Last updated: 2021-07-07

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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 + aou + nitrate 2315 6.7639684 15434.43861 664.494619 33.5785348 1982-1999 –> 2000-2009 11.6438356 4.8798672 28023.419288 1626.482773 1 2
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 2315 7.2350276 15746.15066 193.509965 34.3256259 1982-1999 –> 2000-2009 12.4807037 5.2456761 28637.721082 422.290940 2 4
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + oxygen + nitrate 2315 7.2419658 15748.58854 147.829697 34.5362033 1982-1999 –> 2000-2009 12.5796097 5.3376439 28710.912516 327.111085 3 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 2315 7.7026945 16036.15545 804.544504 35.4810365 1982-1999 –> 2000-2009 13.1451895 5.4424950 29081.910722 1524.829684 4 8
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + silicate 2315 7.7171316 16042.82528 8.728004 37.4661151 1982-1999 –> 2000-2009 13.1609976 5.4438660 29087.634889 19.782857 5 10
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 2315 7.8547055 16124.63756 363.857781 42.3195400 1982-1999 –> 2000-2009 13.5596506 5.7049451 29365.535704 840.754154 6 12
Atlantic (-Inf,26] 3 cstar_tref ~ sal + temp + nitrate 2315 7.8948641 16146.24897 3.571948 47.6904436 1982-1999 –> 2000-2009 13.6059795 5.7111154 29389.672117 7.418326 7 14
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 2315 8.4410048 16457.94466 49.127353 45.9146847 1982-1999 –> 2000-2009 14.5656519 6.1246471 29995.997661 129.720762 9 17
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + oxygen + aou 2315 8.4029823 16437.04172 421.336013 56.4373365 1982-1999 –> 2000-2009 14.6664968 6.2635145 30068.946114 994.944030 8 18
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate_star 2315 8.5479983 16516.26315 39.334376 48.6140698 1982-1999 –> 2000-2009 14.7976680 6.2496697 30138.904641 102.021976 10 19
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + oxygen + aou + nitrate 2336 6.0719036 15070.03721 898.767964 57.9400539 2000-2009 –> 2010-2019 12.8358721 6.7639684 30504.475818 1563.262583 1 2
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 2336 6.1891494 15159.39149 232.492334 66.5296193 2000-2009 –> 2010-2019 13.4241770 7.2350276 30905.542157 426.002298 2 4
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + oxygen + nitrate 2336 6.1991071 15164.90223 147.482731 64.1161843 2000-2009 –> 2010-2019 13.4410729 7.2419658 30913.490767 295.312427 3 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2336 6.7386182 15556.77886 425.772957 54.8240768 2000-2009 –> 2010-2019 14.4413127 7.7026945 31592.934308 811.571258 4 8
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 2336 6.8330047 15619.76462 371.241752 60.4721049 2000-2009 –> 2010-2019 14.6877102 7.8547055 31744.402183 735.099533 5 11
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + silicate 2336 7.0282944 15751.41947 9.300519 37.2956795 2000-2009 –> 2010-2019 14.7454260 7.7171316 31794.244741 18.028523 6 11
Atlantic (-Inf,26] 3 cstar_tref ~ sal + temp + nitrate 2336 7.2765142 15911.57464 4.149285 43.8466472 2000-2009 –> 2010-2019 15.1713783 7.8948641 32057.823602 7.721233 7 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + oxygen + aou + silicate 2336 8.0029076 16360.12942 954.797586 60.3143865 2000-2009 –> 2010-2019 16.0111721 8.0082645 32576.409790 1578.362896 8 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + oxygen + aou + silicate_star 2336 8.1348818 16436.54598 933.412673 62.2031221 2000-2009 –> 2010-2019 16.2355364 8.1006546 32705.936182 1537.950762 9 18
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 2336 8.1549871 16446.07857 42.838891 55.1319138 2000-2009 –> 2010-2019 16.5959919 8.4410048 32904.023229 91.966244 10 21
Atlantic (26,26.5] 5 cstar_tref ~ temp + oxygen + aou + silicate + silicate_star 899 8.0171735 6307.94298 335.086413 42.2182064 1982-1999 –> 2000-2009 14.9906658 6.9734923 12654.170005 933.770145 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + oxygen + aou + nitrate 899 8.3900766 6389.68675 203.527281 45.5884338 1982-1999 –> 2000-2009 15.7084088 7.3183323 12826.847518 378.396961 2 4
Atlantic (26,26.5] 4 cstar_tref ~ temp + oxygen + aou + nitrate 899 8.4032578 6390.50928 182.237350 43.2854050 1982-1999 –> 2000-2009 15.8060640 7.4028062 12847.292095 354.284828 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + oxygen + aou + silicate 899 8.6123806 6436.70647 213.180583 61.5744238 1982-1999 –> 2000-2009 16.5691535 7.9567729 13031.446943 401.730012 5 11
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + oxygen + aou + silicate_star 899 8.5918755 6432.42053 215.531565 62.2857712 1982-1999 –> 2000-2009 16.5834676 7.9915921 13035.387495 406.479206 4 11
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + oxygen + aou 899 8.6244932 6437.23343 203.051602 59.7800582 1982-1999 –> 2000-2009 16.6634859 8.0389927 13049.341967 366.952259 6 14
Atlantic (26,26.5] 4 cstar_tref ~ temp + oxygen + aou + silicate 899 8.6919841 6451.24889 156.483440 57.8124316 1982-1999 –> 2000-2009 16.8723346 8.1803505 13096.197828 279.757670 8 17
Atlantic (26,26.5] 4 cstar_tref ~ temp + oxygen + aou + silicate_star 899 8.6723284 6447.17837 150.767227 58.6934999 1982-1999 –> 2000-2009 16.8884169 8.2160885 13100.340119 267.556020 7 18
Atlantic (26,26.5] 3 cstar_tref ~ temp + oxygen + aou 899 8.6990512 6450.71019 125.001907 56.5335413 1982-1999 –> 2000-2009 16.9477032 8.2486520 13109.324193 210.773304 9 21
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + oxygen + silicate + silicate_star 899 9.7051681 6651.49153 329.127117 39.5306027 1982-1999 –> 2000-2009 17.5287500 7.8235819 13214.428184 850.377785 10 14
Atlantic (26,26.5] 5 cstar_tref ~ temp + oxygen + aou + nitrate + silicate 1101 8.6895647 7899.49715 245.873382 41.9462444 2000-2009 –> 2010-2019 16.7067381 8.0171735 14207.440126 428.609350 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + oxygen + aou + nitrate 1101 8.9192203 7956.93783 262.867190 42.8106690 2000-2009 –> 2010-2019 17.3092968 8.3900766 14346.624577 466.394471 2 4
Atlantic (26,26.5] 4 cstar_tref ~ temp + oxygen + aou + nitrate 1101 8.9221985 7955.67298 244.666713 43.4673161 2000-2009 –> 2010-2019 17.3254563 8.4032578 14346.182257 426.904064 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + oxygen + aou + silicate 1101 9.6597629 8132.57061 239.496764 69.3911064 2000-2009 –> 2010-2019 18.2721435 8.6123806 14569.277079 452.677347 4 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + oxygen + aou + silicate_star 1101 9.7029805 8142.40035 236.915060 71.8626049 2000-2009 –> 2010-2019 18.2948560 8.5918755 14574.820874 452.446625 6 10
Atlantic (26,26.5] 4 cstar_tref ~ temp + oxygen + aou + silicate 1101 9.6649718 8131.75770 207.619057 68.8666713 2000-2009 –> 2010-2019 18.3569559 8.6919841 14583.006594 364.102497 5 13
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + oxygen + aou 1101 9.7500754 8151.06224 210.534792 76.2366829 2000-2009 –> 2010-2019 18.3745686 8.6244932 14588.295673 413.586394 8 14
Atlantic (26,26.5] 4 cstar_tref ~ temp + oxygen + aou + silicate_star 1101 9.7085282 8141.65900 199.320743 71.3435578 2000-2009 –> 2010-2019 18.3808566 8.6723284 14588.837367 350.087970 7 14
Atlantic (26,26.5] 3 cstar_tref ~ temp + oxygen + aou 1101 9.7545879 8150.08114 149.617554 75.7223272 2000-2009 –> 2010-2019 18.4536391 8.6990512 14600.791322 274.619461 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + oxygen + silicate + silicate_star 1101 10.2233010 8257.42495 534.353291 56.2571529 2000-2009 –> 2010-2019 19.9284691 9.7051681 14908.916476 863.480408 10 20
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + oxygen + aou + nitrate + silicate 1137 5.6858459 7192.83255 408.504537 34.9286972 1982-1999 –> 2000-2009 10.7966907 5.1108448 14869.194318 1079.460488 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + oxygen + aou + nitrate 1137 6.2626757 7412.56372 326.708265 33.3003841 1982-1999 –> 2000-2009 11.7440533 5.4813776 15264.744749 769.545637 2 4
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + oxygen + aou + nitrate 1137 6.2912442 7420.91347 287.654744 33.6348578 1982-1999 –> 2000-2009 11.7826777 5.4914335 15275.698659 663.452702 3 6
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 1137 7.9989143 7969.00767 112.879832 36.5110582 1982-1999 –> 2000-2009 15.1791685 7.1802542 16499.374243 279.143724 4 8
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + oxygen + aou + nitrate 1137 7.9992041 7967.09005 103.392598 36.3553017 1982-1999 –> 2000-2009 15.2174490 7.2182449 16508.712572 238.265021 5 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + oxygen + aou + silicate 1137 8.3474248 8065.98753 430.349476 57.6392028 1982-1999 –> 2000-2009 15.6254186 7.2779938 16630.317506 1116.769249 6 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + oxygen + aou + silicate_star 1137 8.4825370 8102.50002 441.961638 65.2077747 1982-1999 –> 2000-2009 15.8794975 7.3969605 16707.559375 1162.757968 9 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1137 8.4736537 8100.11732 66.936236 49.6865996 1982-1999 –> 2000-2009 15.9350174 7.4613637 16726.953262 141.218589 7 16
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + temp + oxygen + aou 1137 8.5442418 8116.98196 314.667497 73.3720094 1982-1999 –> 2000-2009 15.9586192 7.4143774 16725.949141 743.473654 12 20
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + oxygen + silicate + silicate_star 1137 8.4818339 8100.31151 110.627414 48.5816941 1982-1999 –> 2000-2009 15.9628581 7.4810242 16731.757804 203.757028 8 18
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + oxygen + aou + silicate + silicate_star 1070 6.6765674 7113.54101 955.801303 32.3067724 2000-2009 –> 2010-2019 12.3624133 5.6858459 14306.373561 1364.305840 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + oxygen + aou + nitrate 1070 6.7524165 7137.71540 508.414679 38.2079802 2000-2009 –> 2010-2019 13.0150922 6.2626757 14550.279128 835.122944 2 4
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + oxygen + aou + nitrate 1070 6.8603076 7169.63834 448.409948 42.7008753 2000-2009 –> 2010-2019 13.1515518 6.2912442 14590.551813 736.064692 3 6
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 1070 7.9310626 7482.01269 258.301646 49.8075260 2000-2009 –> 2010-2019 15.9299769 7.9989143 15451.020366 371.181478 5 9
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + oxygen + aou + nitrate 1070 7.9785249 7492.78105 182.620212 47.2482460 2000-2009 –> 2010-2019 15.9777290 7.9992041 15459.871102 286.012810 6 11
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 1070 7.9127295 7477.06025 76.443503 64.8053259 2000-2009 –> 2010-2019 16.3863832 8.4736537 15577.177566 143.379739 4 11
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + oxygen + nitrate + silicate 1070 8.0170765 7503.09645 20.448965 55.6596708 2000-2009 –> 2010-2019 16.4989104 8.4818339 15603.407960 38.981594 7 15
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + temp + oxygen + nitrate 1070 8.1547349 7539.52974 74.456747 59.6219318 2000-2009 –> 2010-2019 16.6642123 8.5094773 15647.240479 141.387398 8 18
Atlantic (26.5,26.75] 3 cstar_tref ~ sal + oxygen + nitrate 1070 8.2139180 7553.00473 9.467549 54.9559471 2000-2009 –> 2010-2019 16.7318564 8.5179384 15660.975395 16.903743 9 20
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + oxygen + aou + silicate 1070 8.5601843 7645.36895 988.367133 36.7691817 2000-2009 –> 2010-2019 16.9076091 8.3474248 15711.356478 1418.716609 14 20
Atlantic (26.75,27] 5 cstar_tref ~ sal + oxygen + aou + silicate + silicate_star 1237 7.0181797 8345.05255 338.703319 37.7914238 1982-1999 –> 2000-2009 13.7975322 6.7793524 21217.072575 761.661802 1 2
Atlantic (26.75,27] 4 cstar_tref ~ sal + oxygen + aou + silicate 1237 7.1130152 8376.25941 316.586104 36.1665209 1982-1999 –> 2000-2009 14.1581129 7.0450978 21394.621225 724.369900 2 6
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + oxygen + silicate + silicate_star 1237 7.5843621 8536.99692 113.250814 43.1212913 1982-1999 –> 2000-2009 14.5450459 6.9606837 21510.853159 159.677277 7 9
Atlantic (26.75,27] 4 cstar_tref ~ sal + oxygen + aou + silicate_star 1237 7.1966739 8405.18726 291.070108 35.5374074 1982-1999 –> 2000-2009 14.5867566 7.3900827 21607.988088 662.633237 3 18
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1237 7.5724949 8533.12281 45.487171 42.6496732 1982-1999 –> 2000-2009 14.6411371 7.0686422 21566.356399 83.313804 6 11
Atlantic (26.75,27] 4 cstar_tref ~ sal + oxygen + nitrate + silicate 1237 7.7424644 8586.03929 28.698561 42.7839451 1982-1999 –> 2000-2009 14.7134216 6.9709572 21563.585475 64.726952 12 15
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + silicate + silicate_star 1237 7.5846852 8535.10230 42.832477 43.0834166 1982-1999 –> 2000-2009 14.7441377 7.1594525 21615.583669 77.313159 8 15
Atlantic (26.75,27] 4 cstar_tref ~ sal + oxygen + aou + nitrate 1237 7.3499522 8457.32640 213.468850 38.0871251 1982-1999 –> 2000-2009 14.8274564 7.4775043 21705.497923 528.333777 4 21
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + silicate 1237 7.7965455 8603.26012 30.703394 42.1348125 1982-1999 –> 2000-2009 14.8664615 7.0699160 21635.188882 67.887536 13 19
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + aou + silicate 1237 7.6060696 8542.06771 43.272862 41.7144857 1982-1999 –> 2000-2009 14.8874731 7.2814036 21687.711185 78.262696 9 19
Atlantic (26.75,27] 4 cstar_tref ~ temp + oxygen + aou + nitrate 1508 6.8253846 10084.19505 970.684549 43.0560054 2000-2009 –> 2010-2019 13.5007429 6.6753583 18303.347210 1865.087429 2 3
Atlantic (26.75,27] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 1508 6.7665926 10060.10351 469.023699 40.9571075 2000-2009 –> 2010-2019 13.7847723 7.0181797 18405.156063 807.727018 1 3
