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1 Required data

Required are:

  • cleaned and prepared GLODAP-based synthetic model subsetting file
GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

  • sal, temp, aou, nitrate, silicate, phosphate, phosphate_star
# the following code is a workaround to find all predictor combinations
# using the olsrr package and fit all models for one era, slab, and basin

i_basin <- unique(GLODAP$basin)[1]
i_era   <- unique(GLODAP$era)[1]

# subset one basin and era for fitting
GLODAP_basin_era <- GLODAP %>%
  filter(basin == i_basin, era == i_era)

i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
print(i_gamma_slab)

# subset one gamma slab
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
  filter(gamma_slab == i_gamma_slab)

# fit the full linear model, i.e. all predictor combinations
lm_full <- lm(paste(
  params_local$MLR_target,
  paste(params_local$MLR_predictors, collapse = " + "),
  sep = " ~ "
),
data = GLODAP_basin_era_slab)

# fit linear models for all possible predictor combinations
# unfortunately, this functions does not provide model coefficients (yet)
lm_all <- ols_step_all_possible(lm_full)

# convert to tibble
lm_all <- as_tibble(lm_all)

# extract relevant columns and format model formula
lm_all <- lm_all %>% 
  select(n, predictors) %>%
  mutate(lm_coeff = str_replace_all(predictors, " ", " + "),
         lm_coeff = paste(params_local$MLR_target, "~", lm_coeff))

# remove certain predictor combinations
# lm_rm_ph <- lm_all %>%
#   filter(str_detect(lm_coeff, "phosphate_star")) %>%
#   mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
#   filter(
#     str_detect(lm_coeff_filter, "oxygen") &
#       str_detect(lm_coeff_filter, "phosphate")
#   )

# lm_rm_si <- lm_all %>%
#   filter(str_detect(lm_coeff, "silicate_star")) %>%
#   mutate(lm_coeff_filter = str_remove(lm_coeff, "silicate_star")) %>%
#   filter(str_detect(lm_coeff_filter, "silicate"))

# lm_rm_o2 <- lm_all %>%
#   filter(str_detect(lm_coeff, "phosphate_star")) %>%
#   mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
#   filter(
#     str_detect(lm_coeff_filter, "phosphate") &
#       str_detect(lm_coeff_filter, "oxygen")
#   )

# lm_rm <- bind_rows(lm_rm_ph, lm_rm_o2) %>%
#   select(-lm_coeff_filter) %>%
#   unique()

# lm_rm <- lm_rm_ph %>%
#   select(-lm_coeff_filter) %>%
#   unique()
# 
# lm_all <- anti_join(lm_all, lm_rm)

# remove temp sal predictor combination
# lm_all <- lm_all %>%
# # filter(!(
# #   str_detect(lm_coeff, "temp") &
# #     str_detect(lm_coeff, "phosphate_star")
# # )) %>%
# mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
# filter(!(str_detect(lm_coeff_filter, "nitrate") &
#            str_detect(lm_coeff_filter, "phosphate")
# )) %>%
# filter(!(
#   str_detect(lm_coeff_filter, "temp") &
#     str_detect(lm_coeff_filter, "sal")
# )) %>%
# # filter(!(
# #   str_detect(lm_coeff_filter, "oxygen") &
# #     str_detect(lm_coeff_filter, "aou")
# # )) %>%
# select(-lm_coeff_filter)

# remove helper objects
rm(
  i_gamma_slab,
  i_era,
  i_basin,
  GLODAP_basin_era,
  GLODAP_basin_era_slab,
  lm_full,
  lm_rm_ph,
  lm_rm_si,
  lm_rm_o2,
  lm_rm
)

# lm_full <- lm(paste(
#   params_local$MLR_target,
#   paste(params_local$MLR_predictors, collapse = " + "),
#   sep = " ~ "
# ),
# data = GLODAP_basin_era_slab)
# 
# lm_full <-
#   loess(
#     cstar_tref ~ sal + temp + aou + phosphate,
#     span = 0.1,
#     degree = 1,
#     data = GLODAP_basin_era_slab
#   )

3 Apply predictor threshold

Select combinations with a total number of predictors in the range:

  • Minimum: 2
  • Maximum: 5
lm_all <- lm_all %>% 
  filter(n >= params_local$MLR_predictors_min,
         n <= params_local$MLR_predictors_max)

This results in a total number of MLR models of:

