 3 cstar_tref ~ sal + temp + silicate 4634 17.3881158 39628.155985 13.942931 103.9387318 1982-1999 –> 2000-2009 34.1479752 16.7598594 109911.43229 29.152153 12 21
Indo-Pacific (-Inf,26] 5 cstar_tref ~ temp + oxygen + aou + silicate + silicate_star 4634 17.2873489 39578.290205 406.986828 151.1668721 1982-1999 –> 2000-2009 34.4822810 17.1949321 110290.52983 827.010919 9 19
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4192 13.7510320 33885.799402 41.864852 89.0417339 2000-2009 –> 2010-2019 27.4716411 13.7206091 71322.47783 90.475786 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 4192 14.2547605 34187.430919 82.690860 91.0655232 2000-2009 –> 2010-2019 28.4983688 14.2436084 71970.81829 179.423851 2 4
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + oxygen + nitrate 4192 15.0313774 34630.193109 41.058453 102.1962615 2000-2009 –> 2010-2019 30.0827619 15.0513845 72922.81924 89.336926 3 6
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + silicate 4192 15.5611093 34920.572656 14.364031 81.2565249 2000-2009 –> 2010-2019 30.9118121 15.3507028 73395.69750 29.530496 4 8
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 4192 15.8761898 35088.635667 81.879241 106.4179061 2000-2009 –> 2010-2019 31.8272127 15.9510228 73919.29673 176.524566 5 10
Indo-Pacific (-Inf,26] 3 cstar_tref ~ sal + temp + nitrate 4192 16.8269006 35574.235168 9.904748 96.2454004 2000-2009 –> 2010-2019 33.6521219 16.8252214 74897.40038 20.465716 6 12
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 4192 18.1643430 36217.457486 30.906451 96.7466230 2000-2009 –> 2010-2019 35.1850963 17.0207533 75649.70838 60.723496 8 15
Indo-Pacific (-Inf,26] 5 cstar_tref ~ temp + oxygen + aou + nitrate + silicate 4192 18.2281886 36248.874599 371.306331 150.3701948 2000-2009 –> 2010-2019 35.5155375 17.2873489 75827.16480 778.293160 9 18
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + oxygen + silicate 4192 18.3676857 36310.791629 16.415586 98.1960026 2000-2009 –> 2010-2019 35.5555288 17.1878431 75833.58122 32.178847 11 19
Indo-Pacific (-Inf,26] 4 cstar_tref ~ temp + oxygen + aou + silicate_star 4192 18.2375882 36251.196815 150.102681 149.3478738 2000-2009 –> 2010-2019 35.5880395 17.3504513 75861.25555 289.018245 10 21
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2337 11.7240594 18151.838494 15.103802 46.9678132 1982-1999 –> 2000-2009 23.5380416 11.8139822 51713.42046 30.892250 1 3
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2337 11.7313867 18154.758733 15.611310 45.8411197 1982-1999 –> 2000-2009 23.5395854 11.8081987 51712.11587 31.413919 2 3
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 2337 11.7533479 18163.500317 329.444680 55.7460124 1982-1999 –> 2000-2009 23.6537096 11.9003616 51787.93750 678.799537 3 6
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 2337 11.9960377 18257.028812 15.037487 42.6490386 1982-1999 –> 2000-2009 23.9167700 11.9207323 51894.22250 30.808748 6 10
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + silicate_star 2337 11.9893443 18254.420134 32.867509 43.5064138 1982-1999 –> 2000-2009 23.9174877 11.9281434 51896.97618 70.154505 4 9
Indo-Pacific (26,26.5] 4 cstar_tref ~ oxygen + aou + silicate + silicate_star 2337 11.9928345 18255.780592 82.254782 46.2604530 1982-1999 –> 2000-2009 23.9724042 11.9795697 51935.45493 171.733139 5 11
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + temp + silicate + silicate_star 2337 12.2524489 18355.881232 14.263440 52.9666718 1982-1999 –> 2000-2009 24.9520682 12.6996193 52539.16623 27.932481 7 15
Indo-Pacific (26,26.5] 3 cstar_tref ~ temp + nitrate + silicate 2337 12.5802776 18477.295809 1.834127 37.3786366 1982-1999 –> 2000-2009 25.4380590 12.8577814 52765.37105 3.738986 8 17
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 2337 12.8420987 18575.572802 14.982389 38.3540553 1982-1999 –> 2000-2009 25.4653146 12.6232159 52706.79333 30.570097 9 16
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + oxygen + silicate + silicate_star 2337 13.0701224 18657.835957 26.278781 38.9046647 1982-1999 –> 2000-2009 25.9809051 12.9107827 52983.40371 56.142646 10 20
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2081 12.5059231 16433.676485 14.046478 69.0354495 2000-2009 –> 2010-2019 24.2299825 11.7240594 34585.51498 29.150279 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2081 12.5171428 16437.408762 15.244288 65.2724536 2000-2009 –> 2010-2019 24.2485295 11.7313867 34592.16749 30.855598 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + oxygen + aou + silicate + silicate_star 2081 12.5207036 16438.592552 290.907268 92.9788603 2000-2009 –> 2010-2019 24.2740515 11.7533479 34602.09287 620.351949 3 6
Indo-Pacific (26,26.5] 4 cstar_tref ~ oxygen + aou + nitrate + silicate_star 2081 12.7459330 16510.795505 73.590788 70.3367015 2000-2009 –> 2010-2019 24.7387675 11.9928345 34766.57610 155.845570 4 9
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 2081 12.7578692 16514.691282 15.687809 57.9003572 2000-2009 –> 2010-2019 24.7472134 11.9893443 34769.11142 32.967381 5 9
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 2081 12.7699615 16518.634293 13.740972 57.5493176 2000-2009 –> 2010-2019 24.7659992 11.9960377 34775.66310 28.778459 6 12
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + temp + nitrate + silicate_star 2081 12.9985414 16592.474403 13.943077 69.7966583 2000-2009 –> 2010-2019 25.2509903 12.2524489 34948.35564 28.206517 7 14
Indo-Pacific (26,26.5] 3 cstar_tref ~ temp + nitrate + silicate 2081 13.3029369 16686.815028 1.830107 54.6098966 2000-2009 –> 2010-2019 25.8832145 12.5802776 35164.11084 3.664235 8 16
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 2081 13.6102275 16783.861381 14.885044 50.8284602 2000-2009 –> 2010-2019 26.4523261 12.8420987 35359.43418 31.312260 9 18
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + oxygen + nitrate + silicate_star 2081 13.8324227 16851.259896 12.507355 43.9375065 2000-2009 –> 2010-2019 26.9025452 13.0701224 35509.09585 26.323007 10 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 2907 12.9566256 23156.893383 32.605999 39.5954324 1982-1999 –> 2000-2009 24.6780738 11.7214482 60911.26385 70.696579 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2907 12.9572508 23157.173954 31.648673 39.5041955 1982-1999 –> 2000-2009 24.6836121 11.7263612 60915.62016 68.227884 2 4
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ oxygen + aou + nitrate + silicate_star 2907 13.0011905 23174.856617 278.884726 41.4533519 1982-1999 –> 2000-2009 24.7492592 11.7480687 60949.29063 545.095294 4 7
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 2907 13.0128768 23180.080244 32.446116 39.7751127 1982-1999 –> 2000-2009 24.7684611 11.7555843 60960.73430 70.015610 5 9
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 2907 13.0133741 23180.302432 31.479696 39.7022120 1982-1999 –> 2000-2009 24.7759704 11.7625963 60966.75612 68.052766 6 11
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + nitrate + silicate_star 2907 12.9602505 23156.519747 23.290458 39.3421523 1982-1999 –> 2000-2009 24.9917490 12.0314985 61162.81409 45.513572 3 11
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 2907 13.1147096 23225.400865 38.678462 37.7964891 1982-1999 –> 2000-2009 25.0665119 11.9518023 61167.05621 83.622735 9 15