Atlantic (26.75,27] 4 cstar_tref ~ sal + oxygen + aou + silicate 1508 6.8278781 10085.29669 344.814173 38.5161020 2000-2009 –> 2010-2019 13.9408932 7.1130152 18461.556103 661.400277 3 6
Atlantic (26.75,27] 4 cstar_tref ~ sal + oxygen + aou + silicate_star 1508 6.8868545 10111.23580 297.507355 37.4961792 2000-2009 –> 2010-2019 14.0835285 7.1966739 18516.423062 588.577463 4 8
Atlantic (26.75,27] 4 cstar_tref ~ sal + oxygen + aou + nitrate 1508 7.2609512 10270.77132 258.555333 40.6265280 2000-2009 –> 2010-2019 14.6109034 7.3499522 18728.097720 472.024183 12 17
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 1508 7.0985962 10204.56812 211.832020 46.0171430 2000-2009 –> 2010-2019 14.6710911 7.5724949 18737.690931 316.738301 5 12
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 1508 7.1105491 10209.64228 61.553401 46.8183920 2000-2009 –> 2010-2019 14.6949112 7.5843621 18746.639198 116.781583 6 14
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + silicate 1508 7.1105596 10207.64676 35.030370 46.8355093 2000-2009 –> 2010-2019 14.6952448 7.5846852 18742.749052 77.862847 7 16
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + aou + silicate 1508 7.1413929 10220.69668 35.337011 44.2743543 2000-2009 –> 2010-2019 14.7474625 7.6060696 18762.764394 78.609873 8 18
Atlantic (26.75,27] 3 cstar_tref ~ sal + oxygen + aou 1508 7.3126029 10290.15006 139.809303 38.7480872 2000-2009 –> 2010-2019 14.8572415 7.5446386 18810.155203 297.568255 14 20
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 1176 8.6435562 8424.17019 32.848748 43.7041537 1982-1999 –> 2000-2009 14.7721209 6.1285646 23130.383509 97.575094 1 2
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 1176 8.6689767 8431.07720 30.018596 42.9004334 1982-1999 –> 2000-2009 14.8294819 6.1605053 23160.921671 97.474395 3 5
Atlantic (27,27.25] 4 cstar_tref ~ temp + oxygen + silicate + silicate_star 1176 8.6611327 8426.94806 30.259629 43.0245229 1982-1999 –> 2000-2009 14.8457630 6.1846303 23172.560291 98.577689 2 5
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 1176 8.6874684 8434.08890 21.719271 42.2703782 1982-1999 –> 2000-2009 14.8962875 6.2088191 23197.446331 85.493237 4 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 1176 8.8602027 8482.39522 267.372925 42.3473489 1982-1999 –> 2000-2009 15.1541018 6.2938991 23309.623982 775.355506 7 12
Atlantic (27,27.25] 4 cstar_tref ~ oxygen + aou + silicate + silicate_star 1176 8.8699963 8482.99358 74.782512 43.6100846 1982-1999 –> 2000-2009 15.1724130 6.3024166 23314.370271 325.605222 8 14
Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + silicate_star 1176 8.7176178 8442.23725 28.751558 38.6390388 1982-1999 –> 2000-2009 15.6800285 6.9624107 23726.362003 55.401744 5 13
Atlantic (27,27.25] 3 cstar_tref ~ temp + nitrate + silicate 1176 8.7434773 8447.20376 2.347781 39.0240604 1982-1999 –> 2000-2009 15.7683701 7.0248928 23769.943320 5.633636 6 15
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + silicate 1176 8.9639613 8507.77862 20.904644 39.6268375 1982-1999 –> 2000-2009 15.8073036 6.8433423 23713.487017 74.576773 9 16
Atlantic (27,27.25] 4 cstar_tref ~ sal + oxygen + nitrate + silicate 1176 8.9822808 8512.58046 20.313513 40.2846503 1982-1999 –> 2000-2009 16.0510370 7.0687561 23865.616896 63.853015 10 20
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + oxygen + silicate + silicate_star 1575 8.6579236 11282.85238 85.233694 43.1400791 2000-2009 –> 2010-2019 17.3014798 8.6435562 19707.022575 118.082442 1 2
Atlantic (27,27.25] 4 cstar_tref ~ temp + oxygen + nitrate + silicate_star 1575 8.6581212 11280.92427 35.258460 43.2302199 2000-2009 –> 2010-2019 17.3192538 8.6611327 19707.872333 57.544636 2 4
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 1575 8.6734783 11288.50658 83.436791 42.6577968 2000-2009 –> 2010-2019 17.3424550 8.6689767 19719.583780 113.455387 3 6
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate 1575 8.6739737 11286.68648 31.689415 42.7707076 2000-2009 –> 2010-2019 17.3614422 8.6874684 19720.775381 51.882568 4 8
Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + silicate + silicate_star 1575 8.7482681 11313.55200 22.141238 43.8597846 2000-2009 –> 2010-2019 17.4658859 8.7176178 19755.789245 50.892796 5 10
Atlantic (27,27.25] 3 cstar_tref ~ temp + silicate + silicate_star 1575 8.7484948 11311.63363 3.624329 43.8751158 2000-2009 –> 2010-2019 17.4919721 8.7434773 19758.837398 5.835882 6 12
Atlantic (27,27.25] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 1575 8.7494560 11315.97968 328.814122 41.9365812 2000-2009 –> 2010-2019 17.6096587 8.8602027 19798.374908 596.187047 7 14
Atlantic (27,27.25] 4 cstar_tref ~ oxygen + aou + nitrate + silicate_star 1575 8.7784510 11324.40130 156.262882 43.2037668 2000-2009 –> 2010-2019 17.6484474 8.8699963 19807.394873 231.045394 8 16
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 1575 8.8527682 11350.95652 30.475477 42.1956714 2000-2009 –> 2010-2019 17.8167295 8.9639613 19858.735141 52.201614 9 18
Atlantic (27,27.25] 4 cstar_tref ~ sal + oxygen + silicate + silicate_star 1575 8.8681010 11356.40753 58.211768 43.5550721 2000-2009 –> 2010-2019 17.8503819 8.9822808 19868.987995 85.152749 10 20
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + oxygen + silicate + silicate_star 1501 8.1720930 10580.03009 36.901687 40.9813045 1982-1999 –> 2000-2009 14.3425575 6.1704645 23471.151596 78.953828 1 4
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 1501 8.1838712 10582.35367 19.901076 41.8401010 1982-1999 –> 2000-2009 14.3563732 6.1725020 23472.787847 48.922943 2 6
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 1501 8.2105143 10594.11101 29.957325 41.5619335 1982-1999 –> 2000-2009 14.3798658 6.1693515 23484.515269 74.867985 3 4
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 1501 8.2189442 10595.19162 20.076444 42.2933598 1982-1999 –> 2000-2009 14.3891485 6.1702044 23484.145506 49.363247 4 6
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 1501 8.4055349 10664.58249 272.909295 44.8869905 1982-1999 –> 2000-2009 14.6195533 6.2140184 23583.669775 670.661859 6 11
Atlantic (27.25,27.5] 4 cstar_tref ~ oxygen + aou + silicate + silicate_star 1501 8.4247136 10669.42425 74.963061 44.3605495 1982-1999 –> 2000-2009 14.6456421 6.2209285 23590.930493 189.548868 8 14
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + oxygen + nitrate 1501 8.4017171 10661.21866 36.066931 42.2064228 1982-1999 –> 2000-2009 15.1125426 6.7108254 23884.116787 74.170154 5 13
Atlantic (27.25,27.5] 3 cstar_tref ~ temp + oxygen + nitrate 1501 8.4070147 10661.11095 17.984144 42.6126730 1982-1999 –> 2000-2009 15.1211911 6.7141764 23883.993914 45.306714 7 17
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1501 8.4426081 10675.79389 29.348027 42.8853242 1982-1999 –> 2000-2009 15.1917250 6.7491169 23921.314315 60.497783 9 20
Atlantic (27.25,27.5] 3 cstar_tref ~ temp + aou + nitrate 1501 8.4457852 10674.92338 19.734818 43.0660643 1982-1999 –> 2000-2009 15.2011355 6.7553503 23922.114274 48.852624 10 22
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 1780 8.0657724 12497.38213 32.186823 38.9418405 2000-2009 –> 2010-2019 16.2378654 8.1720930 23077.412219 69.088510 3 4
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 1780 8.0660901 12495.52232 15.349863 38.9635373 2000-2009 –> 2010-2019 16.2499612 8.1838712 23077.875995 35.250940 4 6
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1780 8.0609002 12495.23104 25.051011 39.3822967 2000-2009 –> 2010-2019 16.2714146 8.2105143 23089.342054 55.008336 1 4
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + silicate + silicate_star 1780 8.0610025 12493.27621 30.006822 39.3672801 2000-2009 –> 2010-2019 16.2799467 8.2189442 23088.467823 57.961910 2 6
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 1780 8.1004396 12512.65042 221.472692 42.1521887 2000-2009 –> 2010-2019 16.5059745 8.4055349 23177.232914 494.381987 5 11
Atlantic (27.25,27.5] 4 cstar_tref ~ oxygen + aou + nitrate + silicate_star 1780 8.1274513 12522.50183 75.132025 41.0126819 2000-2009 –> 2010-2019 16.5521648 8.4247136 23191.926084 150.095086 6 14
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + oxygen + nitrate 1780 8.8634613 12831.11814 31.492790 46.0982264 2000-2009 –> 2010-2019 17.2651784 8.4017171 23492.336803 67.559722 9 14
Atlantic (27.25,27.5] 3 cstar_tref ~ temp + oxygen + nitrate 1780 8.8638315 12829.26684 15.081042 45.9111534 2000-2009 –> 2010-2019 17.2708462 8.4070147 23490.377787 33.065186 10 17
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 1780 8.5904672 12719.74631 14.109157 42.5403654 2000-2009 –> 2010-2019 17.2891839 8.6987166 23485.252646 32.188232 7 22
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1780 8.8733994 12835.10754 24.635332 46.9159003 2000-2009 –> 2010-2019 17.3160075 8.4426081 23510.901429 53.983359 11 20
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 2038 6.9860821 13721.01099 36.441318 51.5761612 1982-1999 –> 2000-2009 12.4972122 5.5111300 29007.221367 89.821116 1 2
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 2038 6.9872459 13721.68992 38.931114 50.7215715 1982-1999 –> 2000-2009 12.5080505 5.5208046 29016.469999 93.687697 2 4
Atlantic (27.5,27.75] 4 cstar_tref ~ temp + oxygen + silicate + silicate_star 2038 7.0383350 13749.38425 133.638110 48.7354131 1982-1999 –> 2000-2009 12.5787666 5.5404316 29059.503716 280.795436 4 7
Atlantic (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 2038 7.0389401 13749.73464 42.767855 47.8834585 1982-1999 –> 2000-2009 12.5867469 5.5478069 29066.353856 106.544302 5 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + oxygen + aou + silicate + silicate_star 2038 7.0700935 13769.73469 208.741988 55.2792241 1982-1999 –> 2000-2009 12.6338021 5.5637086 29102.338641 502.633464 7 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + silicate_star 2038 6.9872503 13719.69247 10.384322 50.7809735 1982-1999 –> 2000-2009 12.7125975 5.7253473 29190.223224 20.641412 3 14
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + oxygen + nitrate 2038 7.1291634 13801.64778 33.917558 51.1360565 1982-1999 –> 2000-2009 12.7572348 5.6280714 29188.450155 79.438453 8 15
Atlantic (27.5,27.75] 4 cstar_tref ~ oxygen + aou + nitrate + silicate_star 2038 7.1647190 13821.92566 92.631820 54.3478706 1982-1999 –> 2000-2009 12.7611637 5.5964447 29181.193960 214.782877 11 17
Atlantic (27.5,27.75] 3 cstar_tref ~ temp + nitrate + silicate_star 2038 7.0390198 13747.78081 1.599323 48.1352273 1982-1999 –> 2000-2009 12.7942656 5.7552458 29241.760482 3.265061 6 19
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + nitrate 2038 7.1384506 13806.95415 37.037355 50.2060760 1982-1999 –> 2000-2009 12.7965297 5.6580791 29219.738477 85.272540 9 18
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 2487 7.0490654 16785.50022 33.332841 42.6745314 2000-2009 –> 2010-2019 14.0351476 6.9860821 30506.511213 69.774159 1 2
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 2487 7.0667244 16797.94525 114.084082 42.8687434 2000-2009 –> 2010-2019 14.0539703 6.9872459 30519.635171 257.575108 2 4
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + silicate_star 2487 7.2223403 16904.28885 8.834881 39.5367016 2000-2009 –> 2010-2019 14.2095906 6.9872503 30623.981318 19.219203 8 11
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 2487 7.1424772 16850.98103 247.918052 44.0169925 2000-2009 –> 2010-2019 14.2125707 7.0700935 30620.715724 456.660040 3 10
Atlantic (27.5,27.75] 4 cstar_tref ~ temp + oxygen + nitrate + silicate_star 2487 7.1825590 16876.81582 33.001774 41.6715522 2000-2009 –> 2010-2019 14.2208940 7.0383350 30626.200076 69.259654 4 8
Atlantic (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 2487 7.1942804 16884.92643 36.961368 41.9713865 2000-2009 –> 2010-2019 14.2332205 7.0389401 30634.661066 79.729223 5 10
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + oxygen + nitrate 2487 7.1959137 16886.05555 33.154764 43.4666547 2000-2009 –> 2010-2019 14.3250771 7.1291634 30687.703323 67.072322 6 14
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + nitrate 2487 7.2176262 16901.04116 34.800807 43.5048196 2000-2009 –> 2010-2019 14.3560768 7.1384506 30707.995303 71.838162 7 16
Atlantic (27.5,27.75] 3 cstar_tref ~ temp + nitrate + silicate_star 2487 7.3373393 16980.86428 1.715630 35.7159427 2000-2009 –> 2010-2019 14.3763591 7.0390198 30728.645091 3.314952 12 18
Atlantic (27.5,27.75] 4 cstar_tref ~ oxygen + aou + silicate + silicate_star 2487 7.2886661 16949.75866 119.367322 44.2226372 2000-2009 –> 2010-2019 14.4533850 7.1647190 30771.684316 266.021291 9 20
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + oxygen + silicate + silicate_star 2132 5.1349720 13040.57511 246.079778 44.7908424 1982-1999 –> 2000-2009 9.3388519 4.2038799 25422.202946 487.835149 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 2132 5.1388505 13043.79450 256.967466 44.8291499 1982-1999 –> 2000-2009 9.3651115 4.2262610 25448.424457 516.794001 2 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 2132 5.1484221 13051.72923 604.462869 45.2181521 1982-1999 –> 2000-2009 9.3990525 4.2506305 25481.266575 1284.072944 3 7
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + oxygen + nitrate 2132 5.2354689 13121.22004 55.632678 49.5381289 1982-1999 –> 2000-2009 9.4614783 4.2260094 25523.592083 118.411714 8 10
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + silicate_star 2132 5.1663330 13064.53757 204.204878 44.9091686 1982-1999 –> 2000-2009 9.4714565 4.3051235 25547.258173 376.622628 5 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 2132 5.2393108 13124.34789 57.830180 49.4827437 1982-1999 –> 2000-2009 9.4919225 4.2526117 25553.903941 124.894757 9 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + oxygen + aou + nitrate 2132 5.2506029 13133.52805 600.146160 49.8721512 1982-1999 –> 2000-2009 9.5317954 4.2811925 25592.101041 1277.265598 12 18