  • 112

4 Fit all models

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

  • cstar_tref

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

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

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

5 Prepare coeffcients

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

5.1 Formatting

# lm_all_fitted <- lm_all_fitted_1

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

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

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

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

5.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

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

5.3 VIF threshold

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

  • 1000

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

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

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

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

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

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

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

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab n_predictors model nr_obs rmse aic vif_max resid_max eras rmse_sum rmse_lag aic_sum vif_max_sum rank rank_sum
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 134 0.9539690 381.6463 164.124014 4.581338 1982-1999 –> 2000-2009 2.2445757 1.2906067 1229.3236 313.02252 1 2
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 134 0.9604973 383.4740 38.199834 4.792581 1982-1999 –> 2000-2009 2.2629105 1.3024132 1235.6864 71.16950 2 4
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 134 0.9621403 383.9321 12.326588 4.838529 1982-1999 –> 2000-2009 2.2673008 1.3051606 1237.1938 25.44429 3 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 134 0.9644340 384.5702 12.233240 4.895728 1982-1999 –> 2000-2009 2.2732748 1.3088407 1239.2342 25.60662 4 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 134 0.9768159 387.9890 118.057540 5.174747 1982-1999 –> 2000-2009 2.2845555 1.3077396 1242.2339 232.56206 5 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 134 0.9842931 390.0327 29.388572 5.382525 1982-1999 –> 2000-2009 2.3048538 1.3205607 1249.1362 53.61706 7 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 134 0.9860561 390.5123 11.804993 5.424207 1982-1999 –> 2000-2009 2.3094484 1.3233923 1250.6824 23.92702 8 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 134 0.9880062 391.0418 8.611055 5.463904 1982-1999 –> 2000-2009 2.3144600 1.3264538 1252.3627 17.69302 9 17
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 134 0.9971490 391.5104 88.104127 5.428039 1982-1999 –> 2000-2009 2.3255310 1.3283820 1251.5547 172.94840 10 19
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 134 0.9826054 389.5727 73.205167 3.990857 1982-1999 –> 2000-2009 2.3391478 1.3565425 1262.0638 135.40078 6 19
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 122 1.1549162 395.3638 113.564037 3.536033 2000-2009 –> 2010-2019 2.1088852 0.9539690 777.0100 277.68805 1 2
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 122 1.1781480 400.2233 30.088431 3.814482 2000-2009 –> 2010-2019 2.1386454 0.9604973 783.6973 68.28827 2 4
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 122 1.1849570 401.6294 12.075287 3.887065 2000-2009 –> 2010-2019 2.1470972 0.9621403 785.5614 24.40187 3 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 122 1.1908560 402.8411 12.718552 3.950423 2000-2009 –> 2010-2019 2.1552900 0.9644340 787.4113 24.95179 4 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 122 1.2039177 405.5028 92.274720 4.265047 2000-2009 –> 2010-2019 2.1807336 0.9768159 793.4918 210.33226 5 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 122 1.2271296 410.1624 22.255027 4.516701 2000-2009 –> 2010-2019 2.2114227 0.9842931 800.1950 51.64360 6 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 122 1.2334247 411.4109 10.239732 4.569227 2000-2009 –> 2010-2019 2.2194808 0.9860561 801.9231 22.04472 8 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 122 1.2373184 412.1799 7.573849 4.602502 2000-2009 –> 2010-2019 2.2253246 0.9880062 803.2217 16.18490 9 18
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 122 1.2297493 408.6827 55.643706 4.550609 2000-2009 –> 2010-2019 2.2268983 0.9971490 800.1931 143.74783 7 17
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 122 1.2482460 414.3254 61.742323 3.185699 2000-2009 –> 2010-2019 2.2308514 0.9826054 803.8981 134.94749 10 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 889 3.0336262 4510.0237 377.033970 9.998779 1982-1999 –> 2000-2009 6.1873359 3.1537097 12678.4607 773.13495 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 889 3.1143428 4556.7130 50.493674 9.750736 1982-1999 –> 2000-2009 6.3294793 3.2151365 12786.4163 105.57552 2 4
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 889 3.1522247 4578.2095 14.892541 10.070585 1982-1999 –> 2000-2009 6.3984154 3.2461907 12838.4418 30.10603 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 889 3.1563324 4580.5250 15.089123 10.069348 1982-1999 –> 2000-2009 6.4070720 3.2507396 12845.2047 30.50731 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 889 3.1800014 4593.8083 15.164573 10.077098 1982-1999 –> 2000-2009 6.4528569 3.2728555 12880.0222 30.63041 5 10
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 889 3.2092772 4608.1020 13.991140 10.330739 1982-1999 –> 2000-2009 6.5495173 3.3402401 12957.0424 28.44876 6 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 889 3.2523475 4633.8051 380.484964 10.743957 1982-1999 –> 2000-2009 6.5893754 3.3370278 12981.6897 781.22709 7 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 889 3.3586567 4690.9928 14.859333 10.785318 1982-1999 –> 2000-2009 6.7810677 3.4224109 13119.1181 30.12186 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 889 3.3702387 4697.1135 15.058175 10.779194 1982-1999 –> 2000-2009 6.8038119 3.4335733 13135.5806 30.51189 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 889 3.3725961 4698.3567 15.104479 10.784877 1982-1999 –> 2000-2009 6.8104136 3.4378175 13140.7472 30.61663 10 20
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 745 3.3192142 3915.8132 381.216015 10.720859 2000-2009 –> 2010-2019 6.3528405 3.0336262 8425.8369 758.24999 2 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 745 3.2966261 3905.6387 50.436629 10.948284 2000-2009 –> 2010-2019 6.4109689 3.1143428 8462.3518 100.93030 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 745 3.4114847 3956.6683 16.364142 10.630899 2000-2009 –> 2010-2019 6.5637094 3.1522247 8534.8779 31.25668 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 745 3.4153999 3958.3774 16.604123 10.638582 2000-2009 –> 2010-2019 6.5717323 3.1563324 8538.9023 31.69325 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 745 3.4344278 3966.6554 16.735730 10.656211 2000-2009 –> 2010-2019 6.6144292 3.1800014 8560.4637 31.90030 5 10
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 745 3.4816800 3985.0157 14.487392 10.826273 2000-2009 –> 2010-2019 6.6909572 3.2092772 8593.1177 28.47853 6 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 745 3.6457377 4055.6209 382.361698 11.342372 2000-2009 –> 2010-2019 6.8980853 3.2523475 8689.4261 762.84666 7 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 745 3.7223034 4086.5890 16.301897 11.300906 2000-2009 –> 2010-2019 7.0809602 3.3586567 8777.5818 31.16123 8 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 745 3.7319417 4090.4421 16.559775 11.315067 2000-2009 –> 2010-2019 7.1021803 3.3702387 8787.5556 31.61795 9 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 745 3.7327041 4090.7465 16.639243 11.323995 2000-2009 –> 2010-2019 7.1053001 3.3725961 8789.1032 31.74372 10 20