Indo-Pacific (26.5,26.75] 3 cstar_tref ~ temp + nitrate + silicate 2907 13.0147774 23178.929367 2.027174 39.5885460 1982-1999 –> 2000-2009 25.0789833 12.0642058 61209.62772 3.986612 7 16
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + oxygen + nitrate + silicate 2907 13.1065071 23221.763403 27.016425 37.7957964 1982-1999 –> 2000-2009 25.1323855 12.0258784 61223.51348 58.888457 8 15
Indo-Pacific (26.5,26.75] 3 cstar_tref ~ sal + silicate + silicate_star 2907 13.1166184 23224.246989 1.461852 37.9350107 1982-1999 –> 2000-2009 25.2853977 12.1687793 61338.88778 2.916026 10 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2555 13.6824289 20633.110504 30.119733 37.2933109 2000-2009 –> 2010-2019 26.6396797 12.9572508 43790.28446 61.768407 2 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 2555 13.6853700 20634.208814 40.049973 36.8441632 2000-2009 –> 2010-2019 26.6419956 12.9566256 43791.10220 83.232826 4 5
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 2555 13.6518913 20619.692845 267.181399 38.6736801 2000-2009 –> 2010-2019 26.6530819 13.0011905 43794.54946 546.066125 1 5
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + nitrate + silicate_star 2555 13.6933778 20635.197980 23.536645 37.1935300 2000-2009 –> 2010-2019 26.6536283 12.9602505 43791.71773 46.827103 6 9
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + oxygen + nitrate + silicate_star 2555 13.6824776 20631.128685 39.011644 36.9893066 2000-2009 –> 2010-2019 26.6958517 13.0133741 43811.43112 80.990541 3 9
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 2555 13.6854378 20632.234128 30.671981 36.4837121 2000-2009 –> 2010-2019 26.6983146 13.0128768 43812.31437 63.118097 5 10
Indo-Pacific (26.5,26.75] 3 cstar_tref ~ temp + silicate + silicate_star 2555 13.6935500 20633.262254 1.579974 37.2956168 2000-2009 –> 2010-2019 26.7083275 13.0147774 43812.19162 3.150761 7 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + oxygen + nitrate + silicate_star 2555 13.7042439 20639.251323 31.773840 35.5407725 2000-2009 –> 2010-2019 26.8107511 13.1065071 43861.01473 66.027420 8 16
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + silicate_star 2555 13.7154492 20643.427811 28.791038 36.0322484 2000-2009 –> 2010-2019 26.8301589 13.1147096 43868.82868 59.235369 9 18
Indo-Pacific (26.5,26.75] 3 cstar_tref ~ sal + nitrate + silicate 2555 13.7344193 20648.490667 1.720906 38.6943950 2000-2009 –> 2010-2019 26.8510377 13.1166184 43872.73766 3.537924 10 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + oxygen + aou + silicate + silicate_star 3173 12.2222119 24904.239787 808.890232 40.9159399 1982-1999 –> 2000-2009 23.1016376 10.8794258 67368.26676 1698.542204 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 3173 12.2233833 24904.848004 35.489075 40.2172505 1982-1999 –> 2000-2009 23.1305405 10.9071571 67397.27005 71.333686 2 5
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 3173 12.2255740 24905.985232 36.951709 40.7838374 1982-1999 –> 2000-2009 23.1382712 10.9126972 67404.07134 74.023725 3 7
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + aou + silicate + silicate_star 3173 12.2263099 24904.367212 59.347108 40.2787698 1982-1999 –> 2000-2009 23.1438421 10.9175322 67405.39409 117.540508 4 9
Indo-Pacific (26.75,27] 4 cstar_tref ~ oxygen + aou + nitrate + silicate_star 3173 12.2710113 24927.526920 241.365148 43.6136350 1982-1999 –> 2000-2009 23.1526583 10.8816470 67391.83092 486.195731 8 10
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + oxygen + silicate + silicate_star 3173 12.2279311 24905.208637 54.124756 40.5661515 1982-1999 –> 2000-2009 23.1546722 10.9267411 67415.63990 106.810327 6 13
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + silicate 3173 12.2264599 24904.445067 12.744398 41.5629124 1982-1999 –> 2000-2009 23.1549414 10.9284815 67416.65278 25.659878 5 14
Indo-Pacific (26.75,27] 3 cstar_tref ~ sal + silicate + silicate_star 3173 12.2302261 24904.399540 1.862492 41.8175889 1982-1999 –> 2000-2009 23.1652030 10.9349769 67421.23479 3.649864 7 17
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 3173 12.3263955 24956.104628 34.659521 41.5210834 1982-1999 –> 2000-2009 23.2495760 10.9231805 67462.90068 70.094583 10 16
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + oxygen + nitrate + silicate_star 3173 12.3260990 24955.951955 36.108923 42.1493275 1982-1999 –> 2000-2009 23.2542372 10.9281383 67467.80936 72.765232 9 17
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 2860 13.0096058 22806.063711 776.396778 51.8327446 2000-2009 –> 2010-2019 25.2318176 12.2222119 47710.30350 1585.287009 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 2860 13.0144769 22808.205016 31.929767 55.6195674 2000-2009 –> 2010-2019 25.2378602 12.2233833 47713.05302 67.418842 3 5
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + oxygen + silicate + silicate_star 2860 13.0133464 22807.708142 58.481433 56.6238139 2000-2009 –> 2010-2019 25.2389204 12.2255740 47713.69337 120.204900 2 5
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + silicate_star 2860 13.0145971 22806.257853 13.272855 55.1307909 2000-2009 –> 2010-2019 25.2410570 12.2264599 47710.70292 26.017254 4 9
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 2860 13.0158293 22806.799406 31.240457 54.6165527 2000-2009 –> 2010-2019 25.2421392 12.2263099 47711.16662 66.193818 6 10
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + oxygen + nitrate + silicate_star 2860 13.0154060 22806.613343 29.340570 55.0835114 2000-2009 –> 2010-2019 25.2433371 12.2279311 47711.82198 62.474949 5 11
Indo-Pacific (26.75,27] 3 cstar_tref ~ sal + nitrate + silicate_star 2860 13.0158609 22804.813293 1.075828 54.3859662 2000-2009 –> 2010-2019 25.2460870 12.2302261 47709.21283 2.121436 7 14
Indo-Pacific (26.75,27] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 2860 13.0480764 22820.953335 229.651155 59.3791989 2000-2009 –> 2010-2019 25.3190877 12.2710113 47748.48025 471.016303 8 16
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + oxygen + silicate + silicate_star 2860 13.0959322 22841.893901 58.133969 54.2109991 2000-2009 –> 2010-2019 25.4220311 12.3260990 47797.84586 119.054356 9 18
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + silicate + silicate_star 2860 13.0986303 22843.072273 57.434892 54.0256354 2000-2009 –> 2010-2019 25.4250258 12.3263955 47799.17690 117.473737 10 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 3352 10.1962862 25093.409834 37.367029 69.8930815 1982-1999 –> 2000-2009 19.4992478 9.3029617 69095.72656 74.693883 1 2
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + temp + oxygen + silicate 3352 10.2092900 25099.954351 8.173754 65.7121348 1982-1999 –> 2000-2009 19.5139401 9.3046500 69102.45854 16.754986 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 3352 10.2127194 25104.205891 35.544028 69.7199645 1982-1999 –> 2000-2009 19.5258122 9.3130928 69119.64261 71.358834 3 6
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + temp + aou + silicate 3352 10.2220961 25108.358252 7.779059 66.0276728 1982-1999 –> 2000-2009 19.5359300 9.3138339 69122.75409 16.033633 4 8
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + temp + oxygen + silicate_star 3352 10.2325832 25115.232530 7.193502 61.9025054 1982-1999 –> 2000-2009 19.5591779 9.3265948 69146.13223 14.883860 5 10