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + oxygen + silicate + silicate_star 2132 5.2465412 13130.22828 214.029772 46.8828388 1982-1999 –> 2000-2009 9.5368243 4.2902831 25597.989979 401.498937 10 17
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + silicate 2132 5.2487421 13132.01667 62.468707 47.2778871 1982-1999 –> 2000-2009 9.5531079 4.3043658 25613.974728 118.992498 11 19
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + oxygen + silicate + silicate_star 2132 5.1724318 13069.56819 136.296995 44.2375040 1982-1999 –> 2000-2009 9.5712108 4.3987790 25645.518489 239.499124 6 20
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + oxygen + silicate + silicate_star 2382 5.8376482 15179.08178 346.777384 43.5207782 2000-2009 –> 2010-2019 10.9726202 5.1349720 28219.656891 592.857161 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 2382 5.8407660 15181.62551 89.656478 43.6008933 2000-2009 –> 2010-2019 10.9796165 5.1388505 28225.420015 152.766991 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + oxygen + aou + silicate + silicate_star 2382 5.8477116 15187.28731 899.388540 43.9237168 2000-2009 –> 2010-2019 10.9961337 5.1484221 28239.016532 1503.851409 3 6
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 2382 5.8947487 15223.45410 71.091922 47.2922341 2000-2009 –> 2010-2019 11.0610817 5.1663330 28287.991668 121.244086 7 12
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + oxygen + nitrate 2382 5.8503297 15187.41975 80.264210 42.6193948 2000-2009 –> 2010-2019 11.0857986 5.2354689 28308.639792 135.896887 4 12
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 2382 5.8543748 15190.71257 83.002588 42.6879620 2000-2009 –> 2010-2019 11.0936856 5.2393108 28315.060462 140.832768 5 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + oxygen + nitrate + silicate 2382 5.9225432 15245.86418 61.339440 48.3458546 2000-2009 –> 2010-2019 11.0949750 5.1724318 28315.432371 105.310208 9 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + silicate_star 2382 5.9466301 15265.19998 9.053387 47.3778172 2000-2009 –> 2010-2019 11.1124122 5.1657821 28329.282892 16.731069 11 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + oxygen + aou + nitrate 2382 5.8636257 15198.23457 897.341643 43.0161169 2000-2009 –> 2010-2019 11.1142286 5.2506029 28331.762614 1497.487802 6 18
Atlantic (27.75,27.85] 3 cstar_tref ~ sal + silicate + silicate_star 2382 5.9536582 15268.82704 14.334843 48.3685814 2000-2009 –> 2010-2019 11.1292945 5.1756363 28339.036156 28.214217 13 20
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3986 5.5800807 25031.26627 53.503946 83.2347852 1982-1999 –> 2000-2009 9.1644514 3.5843706 48043.455196 102.016591 1 2
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + oxygen + nitrate 3986 5.5801894 25029.42150 36.942641 83.2042509 1982-1999 –> 2000-2009 9.1909069 3.6107175 48102.095422 76.285936 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3986 5.6185833 25086.08422 64.896694 83.0957863 1982-1999 –> 2000-2009 9.2513903 3.6328069 48212.795654 117.323291 3 6
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 3986 5.6205986 25086.94309 39.889173 82.9533134 1982-1999 –> 2000-2009 9.2713835 3.6507849 48253.773328 80.877994 4 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 3986 5.6429129 25120.52996 361.263900 82.9855434 1982-1999 –> 2000-2009 9.3289783 3.6860654 48371.416022 719.656877 5 10
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + oxygen + aou + nitrate 3986 5.6480002 25125.71389 280.149483 82.7432710 1982-1999 –> 2000-2009 9.3433435 3.6953433 48396.048219 574.553039 6 12
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 3986 5.6844151 25176.94755 38.866166 83.2004282 1982-1999 –> 2000-2009 9.4984631 3.8140480 48717.043528 78.913322 7 14
Atlantic (27.85,27.95] 3 cstar_tref ~ sal + aou + nitrate 3986 5.7033491 25201.45702 25.647548 82.7541235 1982-1999 –> 2000-2009 9.5179326 3.8145835 48740.750852 60.587877 8 16
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + oxygen + nitrate + silicate 3986 5.7876605 25320.44283 18.774148 83.9971170 1982-1999 –> 2000-2009 9.7544196 3.9667591 49195.490827 43.561604 9 22
Atlantic (27.85,27.95] 3 cstar_tref ~ sal + oxygen + nitrate 3986 5.8674436 25427.58648 13.394084 83.2982399 1982-1999 –> 2000-2009 9.8537771 3.9863336 49342.633176 34.558340 10 26
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 3936 5.6638548 24834.75648 52.542695 50.5121653 2000-2009 –> 2010-2019 11.2439355 5.5800807 49866.022747 106.046641 1 2
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + oxygen + nitrate 3936 5.6717281 24843.69179 39.333659 44.1207951 2000-2009 –> 2010-2019 11.2519175 5.5801894 49873.113290 76.276300 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 3936 5.7238714 24917.73269 63.327410 53.9128332 2000-2009 –> 2010-2019 11.3424547 5.6185833 50003.816912 128.224104 3 6
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 3936 5.7421396 24940.81682 41.797687 44.2976773 2000-2009 –> 2010-2019 11.3627382 5.6205986 50027.759916 81.686860 4 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 3936 5.7489078 24952.09000 440.106018 56.9252172 2000-2009 –> 2010-2019 11.3918207 5.6429129 50072.619965 801.369918 5 10
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + oxygen + aou + nitrate 3936 5.7757979 24986.82480 383.881858 45.4898236 2000-2009 –> 2010-2019 11.4237981 5.6480002 50112.538692 664.031341 7 13
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 3936 5.7573587 24961.65329 42.980716 59.1565631 2000-2009 –> 2010-2019 11.4417738 5.6844151 50138.600848 81.846883 6 13
Atlantic (27.85,27.95] 3 cstar_tref ~ sal + aou + nitrate 3936 5.7914288 25006.09983 29.895155 46.9003648 2000-2009 –> 2010-2019 11.4947779 5.7033491 50207.556854 55.542703 8 16
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + oxygen + silicate + silicate_star 3936 5.8316926 25062.63912 96.622545 66.5539114 2000-2009 –> 2010-2019 11.6193531 5.7876605 50383.081949 164.458801 9 18
Atlantic (27.85,27.95] 3 cstar_tref ~ sal + oxygen + nitrate 3936 5.9119412 25168.22536 18.016603 48.8553329 2000-2009 –> 2010-2019 11.7793848 5.8674436 50595.811838 31.410687 10 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3615 3.1027653 18459.40938 36.987998 47.2411045 1982-1999 –> 2000-2009 5.8045696 2.7018043 38176.810562 76.577835 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 3615 3.1764064 18629.00163 281.131252 50.0055047 1982-1999 –> 2000-2009 5.9125663 2.7361599 38449.585363 563.802308 2 5
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + oxygen + nitrate 3615 3.2376848 18765.15258 35.566737 30.5644206 1982-1999 –> 2000-2009 5.9403883 2.7027035 38483.271082 72.327190 6 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 3615 3.1773223 18631.08616 448.726580 52.0119028 1982-1999 –> 2000-2009 5.9686361 2.7913137 38614.638140 966.959747 3 8
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + silicate 3615 3.1801579 18635.53562 31.581846 51.2091986 1982-1999 –> 2000-2009 6.0549697 2.8748118 38857.779317 68.092949 4 11
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 3615 3.3596047 19032.40820 36.038556 30.6481369 1982-1999 –> 2000-2009 6.0958407 2.7362360 38851.219163 72.482512 7 11
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + oxygen + aou + nitrate 3615 3.3753239 19066.15770 432.777899 32.9131014 1982-1999 –> 2000-2009 6.1672555 2.7919316 39049.516975 906.937283 8 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + oxygen + nitrate + silicate_star 3615 3.2151707 18714.70130 18.845080 55.7911305 1982-1999 –> 2000-2009 6.1707525 2.9555818 39163.211034 44.003814 5 14
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + aou + nitrate 3615 3.3762071 19066.04913 26.208507 32.4953207 1982-1999 –> 2000-2009 6.2580742 2.8818671 39306.309071 57.979330 9 17
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + oxygen + nitrate 3615 3.4511628 19224.80766 18.406066 36.2263102 1982-1999 –> 2000-2009 6.4283025 2.9771397 39730.663580 42.782167 10 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3825 3.4123913 20258.59157 44.506683 33.8588254 2000-2009 –> 2010-2019 6.5151566 3.1027653 38718.000948 81.494681 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 3825 3.4579463 20360.04251 55.142306 35.6328688 2000-2009 –> 2010-2019 6.6343527 3.1764064 38989.044133 98.294296 3 5
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + oxygen + aou + silicate + silicate_star 3825 3.4601684 20364.95678 611.056414 36.9442908 2000-2009 –> 2010-2019 6.6374907 3.1773223 38996.042932 1059.782993 4 7
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + silicate 3825 3.4604921 20363.67236 41.847176 36.6469249 2000-2009 –> 2010-2019 6.6406500 3.1801579 38999.207984 73.429022 5 9
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + oxygen + nitrate 3825 3.4324349 20301.39442 39.450769 27.7113746 2000-2009 –> 2010-2019 6.6701197 3.2376848 39066.547002 75.017505 2 8
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + oxygen + nitrate + silicate_star 3825 3.5222580 20499.01209 23.987513 42.0276887 2000-2009 –> 2010-2019 6.7374287 3.2151707 39213.713389 42.832592 9 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 3825 3.4905516 20429.83708 40.180367 27.8256810 2000-2009 –> 2010-2019 6.8501563 3.3596047 39462.245280 76.218924 6 13
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + oxygen + aou + nitrate 3825 3.5008469 20452.36727 550.159429 28.6231758 2000-2009 –> 2010-2019 6.8761708 3.3753239 39518.524973 982.937328 7 15
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + aou + nitrate 3825 3.5014167 20451.61234 33.008529 28.8591091 2000-2009 –> 2010-2019 6.8776238 3.3762071 39517.661469 59.217036 8 17
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + oxygen + nitrate 3825 3.6075615 20680.07496 23.515858 32.8412814 2000-2009 –> 2010-2019 7.0587242 3.4511628 39904.882617 41.921924 10 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + oxygen + silicate + silicate_star 1708 1.9569349 7154.52606 540.313941 11.6777202 1982-1999 –> 2000-2009 3.8337925 1.8768577 16550.827652 1150.498593 1 2
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1708 1.9782842 7191.59142 55.705569 12.0204902 1982-1999 –> 2000-2009 3.8730385 1.8947543 16631.358265 115.145435 2 4
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 1708 1.9905928 7210.77933 46.096017 13.1379114 1982-1999 –> 2000-2009 3.9022033 1.9116106 16689.110993 100.181111 3 6
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + oxygen + nitrate 1708 2.0265706 7271.96862 46.188657 12.7129605 1982-1999 –> 2000-2009 3.9455461 1.9189755 16767.911904 94.413757 4 8
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 1708 2.0614728 7330.29901 46.223797 13.2231588 1982-1999 –> 2000-2009 4.0082351 1.9467623 16892.085286 99.545382 5 10
Atlantic (28.05,28.1] 3 cstar_tref ~ sal + aou + nitrate 1708 2.0617574 7328.77064 44.714399 13.3818684 1982-1999 –> 2000-2009 4.0195885 1.9578311 16914.523948 97.887967 6 12
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + oxygen + nitrate + silicate 1708 2.1557892 7483.11798 45.593484 17.0817200 1982-1999 –> 2000-2009 4.2276500 2.0718608 17330.144353 97.629012 7 14
Atlantic (28.05,28.1] 3 cstar_tref ~ sal + oxygen + nitrate 1708 2.1786482 7517.14891 40.213438 17.2446945 1982-1999 –> 2000-2009 4.2783969 2.0997487 17423.412306 82.840465 8 16
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 1708 2.2842598 7680.85367 55.205848 10.9056516 1982-1999 –> 2000-2009 4.4540381 2.1697783 17739.374542 110.915030 9 18
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + silicate 1708 2.2905460 7690.24139 55.647185 10.9105127 1982-1999 –> 2000-2009 4.4620993 2.1715533 17752.507547 111.856400 10 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2234 1.6000739 8453.99996 108.694007 22.4192467 2000-2009 –> 2010-2019 3.5570088 1.9569349 15608.526018 163.942046 1 2
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 2234 1.6127730 8489.32065 100.881674 23.1607975 2000-2009 –> 2010-2019 3.5910573 1.9782842 15680.912073 149.880482 2 4
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + oxygen + nitrate 2234 1.6218120 8512.29218 96.003253 18.1014596 2000-2009 –> 2010-2019 3.6483826 2.0265706 15784.260796 142.191909 3 7
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 2234 1.6406414 8563.86730 95.522026 18.2637535 2000-2009 –> 2010-2019 3.7021142 2.0614728 15894.166307 141.745823 4 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + silicate 2234 1.7253995 8788.92650 102.819388 22.6513957 2000-2009 –> 2010-2019 3.7159923 1.9905928 15999.705836 153.843521 9 12
Atlantic (28.05,28.1] 3 cstar_tref ~ sal + aou + nitrate 2234 1.7280708 8793.83847 93.781354 21.0170591 2000-2009 –> 2010-2019 3.7898282 2.0617574 16122.609107 138.495752 10 16
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 2234 1.6727346 8650.42351 107.334380 19.9916675 2000-2009 –> 2010-2019 3.9569944 2.2842598 16331.277182 162.540227 5 14
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + silicate 2234 1.6780128 8664.49980 107.917279 20.8226566 2000-2009 –> 2010-2019 3.9685587 2.2905460 16354.741188 163.564464 6 16
Atlantic (28.05,28.1] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 2234 1.6884040 8692.08305 522.136768 21.9780550 2000-2009 –> 2010-2019 3.9929563 2.3045522 16403.149022 749.272032 7 18
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + oxygen + nitrate 2234 1.7240785 8783.50433 90.933228 12.7331198 2000-2009 –> 2010-2019 4.1371375 2.4130590 16649.736497 136.958486 8 20
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 1207 1.4041199 4258.65513 124.687423 10.8848838 1982-1999 –> 2000-2009 2.5391016 1.1349817 8742.400241 304.836425 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1207 1.4063995 4262.57110 130.855580 10.8874581 1982-1999 –> 2000-2009 2.5434200 1.1370204 8751.506467 323.009110 2 4