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1113 3.1831241 5749.9605 418.962433 11.733338 1982-1999 –> 2000-2009 6.2103837 3.0272596 16001.7288 876.37177 1 2
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1113 3.2089830 5767.9709 32.210450 10.231609 1982-1999 –> 2000-2009 6.2919218 3.0829388 16093.5890 68.19767 3 6
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1113 3.2413447 5790.3071 73.551305 12.379181 1982-1999 –> 2000-2009 6.3121588 3.0708140 16099.9578 131.00694 7 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1113 3.2281269 5781.2112 26.680995 10.386667 1982-1999 –> 2000-2009 6.3250878 3.0969609 16125.2171 53.29975 4 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1113 3.2334396 5784.8716 26.765379 10.423718 1982-1999 –> 2000-2009 6.3346658 3.1012262 16134.4543 53.47052 6 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1113 3.1937285 5757.3640 77.615837 9.076609 1982-1999 –> 2000-2009 6.3432508 3.1495223 16169.5632 136.42920 2 11
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1113 3.2685378 5808.9041 73.191095 12.863815 1982-1999 –> 2000-2009 6.3615472 3.0930094 16147.7367 130.51475 8 12
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1113 3.2866329 5821.1936 73.807361 12.500434 1982-1999 –> 2000-2009 6.3916562 3.1050232 16175.7344 131.36444 9 16
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 1113 3.2288790 5779.7298 31.463252 9.861697 1982-1999 –> 2000-2009 6.3994537 3.1705746 16216.9235 66.72487 5 16
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1113 3.3061611 5832.3806 363.828993 10.717289 1982-1999 –> 2000-2009 6.4119270 3.1057659 16185.8905 795.00721 10 18
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1001 3.3566133 5279.0019 409.798598 10.049117 2000-2009 –> 2010-2019 6.5397374 3.1831241 11028.9624 828.76103 3 4
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1001 3.3508698 5275.5733 80.983172 9.748573 2000-2009 –> 2010-2019 6.5445983 3.1937285 11032.9373 158.59901 2 4
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1001 3.3468134 5273.1483 28.938960 10.385217 2000-2009 –> 2010-2019 6.5557963 3.2089830 11041.1192 61.14941 1 4
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1001 3.3638189 5283.2949 21.793833 10.443673 2000-2009 –> 2010-2019 6.5919459 3.2281269 11064.5061 48.47483 4 8
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1001 3.3681896 5285.8945 21.864669 10.455480 2000-2009 –> 2010-2019 6.6016292 3.2334396 11070.7661 48.63005 5 11
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 1001 3.3728638 5286.6708 28.817276 9.924602 2000-2009 –> 2010-2019 6.6017429 3.2288790 11066.4006 60.28053 6 11
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1001 3.4180213 5315.2967 75.883273 10.282978 2000-2009 –> 2010-2019 6.6593660 3.2413447 11105.6038 149.43458 7 14
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1001 3.4455816 5331.3746 75.496420 10.724882 2000-2009 –> 2010-2019 6.7141195 3.2685378 11140.2787 148.68751 8 16
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1001 3.4626359 5341.2592 76.129871 10.371155 2000-2009 –> 2010-2019 6.7492689 3.2866329 11162.4528 149.93723 10 19
Atlantic (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1001 3.4597964 5337.6168 343.565346 11.332168 2000-2009 –> 2010-2019 6.7659574 3.3061611 11169.9975 707.39434 9 19
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1934 1.9546006 8094.7331 491.467001 13.076667 1982-1999 –> 2000-2009 3.5816502 1.6270497 21448.6814 964.50046 1 2
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1934 2.0107221 8202.2287 461.735682 16.037642 1982-1999 –> 2000-2009 3.6810384 1.6703163 21737.8895 903.05689 3 5
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1934 1.9769985 8138.8049 36.250776 14.936492 1982-1999 –> 2000-2009 3.6966498 1.7196512 21880.2252 70.65257 2 5
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1934 2.0126227 8207.8831 22.253298 15.001779 1982-1999 –> 2000-2009 3.7691623 1.7565397 22097.8732 45.37420 4 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1934 2.0249295 8231.4631 22.761903 15.018449 1982-1999 –> 2000-2009 3.7949226 1.7699931 22174.8624 46.43624 5 11
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1934 2.0729736 8322.1647 62.448591 13.226475 1982-1999 –> 2000-2009 3.8025228 1.7295492 22103.7600 127.10685 8 12
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1934 2.1174417 8404.2612 62.223554 13.191536 1982-1999 –> 2000-2009 3.8904247 1.7729829 22359.4748 126.67921 9 16
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 1934 2.1371770 8438.1453 36.167744 16.493757 1982-1999 –> 2000-2009 3.9164599 1.7792829 22416.1880 70.25502 10 18
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1934 2.1423107 8449.4254 62.743718 13.409553 1982-1999 –> 2000-2009 3.9382534 1.7959428 22494.7059 127.66050 11 20
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1934 2.0600320 8297.9411 65.231386 13.229999 1982-1999 –> 2000-2009 4.0117173 1.9516853 22925.3635 132.30863 6 18
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1692 2.2644602 7581.5543 434.642097 17.602689 2000-2009 –> 2010-2019 4.2190607 1.9546006 15676.2875 926.10910 2 3
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1692 2.2596514 7574.3605 32.807318 18.484285 2000-2009 –> 2010-2019 4.2366499 1.9769985 15713.1654 69.05809 1 3
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1692 2.2937648 7625.0662 23.940767 18.678504 2000-2009 –> 2010-2019 4.3063875 2.0126227 15832.9493 46.19406 3 7
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1692 2.3015977 7634.6023 396.247755 18.850597 2000-2009 –> 2010-2019 4.3123198 2.0107221 15836.8310 857.98344 4 7
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1692 2.3055563 7642.4176 24.402713 18.726292 2000-2009 –> 2010-2019 4.3304858 2.0249295 15873.8807 47.16462 7 12
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1692 2.3021209 7637.3715 77.208789 17.592963 2000-2009 –> 2010-2019 4.3621529 2.0600320 15935.3127 142.44018 5 11
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 1692 2.3049632 7639.5470 31.754947 17.938178 2000-2009 –> 2010-2019 4.3673949 2.0624317 15939.9913 66.16441 6 13
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1692 2.3828873 7754.0589 74.199608 18.183151 2000-2009 –> 2010-2019 4.4558609 2.0729736 16076.2236 136.64820 8 16
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1692 2.4252909 7813.7477 73.971298 18.319784 2000-2009 –> 2010-2019 4.5427326 2.1174417 16218.0090 136.19485 9 18
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 1692 2.4255590 7812.1219 32.660037 19.570534 2000-2009 –> 2010-2019 4.5627360 2.1371770 16250.2671 68.82778 10 20
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1744 1.8660838 7139.2185 38.932735 12.181866 1982-1999 –> 2000-2009 3.3829913 1.5169075 17961.3034 84.96614 2 3
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1744 1.8936593 7190.3843 18.700914 12.154822 1982-1999 –> 2000-2009 3.4349246 1.5412653 18106.2650 37.68507 3 5