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + temp + aou + silicate_star 3352 10.2424044 25121.663903 7.188100 62.2144514 1982-1999 –> 2000-2009 19.5748807 9.3324764 69160.16280 14.873636 6 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 3352 10.2667164 25139.558080 939.462597 69.4499491 1982-1999 –> 2000-2009 19.6231413 9.3564249 69210.94971 1919.578477 7 14
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + oxygen + aou + silicate 3352 10.2712567 25140.522192 766.745736 66.7377151 1982-1999 –> 2000-2009 19.6276828 9.3564261 69209.91539 1548.704942 8 16
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + oxygen + aou + silicate_star 3352 10.2857547 25149.978294 721.770172 63.0485312 1982-1999 –> 2000-2009 19.6540192 9.3682645 69234.61338 1449.024332 9 18
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + temp + oxygen + nitrate 3352 10.2876317 25151.201529 15.717452 58.7461306 1982-1999 –> 2000-2009 19.7261513 9.4385196 69325.89556 31.004115 10 34
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3085 11.5773989 23879.519016 31.768450 86.3631225 2000-2009 –> 2010-2019 21.7736851 10.1962862 48972.92885 69.135479 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3085 11.5964868 23889.683243 30.150599 86.5403220 2000-2009 –> 2010-2019 21.8092062 10.2127194 48993.88913 65.694627 2 5
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + temp + oxygen + silicate 3085 11.6040947 23891.729789 8.019828 79.9504650 2000-2009 –> 2010-2019 21.8133848 10.2092900 48991.68414 16.193582 3 5
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + temp + aou + silicate 3085 11.6177670 23898.995156 7.678619 80.5362381 2000-2009 –> 2010-2019 21.8398630 10.2220961 49007.35341 15.457679 4 8
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + temp + oxygen + silicate_star 3085 11.6211397 23900.786129 7.652780 76.7517449 2000-2009 –> 2010-2019 21.8537229 10.2325832 49016.01866 14.846282 5 10
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + temp + aou + silicate_star 3085 11.6329534 23907.055160 7.646616 77.3526415 2000-2009 –> 2010-2019 21.8753578 10.2424044 49028.71906 14.834716 7 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 3085 11.6459007 23915.918444 921.314000 85.3166967 2000-2009 –> 2010-2019 21.9126171 10.2667164 49055.47652 1860.776598 10 17
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + temp + oxygen + nitrate 3085 11.6268263 23903.804559 14.596727 77.3625383 2000-2009 –> 2010-2019 21.9144580 10.2876317 49055.00609 30.314178 6 16
Indo-Pacific (27,27.25] 3 cstar_tref ~ sal + temp + oxygen 3085 11.6343488 23905.795229 7.508079 75.0978802 2000-2009 –> 2010-2019 21.9222061 10.2878573 49055.14381 14.631429 8 19
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + oxygen + aou + silicate 3085 11.6598447 23921.301583 801.224105 80.2066899 2000-2009 –> 2010-2019 21.9311014 10.2712567 49061.82378 1567.969841 12 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 3940 7.8061715 27387.963003 573.917828 39.2279963 1982-1999 –> 2000-2009 14.9662177 7.1600462 77746.31875 1148.126228 1 2
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ oxygen + aou + silicate + silicate_star 3940 7.8078121 27387.618934 327.921134 38.7794043 1982-1999 –> 2000-2009 14.9678615 7.1600494 77743.98123 652.669649 2 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 3940 7.8373310 27419.354602 85.524770 38.9158117 1982-1999 –> 2000-2009 15.0120464 7.1747154 77808.12785 180.412702 5 8
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 3940 7.8478032 27427.876790 20.680413 39.4660130 1982-1999 –> 2000-2009 15.0228732 7.1750700 77815.38446 42.228542 6 10
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 3940 7.8515456 27431.633658 22.310350 37.2052128 1982-1999 –> 2000-2009 15.0329565 7.1814109 77832.26970 46.363474 8 13
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 3940 7.8490523 27431.130901 24.998924 38.6821784 1982-1999 –> 2000-2009 15.0345294 7.1854771 77842.17957 51.907309 7 13
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + oxygen + aou + nitrate 3940 7.8167442 27396.628506 408.414880 37.9574389 1982-1999 –> 2000-2009 15.0488818 7.2321376 77901.87497 806.248793 3 17
Indo-Pacific (27.25,27.5] 3 cstar_tref ~ oxygen + aou + nitrate 3940 7.8176472 27395.538698 182.802005 37.6611115 1982-1999 –> 2000-2009 15.0504977 7.2328505 77900.25012 353.567459 4 21
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 3940 7.8623465 27442.466224 23.949777 37.0493487 1982-1999 –> 2000-2009 15.0539528 7.1916063 77864.18671 50.033776 10 18
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + oxygen + nitrate + silicate_star 3940 7.8676275 27447.757262 18.635171 39.4097727 1982-1999 –> 2000-2009 15.0559326 7.1883051 77862.65415 37.876739 11 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 3494 8.6932917 25041.453447 547.459715 38.3718190 2000-2009 –> 2010-2019 16.4994632 7.8061715 52429.41645 1121.377542 1 2
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 3494 8.6946564 25040.550374 327.060760 38.8483740 2000-2009 –> 2010-2019 16.5024685 7.8078121 52428.16931 654.981894 2 4
Indo-Pacific (27.25,27.5] 3 cstar_tref ~ oxygen + aou + nitrate 3494 8.6946595 25038.552837 181.312156 38.8160748 2000-2009 –> 2010-2019 16.5123066 7.8176472 52434.09153 364.114161 3 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 3494 8.7528470 25089.163078 23.928790 38.3001597 2000-2009 –> 2010-2019 16.5901781 7.8373310 52508.51768 47.186458 4 8
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 3494 8.7549198 25088.817751 22.603551 37.5998632 2000-2009 –> 2010-2019 16.6064655 7.8515456 52520.45141 44.913901 6 13
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + oxygen + silicate + silicate_star 3494 8.7616015 25096.148906 83.489739 38.3008153 2000-2009 –> 2010-2019 16.6106538 7.8490523 52527.27981 168.826283 9 15
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 3494 8.7549278 25088.824083 10.658107 37.3654884 2000-2009 –> 2010-2019 16.6142995 7.8593717 52528.30826 21.323248 7 15
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + oxygen + silicate + silicate_star 3494 8.7632101 25095.431741 76.560089 37.6915473 2000-2009 –> 2010-2019 16.6255566 7.8623465 52537.89797 155.210278 10 19
Indo-Pacific (27.25,27.5] 3 cstar_tref ~ temp + aou + nitrate 3494 8.7568224 25088.336194 8.927967 36.7351303 2000-2009 –> 2010-2019 16.6271071 7.8702846 52536.75435 17.789769 8 19
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + oxygen + nitrate 3494 8.7657398 25097.448692 11.555728 36.9467405 2000-2009 –> 2010-2019 16.6420078 7.8762680 52553.85532 23.021964 11 23
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + oxygen + aou + silicate + silicate_star 4917 4.8513665 29498.288556 344.806885 27.7568422 1982-1999 –> 2000-2009 9.3449497 4.4935832 81440.61060 697.826065 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4917 4.8833635 29562.935296 17.295686 27.4590605 1982-1999 –> 2000-2009 9.3987560 4.5153925 81591.31355 36.636440 2 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 4917 4.8992934 29594.962259 18.408979 27.2563714 1982-1999 –> 2000-2009 9.4288723 4.5295789 81679.09517 38.913419 3 6
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ oxygen + aou + silicate + silicate_star 4917 4.9048924 29604.194483 211.458883 30.3934084 1982-1999 –> 2000-2009 9.4595478 4.5546553 81784.45551 433.540758 4 8