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + silicate 1207 1.4272060 4296.02247 101.650491 10.7806226 1982-1999 –> 2000-2009 2.5925110 1.1653050 8854.019251 269.497153 5 11
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + oxygen + nitrate 1207 1.4201855 4284.11859 123.686209 11.0939793 1982-1999 –> 2000-2009 2.6148430 1.1946575 8914.058689 281.451285 3 10
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 1207 1.4267847 4295.30977 125.732288 11.1390579 1982-1999 –> 2000-2009 2.6297203 1.2029356 8945.220183 283.090697 4 12
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + oxygen + nitrate + silicate_star 1207 1.4917372 4402.77598 59.959789 12.3623482 1982-1999 –> 2000-2009 2.6400787 1.1483415 8918.364083 176.291147 7 10
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 1207 1.4931541 4405.06777 60.927957 12.3579925 1982-1999 –> 2000-2009 2.6419792 1.1488251 8921.873545 178.762803 8 12
Atlantic (28.1,28.15] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 1207 1.4960688 4409.77548 387.379052 12.3647099 1982-1999 –> 2000-2009 2.6456363 1.1495675 8928.449406 1121.267936 9 14
Atlantic (28.1,28.15] 3 cstar_tref ~ sal + aou + nitrate 1207 1.4355411 4308.07963 77.590537 10.9883593 1982-1999 –> 2000-2009 2.6669202 1.2313791 9023.575536 211.787955 6 18
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + oxygen + nitrate 1207 1.5308683 4463.28351 50.844515 12.9594165 1982-1999 –> 2000-2009 2.7374156 1.2065473 9119.863793 145.929555 10 19
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1889 0.8047889 4554.26171 775.349408 3.4445209 2000-2009 –> 2010-2019 2.2089089 1.4041199 8812.916835 903.854375 5 6
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 1889 0.8029911 4545.81266 764.993978 3.5240281 2000-2009 –> 2010-2019 2.2093907 1.4063995 8808.383760 891.875264 1 3
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 1889 0.8029980 4543.84504 695.086111 3.5313347 2000-2009 –> 2010-2019 2.2302040 1.4272060 8839.867516 787.253161 2 7
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + oxygen + nitrate 1889 0.8208228 4626.79117 694.713070 4.4682494 2000-2009 –> 2010-2019 2.2410083 1.4201855 8910.909755 818.399279 12 15
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 1889 0.8176139 4611.99253 693.542401 4.5172527 2000-2009 –> 2010-2019 2.2443986 1.4267847 8907.302296 819.274689 9 13
Atlantic (28.1,28.15] 3 cstar_tref ~ sal + aou + nitrate 1889 0.8207347 4624.38540 664.265046 4.8923948 2000-2009 –> 2010-2019 2.2562757 1.4355411 8932.465025 741.855583 11 17
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + nitrate + silicate 1889 0.8031726 4544.66623 607.303894 3.3763383 2000-2009 –> 2010-2019 2.2963266 1.4931541 8949.733999 676.648835 3 11
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 1889 0.8049525 4553.02937 597.317985 3.3056581 2000-2009 –> 2010-2019 2.2966896 1.4917372 8955.805343 665.625016 6 13
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + oxygen + nitrate 1889 0.8208277 4624.81379 484.362321 4.4948701 2000-2009 –> 2010-2019 2.3516960 1.5308683 9088.097300 535.206836 13 22
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + nitrate 1889 0.8176140 4609.99301 485.306122 4.5133875 2000-2009 –> 2010-2019 2.3553590 1.5377450 9084.095966 536.912729 10 20
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 814 0.5041653 1209.09447 89.459458 4.4227771 1982-1999 –> 2000-2009 1.0037784 0.4996131 2088.765083 143.872259 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 814 0.5047925 1211.11831 89.869435 4.4012216 1982-1999 –> 2000-2009 1.0110437 0.5062512 2106.548592 144.150811 3 5
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 814 0.5054504 1213.23872 788.624139 4.3824369 1982-1999 –> 2000-2009 1.0232017 0.5177513 2135.488566 1464.358896 5 8
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + oxygen + nitrate 814 0.5045645 1208.38281 58.251479 4.4171182 1982-1999 –> 2000-2009 1.0269634 0.5223990 2139.302953 86.265294 2 6
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 814 0.5049820 1209.72943 58.316651 4.3971054 1982-1999 –> 2000-2009 1.0345930 0.5296110 2157.020823 93.947541 4 9
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + oxygen + aou + nitrate 814 0.5055188 1211.45894 775.241964 4.3799903 1982-1999 –> 2000-2009 1.0488664 0.5433476 2189.324428 1445.277443 6 12
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 814 0.5085055 1221.04932 20.623449 4.4795306 1982-1999 –> 2000-2009 1.3197899 0.8112844 2677.552812 69.437219 9 18
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 814 0.5082142 1220.11653 20.871567 4.4514648 1982-1999 –> 2000-2009 1.3395783 0.8313641 2705.812275 69.898193 8 18
Atlantic (28.15,28.2] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 814 0.5081666 1219.96380 228.171969 4.4237172 1982-1999 –> 2000-2009 1.3418327 0.8336661 2708.961198 464.498823 7 18
Atlantic (28.15,28.2] 3 cstar_tref ~ temp + oxygen + nitrate 814 0.5111473 1227.48517 14.924390 4.4835062 1982-1999 –> 2000-2009 1.3564937 0.8453465 2731.095374 41.199708 12 25
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1051 0.3809633 968.06880 79.668118 1.5044649 2000-2009 –> 2010-2019 0.8851286 0.5041653 2177.163271 169.127576 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1051 0.3831548 980.12599 80.248444 1.5232734 2000-2009 –> 2010-2019 0.8879472 0.5047925 2191.244301 170.117879 2 5
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 1051 0.3855614 993.28763 713.363341 1.5459541 2000-2009 –> 2010-2019 0.8910118 0.5054504 2206.526352 1501.987481 3 8
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 1051 0.3892949 1011.54399 42.431904 1.4157099 2000-2009 –> 2010-2019 0.8978004 0.5085055 2232.593311 63.055353 4 13
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + silicate + silicate_star 1051 0.3902505 1016.69715 655.094558 1.4409517 2000-2009 –> 2010-2019 0.8984647 0.5082142 2236.813673 956.144768 5 13
Atlantic (28.15,28.2] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 1051 0.3917694 1024.86248 281.256667 1.4718745 2000-2009 –> 2010-2019 0.8999359 0.5081666 2244.826283 509.428636 6 13
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + oxygen + aou + nitrate 1051 0.4118070 1129.71336 704.325758 1.5335993 2000-2009 –> 2010-2019 0.9173258 0.5055188 2341.172300 1479.567722 7 13
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1051 0.4123452 1132.45866 63.885022 1.5150268 2000-2009 –> 2010-2019 0.9173272 0.5049820 2342.188092 122.201672 8 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + oxygen + nitrate 1051 0.4132730 1137.18325 63.681927 1.4937734 2000-2009 –> 2010-2019 0.9178375 0.5045645 2345.566055 121.933406 9 11
Atlantic (28.15,28.2] 3 cstar_tref ~ oxygen + aou + nitrate 1051 0.4294037 1215.66659 266.919940 1.3933049 2000-2009 –> 2010-2019 0.9385596 0.5091559 2436.796948 448.587982 10 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 619 1.1565553 1950.70809 572.486021 6.9268150 1982-1999 –> 2000-2009 2.0148649 0.8583096 3182.742555 695.760231 1 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 619 1.1582291 1952.49849 571.140269 6.9634546 1982-1999 –> 2000-2009 2.0152792 0.8570500 3183.120219 693.397709 2 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 619 1.1666461 1961.46262 565.905964 7.0098759 1982-1999 –> 2000-2009 2.0310939 0.8644478 3200.352388 688.118722 5 8
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + oxygen + aou + nitrate 619 1.1641149 1956.77364 410.024092 7.0371163 1982-1999 –> 2000-2009 2.0466294 0.8825146 3213.561778 474.669826 4 9
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 619 1.1629267 1955.50939 409.961688 7.0061450 1982-1999 –> 2000-2009 2.0469016 0.8839749 3213.888060 474.724661 3 9
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 619 1.1726942 1965.86405 528.191086 7.4505981 1982-1999 –> 2000-2009 2.0507700 0.8780758 3217.801429 598.989057 7 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + oxygen + nitrate 619 1.1721481 1965.28737 405.907824 7.0796629 1982-1999 –> 2000-2009 2.0600659 0.8879178 3227.947432 470.542456 6 13
Atlantic (28.2, Inf] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 619 1.1769536 1970.35254 108.063103 7.7095948 1982-1999 –> 2000-2009 2.1116329 0.9346792 3282.386515 189.432111 9 18
Atlantic (28.2, Inf] 4 cstar_tref ~ oxygen + aou + nitrate + silicate_star 619 1.1783718 1971.84335 128.352956 7.7402268 1982-1999 –> 2000-2009 2.1127968 0.9344251 3283.615676 208.479018 10 18
Atlantic (28.2, Inf] 4 cstar_tref ~ temp + oxygen + nitrate + silicate_star 619 1.1850767 1978.86761 106.523108 7.7481723 1982-1999 –> 2000-2009 2.1222985 0.9372218 3293.514926 186.450569 13 23
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 907 0.4202462 1015.37156 51.588868 2.7630224 2000-2009 –> 2010-2019 1.5768015 1.1565553 2966.079650 606.895572 3 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 907 0.4200429 1014.49376 191.663977 2.7605596 2000-2009 –> 2010-2019 1.5782720 1.1582291 2966.992248 745.703772 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 907 0.4183206 1007.04056 53.513734 2.7703286 2000-2009 –> 2010-2019 1.5849667 1.1666461 2968.503183 619.419698 1 6
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 907 0.4225695 1023.37247 46.291582 2.8436346 2000-2009 –> 2010-2019 1.5952637 1.1726942 2989.236521 574.482669 4 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 907 0.4354761 1077.94862 41.315224 2.8585854 2000-2009 –> 2010-2019 1.5984028 1.1629267 3033.458010 451.276912 10 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + oxygen + aou + nitrate 907 0.4354752 1077.94472 170.399372 2.8565121 2000-2009 –> 2010-2019 1.5995901 1.1641149 3034.718360 580.423465 9 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + oxygen + nitrate 907 0.4341988 1072.62004 41.242503 2.8674737 2000-2009 –> 2010-2019 1.6063469 1.1721481 3037.907410 447.150326 8 14
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 907 0.4354763 1075.94914 40.012968 2.8580513 2000-2009 –> 2010-2019 1.6088024 1.1733262 3040.480178 449.917709 11 19
Atlantic (28.2, Inf] 4 cstar_tref ~ temp + aou + nitrate + silicate 907 0.4325232 1065.60616 22.810947 3.4325716 2000-2009 –> 2010-2019 1.6094769 1.1769536 3035.958700 144.894684 7 16
Atlantic (28.2, Inf] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 907 0.4318382 1062.73097 164.157342 3.4113637 2000-2009 –> 2010-2019 1.6102100 1.1783718 3034.574320 292.510298 6 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + oxygen + silicate + silicate_star 6335 13.0484858 50537.02667 290.293017 74.3565574 1982-1999 –> 2000-2009 25.5749143 12.5264285 82141.047577 614.332194 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 6335 13.7781360 51226.41264 360.342546 78.5960480 1982-1999 –> 2000-2009 27.0632728 13.2851369 83301.110290 733.220077 3 6
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + oxygen + nitrate 6335 13.9470820 51378.82603 46.755015 83.7110876 1982-1999 –> 2000-2009 27.1876347 13.2405527 83424.617536 87.110815 5 7
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 6335 14.8692351 52190.01024 121.769651 87.9612353 1982-1999 –> 2000-2009 29.1406689 14.2714338 84835.906538 197.445320 7 11
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + silicate + silicate_star 6335 14.9294787 52241.23978 85.895512 74.1426985 1982-1999 –> 2000-2009 29.9590775 15.0295988 85301.435982 158.984048 8 13
Indo-Pacific (-Inf,26] 5 cstar_tref ~ temp + oxygen + aou + silicate + silicate_star 6335 13.7004234 51154.74799 420.169508 85.4277624 1982-1999 –> 2000-2009 30.1307347 16.4303113 84930.151564 787.840699 2 12
Indo-Pacific (-Inf,26] 4 cstar_tref ~ temp + oxygen + aou + silicate 6335 13.8770332 51315.03104 212.167161 100.0767290 1982-1999 –> 2000-2009 30.5163740 16.6393407 85189.620665 366.367911 4 15
Indo-Pacific (-Inf,26] 4 cstar_tref ~ temp + oxygen + aou + silicate_star 6335 14.3530127 51742.32273 171.208426 112.1675304 1982-1999 –> 2000-2009 31.3158521 16.9628393 85771.031082 289.140555 6 20
Indo-Pacific (-Inf,26] 3 cstar_tref ~ sal + temp + nitrate 6335 15.5838627 52782.76053 11.885614 81.1927362 1982-1999 –> 2000-2009 31.6669003 16.0830376 86383.176827 21.441672 9 16
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 6335 16.2339600 53302.57596 39.671894 73.4328001 1982-1999 –> 2000-2009 32.3037551 16.0697951 86898.399156 56.764004 11 17
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + oxygen + silicate + silicate_star 8248 12.3180232 64843.31342 399.215996 105.3448329 2000-2009 –> 2010-2019 25.3665090 13.0484858 115380.340089 689.509013 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 8248 12.7415860 65401.00419 139.528457 97.2333203 2000-2009 –> 2010-2019 26.5197219 13.7781360 116627.416833 267.088728 2 5
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + oxygen + nitrate 8248 13.4511849 66293.02253 48.811418 129.8311375 2000-2009 –> 2010-2019 27.3982668 13.9470820 117671.848555 95.566433 3 8
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + silicate 8248 13.5821550 66452.86219 16.098717 104.4787469 2000-2009 –> 2010-2019 28.5116337 14.9294787 118694.101967 30.379908 4 12
Indo-Pacific (-Inf,26] 5 cstar_tref ~ temp + oxygen + aou + nitrate + silicate 8248 15.3923907 68518.78359 485.949464 228.7505618 2000-2009 –> 2010-2019 29.0928141 13.7004234 119673.531582 906.118973 14 16
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 8248 14.2236476 67214.13783 139.102003 126.4429190 2000-2009 –> 2010-2019 29.0928827 14.8692351 119404.148070 260.871653 7 14
Indo-Pacific (-Inf,26] 4 cstar_tref ~ temp + oxygen + aou + silicate 8248 15.9959891 69151.29785 165.645512 238.7166199 2000-2009 –> 2010-2019 29.8730223 13.8770332 120466.328892 377.812673 19 23
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 8248 14.1295007 67104.58720 24.630317 111.4729149 2000-2009 –> 2010-2019 30.3634608 16.2339600 120407.163159 64.302210 5 16