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1744 1.8999056 7201.8706 18.671926 12.146195 1982-1999 –> 2000-2009 3.4497490 1.5498434 18150.4310 37.62715 5 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1744 1.8426886 7095.2129 153.592208 11.418713 1982-1999 –> 2000-2009 3.5193303 1.6766417 18506.7991 312.32886 1 9
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1744 1.9616405 7313.4062 413.591379 15.466395 1982-1999 –> 2000-2009 3.5204602 1.5588197 18295.9698 872.50382 6 10
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1744 1.8958462 7192.4102 36.305318 12.920921 1982-1999 –> 2000-2009 3.5893738 1.6935276 18660.9993 79.48387 4 13
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1744 2.0586800 7481.8203 134.451552 16.035707 1982-1999 –> 2000-2009 3.6287751 1.5700951 18506.8201 268.52669 8 13
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1744 2.0796739 7517.2099 133.149541 16.514829 1982-1999 –> 2000-2009 3.6697748 1.5901009 18616.7596 265.26012 9 15
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1744 2.1213910 7586.4848 135.287957 15.986644 1982-1999 –> 2000-2009 3.7481490 1.6267580 18820.2313 270.41347 11 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1744 2.0563913 7477.9404 18.150386 13.770231 1982-1999 –> 2000-2009 3.8338688 1.7774775 19233.4000 36.50994 7 17
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1494 2.1350693 6520.1837 249.299335 11.558235 2000-2009 –> 2010-2019 3.9777579 1.8426886 13615.3965 402.89154 1 2
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1494 2.2648340 6696.4827 42.484406 14.484508 2000-2009 –> 2010-2019 4.1309178 1.8660838 13835.7012 81.41714 2 4
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1494 2.2671968 6697.5984 38.298571 14.734535 2000-2009 –> 2010-2019 4.1630431 1.8958462 13890.0086 74.60389 3 7
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1494 2.2776454 6713.3373 18.196415 14.442131 2000-2009 –> 2010-2019 4.1713048 1.8936593 13903.7216 36.89733 4 7
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1494 2.2818737 6718.8791 18.145377 14.433260 2000-2009 –> 2010-2019 4.1817793 1.8999056 13920.7497 36.81730 7 12
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1494 2.3250451 6774.8818 433.147289 24.915176 2000-2009 –> 2010-2019 4.2866856 1.9616405 14088.2880 846.73867 10 16
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1494 2.3121371 6758.2470 203.483599 15.308811 2000-2009 –> 2010-2019 4.3708171 2.0586800 14240.0674 337.93515 8 16
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1494 2.3140734 6760.7483 197.596865 15.484945 2000-2009 –> 2010-2019 4.3937473 2.0796739 14277.9581 330.74641 9 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1494 2.2781706 6714.0261 295.651712 12.341937 2000-2009 –> 2010-2019 4.3972356 2.1190650 14296.6844 472.82285 5 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1494 2.3879144 6854.6044 17.267288 15.740844 2000-2009 –> 2010-2019 4.4443057 2.0563913 14332.5448 35.41767 13 20
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1784 1.9259132 7415.2407 751.772483 11.106018 1982-1999 –> 2000-2009 3.4972239 1.5713107 19499.9562 1507.27628 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1784 2.0343189 7610.6273 25.390074 10.079730 1982-1999 –> 2000-2009 3.6828840 1.6485652 20005.0079 54.14862 3 5
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1784 2.0338591 7609.8208 342.358782 11.528888 1982-1999 –> 2000-2009 3.7155929 1.6817339 20132.7252 660.58839 2 5
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1784 2.0843082 7697.2439 345.704109 11.436944 1982-1999 –> 2000-2009 3.7784209 1.6941127 20267.4660 672.38474 4 8
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1784 2.2655202 7992.6988 25.052055 9.809191 1982-1999 –> 2000-2009 3.9759516 1.7104314 20622.7729 53.42859 6 11
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1784 2.2150842 7914.3689 407.687771 11.578223 1982-1999 –> 2000-2009 4.0396307 1.8245466 20963.1511 793.63254 5 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1784 2.3178171 8076.1256 534.098800 11.154300 1982-1999 –> 2000-2009 4.7203474 2.4025304 22900.4402 1011.84034 7 25
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1784 2.4621349 8291.6435 501.031187 14.882094 1982-1999 –> 2000-2009 4.7739339 2.3117990 22867.5788 971.11967 8 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1784 2.6926275 8610.9391 764.069552 11.049261 1982-1999 –> 2000-2009 4.7801438 2.0875163 22528.4410 1569.22027 13 20
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1784 2.6126168 8503.3098 734.346433 20.264572 1982-1999 –> 2000-2009 4.7815047 2.1688879 22667.5335 1512.11682 11 19
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1623 2.6773025 7816.5670 711.843146 27.363736 2000-2009 –> 2010-2019 4.6032157 1.9259132 15231.8077 1463.61563 4 5
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1623 2.6324100 7761.6771 29.436977 19.824317 2000-2009 –> 2010-2019 4.6667288 2.0343189 15372.3044 54.82705 1 4
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1623 2.6577390 7792.7608 302.270508 22.813396 2000-2009 –> 2010-2019 4.6915981 2.0338591 15402.5816 644.62929 2 4
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1623 2.6590433 7794.3535 332.731686 19.428004 2000-2009 –> 2010-2019 4.7433516 2.0843082 15491.5974 678.43580 3 7
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1623 2.6938217 7836.5336 390.497125 13.749098 2000-2009 –> 2010-2019 4.9089059 2.2150842 15750.9024 798.18490 6 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1623 2.6803090 7820.2100 429.171713 23.153171 2000-2009 –> 2010-2019 4.9981260 2.3178171 15896.3356 963.27051 5 12
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1623 2.9439448 8122.7445 28.878025 15.176538 2000-2009 –> 2010-2019 5.2094650 2.2655202 16115.4432 53.93008 10 16
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1623 2.8025937 7965.0245 437.074407 19.207985 2000-2009 –> 2010-2019 5.2647286 2.4621349 16256.6680 938.10559 7 15
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1623 2.8036870 7964.2906 29.397593 19.131222 2000-2009 –> 2010-2019 5.3047408 2.5010538 16309.8922 54.53748 8 18
Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1623 2.9056153 8080.2047 104.103681 24.280547 2000-2009 –> 2010-2019 5.3897302 2.4841149 16401.5591 216.66425 9 18
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2267 2.3546432 10330.3360 16.607192 13.542960 1982-1999 –> 2000-2009 4.2989437 1.9443005 27306.8003 33.10939 2 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2267 2.3544444 10329.9531 17.189640 13.546980 1982-1999 –> 2000-2009 4.2993305 1.9448862 27308.8689 34.28188 1 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2267 2.3569101 10334.6990 16.931945 13.545349 1982-1999 –> 2000-2009 4.3009746 1.9440645 27310.1750 33.76585 3 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2267 2.3698140 10359.4546 16.705206 13.949982 1982-1999 –> 2000-2009 4.3295234 1.9597094 27400.1753 33.25741 5 9
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2267 2.3650599 10348.3497 16.607132 13.883128 1982-1999 –> 2000-2009 4.3539822 1.9889223 27507.5158 33.10915 4 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2267 2.3880778 10394.2634 407.796653 13.982508 1982-1999 –> 2000-2009 4.3928662 2.0047884 27620.1066 834.10373 6 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2267 2.4518151 10511.6883 13.020500 13.200182 1982-1999 –> 2000-2009 4.7365374 2.2847222 28799.4779 26.78873 7 21
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2267 2.6658671 10893.1875 16.557841 17.021845 1982-1999 –> 2000-2009 4.8478611 2.1819940 28808.4938 32.97566 8 17