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + silicate + silicate_star 4917 4.9207759 29635.988291 167.100431 29.9254055 1982-1999 –> 2000-2009 9.4825579 4.5617820 81844.03874 373.043408 5 10
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 4917 4.9363221 29667.007974 17.842989 29.6930278 1982-1999 –> 2000-2009 9.5118965 4.5755744 81928.71626 37.441055 6 13
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 4917 4.9756926 29745.129590 15.634001 29.5507477 1982-1999 –> 2000-2009 9.5477034 4.5720108 81992.98970 33.408339 7 13
Indo-Pacific (27.5,27.75] 3 cstar_tref ~ aou + nitrate + silicate_star 4917 4.9770431 29745.798395 10.066904 29.1343260 1982-1999 –> 2000-2009 9.5531737 4.5761306 82007.66703 21.184305 8 16
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + oxygen + nitrate + silicate_star 4917 5.0683244 29926.524461 13.725213 30.4545189 1982-1999 –> 2000-2009 9.7256101 4.6572858 82502.84292 29.274379 10 19
Indo-Pacific (27.5,27.75] 3 cstar_tref ~ oxygen + nitrate + silicate 4917 5.0741078 29935.739646 6.817014 29.8079688 1982-1999 –> 2000-2009 9.7313943 4.6572865 82510.06081 14.208969 12 22
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 4450 5.1203696 27178.269820 373.508024 25.7346119 2000-2009 –> 2010-2019 9.9717361 4.8513665 56676.55838 718.314909 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4450 5.1588740 27244.946188 17.249634 27.7947755 2000-2009 –> 2010-2019 10.0422375 4.8833635 56807.88148 34.545320 2 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 4450 5.1751067 27272.906483 18.086622 28.5036860 2000-2009 –> 2010-2019 10.0744000 4.8992934 56867.86874 36.495601 4 7
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 4450 5.1707991 27263.495336 223.391692 26.0136176 2000-2009 –> 2010-2019 10.0756915 4.9048924 56867.68982 434.850575 3 7
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 4450 5.1924767 27300.728905 16.852789 27.6023881 2000-2009 –> 2010-2019 10.1132525 4.9207759 56936.71720 33.641203 5 10
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 4450 5.2081376 27327.531589 17.645318 28.3353426 2000-2009 –> 2010-2019 10.1444597 4.9363221 56994.53956 35.488307 6 12
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 4450 5.2822183 27453.233559 15.638694 32.8594766 2000-2009 –> 2010-2019 10.2579109 4.9756926 57198.36315 31.272695 9 16
Indo-Pacific (27.5,27.75] 3 cstar_tref ~ aou + nitrate + silicate 4450 5.2923728 27468.326408 10.688379 33.7477466 2000-2009 –> 2010-2019 10.2694159 4.9770431 57214.12480 20.755282 10 18
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + oxygen + aou + nitrate 4450 5.2258886 27357.814170 233.549887 24.2870378 2000-2009 –> 2010-2019 10.2949969 5.0691083 57285.85959 453.171556 7 18
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + nitrate 4450 5.2762492 27443.170550 9.274102 26.1372614 2000-2009 –> 2010-2019 10.3902048 5.1139556 57457.83653 19.075872 8 23
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 2221 3.1075181 11353.372870 693.980575 20.6551899 1982-1999 –> 2000-2009 5.8889731 2.7814549 31317.79944 1299.085795 1 2
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ oxygen + aou + nitrate + silicate_star 2221 3.1283692 11381.078585 386.952741 23.1841175 1982-1999 –> 2000-2009 5.9220552 2.7936860 31379.35280 766.481493 3 5
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 2221 3.1271609 11381.362524 48.513358 20.7131427 1982-1999 –> 2000-2009 5.9222538 2.7950929 31385.75022 103.706802 2 5
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 2221 3.1412409 11399.317756 43.423199 22.8705977 1982-1999 –> 2000-2009 5.9452675 2.8040266 31427.77683 91.910668 4 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2221 3.1446183 11406.091143 49.980248 20.4586210 1982-1999 –> 2000-2009 5.9576413 2.8130230 31462.72082 107.485853 5 10
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + oxygen + nitrate + silicate_star 2221 3.1602735 11426.150294 44.850049 22.7305833 1982-1999 –> 2000-2009 5.9842504 2.8239770 31512.53233 95.629131 6 12
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 2221 3.1932639 11472.280411 48.040624 23.0716229 1982-1999 –> 2000-2009 6.0480777 2.8548138 31647.39241 102.548267 7 14
Indo-Pacific (27.75,27.85] 3 cstar_tref ~ aou + nitrate + silicate_star 2221 3.2161074 11501.943823 25.240998 20.2691075 1982-1999 –> 2000-2009 6.0969819 2.8808746 31749.29892 51.534552 8 16
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + oxygen + nitrate + silicate_star 2221 3.3426718 11675.399162 43.664318 23.7192615 1982-1999 –> 2000-2009 6.3956855 3.0530137 32398.90267 91.840301 9 18
Indo-Pacific (27.75,27.85] 3 cstar_tref ~ oxygen + silicate + silicate_star 2221 3.3986203 11747.132569 518.003753 23.7216522 1982-1999 –> 2000-2009 6.5181355 3.1195151 32644.68625 1059.224746 10 20
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 1885 3.2043574 9753.606925 647.355234 20.5177695 2000-2009 –> 2010-2019 6.3118756 3.1075181 21106.97979 1341.335808 1 2
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ oxygen + aou + nitrate + silicate_star 1885 3.2340100 9786.333449 335.420570 22.3490977 2000-2009 –> 2010-2019 6.3623792 3.1283692 21167.41203 722.373310 2 5
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 1885 3.2438004 9799.729246 46.442612 20.4472084 2000-2009 –> 2010-2019 6.3709613 3.1271609 21181.09177 94.955970 3 5
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + silicate 1885 3.2627849 9819.728976 40.844669 21.9794636 2000-2009 –> 2010-2019 6.4040258 3.1412409 21219.04673 84.267868 4 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1885 3.2720300 9832.396145 47.847754 20.2321864 2000-2009 –> 2010-2019 6.4166483 3.1446183 21238.48729 97.828002 5 10
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 1885 3.2938603 9855.465245 42.240636 21.8743341 2000-2009 –> 2010-2019 6.4541337 3.1602735 21281.61554 87.090685 6 12
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1885 3.3847205 9958.051154 46.403255 25.2689340 2000-2009 –> 2010-2019 6.5779843 3.1932639 21430.33156 94.443878 8 15
Indo-Pacific (27.75,27.85] 3 cstar_tref ~ aou + nitrate + silicate 1885 3.4830269 10063.987776 25.419528 30.9100589 2000-2009 –> 2010-2019 6.6991343 3.2161074 21565.93160 50.660525 14 22
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + oxygen + aou + nitrate 1885 3.3729215 9944.886210 611.246187 15.6413103 2000-2009 –> 2010-2019 6.8388316 3.4659100 21781.10717 1262.369222 7 22
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 1885 3.4102755 9986.408222 39.858840 16.8167899 2000-2009 –> 2010-2019 6.8970159 3.4867403 21849.24590 81.615178 9 27
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 2960 2.1801563 13028.143698 512.475057 31.7752875 1982-1999 –> 2000-2009 4.2355327 2.0553765 35715.47907 1164.729138 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 2960 2.1938903 13065.320211 36.846917 31.9258522 1982-1999 –> 2000-2009 4.2533396 2.0594492 35773.63499 79.288499 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 2960 2.2065111 13099.278480 37.767393 31.9565804 1982-1999 –> 2000-2009 4.2713327 2.0648216 35835.20366 80.680654 3 6
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 2960 2.2073267 13099.466430 313.019721 35.1515593 1982-1999 –> 2000-2009 4.2794545 2.0721278 35870.82541 731.241115 4 8
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 2960 2.2139363 13117.166605 35.492760 34.8534488 1982-1999 –> 2000-2009 4.2871581 2.0732218 35894.11965 77.077739 5 10