Indo-Pacific (-Inf,26] 3 cstar_tref ~ sal + temp + nitrate 8248 14.8772094 67953.21352 11.229460 132.0548626 2000-2009 –> 2010-2019 30.4610721 15.5838627 120735.974052 23.115074 12 21
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + oxygen + silicate 8248 14.2086420 67196.72576 14.076374 111.5038015 2000-2009 –> 2010-2019 30.5950728 16.3864308 120617.744145 29.431300 6 18
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3010 12.1859686 23607.72671 21.038672 46.7090821 1982-1999 –> 2000-2009 23.1847593 10.9987907 44674.775547 40.224080 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 3010 12.2154915 23622.29371 18.348512 48.5913754 1982-1999 –> 2000-2009 23.2422476 11.0267561 44703.349659 38.011885 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 3010 12.5300669 23775.35925 189.062942 56.3907254 1982-1999 –> 2000-2009 23.7394874 11.2094205 44947.042236 557.424014 3 6
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + oxygen + silicate + silicate_star 3010 12.7175381 23862.76156 96.966069 41.1703763 1982-1999 –> 2000-2009 23.9786983 11.2611602 45057.846357 145.803069 4 8
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + silicate_star 3010 12.7367067 23871.82841 101.837463 43.0587319 1982-1999 –> 2000-2009 24.0211963 11.2844896 45078.328721 152.130654 5 10
Indo-Pacific (26,26.5] 4 cstar_tref ~ oxygen + aou + silicate + silicate_star 3010 12.8514951 23925.84012 104.026589 48.4903799 1982-1999 –> 2000-2009 24.2077821 11.3562869 45167.324703 204.784552 6 12
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + temp + silicate + silicate_star 3010 12.9322616 23963.55499 18.127476 47.6659056 1982-1999 –> 2000-2009 24.9906795 12.0584180 45535.952653 34.998546 7 15
Indo-Pacific (26,26.5] 3 cstar_tref ~ temp + nitrate + silicate_star 3010 13.4002532 24175.55708 2.334393 42.2963384 1982-1999 –> 2000-2009 25.8706931 12.4704398 45931.281465 3.962653 8 20
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 3010 14.1304462 24496.96725 15.721115 41.5406251 1982-1999 –> 2000-2009 26.0294809 11.8990348 45995.970575 34.740399 10 17
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + oxygen + nitrate + silicate_star 3010 14.4731757 24641.23781 12.366960 42.3490436 1982-1999 –> 2000-2009 26.7225702 12.2493946 46300.311195 30.211927 13 22
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + oxygen + silicate + silicate_star 3346 10.4700817 25225.84475 138.671850 75.9292210 2000-2009 –> 2010-2019 22.6560503 12.1859686 48833.571457 236.509580 2 3
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 3346 10.4614428 25220.32089 16.961550 78.5942898 2000-2009 –> 2010-2019 22.6769343 12.2154915 48842.614602 35.310062 1 3
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 3346 10.5153096 25254.69012 192.085026 100.4815472 2000-2009 –> 2010-2019 23.0453766 12.5300669 49030.049374 381.147968 3 6
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + oxygen + nitrate + silicate_star 3346 10.8799175 25480.79630 14.715690 61.9863119 2000-2009 –> 2010-2019 23.5974555 12.7175381 49343.557859 30.330083 7 11
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + silicate_star 3346 10.8650190 25471.62633 136.854144 64.1591011 2000-2009 –> 2010-2019 23.6017257 12.7367067 49343.454742 238.691607 6 11
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + temp + nitrate + silicate_star 3346 10.6837050 25359.00877 15.587111 80.4576478 2000-2009 –> 2010-2019 23.6159665 12.9322616 49322.563754 33.714587 4 11
Indo-Pacific (26,26.5] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 3346 10.8149123 25440.69313 63.471707 79.7337200 2000-2009 –> 2010-2019 23.6664075 12.8514951 49366.533259 112.022707 5 11
Indo-Pacific (26,26.5] 3 cstar_tref ~ temp + nitrate + silicate 3346 11.0134280 25560.41593 3.375038 66.2942463 2000-2009 –> 2010-2019 24.4136812 13.4002532 49735.973007 6.002360 8 17
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + temp + aou + silicate 3346 11.2989526 25733.69619 15.103492 83.7211751 2000-2009 –> 2010-2019 25.4207041 14.1217515 50226.958113 33.123373 10 21
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + oxygen + aou + nitrate 3346 12.3680064 26340.67291 724.733269 84.7172936 2000-2009 –> 2010-2019 25.4302182 13.0622118 50366.418155 1404.707933 27 35
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + oxygen + silicate + silicate_star 3456 13.8274986 27977.17197 57.989501 71.6885138 1982-1999 –> 2000-2009 25.6022711 11.7747725 49529.045671 103.592547 4 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3456 13.8225405 27974.69311 36.887744 72.0589759 1982-1999 –> 2000-2009 25.6103012 11.7877607 49532.678757 70.101551 2 4
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + oxygen + silicate + silicate_star 3456 13.8275357 27975.19048 56.359311 71.6765271 1982-1999 –> 2000-2009 25.6786411 11.8511054 49560.888556 101.547721 5 8
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + silicate_star 3456 13.8226913 27972.76851 56.943781 72.0315314 1982-1999 –> 2000-2009 25.6818243 11.8591330 49562.220654 102.693693 3 7
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ oxygen + aou + silicate + silicate_star 3456 13.8191298 27970.98734 176.072398 72.6518131 1982-1999 –> 2000-2009 25.7178044 11.8986746 49578.893940 400.369555 1 6
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 3456 13.8875314 28005.11583 34.533852 70.2064904 1982-1999 –> 2000-2009 25.9122861 12.0247546 49671.458380 66.178557 6 13
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + nitrate + silicate 3456 14.0141296 28067.83988 27.821359 62.4297258 1982-1999 –> 2000-2009 25.9797674 11.9656378 49706.859456 57.685567 8 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + oxygen + nitrate + silicate 3456 13.9268217 28024.64349 29.499237 68.3757714 1982-1999 –> 2000-2009 25.9913642 12.0645425 49709.299904 58.015503 7 16
Indo-Pacific (26.5,26.75] 3 cstar_tref ~ temp + nitrate + silicate_star 3456 14.0205727 28069.01696 2.033822 61.9709086 1982-1999 –> 2000-2009 26.0508700 12.0302973 49735.914367 3.784312 9 17
Indo-Pacific (26.5,26.75] 3 cstar_tref ~ sal + silicate + silicate_star 3456 14.0360441 28076.64004 2.457324 62.1646578 1982-1999 –> 2000-2009 26.1637513 12.1277071 49788.246694 4.171145 10 20
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ oxygen + aou + silicate + silicate_star 2960 11.2400200 22735.44142 149.558751 70.4604993 2000-2009 –> 2010-2019 25.0591498 13.8191298 50706.428760 325.631149 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 2960 11.2691345 22752.75589 26.208666 59.1030033 2000-2009 –> 2010-2019 25.0916750 13.8225405 50727.448997 69.572450 2 4
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + silicate_star 2960 11.2708823 22751.67397 45.510557 60.8884969 2000-2009 –> 2010-2019 25.0935736 13.8226913 50724.442483 102.454338 3 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 2960 11.2718272 22754.17027 26.299375 58.7045457 2000-2009 –> 2010-2019 25.0993258 13.8274986 50731.342246 69.436339 4 8
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + oxygen + nitrate + silicate_star 2960 11.2733709 22752.98097 26.234346 60.3835368 2000-2009 –> 2010-2019 25.1009066 13.8275357 50728.171455 68.158651 5 10
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + silicate_star 2960 11.3462708 22791.13975 43.546086 45.6005447 2000-2009 –> 2010-2019 25.2338022 13.8875314 50796.255575 97.129813 8 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + oxygen + nitrate + silicate 2960 11.3510365 22793.62577 19.305725 45.7450218 2000-2009 –> 2010-2019 25.2778582 13.9268217 50818.269258 48.804962 9 16
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + nitrate + silicate 2960 11.2816002 22757.30085 22.516349 58.7281282 2000-2009 –> 2010-2019 25.2957298 14.0141296 50825.140728 50.337708 6 14
Indo-Pacific (26.5,26.75] 3 cstar_tref ~ temp + nitrate + silicate_star 2960 11.2832703 22756.17719 1.633919 60.4756705 2000-2009 –> 2010-2019 25.3038430 14.0205727 50825.194147 3.667741 7 16
Indo-Pacific (26.5,26.75] 3 cstar_tref ~ sal + nitrate + silicate_star 2960 11.3511192 22791.66891 1.519408 45.8890520 2000-2009 –> 2010-2019 25.3871634 14.0360441 50868.308956 3.411440 10 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + oxygen + silicate + silicate_star 3444 11.7013718 26730.10410 102.608304 48.2726991 1982-1999 –> 2000-2009 22.8960968 11.1947250 47741.175650 161.224406 2 3
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + oxygen + aou + silicate + silicate_star 3444 11.7005159 26729.60027 762.156934 47.2802617 1982-1999 –> 2000-2009 22.8982744 11.1977585 47742.155489 1341.261548 1 4
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 3444 11.7054838 26732.52421 100.785438 50.2629592 1982-1999 –> 2000-2009 22.9017210 11.1962372 47744.335408 158.622142 4 6
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + oxygen + nitrate + silicate_star 3444 11.7038566 26729.56666 28.066663 49.4507627 1982-1999 –> 2000-2009 22.9184892 11.2146325 47748.367520 52.843940 3 8
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 3444 11.7409448 26751.35941 31.770571 55.1285598 1982-1999 –> 2000-2009 22.9407226 11.1997779 47762.902052 56.879731 5 9
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 3444 12.1304863 26976.18049 31.561025 61.7432269 1982-1999 –> 2000-2009 23.3643303 11.2338440 48004.354078 57.790177 7 13
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + silicate + silicate_star 3444 12.1363241 26979.49449 100.751909 63.6938382 1982-1999 –> 2000-2009 23.3742342 11.2379101 48009.649784 157.815092 8 15
Indo-Pacific (26.75,27] 4 cstar_tref ~ oxygen + aou + nitrate + silicate_star 3444 12.1743813 27001.06020 179.374036 69.7083519 1982-1999 –> 2000-2009 23.4349903 11.2606090 48042.265041 336.001438 9 17
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + silicate 3444 12.1121725 26965.77356 16.503945 49.5885647 1982-1999 –> 2000-2009 23.4804470 11.3682745 48059.087063 37.711806 6 15
Indo-Pacific (26.75,27] 3 cstar_tref ~ sal + nitrate + silicate_star 3444 12.1953873 27010.93470 1.292757 57.2251751 1982-1999 –> 2000-2009 23.5644129 11.3690256 48102.609996 2.375536 10 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 3743 11.4718649 28901.24659 738.157420 43.7888817 2000-2009 –> 2010-2019 23.1723808 11.7005159 55630.846859 1500.314354 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 3743 11.4747453 28903.12598 30.555055 43.2434533 2000-2009 –> 2010-2019 23.1802291 11.7054838 55635.650194 63.141577 2 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 3743 11.4872236 28911.26226 30.873186 42.6168881 2000-2009 –> 2010-2019 23.1885954 11.7013718 55641.366360 63.317847 4 6
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + oxygen + nitrate + silicate 3743 11.4926157 28912.77537 27.531286 42.4445296 2000-2009 –> 2010-2019 23.1964724 11.7038566 55642.342032 55.277214 5 8
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + aou + silicate + silicate_star 3743 11.4748290 28901.18058 103.724824 43.2698369 2000-2009 –> 2010-2019 23.2157738 11.7409448 55652.539993 201.194292 3 8
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + silicate 3743 11.6709874 29028.06980 15.203738 43.0840235 2000-2009 –> 2010-2019 23.7831599 12.1121725 55993.843353 31.707683 9 15
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + silicate + silicate_star 3743 11.6493824 29014.19905 105.938520 42.9205062 2000-2009 –> 2010-2019 23.7857064 12.1363241 55993.693539 206.690429 7 15
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 3743 11.6587745 29020.23210 30.557141 42.3579931 2000-2009 –> 2010-2019 23.7892609 12.1304863 55996.412586 62.118166 8 15
Indo-Pacific (26.75,27] 4 cstar_tref ~ oxygen + aou + nitrate + silicate_star 3743 11.6191208 28994.72739 209.306932 45.8622321 2000-2009 –> 2010-2019 23.7935022 12.1743813 55995.787594 388.680968 6 15
Indo-Pacific (26.75,27] 3 cstar_tref ~ sal + silicate + silicate_star 3743 11.6761142 29029.35747 3.986877 43.2907069 2000-2009 –> 2010-2019 23.8715015 12.1953873 56040.292173 7.476455 10 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4260 10.3533723 32017.25703 42.285261 49.7431248 1982-1999 –> 2000-2009 20.4033516 10.0499793 55918.180386 78.031547 3 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4260 10.3538793 32017.67423 42.942282 49.7014768 1982-1999 –> 2000-2009 20.4127099 10.0588307 55924.240627 76.826193 4 8
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + temp + oxygen + silicate 4260 10.3602601 32020.92323 7.955526 48.9452646 1982-1999 –> 2000-2009 20.4132831 10.0530231 55921.787664 22.225626 7 10
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + temp + aou + silicate 4260 10.3590125 32019.89722 7.659447 48.9157285 1982-1999 –> 2000-2009 20.4235242 10.0645116 55928.082814 21.448364 6 12
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + temp + oxygen + silicate_star 4260 10.3763998 32034.18580 7.307637 48.6310766 1982-1999 –> 2000-2009 20.4266307 10.0502309 55933.269643 20.604476 9 11
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + temp + aou + silicate_star 4260 10.3733629 32031.69188 7.293826 48.4810617 1982-1999 –> 2000-2009 20.4322152 10.0588522 55936.272021 20.590064 8 13
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + silicate 4260 10.3540853 32015.84379 7.405099 49.6079688 1982-1999 –> 2000-2009 20.4526996 10.0986142 55945.712309 20.830474 5 12
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + oxygen + aou + silicate_star 4260 10.3253644 31992.17752 753.368240 45.0497471 1982-1999 –> 2000-2009 20.4645574 10.1391931 55947.751459 1564.329672 2 15
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + oxygen + aou + silicate 4260 10.3148898 31983.53005 833.619596 45.6549451 1982-1999 –> 2000-2009 20.4658823 10.1509925 55946.559235 1692.813968 1 15
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + oxygen + aou + nitrate 4260 10.3988036 32052.56157 797.542414 47.4166796 1982-1999 –> 2000-2009 20.5702130 10.1714094 56028.470384 1546.038891 11 26