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 2267 2.7270035 10993.9915 16.156195 13.530865 1982-1999 –> 2000-2009 4.9006934 2.1736899 28876.2599 32.28545 9 16
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2267 2.7319203 11002.1589 16.994144 13.087338 1982-1999 –> 2000-2009 4.9135026 2.1815823 28913.9290 33.97013 10 18
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2044 2.7459744 9944.0567 15.961358 15.500294 2000-2009 –> 2010-2019 5.1004188 2.3544444 20274.0097 33.15100 3 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2044 2.7472145 9945.9024 15.546920 15.593175 2000-2009 –> 2010-2019 5.1018578 2.3546432 20276.2385 32.15411 4 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2044 2.7441004 9941.2659 15.503646 17.564656 2000-2009 –> 2010-2019 5.1139145 2.3698140 20300.7204 32.20885 1 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2044 2.7587413 9963.0190 15.761013 15.477475 2000-2009 –> 2010-2019 5.1156515 2.3569101 20297.7180 32.69296 6 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2044 2.7456553 9943.5816 393.989169 17.851996 2000-2009 –> 2010-2019 5.1337331 2.3880778 20337.8450 801.78582 2 8
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 2044 2.7485514 9945.8912 12.034974 17.757762 2000-2009 –> 2010-2019 5.2003665 2.4518151 20457.5795 25.05547 5 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2044 2.8359102 10073.8004 15.526394 17.498902 2000-2009 –> 2010-2019 5.2009701 2.3650599 20422.1501 32.13353 7 11
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2044 2.8725987 10126.3482 920.934242 19.249477 2000-2009 –> 2010-2019 5.3380265 2.4654277 20663.1399 1886.67713 8 16
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2044 2.9758935 10272.7660 902.589646 20.646987 2000-2009 –> 2010-2019 5.5373138 2.5614203 20984.7409 1834.44257 10 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2044 3.0785089 10411.3533 15.378506 20.876718 2000-2009 –> 2010-2019 5.7443760 2.6658671 21304.5408 31.93635 11 21
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 790 1.7970202 3182.0080 48.077528 12.540003 1982-1999 –> 2000-2009 3.5793127 1.7822925 9222.4681 95.31055 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 790 1.8376198 3217.3073 55.731248 12.647749 1982-1999 –> 2000-2009 3.6507233 1.8131035 9309.4946 110.90941 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 790 1.8428284 3221.7793 52.231291 12.713681 1982-1999 –> 2000-2009 3.6635388 1.8207105 9326.6023 104.56323 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 790 1.8466638 3225.0643 56.190274 12.726100 1982-1999 –> 2000-2009 3.6705696 1.8239058 9335.1792 111.87867 4 8
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 790 1.8789016 3250.4089 12.549898 12.068497 1982-1999 –> 2000-2009 3.8353280 1.9564264 9570.2041 27.30510 5 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 790 1.9479638 3307.4426 47.721831 12.702626 1982-1999 –> 2000-2009 3.8828236 1.9348598 9593.7843 96.51113 6 12
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 790 1.9503945 3311.4129 48.292583 13.606057 1982-1999 –> 2000-2009 3.9128359 1.9624414 9642.4728 95.94322 7 16
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 790 2.1942493 3495.5501 47.736040 11.941218 1982-1999 –> 2000-2009 4.0837342 1.8894848 9710.2727 93.47598 9 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 790 2.0381427 3378.9444 10.857009 13.077354 1982-1999 –> 2000-2009 4.1884606 2.1503179 9983.9291 23.43119 8 25
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 790 2.3080528 3575.4416 54.601981 12.054192 1982-1999 –> 2000-2009 4.2616366 1.9535838 9890.8486 106.41557 11 18
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 693 1.5956593 2628.3086 41.897275 13.285483 2000-2009 –> 2010-2019 3.3926795 1.7970202 5810.3166 89.97480 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 693 1.6400970 2666.3798 48.274066 13.490394 2000-2009 –> 2010-2019 3.4777168 1.8376198 5883.6870 104.00531 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 693 1.6462574 2671.5760 45.443639 13.534706 2000-2009 –> 2010-2019 3.4890858 1.8428284 5893.3553 97.67493 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 693 1.6496067 2674.3929 48.759847 13.555314 2000-2009 –> 2010-2019 3.4962704 1.8466638 5899.4572 104.95012 4 8
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 693 1.6884518 2704.6523 11.285286 12.581520 2000-2009 –> 2010-2019 3.5673533 1.8789016 5955.0611 23.83518 5 10
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 693 1.7112096 2723.2087 42.858522 13.772645 2000-2009 –> 2010-2019 3.6591734 1.9479638 6030.6512 90.58035 6 12
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 693 1.7748428 2775.8134 42.133206 14.110953 2000-2009 –> 2010-2019 3.7252373 1.9503945 6087.2263 90.42579 7 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 693 1.8784017 2852.4127 10.555687 13.316499 2000-2009 –> 2010-2019 3.9165444 2.0381427 6231.3571 21.41270 8 16
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 693 2.1911712 3065.8774 15.038014 11.916177 2000-2009 –> 2010-2019 4.5120246 2.3208533 6650.0575 30.33167 9 24
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 693 2.1947747 3068.1549 28.745821 12.017020 2000-2009 –> 2010-2019 4.5239853 2.3292106 6658.0142 54.87691 11 27
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 794 2.7103083 3850.6094 102.314918 21.961163 1982-1999 –> 2000-2009 5.7727822 3.0624739 11296.3466 201.99635 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 794 2.7155989 3853.7063 34.190507 22.062773 1982-1999 –> 2000-2009 5.7851408 3.0695419 11306.1932 70.53044 2 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 794 2.7325441 3863.5845 39.777856 22.147132 1982-1999 –> 2000-2009 5.8129710 3.0804269 11326.4362 81.71428 3 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 794 2.7358653 3865.5134 107.116306 22.171228 1982-1999 –> 2000-2009 5.8183387 3.0824734 11330.3097 210.22551 4 10
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 794 2.7704014 3883.4340 94.787522 21.960154 1982-1999 –> 2000-2009 5.8337304 3.0633290 11327.9886 181.64226 6 8
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 794 2.7686191 3882.4121 33.748095 22.102675 1982-1999 –> 2000-2009 5.8386564 3.0700373 11333.3716 69.66737 5 9
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 794 2.8074644 3904.5378 38.060842 22.211228 1982-1999 –> 2000-2009 5.8915863 3.0841219 11368.8995 78.11385 7 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 794 2.8125470 3907.4101 105.114492 22.244792 1982-1999 –> 2000-2009 5.8992514 3.0867043 11374.2225 202.23115 8 16
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 794 2.8797312 3944.8972 34.844311 23.160753 1982-1999 –> 2000-2009 6.0832807 3.2035495 11520.5008 71.53098 9 19
Atlantic (27.85,27.95] 3 cstar_tref ~ sal + temp + phosphate_star 794 2.9011447 3954.6617 29.940860 23.053551 1982-1999 –> 2000-2009 6.1060568 3.2049121 11529.5104 62.30509 11 22
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 727 3.1732116 3756.1347 90.973496 19.942561 2000-2009 –> 2010-2019 5.8835198 2.7103083 7606.7441 193.28841 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 727 3.1807569 3759.5879 31.773020 20.089091 2000-2009 –> 2010-2019 5.8963557 2.7155989 7613.2942 65.96353 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 727 3.1957464 3766.4239 36.366663 20.148641 2000-2009 –> 2010-2019 5.9282906 2.7325441 7630.0084 76.14452 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 727 3.1997139 3768.2279 96.960930 20.171013 2000-2009 –> 2010-2019 5.9355792 2.7358653 7633.7413 204.07724 4 8