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 2960 2.2228535 13140.963160 36.232494 34.6007044 1982-1999 –> 2000-2009 4.2989104 2.0760569 35932.39900 78.164791 6 12
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate 2960 2.4462125 13707.798332 33.958004 36.9682268 1982-1999 –> 2000-2009 4.6210027 2.1747902 36991.63628 72.713722 7 14
Indo-Pacific (27.85,27.95] 3 cstar_tref ~ aou + nitrate + silicate 2960 2.5576612 13969.548191 21.034419 29.8659919 1982-1999 –> 2000-2009 4.7614718 2.2038106 37391.87068 44.666339 8 16
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + oxygen + nitrate + silicate 2960 2.8030707 14513.951868 30.946713 39.2738222 1982-1999 –> 2000-2009 5.2147132 2.4116425 38893.36722 65.061920 9 18
Indo-Pacific (27.85,27.95] 3 cstar_tref ~ oxygen + silicate + silicate_star 2960 2.9644024 14843.234764 823.986054 30.4816099 1982-1999 –> 2000-2009 5.4533045 2.4889022 39554.84392 1775.629007 12 22
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 2654 2.3619940 12107.984571 571.847383 31.7761128 2000-2009 –> 2010-2019 4.5421503 2.1801563 25136.12827 1084.322440 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2654 2.3781900 12144.256907 35.258776 31.9861398 2000-2009 –> 2010-2019 4.5720803 2.1938903 25209.57712 72.105693 3 5
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ oxygen + aou + nitrate + silicate_star 2654 2.3664783 12116.052377 350.299581 32.9258840 2000-2009 –> 2010-2019 4.5738050 2.2073267 25215.51881 663.319302 2 6
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + silicate 2654 2.3797704 12145.782999 33.095748 32.6728287 2000-2009 –> 2010-2019 4.5937066 2.2139363 25262.94960 68.588509 4 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 2654 2.3910431 12172.867051 35.495876 32.0511137 2000-2009 –> 2010-2019 4.5975542 2.2065111 25272.14553 73.263269 5 8
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + oxygen + nitrate + silicate_star 2654 2.3918466 12172.650520 33.392770 32.5421868 2000-2009 –> 2010-2019 4.6147001 2.2228535 25313.61368 69.625264 6 12
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate 2654 2.5925609 12600.371578 34.553420 34.9755732 2000-2009 –> 2010-2019 5.0387734 2.4462125 26308.16991 68.511424 7 14
Indo-Pacific (27.85,27.95] 3 cstar_tref ~ aou + nitrate + silicate 2654 2.7606916 12931.900161 20.340085 26.9928420 2000-2009 –> 2010-2019 5.3183529 2.5576612 26901.44835 41.374504 8 16
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + oxygen + nitrate + silicate_star 2654 2.8792027 13157.006907 30.910869 35.7575648 2000-2009 –> 2010-2019 5.6822734 2.8030707 27670.95877 61.267823 9 18
Indo-Pacific (27.85,27.95] 3 cstar_tref ~ oxygen + nitrate + silicate 2654 3.0905752 13531.045892 12.490028 29.9958310 2000-2009 –> 2010-2019 6.0549776 2.9644024 28374.28066 24.612893 10 22
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 5035 0.9684916 13980.315614 546.734643 16.8901891 1982-1999 –> 2000-2009 1.9779223 1.0094306 40986.80107 1122.389801 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 5035 0.9741942 14039.434951 46.917826 17.0406804 1982-1999 –> 2000-2009 1.9841705 1.0099763 41056.13274 96.459898 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 5035 0.9915755 14217.516661 46.715351 17.2419367 1982-1999 –> 2000-2009 2.0063504 1.0147750 41323.79156 95.664102 3 6
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + silicate 5035 1.0167570 14468.055413 31.850924 18.3267124 1982-1999 –> 2000-2009 2.0321207 1.0153637 41583.29123 64.574082 4 8
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 5035 1.2569272 16603.418358 402.297282 10.8170123 1982-1999 –> 2000-2009 2.4713144 1.2143872 47101.25837 854.513171 5 10
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + silicate 5035 1.2980399 16927.524586 46.746843 12.1924723 1982-1999 –> 2000-2009 2.5284975 1.2304576 47673.80819 95.944385 6 13
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + oxygen + nitrate + silicate_star 5035 1.3391325 17241.373023 23.297271 20.6783540 1982-1999 –> 2000-2009 2.5670200 1.2278875 47948.14252 47.305561 7 13
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 5035 1.3412135 17257.009479 46.410276 13.2690919 1982-1999 –> 2000-2009 2.5968733 1.2556597 48386.44985 94.854014 8 16
Indo-Pacific (27.95,28.05] 3 cstar_tref ~ aou + nitrate + silicate 5035 1.6641387 19427.439587 19.146093 20.6735097 1982-1999 –> 2000-2009 3.0371606 1.3730219 52243.47139 39.425566 9 18
Indo-Pacific (27.95,28.05] 3 cstar_tref ~ oxygen + nitrate + silicate_star 5035 2.0019609 21288.571576 9.712550 24.2196815 1982-1999 –> 2000-2009 3.6686231 1.6666621 57767.20320 20.212499 10 20
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 4563 1.2040608 14657.929829 513.216636 31.5436240 2000-2009 –> 2010-2019 2.1725524 0.9684916 28638.24544 1059.951279 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4563 1.2135585 14729.633719 45.053640 31.6997950 2000-2009 –> 2010-2019 2.1877527 0.9741942 28769.06867 91.971466 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 4563 1.2313194 14862.228201 44.263550 31.8333270 2000-2009 –> 2010-2019 2.2228948 0.9915755 29079.74486 90.978900 3 6
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + silicate 4563 1.3096037 15422.739571 31.125406 33.5478259 2000-2009 –> 2010-2019 2.3263607 1.0167570 29890.79498 62.976330 4 8
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ oxygen + aou + nitrate + silicate_star 4563 1.3845841 15930.831434 383.792511 25.1054189 2000-2009 –> 2010-2019 2.6415113 1.2569272 32534.24979 786.089793 5 10
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + silicate 4563 1.4249031 16192.784326 44.897452 24.6523739 2000-2009 –> 2010-2019 2.7229430 1.2980399 33120.30891 91.644294 6 12
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + oxygen + nitrate + silicate_star 4563 1.4640779 16440.297881 43.991144 24.3790623 2000-2009 –> 2010-2019 2.8052914 1.3412135 33697.30736 90.401420 7 15
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + oxygen + nitrate + silicate_star 4563 1.6495879 17529.028963 21.288891 35.4017686 2000-2009 –> 2010-2019 2.9887205 1.3391325 34770.40199 44.586162 8 15
Indo-Pacific (27.95,28.05] 3 cstar_tref ~ aou + nitrate + silicate_star 4563 1.8508408 18577.563826 20.135129 24.1726677 2000-2009 –> 2010-2019 3.5149795 1.6641387 38005.00341 39.281222 9 18
Indo-Pacific (27.95,28.05] 3 cstar_tref ~ oxygen + silicate + silicate_star 4563 2.1931704 20126.320474 912.466550 27.6343171 2000-2009 –> 2010-2019 4.1951313 2.0019609 41414.89205 1796.205990 10 20
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 4759 0.6999024 10123.298160 45.327086 17.1506850 1982-1999 –> 2000-2009 1.5665178 0.8666153 31960.76451 89.089184 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 4759 0.6999246 10123.599089 579.252985 17.1372179 1982-1999 –> 2000-2009 1.5668858 0.8669612 31967.89086 1108.339661 2 4
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + silicate 4759 0.6999255 10121.611824 37.021733 17.1396751 1982-1999 –> 2000-2009 1.5724109 0.8724854 32072.55538 74.881878 3 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4759 0.7050952 10193.653713 43.137000 17.2517426 1982-1999 –> 2000-2009 1.5735916 0.8684964 32068.21035 85.298333 4 7