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + oxygen + aou + silicate 4144 9.9824808 30841.45515 598.548633 43.6632122 2000-2009 –> 2010-2019 20.2973706 10.3148898 62824.985201 1432.168229 9 10
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 4144 9.9477591 30814.57704 34.316550 43.3611454 2000-2009 –> 2010-2019 20.3011314 10.3533723 62831.834073 76.601811 2 5
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + oxygen + aou + silicate_star 4144 9.9776828 30837.47068 547.079090 44.5806031 2000-2009 –> 2010-2019 20.3030472 10.3253644 62829.648199 1300.447331 8 10
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 4144 9.9499512 30816.40325 35.056132 43.6429083 2000-2009 –> 2010-2019 20.3038305 10.3538793 62834.077474 77.998414 3 7
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + silicate_star 4144 9.9667194 30828.35883 7.007618 45.9275613 2000-2009 –> 2010-2019 20.3208047 10.3540853 62844.202619 14.412717 5 10
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + oxygen + aou + nitrate 4144 9.9426130 30808.28844 548.100752 44.7193635 2000-2009 –> 2010-2019 20.3414165 10.3988036 62860.850012 1345.643166 1 12
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + temp + aou + silicate 4144 10.0063488 30861.24805 7.102821 45.8832265 2000-2009 –> 2010-2019 20.3653613 10.3590125 62881.145271 14.762268 14 20
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + temp + oxygen + silicate 4144 10.0080110 30862.62465 7.295282 45.9274473 2000-2009 –> 2010-2019 20.3682710 10.3602601 62883.547879 15.250808 16 23
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + temp + aou + silicate_star 4144 10.0035163 30858.90159 6.801060 46.9818856 2000-2009 –> 2010-2019 20.3768792 10.3733629 62890.593472 14.094886 12 20
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + temp + oxygen + silicate_star 4144 10.0053354 30860.40859 6.762468 47.0800972 2000-2009 –> 2010-2019 20.3817352 10.3763998 62894.594390 14.070105 13 22
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + oxygen + aou + silicate + silicate_star 5652 7.0272490 38094.16728 737.753091 47.1379590 1982-1999 –> 2000-2009 14.7488469 7.7215979 68644.547287 1337.939269 1 2
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + oxygen + aou + nitrate 5652 7.0316769 38099.28771 452.891122 47.7054280 1982-1999 –> 2000-2009 14.7701889 7.7385121 68666.962430 873.776243 3 5
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 5652 7.0305058 38099.40490 24.694176 46.9711385 1982-1999 –> 2000-2009 14.7722306 7.7417248 68672.739813 49.257370 2 5
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + oxygen + silicate + silicate_star 5652 7.0351629 38106.89047 87.906338 46.6751633 1982-1999 –> 2000-2009 14.7836512 7.7484883 68687.925737 179.186978 5 10
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + aou + silicate + silicate_star 5652 7.0385503 38110.33188 80.762558 47.3726922 1982-1999 –> 2000-2009 14.7843028 7.7457525 68686.253215 169.493798 7 11
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 5652 7.0337994 38102.69931 8.730951 47.5288504 1982-1999 –> 2000-2009 14.8070577 7.7732584 68709.878666 20.557525 4 19
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + oxygen + nitrate 5652 7.0379893 38109.43088 8.843183 47.2121985 1982-1999 –> 2000-2009 14.8241031 7.7861138 68731.181417 21.823573 6 28
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + oxygen + nitrate + silicate 5652 7.0748003 38168.40050 16.916025 47.5399302 1982-1999 –> 2000-2009 14.8302539 7.7554536 68755.358921 37.376979 9 15
Indo-Pacific (27.25,27.5] 3 cstar_tref ~ sal + aou + nitrate 5652 7.0387177 38108.60086 8.728708 47.4846691 1982-1999 –> 2000-2009 14.8398931 7.8011754 68745.392619 20.523602 8 32
Indo-Pacific (27.25,27.5] 3 cstar_tref ~ sal + oxygen + nitrate 5652 7.0825392 38178.75883 8.632872 46.7079383 1982-1999 –> 2000-2009 14.9258755 7.8433363 68863.078578 21.421856 10 50
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 5922 7.1242645 40075.67883 593.750040 42.2314393 2000-2009 –> 2010-2019 14.1515134 7.0272490 78169.846112 1331.503131 1 2
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + oxygen + aou + nitrate 5922 7.1269042 40078.06648 318.118286 42.1878786 2000-2009 –> 2010-2019 14.1585810 7.0316769 78177.354195 771.009408 2 5
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 5922 7.1365253 40096.04471 81.149347 42.2063490 2000-2009 –> 2010-2019 14.1670310 7.0305058 78195.449617 168.965189 3 5
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 5922 7.1373012 40095.33249 6.316184 42.1782969 2000-2009 –> 2010-2019 14.1711006 7.0337994 78198.031804 15.047136 4 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 5922 7.1468592 40113.18279 21.092865 42.2154884 2000-2009 –> 2010-2019 14.1820221 7.0351629 78220.073259 46.015337 5 10
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + oxygen + nitrate 5922 7.1471941 40111.73792 6.355114 42.1963352 2000-2009 –> 2010-2019 14.1851834 7.0379893 78221.168795 15.198297 6 12
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + aou + silicate + silicate_star 5922 7.1585662 40130.56816 70.750181 41.8682534 2000-2009 –> 2010-2019 14.1971164 7.0385503 78240.900041 151.512740 9 16
Indo-Pacific (27.25,27.5] 3 cstar_tref ~ sal + aou + nitrate 5922 7.1634863 40136.70579 6.303947 41.8424601 2000-2009 –> 2010-2019 14.2022040 7.0387177 78245.306652 15.032655 10 18
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + oxygen + nitrate + silicate_star 5922 7.2077412 40211.65107 13.080419 41.5339824 2000-2009 –> 2010-2019 14.2825415 7.0748003 78380.051577 29.996444 15 24
Indo-Pacific (27.25,27.5] 3 cstar_tref ~ sal + oxygen + nitrate 5922 7.2469844 40273.96184 6.237847 41.3180440 2000-2009 –> 2010-2019 14.3295236 7.0825392 78452.720673 14.870719 16 26
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + oxygen + aou + silicate + silicate_star 6167 4.0367823 34726.64230 459.495824 26.7923222 1982-1999 –> 2000-2009 8.7220722 4.6852900 62697.040359 757.142008 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 6167 4.0429789 34745.56109 159.269512 26.2398228 1982-1999 –> 2000-2009 8.7642921 4.7213132 62788.215839 325.617924 3 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 6167 4.0485959 34762.68506 23.850765 25.9707492 1982-1999 –> 2000-2009 8.7828412 4.7342453 62831.144909 39.966291 4 7
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + oxygen + aou + nitrate 6167 4.0425101 34742.13085 246.840359 27.1192412 1982-1999 –> 2000-2009 9.0030763 4.9605661 63249.135471 442.352518 2 13
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + nitrate 6167 4.0489953 34761.90171 8.067854 26.4923097 1982-1999 –> 2000-2009 9.0447877 4.9957925 63335.662975 17.150977 5 17
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + oxygen + nitrate 6167 4.0545260 34778.73782 8.078203 26.2283550 1982-1999 –> 2000-2009 9.0643353 5.0098093 63378.931346 18.089157 6 19
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + silicate + silicate_star 6167 4.0727072 34833.92203 134.094441 28.2628171 1982-1999 –> 2000-2009 9.1503588 5.0776516 63561.012452 268.001354 7 24
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ oxygen + aou + nitrate + silicate_star 6167 4.0755154 34842.42355 326.527133 29.3289073 1982-1999 –> 2000-2009 9.1516168 5.0761014 63566.633228 497.602389 10 26
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + oxygen + silicate + silicate_star 6167 4.0738655 34837.42927 133.528522 27.7525622 1982-1999 –> 2000-2009 9.1625226 5.0886571 63584.945160 267.180987 8 27
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + silicate_star 6167 4.5000687 36064.66666 159.029665 33.1359847 1982-1999 –> 2000-2009 9.4464855 4.9464168 64544.723672 325.329671 13 21
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 6664 4.7500775 39692.78160 347.371163 28.1820638 2000-2009 –> 2010-2019 8.7868597 4.0367823 74419.423900 806.866986 1 2
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + oxygen + aou + nitrate 6664 4.7807244 39776.49597 211.271367 30.2652734 2000-2009 –> 2010-2019 8.8232345 4.0425101 74518.626818 458.111726 2 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 6664 4.8448110 39955.97364 135.591640 29.3531305 2000-2009 –> 2010-2019 8.8877899 4.0429789 74701.534733 294.861152 3 6
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + nitrate 6664 4.8714057 40026.93520 6.793204 29.5854585 2000-2009 –> 2010-2019 8.9204010 4.0489953 74788.836912 14.861058 5 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6664 4.8843447 40064.28910 20.023631 29.7368270 2000-2009 –> 2010-2019 8.9329406 4.0485959 74826.974158 43.874396 7 11
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ oxygen + aou + nitrate + silicate_star 6664 4.8607094 39997.63837 217.547124 30.1879072 2000-2009 –> 2010-2019 8.9362248 4.0755154 74840.061923 544.074257 4 14
Indo-Pacific (27.5,27.75] 3 cstar_tref ~ oxygen + aou + nitrate 6664 4.8723206 40027.43824 123.255552 32.9859219 2000-2009 –> 2010-2019 8.9488024 4.0764818 74870.786082 299.069780 6 18
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + oxygen + nitrate 6664 4.9084325 40127.85636 7.125995 29.9228308 2000-2009 –> 2010-2019 8.9629585 4.0545260 74906.594183 15.204199 8 14
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 6664 4.9217117 40163.86484 18.802696 28.7110064 2000-2009 –> 2010-2019 8.9944189 4.0727072 74997.786869 42.271663 9 16
Indo-Pacific (27.5,27.75] 3 cstar_tref ~ temp + aou + nitrate 6664 4.9331847 40192.89757 5.896550 31.5828750 2000-2009 –> 2010-2019 9.0075673 4.0743826 75029.892434 12.274627 10 19
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 3152 2.7732745 15389.24970 678.563635 17.1542209 1982-1999 –> 2000-2009 5.4887215 2.7154470 25587.423989 1093.186790 1 2
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + oxygen + aou + nitrate 3152 2.7739151 15388.70576 560.727012 17.1612346 1982-1999 –> 2000-2009 5.5262449 2.7523298 25641.704873 929.344725 2 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 3152 2.8027140 15455.81684 73.189710 17.2432750 1982-1999 –> 2000-2009 5.5355979 2.7328838 25680.951318 135.275201 3 5
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 3152 2.8032746 15455.07759 50.245782 17.2510602 1982-1999 –> 2000-2009 5.5707570 2.7674824 25731.201660 90.109487 4 9
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3152 2.8210447 15496.91268 74.768082 17.2719212 1982-1999 –> 2000-2009 5.5724954 2.7514508 25750.566312 143.288598 5 8
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + oxygen + nitrate 3152 2.8217339 15496.45261 50.610968 17.2815824 1982-1999 –> 2000-2009 5.6080157 2.7862818 25801.091946 94.453055 6 12
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 3152 3.0098932 15903.39508 412.651166 20.9095779 1982-1999 –> 2000-2009 5.9084049 2.8985117 26374.363637 696.890410 7 14
Indo-Pacific (27.75,27.85] 3 cstar_tref ~ oxygen + aou + nitrate 3152 3.0130950 15908.09745 317.058738 19.6444875 1982-1999 –> 2000-2009 5.9370634 2.9239684 26413.897200 544.615248 8 17
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + silicate 3152 3.0205578 15925.69191 68.157761 20.6719088 1982-1999 –> 2000-2009 5.9371731 2.9166153 26422.886045 120.118362 9 17
Indo-Pacific (27.75,27.85] 3 cstar_tref ~ temp + aou + nitrate 3152 3.0237196 15930.28716 41.273175 19.4088032 1982-1999 –> 2000-2009 5.9655200 2.9418004 26461.696044 72.479468 10 20
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 3511 2.9626629 17604.29977 483.352464 19.0364831 2000-2009 –> 2010-2019 5.7359374 2.7732745 32993.549470 1161.916099 1 2
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + oxygen + aou + nitrate 3511 2.9643606 17606.32238 449.672834 18.9837952 2000-2009 –> 2010-2019 5.7382757 2.7739151 32995.028142 1010.399846 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 3511 3.0289987 17759.79210 77.655350 19.1618218 2000-2009 –> 2010-2019 5.8317127 2.8027140 33215.608946 150.845060 3 6
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 3511 3.0322769 17765.38771 43.752879 19.0874394 2000-2009 –> 2010-2019 5.8355515 2.8032746 33220.465302 93.998662 4 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3511 3.0686262 17851.06312 83.903769 19.1642457 2000-2009 –> 2010-2019 5.8896708 2.8210447 33347.975804 158.671851 5 10
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + oxygen + nitrate 3511 3.0714168 17855.44621 45.170434 19.0921346 2000-2009 –> 2010-2019 5.8931507 2.8217339 33351.898819 95.781402 6 12
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 3511 3.1744974 18087.24490 320.385725 21.0390177 2000-2009 –> 2010-2019 6.1843906 3.0098932 33990.639979 733.036891 7 14
Indo-Pacific (27.75,27.85] 3 cstar_tref ~ oxygen + aou + nitrate 3511 3.1915608 18122.88818 240.906782 24.6613238 2000-2009 –> 2010-2019 6.2046558 3.0130950 34030.985630 557.965521 8 16
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + silicate 3511 3.2126438 18171.12190 63.263420 20.9932883 2000-2009 –> 2010-2019 6.2332016 3.0205578 34096.813807 131.421181 9 18
Indo-Pacific (27.75,27.85] 3 cstar_tref ~ temp + aou + nitrate 3511 3.2305706 18208.19622 34.579444 24.3265118 2000-2009 –> 2010-2019 6.2542902 3.0237196 34138.483376 75.852619 10 20
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 3466 2.0249995 14741.08952 603.113522 17.6264764 1982-1999 –> 2000-2009 3.9758423 1.9508428 25287.100790 888.039158 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 3466 2.0647370 14875.80158 63.612857 17.9889000 1982-1999 –> 2000-2009 4.0261719 1.9614349 25449.136072 100.197090 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3466 2.0937452 14972.51390 67.066967 18.1239684 1982-1999 –> 2000-2009 4.0712550 1.9775098 25587.034153 108.242814 3 6
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 3466 2.2230782 15386.00686 373.864296 25.0681016 1982-1999 –> 2000-2009 4.2179328 1.9948546 26042.592711 529.628954 4 8