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 727 3.2729009 3799.1106 87.468894 19.913863 2000-2009 –> 2010-2019 6.0433022 2.7704014 7682.5446 182.25642 5 11
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 727 3.2774739 3801.1407 31.063072 20.113396 2000-2009 –> 2010-2019 6.0460930 2.7686191 7683.5528 64.81117 6 11
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 727 3.3196043 3819.7121 34.701060 20.194655 2000-2009 –> 2010-2019 6.1270687 2.8074644 7724.2499 72.76190 7 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 727 3.3262827 3822.6344 96.681807 20.229137 2000-2009 –> 2010-2019 6.1388298 2.8125470 7730.0445 201.79630 8 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 727 3.3294178 3826.0041 31.799117 20.914358 2000-2009 –> 2010-2019 6.2246261 2.8952083 7781.4131 66.16290 9 19
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 727 3.4277109 3866.3086 33.337683 21.388854 2000-2009 –> 2010-2019 6.3074421 2.8797312 7811.2057 68.18199 11 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 827 3.3901881 4380.2688 166.202872 19.283089 1982-1999 –> 2000-2009 7.1563505 3.7661625 12909.2436 325.15224 1 2
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 827 3.5014427 4431.6759 153.838353 18.641276 1982-1999 –> 2000-2009 7.2828857 3.7814430 12971.2111 282.60539 3 5
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 827 3.4549311 4409.5577 163.579393 20.115390 1982-1999 –> 2000-2009 7.2895033 3.8345722 12992.3725 320.10969 2 5
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 827 3.5205234 4438.6647 153.726337 18.409114 1982-1999 –> 2000-2009 7.3554712 3.8349478 13019.7834 281.97688 4 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 827 3.6074042 4482.9873 209.356692 19.202150 1982-1999 –> 2000-2009 7.5661270 3.9587228 13166.6429 399.42945 5 10
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 827 3.6220003 4489.6660 43.697361 19.374955 1982-1999 –> 2000-2009 7.5947111 3.9727109 13184.2632 91.34108 6 12
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 827 3.6541569 4504.2857 58.906812 19.745383 1982-1999 –> 2000-2009 7.6605304 4.0063735 13225.0569 117.03832 7 16
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 827 3.7394226 4540.4366 196.849324 18.471683 1982-1999 –> 2000-2009 7.7266368 3.9872142 13244.3377 353.59818 10 17
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 827 3.7461024 4543.3885 39.493460 18.676627 1982-1999 –> 2000-2009 7.7447260 3.9986236 13256.1534 72.59097 12 20
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 827 3.7629227 4550.7985 52.927258 19.093272 1982-1999 –> 2000-2009 7.7893005 4.0263778 13285.0197 98.59210 13 23
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 730 3.2651059 3813.2569 155.730778 19.580523 2000-2009 –> 2010-2019 6.6552939 3.3901881 8193.5256 321.93365 1 2
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 730 3.3437139 3845.9902 155.265081 22.243326 2000-2009 –> 2010-2019 6.7986450 3.4549311 8255.5479 318.84447 2 4
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 730 3.4475798 3890.6521 152.399183 17.298399 2000-2009 –> 2010-2019 6.9490225 3.5014427 8322.3280 306.23754 4 7
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 730 3.4702572 3898.2242 152.384664 18.642587 2000-2009 –> 2010-2019 6.9907806 3.5205234 8336.8889 306.11100 6 10
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 730 3.4327906 3886.3756 192.326777 19.363171 2000-2009 –> 2010-2019 7.0401948 3.6074042 8369.3628 401.68347 3 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 730 3.4533110 3895.0771 38.447632 18.695753 2000-2009 –> 2010-2019 7.0753112 3.6220003 8384.7432 82.14499 5 11
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 730 3.4955251 3912.8163 49.360122 18.549583 2000-2009 –> 2010-2019 7.1496820 3.6541569 8417.1020 108.26693 7 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 730 3.6046704 3955.7066 184.912414 21.416124 2000-2009 –> 2010-2019 7.3391154 3.7344450 8493.9400 391.45782 8 16
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 730 3.6055660 3956.0693 34.810195 20.937303 2000-2009 –> 2010-2019 7.3401908 3.7346248 8494.3823 74.57865 9 18
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 730 3.6140827 3959.5138 39.827443 19.616174 2000-2009 –> 2010-2019 7.3545330 3.7404504 8500.4049 85.20738 10 21
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 512 0.6005206 944.7958 151.551897 2.590549 1982-1999 –> 2000-2009 1.1216632 0.5211425 2568.3957 307.44378 1 2
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 512 0.6079016 957.3050 312.768858 2.418896 1982-1999 –> 2000-2009 1.1383943 0.5304927 2618.2130 648.48024 2 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 512 0.6089057 958.9949 184.966265 2.450850 1982-1999 –> 2000-2009 1.1396988 0.5307931 2621.0907 373.59940 3 7
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 512 0.6092903 959.6416 354.409523 2.449392 1982-1999 –> 2000-2009 1.1401711 0.5308808 2622.0838 731.61148 4 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 512 0.6145718 966.4796 80.677468 2.545588 1982-1999 –> 2000-2009 1.1456549 0.5310832 2627.7214 164.28532 5 11
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 512 0.6232547 980.8458 56.327506 2.587374 1982-1999 –> 2000-2009 1.1490026 0.5257479 2620.9044 118.83974 6 8
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 512 0.6322907 995.5854 216.063663 2.392097 1982-1999 –> 2000-2009 1.1679201 0.5356294 2674.7102 486.46416 7 14
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 512 0.6341278 998.5562 52.450326 2.445789 1982-1999 –> 2000-2009 1.1705554 0.5364276 2680.8050 120.64715 8 16
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 512 0.6350738 1000.0826 246.488431 2.440196 1982-1999 –> 2000-2009 1.1717783 0.5367045 2683.4142 553.75252 9 18
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + silicate + phosphate_star 512 0.6621421 1040.8234 47.601740 2.684799 1982-1999 –> 2000-2009 1.2011491 0.5390070 2731.1365 98.70177 10 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 436 0.7228166 968.2634 138.389734 3.178536 2000-2009 –> 2010-2019 1.3233372 0.6005206 1913.0592 289.94163 2 3
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 436 0.7226899 968.1106 318.375546 3.001284 2000-2009 –> 2010-2019 1.3305916 0.6079016 1925.4156 631.14440 1 3
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 436 0.7250914 971.0034 174.495072 3.060671 2000-2009 –> 2010-2019 1.3339971 0.6089057 1929.9983 359.46134 3 6
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 436 0.7252838 971.2348 361.202945 3.057593 2000-2009 –> 2010-2019 1.3345741 0.6092903 1930.8764 715.61247 4 8
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 436 0.7326349 978.0284 94.905066 3.232857 2000-2009 –> 2010-2019 1.3472066 0.6145718 1944.5080 175.58253 5 10
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 436 0.7531178 1002.0731 56.919638 3.316667 2000-2009 –> 2010-2019 1.3763725 0.6232547 1982.9189 113.24714 7 13
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 436 0.7529345 1001.8608 194.354306 3.254353 2000-2009 –> 2010-2019 1.3852252 0.6322907 1997.4462 410.41797 6 13
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 436 0.7570440 1006.6072 51.535981 3.253414 2000-2009 –> 2010-2019 1.3911717 0.6341278 2005.1633 103.98631 8 16