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + oxygen + nitrate + silicate_star 4759 0.8193582 11621.148658 25.334735 17.7366927 1982-1999 –> 2000-2009 1.7499290 0.9305708 34674.61208 52.192742 5 10
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ oxygen + aou + nitrate + silicate_star 4759 1.0897529 14335.538342 487.251625 11.0800898 1982-1999 –> 2000-2009 2.2210113 1.1312584 40729.59443 931.894438 6 12
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 4759 1.1110280 14519.566693 41.512527 12.9190574 1982-1999 –> 2000-2009 2.2528635 1.1418355 41072.81869 80.553090 7 14
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 4759 1.1310486 14689.552893 39.091444 13.8750850 1982-1999 –> 2000-2009 2.2875184 1.1564697 41460.64937 76.278807 8 16
Indo-Pacific (28.05,28.1] 3 cstar_tref ~ aou + nitrate + silicate 4759 1.2251360 15448.104458 20.777280 23.8647855 1982-1999 –> 2000-2009 2.4188184 1.1936825 42758.96507 41.880675 9 18
Indo-Pacific (28.05,28.1] 3 cstar_tref ~ oxygen + nitrate + silicate_star 4759 1.3682658 16499.769346 11.681403 27.7688015 1982-1999 –> 2000-2009 2.6910398 1.3227741 45567.21235 23.772831 10 20
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 4371 0.7859357 10312.585040 467.176689 21.9676966 2000-2009 –> 2010-2019 1.4858603 0.6999246 20436.18413 1046.429674 1 3
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 4371 0.7868151 10322.361613 37.748214 21.9967327 2000-2009 –> 2010-2019 1.4867176 0.6999024 20445.65977 83.075300 2 3
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + silicate 4371 0.7913841 10370.979237 33.885875 22.0650634 2000-2009 –> 2010-2019 1.4913096 0.6999255 20492.59106 70.907608 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4371 0.7926398 10386.839162 36.633284 22.1225671 2000-2009 –> 2010-2019 1.4977350 0.7050952 20580.49288 79.770284 4 8
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + oxygen + nitrate + silicate_star 4371 0.9654175 12108.688985 25.022317 21.9843726 2000-2009 –> 2010-2019 1.7847757 0.8193582 23729.83764 50.357052 5 10
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ oxygen + aou + nitrate + silicate_star 4371 1.1335551 13512.247252 343.505246 15.9364777 2000-2009 –> 2010-2019 2.2233080 1.0897529 27847.78559 830.756872 6 12
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 4371 1.1615156 13725.262618 35.227425 15.6540527 2000-2009 –> 2010-2019 2.2725436 1.1110280 28244.82931 76.739953 7 14
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 4371 1.1833039 13887.730773 33.876295 15.5628722 2000-2009 –> 2010-2019 2.3143526 1.1310486 28577.28367 72.967739 8 16
Indo-Pacific (28.05,28.1] 3 cstar_tref ~ aou + nitrate + silicate_star 4371 1.4191798 15474.751996 20.335024 29.5136528 2000-2009 –> 2010-2019 2.6443158 1.2251360 30922.85645 41.112304 9 18
Indo-Pacific (28.05,28.1] 3 cstar_tref ~ oxygen + nitrate + silicate_star 4371 1.6104711 16580.157519 11.359817 35.2137312 2000-2009 –> 2010-2019 2.9787369 1.3682658 33079.92686 23.041220 10 20
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 6687 0.8236353 16395.961107 35.518429 8.8077588 1982-1999 –> 2000-2009 1.6470404 0.8234051 44027.85287 61.126689 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 6687 0.8252200 16421.668788 287.976299 8.8385260 1982-1999 –> 2000-2009 1.6525241 0.8273041 44160.09586 501.758832 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 6687 0.8252908 16422.815505 35.759125 8.8427487 1982-1999 –> 2000-2009 1.6530318 0.8277410 44173.14837 61.758904 3 6
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + oxygen + nitrate + silicate 6687 0.8254270 16423.022379 7.358818 8.8538353 1982-1999 –> 2000-2009 1.6541853 0.8287583 44199.05592 14.494036 4 8
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 6687 0.9717014 18604.959814 13.996611 8.1304906 1982-1999 –> 2000-2009 1.9646670 0.9929656 50457.66151 26.753090 5 10
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 6687 1.2825167 22316.660091 33.442856 26.8719873 1982-1999 –> 2000-2009 2.6617899 1.3792732 61580.30865 58.467426 6 12
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 6687 1.2927022 22422.454188 285.400275 26.9975284 1982-1999 –> 2000-2009 2.6786694 1.3859672 61795.28884 485.371964 7 14
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + oxygen + nitrate + silicate_star 6687 1.2962694 22459.309141 33.413652 27.4939546 1982-1999 –> 2000-2009 2.6989479 1.4026785 62102.43899 58.660830 8 17
Indo-Pacific (28.1,28.2] 3 cstar_tref ~ aou + nitrate + silicate 6687 1.3308392 22809.303567 8.866671 24.2505116 1982-1999 –> 2000-2009 2.7241062 1.3932669 62298.60547 17.293347 10 18
Indo-Pacific (28.1,28.2] 3 cstar_tref ~ oxygen + silicate + silicate_star 6687 1.2976403 22471.445578 660.389222 27.8237783 1982-1999 –> 2000-2009 2.7254115 1.4277712 62512.44500 1394.936330 9 19
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 6056 0.9692356 16821.712883 29.961949 26.0984813 2000-2009 –> 2010-2019 1.7928709 0.8236353 33217.67399 65.480378 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 6056 0.9732533 16871.816348 255.843622 26.1044056 2000-2009 –> 2010-2019 1.7984733 0.8252200 33293.48514 543.819920 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6056 0.9758567 16904.171776 30.430050 26.0383667 2000-2009 –> 2010-2019 1.8011475 0.8252908 33326.98728 65.996899 3 6
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + oxygen + nitrate + silicate 6056 0.9935543 17119.859950 7.415317 25.4175296 2000-2009 –> 2010-2019 1.8189812 0.8254270 33542.88233 14.774136 4 8
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 6056 1.0508446 17798.868235 13.260148 27.7517416 2000-2009 –> 2010-2019 2.0225459 0.9717014 36403.82805 26.790582 5 10
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 6056 1.5800597 22738.971118 29.895088 29.5648016 2000-2009 –> 2010-2019 2.8625764 1.2825167 45055.63121 63.337944 7 13
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 6056 1.5758511 22706.667016 230.662535 28.3876873 2000-2009 –> 2010-2019 2.8685533 1.2927022 45129.12120 516.062809 6 13
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 6056 1.6074133 22946.856241 30.353175 31.0774910 2000-2009 –> 2010-2019 2.9036827 1.2962694 45406.16538 63.834732 9 17
Indo-Pacific (28.1,28.2] 3 cstar_tref ~ aou + nitrate + silicate 6056 1.5818403 22750.612241 9.805650 31.4656143 2000-2009 –> 2010-2019 2.9126795 1.3308392 45559.91581 18.672321 8 18
Indo-Pacific (28.1,28.2] 3 cstar_tref ~ oxygen + silicate + silicate_star 6056 1.6934110 23576.117346 677.218376 43.7521626 2000-2009 –> 2010-2019 2.9910513 1.2976403 46047.56292 1337.607598 10 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 1140 0.4548678 1453.113424 31.712009 6.6445948 1982-1999 –> 2000-2009 0.8643210 0.4094532 3786.79950 44.332939 1 5
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 1140 0.4551541 1454.547987 75.323375 6.6515604 1982-1999 –> 2000-2009 0.8644126 0.4092585 3786.13656 121.208997 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1140 0.4576734 1467.132875 35.433656 6.6831180 1982-1999 –> 2000-2009 0.8655107 0.4078373 3783.38038 50.147109 4 5
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 1140 0.4573355 1463.449293 16.179141 6.6889618 1982-1999 –> 2000-2009 0.8684831 0.4111476 3813.34678 26.684840 3 9
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ oxygen + aou + nitrate + silicate_star 1140 0.4660178 1506.328066 29.115511 6.8982590 1982-1999 –> 2000-2009 0.8770806 0.4110628 3855.31650 55.565504 5 10