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 3466 2.2347800 15422.39981 61.613692 24.8980609 1982-1999 –> 2000-2009 4.2366725 2.0018925 26096.756787 94.833968 5 10
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + oxygen + nitrate + silicate_star 3466 2.2508919 15472.19740 64.726028 24.7580030 1982-1999 –> 2000-2009 4.2673962 2.0165043 26183.251461 102.062908 6 12
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + oxygen + aou + nitrate 3466 2.3168783 15672.49207 553.400629 16.1171262 1982-1999 –> 2000-2009 4.7848279 2.4679496 27402.950111 825.141038 7 17
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 3466 2.3386122 15737.21579 54.720348 16.5050401 1982-1999 –> 2000-2009 4.7990763 2.4604641 27452.345618 80.766649 8 17
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + oxygen + nitrate 3466 2.3580687 15794.64915 56.003467 16.7149919 1982-1999 –> 2000-2009 4.8176031 2.4595344 27507.872002 83.803422 9 17
Indo-Pacific (27.85,27.95] 3 cstar_tref ~ temp + aou + nitrate 3466 2.5413426 16311.50638 48.997418 20.6330822 1982-1999 –> 2000-2009 5.0506970 2.5093544 28123.918949 69.680186 10 22
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 4398 1.9728443 18471.65705 528.856492 27.1926709 2000-2009 –> 2010-2019 3.9978439 2.0249995 33212.746577 1131.970014 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4398 2.0086437 18629.83915 67.617558 27.5126132 2000-2009 –> 2010-2019 4.0733807 2.0647370 33505.640733 131.230415 3 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 4398 2.0395168 18764.00607 74.184834 27.6464178 2000-2009 –> 2010-2019 4.1332620 2.0937452 33736.519970 141.251801 5 8
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 4398 1.9928639 18558.46546 296.116100 29.4175824 2000-2009 –> 2010-2019 4.2159421 2.2230782 33944.472315 669.980397 2 6
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + silicate 4398 2.0185166 18670.96721 66.273071 29.0856497 2000-2009 –> 2010-2019 4.2532966 2.2347800 34093.367025 127.886763 4 9
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 4398 2.0456268 18788.31796 72.406835 28.8862669 2000-2009 –> 2010-2019 4.2965187 2.2508919 34260.515364 137.132863 6 12
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + oxygen + aou + nitrate 4398 2.3725578 20092.45125 465.768466 17.8262372 2000-2009 –> 2010-2019 4.6894361 2.3168783 35764.943318 1019.169095 7 14
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 4398 2.3824931 20129.20855 43.316625 17.8063057 2000-2009 –> 2010-2019 4.7211054 2.3386122 35866.424341 98.036973 8 16
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + oxygen + nitrate 4398 2.3961687 20179.55342 46.086831 17.7726999 2000-2009 –> 2010-2019 4.7542374 2.3580687 35974.202576 102.090297 9 18
Indo-Pacific (27.85,27.95] 3 cstar_tref ~ temp + aou + nitrate 4398 2.4070546 20217.42344 39.510925 19.5279714 2000-2009 –> 2010-2019 4.9483971 2.5413426 36528.929819 88.508343 10 20
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 6754 1.5826649 25382.68068 548.267772 30.3627160 1982-1999 –> 2000-2009 3.0698411 1.4871762 42537.999675 841.821703 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 6754 1.5983705 25516.06687 50.639420 30.6480495 1982-1999 –> 2000-2009 3.0915356 1.4931651 42709.324675 79.988874 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6754 1.6196017 25694.31242 53.811405 30.8341938 1982-1999 –> 2000-2009 3.1277131 1.5081114 42981.592997 86.814796 4 7
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 6754 1.6109840 25620.24607 345.466307 27.3954017 1982-1999 –> 2000-2009 3.2033875 1.5924035 43418.933944 489.229766 3 7
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 6754 1.6432025 25887.73036 50.365468 26.8965586 1982-1999 –> 2000-2009 3.2634535 1.6202510 43850.075389 79.670672 5 11
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 6754 1.6786859 26176.31792 53.669300 26.5252558 1982-1999 –> 2000-2009 3.3354428 1.6567570 44348.995491 86.657557 6 13
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 6754 1.7755112 26933.80751 33.448319 35.1896669 1982-1999 –> 2000-2009 3.3679627 1.5924515 44732.780119 58.359602 7 12
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + oxygen + nitrate + silicate 6754 2.1456283 29491.46680 23.596122 39.0761268 1982-1999 –> 2000-2009 4.2573657 2.1117374 49954.750451 43.080527 8 16
Indo-Pacific (27.95,28.05] 3 cstar_tref ~ aou + nitrate + silicate_star 6754 2.1976285 29812.93489 22.267524 24.7970195 1982-1999 –> 2000-2009 4.6818089 2.4841804 51807.574603 40.011628 9 18
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + oxygen + nitrate 6754 2.4842704 31471.01828 38.158045 16.9034058 1982-1999 –> 2000-2009 5.2649140 2.7806436 54531.919877 55.417701 10 20
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 7535 1.6450386 28898.70516 498.287850 33.0619977 2000-2009 –> 2010-2019 3.2277035 1.5826649 54281.385838 1046.555622 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 7535 1.6603082 29037.94252 47.765825 33.1288464 2000-2009 –> 2010-2019 3.2586787 1.5983705 54554.009386 98.405246 2 4
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ oxygen + aou + nitrate + silicate_star 7535 1.6694746 29118.91417 265.137954 30.0799122 2000-2009 –> 2010-2019 3.2804586 1.6109840 54739.160238 610.604261 3 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7535 1.6780071 29197.73915 52.855369 33.1056619 2000-2009 –> 2010-2019 3.2976088 1.6196017 54892.051575 106.666775 4 8
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + silicate 7535 1.7015153 29405.39786 44.335288 29.1876725 2000-2009 –> 2010-2019 3.3447178 1.6432025 55293.128223 94.700756 5 10
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 7535 1.7346067 29695.66871 49.628087 28.5004464 2000-2009 –> 2010-2019 3.4132926 1.6786859 55871.986638 103.297388 6 12
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 7535 1.9525023 31478.91843 28.385117 40.8437368 2000-2009 –> 2010-2019 3.7280135 1.7755112 58412.725938 61.833436 7 14
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + oxygen + nitrate + silicate_star 7535 2.3521677 34285.33714 18.827754 46.8583980 2000-2009 –> 2010-2019 4.4977960 2.1456283 63776.803939 42.344979 12 20
Indo-Pacific (27.95,28.05] 3 cstar_tref ~ aou + nitrate + silicate_star 7535 2.5910069 35740.74542 23.826905 28.7726071 2000-2009 –> 2010-2019 4.7886354 2.1976285 65553.680311 46.094428 15 24
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + oxygen + nitrate 7535 2.3281051 34130.37748 20.558428 19.0446248 2000-2009 –> 2010-2019 4.8123755 2.4842704 65601.395753 58.716473 8 18
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 5159 1.0957224 15597.81589 552.831414 22.0582616 1982-1999 –> 2000-2009 2.0707865 0.9750642 26811.480813 837.093213 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 5159 1.1000588 15638.56939 42.950804 22.2752279 1982-1999 –> 2000-2009 2.0758616 0.9758029 26858.320019 72.697858 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5159 1.1103522 15734.66760 44.795727 22.4802664 1982-1999 –> 2000-2009 2.0946894 0.9843372 27024.395627 77.392027 3 7
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 5159 1.1278643 15894.12949 34.883469 24.0860272 1982-1999 –> 2000-2009 2.1054282 0.9775639 27126.369748 64.487390 4 7
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ oxygen + aou + nitrate + silicate_star 5159 1.2388090 16862.21201 269.875070 17.1279303 1982-1999 –> 2000-2009 2.4633917 1.2245827 29904.896412 400.945414 5 11
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + oxygen + nitrate + silicate_star 5159 1.3117548 17452.56007 26.127461 27.3126454 1982-1999 –> 2000-2009 2.5172413 1.2054865 30368.943560 53.835592 8 13
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 5159 1.2685011 17106.59896 42.927611 17.0765032 1982-1999 –> 2000-2009 2.5185312 1.2500301 30314.564171 70.873816 6 13
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 5159 1.2931219 17304.94612 44.794257 17.0905288 1982-1999 –> 2000-2009 2.5663150 1.2731931 30660.455412 75.181105 7 15
Indo-Pacific (28.05,28.1] 3 cstar_tref ~ aou + nitrate + silicate_star 5159 1.8246532 20855.74932 21.108811 21.1254332 1982-1999 –> 2000-2009 3.7561822 1.9315290 37558.534049 39.537876 9 18
Indo-Pacific (28.05,28.1] 3 cstar_tref ~ oxygen + nitrate + silicate_star 5159 2.0425405 22019.66556 10.072050 19.9234370 1982-1999 –> 2000-2009 4.2567969 2.2142564 39820.205697 18.744066 10 20
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 7451 0.9425392 20277.15483 338.665888 37.5921354 2000-2009 –> 2010-2019 2.0382616 1.0957224 35874.970719 891.497302 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 7451 0.9433822 20290.47779 26.500613 37.6355945 2000-2009 –> 2010-2019 2.0434410 1.1000588 35929.047176 69.451417 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7451 0.9505824 20403.78226 28.520807 37.6947691 2000-2009 –> 2010-2019 2.0609346 1.1103522 36138.449857 73.316534 4 7
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 7451 0.9452591 20318.09658 23.816173 37.8329703 2000-2009 –> 2010-2019 2.0731234 1.1278643 36212.226071 58.699642 3 7
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + oxygen + nitrate + silicate_star 7451 1.0830931 22346.51343 19.639828 40.3207378 2000-2009 –> 2010-2019 2.3948479 1.3117548 39799.073507 45.767289 5 13
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 7451 1.2615249 24619.07347 145.674970 33.1890774 2000-2009 –> 2010-2019 2.5003339 1.2388090 41481.285477 415.550040 6 11
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + silicate 7451 1.2978345 25041.93006 26.499422 32.9365955 2000-2009 –> 2010-2019 2.5663355 1.2685011 42148.529012 69.427033 7 13
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 7451 1.3235033 25333.78772 28.517375 32.9658681 2000-2009 –> 2010-2019 2.6166251 1.2931219 42638.733835 73.311632 8 15
Indo-Pacific (28.05,28.1] 3 cstar_tref ~ aou + nitrate + silicate_star 7451 1.9767821 31310.29242 17.688291 29.8708281 2000-2009 –> 2010-2019 3.8014353 1.8246532 52166.041736 38.797102 14 23
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + silicate 7451 1.9262594 30926.47485 5.777027 50.6533192 2000-2009 –> 2010-2019 4.0075591 2.0812997 53142.099938 13.204682 11 22
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 7313 1.1177938 22396.10143 35.636548 37.0569466 1982-1999 –> 2000-2009 2.4937688 1.3759750 44800.319744 60.590729 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 7313 1.1235799 22471.61512 270.716313 37.1451848 1982-1999 –> 2000-2009 2.5070109 1.3834311 44945.449524 441.907023 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7313 1.1245562 22484.31828 36.183817 37.1750971 1982-1999 –> 2000-2009 2.5206281 1.3960719 45075.325100 62.064760 3 6
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + oxygen + nitrate + silicate 7313 1.1259332 22500.21713 8.145187 37.2122540 1982-1999 –> 2000-2009 2.5854216 1.4594884 45661.486581 18.212360 4 9
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 7313 1.2376294 23883.62574 15.647535 36.6542154 1982-1999 –> 2000-2009 2.6611067 1.4234773 46723.060230 32.536378 5 9
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ oxygen + aou + nitrate + silicate_star 7313 2.0590083 31328.65018 215.604947 21.4968859 1982-1999 –> 2000-2009 3.9067361 1.8477278 57528.405994 340.227071 19 25
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 7313 2.0856367 31516.58991 35.419473 20.7734116 1982-1999 –> 2000-2009 3.9575191 1.8718824 57883.655720 60.343848 20 27
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 7313 2.1272720 31805.69095 36.101655 20.4904340 1982-1999 –> 2000-2009 4.0458194 1.9185474 58489.960322 61.980374 21 29
Indo-Pacific (28.1,28.2] 3 cstar_tref ~ aou + nitrate + silicate 7313 2.1327124 31841.04812 10.494495 20.2556189 1982-1999 –> 2000-2009 4.1044298 1.9717174 58875.467677 21.943768 22 31
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + oxygen + aou + nitrate 7313 1.8377696 29666.08598 215.744320 35.4054046 1982-1999 –> 2000-2009 4.1264956 2.2887260 58623.087921 350.768720 12 24
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 9577 0.9220983 25638.89394 30.452684 22.6047919 2000-2009 –> 2010-2019 2.0398921 1.1177938 48034.995371 65.907320 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 9577 0.9262972 25725.91486 223.209854 22.7030308 2000-2009 –> 2010-2019 2.0498770 1.1235799 48197.529980 493.926167 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 9577 0.9265420 25730.97722 30.873262 22.6950903 2000-2009 –> 2010-2019 2.0510982 1.1245562 48215.295497 66.885115 3 6
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + oxygen + nitrate + silicate 9577 0.9268998 25736.37242 10.138534 22.7069886 2000-2009 –> 2010-2019 2.0528330 1.1259332 48236.589544 18.283721 4 8
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 9577 1.1556420 29961.09094 18.648727 23.8756500 2000-2009 –> 2010-2019 2.3932714 1.2376294 53844.716686 34.296263 5 10
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + oxygen + aou + nitrate 9577 1.5477431 35556.77341 182.992754 24.2860092 2000-2009 –> 2010-2019 3.3855126 1.8377696 65222.859390 398.737074 6 18
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + oxygen + nitrate 9577 1.5535459 35628.45166 30.870054 24.1680362 2000-2009 –> 2010-2019 3.3974853 1.8439394 65343.558288 66.384453 7 20
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 9577 1.5601446 35709.63612 30.443629 24.0412678 2000-2009 –> 2010-2019 3.4085985 1.8484539 65460.507650 65.337935 8 22
Indo-Pacific (28.1,28.2] 3 cstar_tref ~ sal + oxygen + nitrate 9577 1.6406889 36671.80480 7.466446 24.3599320 2000-2009 –> 2010-2019 3.5908874 1.9501985 67204.361195 12.994269 9 27
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + silicate_star 9577 1.8331974 38798.85411 175.506031 21.9319019 2000-2009 –> 2010-2019 3.6141058 1.7809083 68005.257758 368.927132 10 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 1121 0.5889554 2008.33475 28.204028 10.6336614 1982-1999 –> 2000-2009 0.9638785 0.3749230 3274.740188 97.094610 1 3