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 436 0.7575578 1007.1988 223.764995 3.244696 2000-2009 –> 2010-2019 1.3926315 0.6350738 2007.2814 470.25343 9 18
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + silicate + phosphate_star 436 0.7903475 1042.1480 51.135432 3.339695 2000-2009 –> 2010-2019 1.4524896 0.6621421 2082.9714 98.73717 10 20
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 777 0.5709393 1348.0563 138.211103 2.196571 1982-1999 –> 2000-2009 0.9966546 0.4257153 3020.7618 266.43262 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 777 0.5710064 1346.2390 111.581688 2.194493 1982-1999 –> 2000-2009 0.9967300 0.4257237 3017.0018 232.89915 2 4
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 777 0.5738376 1353.9252 132.446418 2.250308 1982-1999 –> 2000-2009 1.0003643 0.4265267 3030.2211 253.09412 3 6
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + phosphate 777 0.5741039 1352.6460 89.696928 2.248555 1982-1999 –> 2000-2009 1.0006312 0.4265274 3026.9463 191.38057 4 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 777 0.5826486 1379.6047 309.905089 2.111563 1982-1999 –> 2000-2009 1.0215060 0.4388575 3141.5755 614.67736 5 12
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 777 0.5833464 1381.4646 274.304405 2.143440 1982-1999 –> 2000-2009 1.0217166 0.4383702 3140.1740 542.97620 7 12
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 777 0.5832282 1379.1498 281.140964 2.087963 1982-1999 –> 2000-2009 1.0227173 0.4394891 3143.3434 571.51113 6 16
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 777 0.5839678 1381.1191 251.098924 2.122237 1982-1999 –> 2000-2009 1.0231090 0.4391413 3142.9881 508.58190 8 17
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 777 0.5842387 1383.8398 158.156469 2.095448 1982-1999 –> 2000-2009 1.0241551 0.4399164 3152.8867 299.79069 9 22
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 777 0.5847995 1383.3309 107.420342 2.072402 1982-1999 –> 2000-2009 1.0253388 0.4405393 3154.5319 214.50444 10 25
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 748 0.6616141 1518.7750 124.054051 2.580233 2000-2009 –> 2010-2019 1.2325533 0.5709393 2866.8313 262.26515 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 748 0.6706483 1537.0644 82.856719 2.414596 2000-2009 –> 2010-2019 1.2416547 0.5710064 2883.3034 194.43841 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 748 0.6712988 1540.5148 236.864289 2.500635 2000-2009 –> 2010-2019 1.2539474 0.5826486 2920.1195 546.76938 3 8
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 748 0.6810621 1560.1157 121.249844 2.796877 2000-2009 –> 2010-2019 1.2548997 0.5738376 2914.0409 253.69626 6 9
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 748 0.6720897 1542.2764 203.522739 2.522592 2000-2009 –> 2010-2019 1.2554361 0.5833464 2923.7410 477.82714 4 11
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 748 0.6726502 1543.5235 140.258227 2.480741 2000-2009 –> 2010-2019 1.2568889 0.5842387 2927.3633 298.41470 5 14
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 748 0.6841582 1566.9012 185.277640 2.300283 2000-2009 –> 2010-2019 1.2673864 0.5832282 2946.0509 466.41860 7 13
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + phosphate 748 0.6939681 1586.1993 53.324550 2.618633 2000-2009 –> 2010-2019 1.2680719 0.5741039 2938.8454 143.02148 11 15
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 748 0.6846956 1568.0757 161.981018 2.315611 2000-2009 –> 2010-2019 1.2686633 0.5839678 2949.1948 413.07994 8 16
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 748 0.6853862 1569.5840 82.231303 2.282377 2000-2009 –> 2010-2019 1.2701857 0.5847995 2952.9148 189.65164 9 19
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1369 0.4814462 1897.6832 468.565025 1.793493 1982-1999 –> 2000-2009 0.9371993 0.4557531 5088.7519 689.69957 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 1369 0.4835147 1907.4216 193.490541 1.818798 1982-1999 –> 2000-2009 0.9482342 0.4647195 5194.2548 321.99072 2 5
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1369 0.5070060 2037.3152 379.677857 1.924168 1982-1999 –> 2000-2009 0.9693351 0.4623291 5298.2702 731.20784 3 5
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1369 0.5108943 2058.2335 392.283202 1.898847 1982-1999 –> 2000-2009 0.9778186 0.4669243 5368.8175 755.44016 4 8
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1369 0.5183191 2097.7382 554.255951 1.839619 1982-1999 –> 2000-2009 0.9986140 0.4802949 5549.9965 1015.54392 6 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1369 0.5356388 2187.7332 235.401736 2.412048 1982-1999 –> 2000-2009 1.0081687 0.4725299 5558.2020 372.85630 7 12
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1369 0.5147805 2078.9817 846.894698 2.170897 1982-1999 –> 2000-2009 1.1150151 0.6002346 6649.8539 1517.21491 5 14
Atlantic (28.15,28.2] 3 cstar_tref ~ temp + aou + nitrate 1369 0.6042906 2515.9231 187.279648 2.535627 1982-1999 –> 2000-2009 1.1663201 0.5620295 6754.7802 309.14166 11 18
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1369 0.5718282 2368.7400 365.222233 2.100662 1982-1999 –> 2000-2009 1.1682919 0.5964637 6909.9877 583.27846 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1369 0.5985783 2491.9179 351.825178 2.091767 1982-1999 –> 2000-2009 1.2079258 0.6093475 7138.4017 561.86087 10 20
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1258 0.5940457 2273.7192 364.654512 2.520116 2000-2009 –> 2010-2019 1.0754920 0.4814462 4171.4023 833.21954 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 1258 0.5940551 2271.7587 173.188833 2.526608 2000-2009 –> 2010-2019 1.0775698 0.4835147 4179.1803 366.67937 2 4
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1258 0.6230050 2391.4761 360.866082 2.568810 2000-2009 –> 2010-2019 1.1300109 0.5070060 4428.7914 740.54394 4 7
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1258 0.6196034 2377.7013 840.112511 3.081451 2000-2009 –> 2010-2019 1.1343839 0.5147805 4456.6830 1687.00721 3 8
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1258 0.6277349 2410.5057 373.084200 2.533841 2000-2009 –> 2010-2019 1.1386292 0.5108943 4468.7392 765.36740 5 9
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1258 0.6334756 2433.4104 515.558000 2.478098 2000-2009 –> 2010-2019 1.1517947 0.5183191 4531.1485 1069.81395 6 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1258 0.6337724 2434.5888 200.055466 2.852745 2000-2009 –> 2010-2019 1.1694112 0.5356388 4622.3220 435.45720 7 14
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1258 0.6692829 2573.7534 325.561252 2.437789 2000-2009 –> 2010-2019 1.2411111 0.5718282 4942.4934 690.78349 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1258 0.6697224 2573.4052 235.672223 2.461737 2000-2009 –> 2010-2019 1.2432410 0.5735186 4948.2270 465.69097 9 18
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1258 0.6774734 2602.3568 323.677855 2.560085 2000-2009 –> 2010-2019 1.2760518 0.5985783 5094.2747 675.50303 10 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2315 0.3580857 1828.7542 546.921580 2.153664 1982-1999 –> 2000-2009 0.6880795 0.3299938 4399.8929 893.35629 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2315 0.3581915 1830.1222 906.075813 2.326452 1982-1999 –> 2000-2009 0.6895760 0.3313845 4435.9217 1868.60202 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2315 0.3727631 2014.7455 308.711181 2.225116 1982-1999 –> 2000-2009 0.7071803 0.3344172 4695.6296 619.94634 3 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2315 0.3750901 2043.5579 62.068717 2.147339 1982-1999 –> 2000-2009 0.7076990 0.3326090 4679.7563 107.09632 8 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2315 0.3759623 2052.3125 59.084871 2.196765 1982-1999 –> 2000-2009 0.7097105 0.3337481 4714.6913 101.25954 10 14