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 1140 0.4663147 1507.780482 6.046942 6.9070807 1982-1999 –> 2000-2009 0.8778390 0.4115242 3861.71629 11.901253 6 13
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + oxygen + nitrate + silicate_star 1140 0.4689447 1520.603343 7.579899 6.9377417 1982-1999 –> 2000-2009 0.8782653 0.4093206 3850.86105 14.666698 7 10
Indo-Pacific (28.2,28.3] 3 cstar_tref ~ aou + nitrate + silicate 1140 0.4745028 1545.467975 4.681984 7.1434804 1982-1999 –> 2000-2009 0.9037176 0.4292148 4083.01820 9.273751 8 16
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + oxygen + nitrate + silicate 1140 0.6571364 2289.890688 35.404794 6.7603973 1982-1999 –> 2000-2009 1.1851748 0.5280384 5743.24403 49.557753 9 18
Indo-Pacific (28.2,28.3] 3 cstar_tref ~ oxygen + nitrate + silicate 1140 0.7182100 2490.515093 2.818948 7.9160636 1982-1999 –> 2000-2009 1.2599279 0.5417180 6054.66088 5.456722 10 20
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 1104 0.4322767 1295.190245 16.070413 2.6236514 2000-2009 –> 2010-2019 0.8871445 0.4548678 2748.30367 47.782422 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 1104 0.4326793 1297.245439 79.285749 2.6580477 2000-2009 –> 2010-2019 0.8878334 0.4551541 2751.79343 154.609124 2 4
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + nitrate + silicate 1104 0.4350304 1307.211046 13.005946 2.6955850 2000-2009 –> 2010-2019 0.8923659 0.4573355 2770.66034 29.270359 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1104 0.4362367 1315.325196 20.071743 2.9360377 2000-2009 –> 2010-2019 0.8939101 0.4576734 2782.45807 55.505399 4 8
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ oxygen + aou + nitrate + silicate_star 1104 0.4757483 1504.767500 37.258003 5.0949618 2000-2009 –> 2010-2019 0.9417661 0.4660178 3011.09557 66.373515 5 10
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + aou + nitrate + silicate 1104 0.4782582 1516.385418 7.128980 5.3142362 2000-2009 –> 2010-2019 0.9445729 0.4663147 3024.16590 13.175922 6 12
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + oxygen + nitrate + silicate_star 1104 0.4859532 1551.628409 8.701686 5.7165571 2000-2009 –> 2010-2019 0.9548979 0.4689447 3072.23175 16.281585 7 14
Indo-Pacific (28.2,28.3] 3 cstar_tref ~ aou + nitrate + silicate 1104 0.5292833 1738.217095 5.159857 9.3154040 2000-2009 –> 2010-2019 1.0037861 0.4745028 3283.68507 9.841840 8 16
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + oxygen + nitrate + silicate_star 1104 0.6145778 2070.118386 19.963468 5.8673349 2000-2009 –> 2010-2019 1.2717142 0.6571364 4360.00907 55.368262 9 18
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + oxygen + nitrate 1104 0.6871719 2316.639314 16.787089 2.6552807 2000-2009 –> 2010-2019 1.4135407 0.7263688 4834.90901 39.943172 12 23
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + oxygen + nitrate 80 0.1933337 -23.903831 35.977520 0.5923470 1982-1999 –> 2000-2009 0.2455220 0.0521883 -438.34442 964.092487 4 6
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 80 0.1945639 -22.888952 29.303286 0.5881887 1982-1999 –> 2000-2009 0.2467914 0.0522274 -437.12099 945.752737 6 9
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + oxygen + aou + nitrate 80 0.1953514 -22.242669 269.445666 0.5903923 1982-1999 –> 2000-2009 0.2469679 0.0516165 -439.74586 1174.247414 8 9
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ temp + aou + nitrate + silicate 80 0.1659873 -48.304885 349.124233 0.7130572 1982-1999 –> 2000-2009 0.2594445 0.0934572 -300.76984 408.635631 2 23
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 80 0.1673654 -46.981978 350.275377 0.7412030 1982-1999 –> 2000-2009 0.2599671 0.0926017 -302.00364 547.802695 3 23
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 80 0.1635996 -50.623128 356.724258 0.6454456 1982-1999 –> 2000-2009 0.2604181 0.0968185 -293.26517 445.259336 1 23
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ oxygen + aou + nitrate 80 0.1955220 -24.103029 255.586207 0.6067320 1982-1999 –> 2000-2009 0.3080107 0.1124888 -227.04086 408.282480 9 32
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ temp + aou + nitrate 80 0.1949460 -24.575078 26.988289 0.5879440 1982-1999 –> 2000-2009 0.3080280 0.1130820 -226.05055 39.123395 7 31
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ temp + oxygen + nitrate 80 0.1945187 -24.926149 35.866842 0.5917885 1982-1999 –> 2000-2009 0.3101067 0.1155880 -220.30828 58.496742 5 30
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ aou + nitrate + silicate_star 80 0.2335613 4.340419 332.978662 1.1866504 1982-1999 –> 2000-2009 0.3504937 0.1169324 -187.82693 390.543613 10 36
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 54 0.0822604 -104.524112 721.539029 0.2401588 2000-2009 –> 2010-2019 0.2482477 0.1659873 -152.82900 1062.404262 4 6
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ temp + oxygen + nitrate + silicate_star 54 0.0848603 -101.163475 740.154622 0.2486168 2000-2009 –> 2010-2019 0.2484600 0.1635996 -151.78660 1088.470041 5 6
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 54 0.0586089 -141.136380 537.059298 0.2112549 2000-2009 –> 2010-2019 0.2531729 0.1945639 -164.02533 566.362585 1 6
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + oxygen + nitrate 54 0.0609377 -136.928163 682.711707 0.2195760 2000-2009 –> 2010-2019 0.2542714 0.1933337 -160.83199 718.689227 2 5
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ aou + nitrate + silicate 54 0.1282083 -58.597369 211.315047 0.3152657 2000-2009 –> 2010-2019 0.3617695 0.2335613 -54.25695 552.597154 7 14
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ sal + aou + nitrate 54 0.1334403 -54.277566 242.428566 0.2741026 2000-2009 –> 2010-2019 0.3823068 0.2488665 -39.78161 258.390228 8 16
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ temp + aou + nitrate 54 0.2264770 2.853274 115.949533 0.4848550 2000-2009 –> 2010-2019 0.4214230 0.1949460 -21.72180 142.937822 11 17
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ temp + oxygen + nitrate 54 0.2316116 5.274449 186.156584 0.4995772 2000-2009 –> 2010-2019 0.4261303 0.1945187 -19.65170 222.023425 12 16
Indo-Pacific (28.3, Inf] 2 cstar_tref ~ aou + nitrate 54 0.2479776 10.648355 14.749935 0.7545212 2000-2009 –> 2010-2019 0.5007540 0.2527764 25.63850 30.065407 13 22
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ oxygen + nitrate + silicate 54 0.0853551 -102.535631 404.057193 0.2498783 2000-2009 –> 2010-2019 0.5015812 0.4162261 -5.74974 638.464863 6 16

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2009 16.5483458 21415.66231
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 17.6033756 14957.50799
Atlantic (26,26.5] 1982-1999 –> 2000-2009 15.2350153 14937.46885
Atlantic (26,26.5] 2000-2009 –> 2010-2019 15.8530479 10581.60658
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 11.2570954 17114.50990
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 12.1801374 12313.84326
Atlantic (26.75,27] 1982-1999 –> 2000-2009 11.1381378 18507.24965
Atlantic (26.75,27] 2000-2009 –> 2010-2019 12.2351382 12614.58087
Atlantic (27,27.25] 1982-1999 –> 2000-2009 10.7655147 16550.78442
Atlantic (27,27.25] 2000-2009 –> 2010-2019 13.0763969 11921.72003
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 10.7944864 17740.28117