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1121 0.5894300 2010.14061 8.601285 10.7101644 1982-1999 –> 2000-2009 0.9643061 0.3748761 3276.188073 26.436425 2 3
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1121 0.5935680 2025.82528 10.603985 10.8313345 1982-1999 –> 2000-2009 0.9693498 0.3757818 3298.774252 42.305632 4 7
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 1121 0.5927485 2020.72772 8.260784 11.5642161 1982-1999 –> 2000-2009 0.9744049 0.3816563 3336.040591 25.968527 3 7
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ oxygen + aou + nitrate + silicate_star 1121 0.6248622 2139.01754 22.680698 6.5767425 1982-1999 –> 2000-2009 1.0088096 0.3839474 3471.447504 77.151679 5 11
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + aou + nitrate + silicate 1121 0.6286777 2152.66603 5.325356 6.4994629 1982-1999 –> 2000-2009 1.0125984 0.3839207 3484.897214 20.297362 6 11
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + oxygen + nitrate + silicate_star 1121 0.6368696 2181.69130 6.168231 6.3724286 1982-1999 –> 2000-2009 1.0223695 0.3854999 3525.662719 32.702482 7 15
Indo-Pacific (28.2,28.3] 3 cstar_tref ~ aou + nitrate + silicate_star 1121 0.7147832 2438.45053 3.633305 6.1131190 1982-1999 –> 2000-2009 1.0992751 0.3844918 3772.932961 15.290355 8 15
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + oxygen + nitrate + silicate_star 1121 0.8325153 2782.29321 8.997207 14.9663384 1982-1999 –> 2000-2009 1.4192852 0.5867700 5327.727255 28.990553 15 24
Indo-Pacific (28.2,28.3] 3 cstar_tref ~ oxygen + nitrate + silicate_star 1121 0.9437953 3061.56950 1.908902 6.9671353 1982-1999 –> 2000-2009 1.5792885 0.6354932 5833.141419 9.501565 18 28
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 2227 0.3634628 1826.15536 46.766638 1.3493379 2000-2009 –> 2010-2019 0.9524182 0.5889554 3834.490104 74.970665 2 3
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 2227 0.3639326 1831.90902 10.923246 1.3514251 2000-2009 –> 2010-2019 0.9533626 0.5894300 3842.049626 19.524532 3 5
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2227 0.3618068 1805.81614 13.910324 1.3435543 2000-2009 –> 2010-2019 0.9553749 0.5935680 3831.641419 24.514308 1 5
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + nitrate + silicate_star 2227 0.3742085 1953.92768 9.520803 1.3587038 2000-2009 –> 2010-2019 0.9669570 0.5927485 3974.655402 17.781587 4 7
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ oxygen + aou + nitrate + silicate 2227 0.4640143 2911.99313 24.212516 3.0103881 2000-2009 –> 2010-2019 1.0888764 0.6248622 5051.010676 46.893214 5 10
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + aou + nitrate + silicate_star 2227 0.4667094 2937.78836 6.880407 3.1190692 2000-2009 –> 2010-2019 1.0953871 0.6286777 5090.454395 12.194604 6 12
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + oxygen + nitrate + silicate 2227 0.4723660 2991.44658 8.554203 3.2578905 2000-2009 –> 2010-2019 1.1092355 0.6368696 5173.137883 14.722434 7 14
Indo-Pacific (28.2,28.3] 3 cstar_tref ~ aou + nitrate + silicate 2227 0.5344573 3539.50576 6.266907 5.1377458 2000-2009 –> 2010-2019 1.2492405 0.7147832 5977.956289 9.900211 9 17
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + oxygen + nitrate + silicate_star 2227 0.4910335 3164.07643 13.373620 1.8939012 2000-2009 –> 2010-2019 1.3235488 0.8325153 5946.369642 22.370827 8 23
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + oxygen + aou + nitrate 2227 0.6602356 4482.83592 32.919727 2.9328619 2000-2009 –> 2010-2019 1.4627649 0.8025293 7182.885500 58.469404 12 21
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ sal + aou + nitrate 73 0.0217542 -341.71572 223.720722 0.0741549 1982-1999 –> 2000-2009 0.5837485 0.5619943 -72.171812 311.065440 15 16
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ temp + oxygen + nitrate 73 0.0203661 -351.34232 22.279533 0.0705761 1982-1999 –> 2000-2009 0.5978699 0.5775039 -73.413605 331.396362 9 11
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ temp + aou + nitrate + silicate 73 0.0188455 -360.67153 371.411640 0.0574270 1982-1999 –> 2000-2009 0.6017895 0.5829440 -77.855015 1131.036855 3 6
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ temp + aou + nitrate 73 0.0204892 -350.46195 14.120549 0.0709325 1982-1999 –> 2000-2009 0.6048545 0.5843652 -68.895435 203.451364 11 16
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ oxygen + nitrate + silicate 73 0.0193423 -358.87196 287.019112 0.0556189 1982-1999 –> 2000-2009 0.6097791 0.5904368 -74.121849 919.676498 4 11
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ aou + nitrate + silicate_star 73 0.0315182 -287.58486 95.417147 0.0953056 1982-1999 –> 2000-2009 0.6144989 0.5829807 -6.748956 832.809986 26 30
Indo-Pacific (28.3, Inf] 2 cstar_tref ~ oxygen + nitrate 73 0.0203983 -353.11109 1.224876 0.0691450 1982-1999 –> 2000-2009 0.6254312 0.6050328 -62.839566 118.965630 10 18
Indo-Pacific (28.3, Inf] 2 cstar_tref ~ aou + nitrate 73 0.0425081 -245.91184 1.272997 0.0967051 1982-1999 –> 2000-2009 0.6273066 0.5847985 33.882947 85.831705 29 35
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + nitrate + silicate 73 0.0140835 -403.19669 590.040870 0.0471207 1982-1999 –> 2000-2009 0.6346360 0.6205525 -101.124298 810.193595 1 10
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ sal + nitrate + silicate_star 73 0.0169912 -377.79328 420.521480 0.0678426 1982-1999 –> 2000-2009 0.6540148 0.6370235 -69.652412 446.039561 2 13
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ temp + oxygen + nitrate 10 0.0090939 -55.62415 458.112782 0.0138455 2000-2009 –> 2010-2019 0.0294600 0.0203661 -406.966468 480.392316 1 6
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ temp + aou + nitrate 10 0.0091163 -55.57504 278.971200 0.0138947 2000-2009 –> 2010-2019 0.0296055 0.0204892 -406.036993 293.091749 2 9
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ sal + temp + silicate_star 10 0.0113138 -51.25591 701.769475 0.0173466 2000-2009 –> 2010-2019 0.0310550 0.0197413 -407.147338 750.904986 4 5
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ sal + temp + silicate 10 0.0113388 -51.21179 693.712856 0.0173823 2000-2009 –> 2010-2019 0.0311139 0.0197751 -406.853169 742.266433 5 8
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ sal + temp + oxygen 10 0.0119111 -50.22696 377.641457 0.0179762 2000-2009 –> 2010-2019 0.0333161 0.0214050 -394.305135 397.584087 6 14
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ sal + temp + aou 10 0.0119205 -50.21123 281.099139 0.0179966 2000-2009 –> 2010-2019 0.0333336 0.0214132 -394.233381 295.957504 7 17
Indo-Pacific (28.3, Inf] 2 cstar_tref ~ oxygen + nitrate 10 0.0144327 -48.38634 6.859341 0.0240473 2000-2009 –> 2010-2019 0.0348311 0.0203983 -401.497427 8.084217 13 19
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ sal + temp + nitrate 10 0.0129352 -48.57724 400.326122 0.0195086 2000-2009 –> 2010-2019 0.0349417 0.0220065 -388.609331 420.390924 12 24
Indo-Pacific (28.3, Inf] 2 cstar_tref ~ sal + silicate_star 10 0.0165752 -45.61821 24.868915 0.0253049 2000-2009 –> 2010-2019 0.0363385 0.0197633 -403.346587 31.549592 17 19
Indo-Pacific (28.3, Inf] 2 cstar_tref ~ sal + silicate 10 0.0165889 -45.60165 23.790243 0.0253700 2000-2009 –> 2010-2019 0.0363853 0.0197964 -403.086039 30.290536 18 22

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2009 13.4205783 29250.0655
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 14.7589649 31769.9283
Atlantic (26,26.5] 1982-1999 –> 2000-2009 16.4558450 12996.4776
Atlantic (26,26.5] 2000-2009 –> 2010-2019 18.1402980 14531.4192
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 14.4081450 16194.0262
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 15.3625735 15255.8254
Atlantic (26.75,27] 1982-1999 –> 2000-2009 14.5767535 21550.4459
Atlantic (26.75,27] 2000-2009 –> 2010-2019 14.3586791 18621.4579
Atlantic (27,27.25] 1982-1999 –> 2000-2009 15.2976907 23436.0715
Atlantic (27,27.25] 2000-2009 –> 2010-2019 17.5207706 19770.3374
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 14.7359735 23669.8740
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 16.7238543 23268.1126
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 12.6626370 29127.3254
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 14.2476292 30642.7733
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 9.4720812 25542.6232
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 11.0639846 28291.1299
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 9.4175046 48537.5502
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 11.4351954 50128.0923
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 6.0801355 38868.3004
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 6.7497873 39238.5871
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 4.1004588 17069.1257
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 3.8060030 16082.9084
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 2.6251626 8911.9331
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 2.2690257 8928.9578
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 1.1506141 2363.9872
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 0.9051339 2275.4891
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 2.0612333 3229.8931
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 1.5968133 3010.7909
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2009 29.4859184 84817.6497
Indo-Pacific (-Inf,26] 2000-2009 –> 2010-2019 28.7274456 118967.8597
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2009 24.5987595 45339.2183
Indo-Pacific (26,26.5] 2000-2009 –> 2010-2019 23.8124520 49441.1694
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2009 25.8388881 49637.5506
Indo-Pacific (26.5,26.75] 2000-2009 –> 2010-2019 25.1943028 50775.1003
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2009 23.1773719 47895.6902
Indo-Pacific (26.75,27] 2000-2009 –> 2010-2019 23.4976582 55822.2775
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2009 20.4465067 55943.0327
Indo-Pacific (27,27.25] 2000-2009 –> 2010-2019 20.3359848 62857.5479
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2009 14.8086404 68716.3319
Indo-Pacific (27.25,27.5] 2000-2009 –> 2010-2019 14.2026817 78250.0903
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2009 9.0292389 63353.7445
Indo-Pacific (27.5,27.75] 2000-2009 –> 2010-2019 8.9201198 74790.0518
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2009 5.7049994 25986.5783
Indo-Pacific (27.75,27.85] 2000-2009 –> 2010-2019 5.9800837 33538.1449
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2009 4.4247475 26513.2959
Indo-Pacific (27.85,27.95] 2000-2009 –> 2010-2019 4.4083420 34688.7762
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2009 3.6663425 46087.3947
Indo-Pacific (27.95,28.05] 2000-2009 –> 2010-2019 3.7649280 58297.6328
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2009 2.6425224 30644.8166
Indo-Pacific (28.05,28.1] 2000-2009 –> 2010-2019 2.6102897 41553.0457
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2009 3.2908936 51860.6219
Indo-Pacific (28.1,28.2] 2000-2009 –> 2010-2019 2.7983561 57776.5671
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2009 1.1013565 3860.1552
Indo-Pacific (28.2,28.3] 2000-2009 –> 2010-2019 1.1157166 4990.4651
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2009 0.6153929 -57.2940
Indo-Pacific (28.3, Inf] 2000-2009 –> 2010-2019 0.0330381 -401.2082

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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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 
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
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] 6 6 4 10 3 3 10
(26,26.5] 9 2 10 5 4 4 10
(26.5,26.75] 8 6 10 8 5 2 7
(26.75,27] 7 4 6 10 8 4 4
(27,27.25] 5 7 5 6 6 7 6
(27.25,27.5] 6 7 6 5 5 4 8
(27.5,27.75] 5 7 5 6 4 7 8
(27.75,27.85] 6 5 6 8 6 6 6
(27.85,27.95] 6 10 6 10 3 2 4
(27.95,28.05] 6 9 6 10 3 3 4
(28.05,28.1] 5 9 5 8 5 2 6
(28.1,28.15] 6 10 5 6 3 3 7
(28.15,28.2] 6 10 7 6 5 1 7
(28.2, Inf] 7 10 6 7 3 4 6
total 88.00 102.00 87.00 105.00 63.00 52.00 93.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 6 7 5 10 4 2 10
(26,26.5] 9 3 10 5 4 3 10
(26.5,26.75] 6 8 10 8 3 3 6
(26.75,27] 8 5 7 9 4 4 5
(27,27.25] 5 5 5 6 7 8 6
(27.25,27.5] 6 9 6 6 4 4 7
(27.5,27.75] 5 7 5 6 4 7 8
(27.75,27.85] 5 7 5 10 4 6 5
(27.85,27.95] 6 9 6 10 1 5 4
(27.95,28.05] 6 9 6 10 3 3 4
(28.05,28.1] 6 10 5 6 5 1 7
(28.1,28.15] 6 10 4 6 3 2 8
(28.15,28.2] 7 9 7 6 6 1 6
(28.2, Inf] 8 10 5 8 3 3 5
total 89.00 108.00 86.00 106.00 55.00 52.00 91.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 6 3 5 7 6 5 10
(26,26.5] 5 6 5 6 6 8 6
(26.5,26.75] 4 5 4 6 9 6 6
(26.75,27] 5 6 5 7 6 8 5
(27,27.25] 6 4 6 10 6 3 7
(27.25,27.5] 6 7 6 10 4 4 4
(27.5,27.75] 7 5 6 7 5 7 6
(27.75,27.85] 8 10 6 6 3 2 6
(27.85,27.95] 7 10 6 6 2 4 7
(27.95,28.05] 6 10 6 6 4 5 5
(28.05,28.1] 6 10 6 5 3 7 4
(28.1,28.2] 7 10 6 6 7 2 4
(28.2,28.3] 6 10 6 5 4 6 4
(28.3, Inf] 5 10 3 3 3 2 4
total 84.00 106.00 76.00 90.00 68.00 69.00 78.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 5 6 5 8 6 2 10
(26,26.5] 6 7 5 6 6 5 8
(26.5,26.75] 4 7 4 6 5 8 6
(26.75,27] 5 7 5 7 7 6 5
(27,27.25] 6 4 6 10 3 6 7
(27.25,27.5] 6 8 6 10 3 4 4
(27.5,27.75] 8 9 6 6 4 2 6
(27.75,27.85] 8 10 6 6 4 1 6
(27.85,27.95] 7 10 6 6 5 1 7
(27.95,28.05] 6 10 6 6 4 5 5
(28.05,28.1] 6 10 5 6 6 4 5
(28.1,28.2] 5 9 6 10 3 4 5
(28.2,28.3] 7 10 6 6 5 4 4
(28.3, Inf] 2 4 3 7 2 2 7
total 81.00 111.00 75.00 100.00 63.00 54.00 85.00

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
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
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