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 12.6714301 12763.57451
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 10.7570415 23470.88710
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 12.7739940 17464.70340
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 12.1145097 18680.96231
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 14.0333570 13366.58396
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 16.8524207 35397.05347
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 17.7253003 23695.92741
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 6.3534050 25826.11186
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 6.4158271 17468.31918
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 3.3152486 16155.04955
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 3.3327730 11043.02610
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 2.2999526 11623.47850
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 2.2724945 7870.64017
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 0.8069516 2257.01611
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 0.5945959 575.61440
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 1.2269001 3946.49193
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 1.1511018 2320.19386
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2009 31.6076772 107872.82652
Indo-Pacific (-Inf,26] 2000-2009 –> 2010-2019 32.4288121 74160.02199
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2009 24.4374345 52193.48617
Indo-Pacific (26,26.5] 2000-2009 –> 2010-2019 25.1493620 34907.21225
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2009 24.9210404 61080.55643
Indo-Pacific (26.5,26.75] 2000-2009 –> 2010-2019 26.7182827 43820.61720
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2009 23.1645580 67415.10707
Indo-Pacific (26.75,27] 2000-2009 –> 2010-2019 25.2847363 47732.54573
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2009 19.5839983 69172.82509
Indo-Pacific (27,27.25] 2000-2009 –> 2010-2019 21.8645602 49023.80435
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2009 15.0245750 77831.72275
Indo-Pacific (27.25,27.5] 2000-2009 –> 2010-2019 16.5830507 52500.47421
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2009 9.5184462 81928.17903
Indo-Pacific (27.5,27.75] 2000-2009 –> 2010-2019 10.1634306 57030.74393
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2009 6.0679322 31692.62127
Indo-Pacific (27.75,27.85] 2000-2009 –> 2010-2019 6.5332990 21382.12494
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2009 4.5676220 36785.33799
Indo-Pacific (27.85,27.95] 2000-2009 –> 2010-2019 4.9588374 26066.47907
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2009 2.4870053 46607.03501
Indo-Pacific (27.95,28.05] 2000-2009 –> 2010-2019 2.7778138 32992.00175
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2009 1.9900586 37433.32731
Indo-Pacific (28.05,28.1] 2000-2009 –> 2010-2019 2.0179655 25435.74474
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2009 2.2060373 53730.69015
Indo-Pacific (28.1,28.2] 2000-2009 –> 2010-2019 2.3772562 39698.32533
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2009 0.9444733 4261.84802
Indo-Pacific (28.2,28.3] 2000-2009 –> 2010-2019 1.0091532 3263.93119
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2009 0.2795750 -307.24765
Indo-Pacific (28.3, Inf] 2000-2009 –> 2010-2019 0.3598117 -74.49962

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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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 
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
bc83ef2 Donghe-Zhu 2021-07-07
75e7b07 Donghe-Zhu 2021-07-06
697aa6d Donghe-Zhu 2021-07-06
d52e2de Donghe-Zhu 2021-07-06
f2bde6b Donghe-Zhu 2021-07-06
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 oxygen sal silicate silicate_star temp
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26] 5 6 4 10 4 2 10
(26,26.5] 6 9 7 5 3 3 10
(26.5,26.75] 5 8 7 6 6 4 6
(26.75,27] 7 4 6 10 5 7 4
(27,27.25] 5 6 5 7 7 7 5
(27.25,27.5] 7 10 6 7 2 5 6
(27.5,27.75] 6 8 6 6 4 3 8
(27.75,27.85] 6 7 6 9 4 5 5
(27.85,27.95] 6 8 6 10 3 4 4
(27.95,28.05] 6 7 6 9 3 6 5
(28.05,28.1] 6 10 5 6 4 2 7
(28.1,28.15] 6 10 4 6 3 2 8
(28.15,28.2] 6 8 7 6 5 3 7
(28.2, Inf] 8 10 5 8 5 1 5
total 85.00 111.00 80.00 105.00 58.00 54.00 90.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 5 5 4 10 4 3 10
(26,26.5] 6 8 7 5 4 3 10
(26.5,26.75] 6 7 7 7 6 5 5
(26.75,27] 5 7 5 8 6 5 5
(27,27.25] 5 7 5 7 4 9 5
(27.25,27.5] 7 9 7 6 5 4 4
(27.5,27.75] 8 8 5 8 3 5 5
(27.75,27.85] 5 7 5 8 3 6 6
(27.85,27.95] 6 7 6 10 3 5 4
(27.95,28.05] 6 8 6 9 5 3 5
(28.05,28.1] 6 10 5 6 1 5 7
(28.1,28.15] 6 10 4 6 3 2 8
(28.15,28.2] 7 10 5 5 3 3 7
(28.2, Inf] 8 10 5 8 3 3 5
total 86.00 113.00 76.00 103.00 53.00 61.00 86.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 4 4 4 9 6 4 10
(26,26.5] 5 6 5 6 9 5 6
(26.5,26.75] 4 8 4 6 7 5 6
(26.75,27] 5 6 5 7 5 9 5
(27,27.25] 6 4 7 10 4 5 7
(27.25,27.5] 7 8 7 6 4 6 4
(27.5,27.75] 6 7 6 5 6 7 4
(27.75,27.85] 6 9 6 5 2 9 4
(27.85,27.95] 6 9 6 5 6 5 4
(27.95,28.05] 6 10 6 5 7 3 4
(28.05,28.1] 6 10 6 5 5 5 4
(28.1,28.2] 6 9 6 5 5 6 4
(28.2,28.3] 6 10 6 5 5 5 4
(28.3, Inf] 7 10 6 3 3 1 6
total 80.00 110.00 80.00 82.00 74.00 75.00 72.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 5 7 5 8 5 2 10
(26,26.5] 5 9 5 6 5 6 6
(26.5,26.75] 4 8 4 6 6 6 6
(26.75,27] 5 7 5 7 5 8 5
(27,27.25] 5 4 7 10 6 2 8
(27.25,27.5] 7 8 6 5 3 5 7
(27.5,27.75] 8 10 5 6 4 4 5
(27.75,27.85] 8 10 5 6 6 2 5
(27.85,27.95] 6 10 6 5 5 5 4
(27.95,28.05] 6 9 6 5 5 6 4
(28.05,28.1] 6 10 6 5 4 6 4
(28.1,28.2] 6 9 6 5 8 3 4
(28.2,28.3] 6 10 6 6 4 5 5
(28.3, Inf] 6 10 4 3 2 2 6
total 83.00 121.00 76.00 83.00 68.00 62.00 79.00

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
bc83ef2 Donghe-Zhu 2021-07-07
75e7b07 Donghe-Zhu 2021-07-06
697aa6d Donghe-Zhu 2021-07-06
d52e2de Donghe-Zhu 2021-07-06
f2bde6b Donghe-Zhu 2021-07-06
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
bc83ef2 Donghe-Zhu 2021-07-07
75e7b07 Donghe-Zhu 2021-07-06
697aa6d Donghe-Zhu 2021-07-06
d52e2de Donghe-Zhu 2021-07-06
f2bde6b Donghe-Zhu 2021-07-06
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  ggforce_0.3.3    metR_0.9.0      
[13] scico_1.2.0      patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0   
[17] stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4      readr_1.4.0     
[21] tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0 
[25] 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               MASS_7.3-53             
[52] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[55] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[58] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[61] pillar_1.4.7             reprex_0.3.0             glue_1.4.2              
[64] evaluate_0.14            RcppArmadillo_0.10.1.2.2 data.table_1.13.6       
[67] modelr_0.1.8             vctrs_0.3.6              tweenr_1.0.2            
[70] httpuv_1.5.4             cellranger_1.1.0         gtable_0.3.0            
[73] polyclip_1.10-0          reshape_0.8.8            assertthat_0.2.1        
[76] openxlsx_4.2.3           xfun_0.20                RcppEigen_0.3.3.9.1     
[79] later_1.1.0.1            viridisLite_0.3.0        ellipsis_0.3.1          
[82] here_1.0.1