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2315 0.3738670 2028.4361 270.352182 2.230616 1982-1999 –> 2000-2009 0.7108158 0.3369488 4771.4802 554.04367 5 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2315 0.3738061 2027.6813 275.994388 2.231224 1982-1999 –> 2000-2009 0.7108865 0.3370805 4773.9453 565.38163 4 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2315 0.3739239 2027.1412 259.812221 2.212063 1982-1999 –> 2000-2009 0.7110044 0.3370805 4771.4052 480.14639 6 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2315 0.3743771 2032.7486 205.913354 2.190051 1982-1999 –> 2000-2009 0.7117435 0.3373665 4784.0020 336.27627 7 16
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2315 0.3757126 2049.2359 50.390330 2.174928 1982-1999 –> 2000-2009 0.7148577 0.3391451 4843.8286 73.59155 9 19
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2184 0.4139355 2359.1499 899.978252 2.496870 2000-2009 –> 2010-2019 0.7721270 0.3581915 4189.2721 1806.05407 1 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2184 0.4407465 2633.2852 400.563785 3.920723 2000-2009 –> 2010-2019 0.7988322 0.3580857 4462.0393 947.48537 5 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2184 0.4362612 2588.6060 351.527891 2.540229 2000-2009 –> 2010-2019 0.8090244 0.3727631 4603.3515 660.23907 4 7
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2184 0.4361358 2587.3501 325.575016 2.461392 2000-2009 –> 2010-2019 0.8099419 0.3738061 4615.0314 601.56940 2 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2184 0.4361455 2587.4468 318.546943 2.445531 2000-2009 –> 2010-2019 0.8100125 0.3738670 4615.8829 588.89913 3 8
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2184 0.4444085 2667.4271 284.788720 2.647164 2000-2009 –> 2010-2019 0.8183325 0.3739239 4694.5683 544.60094 6 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2184 0.4509372 2731.1296 192.820296 2.783265 2000-2009 –> 2010-2019 0.8253143 0.3743771 4763.8782 398.73365 7 14
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2184 0.4537385 2760.1800 62.533375 2.536515 2000-2009 –> 2010-2019 0.8288285 0.3750901 4803.7379 124.60209 8 16
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2184 0.4554666 2774.7846 62.321522 2.535318 2000-2009 –> 2010-2019 0.8314289 0.3759623 4827.0971 121.40639 9 19
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2184 0.4561385 2781.2237 36.383153 2.577965 2000-2009 –> 2010-2019 0.8318511 0.3757126 4830.4595 86.77348 10 19
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4360 5.9277076 27905.5836 188.851399 30.009170 1982-1999 –> 2000-2009 12.0349336 6.1072259 78030.9820 371.28511 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4360 6.0170662 28036.0543 27.010518 30.577963 1982-1999 –> 2000-2009 12.1937001 6.1766339 78336.8636 54.16755 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4360 6.0661628 28106.9168 11.954320 30.802504 1982-1999 –> 2000-2009 12.2806686 6.2145058 78502.6085 24.14344 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4360 6.0838390 28132.2891 15.034079 30.821402 1982-1999 –> 2000-2009 12.3171181 6.2332792 78574.8003 30.49062 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4360 6.1931163 28287.5269 192.089323 26.466870 1982-1999 –> 2000-2009 12.5785510 6.3854347 79104.3826 376.55609 5 10
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 4360 6.2619095 28381.8548 187.860667 26.947478 1982-1999 –> 2000-2009 12.7019056 6.4399961 79328.7772 369.69358 6 12
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4360 6.2906730 28423.8174 26.121505 27.042411 1982-1999 –> 2000-2009 12.7563056 6.4656326 79434.4077 51.82036 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4360 6.3459715 28500.1361 6.375744 27.201704 1982-1999 –> 2000-2009 12.8559734 6.5100020 79616.8798 12.84432 8 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4360 6.3515105 28507.7440 7.901370 27.269687 1982-1999 –> 2000-2009 12.8693468 6.5178363 79643.1560 15.54568 9 18
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 4360 6.3663048 28526.0315 22.902038 27.548297 1982-1999 –> 2000-2009 12.8926147 6.5263099 79679.6100 46.02454 10 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3821 5.8190265 24316.1065 185.538723 34.507689 2000-2009 –> 2010-2019 11.7467341 5.9277076 52221.6901 374.39012 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3821 5.9150867 24441.2303 27.348521 34.451422 2000-2009 –> 2010-2019 11.9321529 6.0170662 52477.2846 54.35904 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3821 5.9661132 24506.8713 11.798029 34.969264 2000-2009 –> 2010-2019 12.0322760 6.0661628 52613.7881 23.75235 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3821 5.9767540 24520.4889 15.120644 34.398418 2000-2009 –> 2010-2019 12.0605929 6.0838390 52652.7780 30.15472 5 9
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3821 5.9744686 24517.5662 187.476237 24.692656 2000-2009 –> 2010-2019 12.1675849 6.1931163 52805.0931 379.56556 4 9
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3821 6.0439019 24603.8670 185.012093 25.975033 2000-2009 –> 2010-2019 12.3058115 6.2619095 52985.7217 372.87276 6 12
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3821 6.0784877 24649.4731 25.951288 24.230508 2000-2009 –> 2010-2019 12.3691607 6.2906730 53073.2906 52.07279 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3821 6.0887269 24662.3352 6.132561 26.585849 2000-2009 –> 2010-2019 12.4686746 6.3799477 53209.0335 12.46325 8 19
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3821 6.0942728 24667.2928 5.860554 26.939078 2000-2009 –> 2010-2019 12.4743714 6.3800986 53212.1973 11.84034 9 21
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3821 6.1350702 24720.2808 6.257401 24.121136 2000-2009 –> 2010-2019 12.4810417 6.3459715 53220.4169 12.63315 10 18
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4649 4.1752636 26495.7828 774.816032 14.090355 1982-1999 –> 2000-2009 8.3218358 4.1465722 74020.6727 1552.95979 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4649 4.2281923 26612.9101 48.340648 25.891245 1982-1999 –> 2000-2009 8.4384819 4.2102896 74392.8009 96.78189 2 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4649 4.2704753 26705.4308 52.508128 14.692382 1982-1999 –> 2000-2009 8.4736720 4.2031966 74457.1268 104.84389 4 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4649 4.2587569 26679.8815 837.725631 25.891315 1982-1999 –> 2000-2009 8.5357029 4.2769461 74722.4378 1668.11474 3 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4649 4.2918417 26751.8354 19.213366 26.025793 1982-1999 –> 2000-2009 8.5442213 4.2523796 74698.0649 37.96701 6 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4649 4.2746407 26714.4955 57.434973 14.020235 1982-1999 –> 2000-2009 8.5617164 4.2870757 74796.6099 114.23745 5 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4649 4.3021356 26774.1097 20.898081 25.928654 1982-1999 –> 2000-2009 8.5653341 4.2631985 74762.8291 41.27755 8 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4649 4.2994976 26768.4065 12.371695 19.590482 1982-1999 –> 2000-2009 8.5932763 4.2937787 74876.6459 24.31836 7 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4649 4.3089671 26788.8626 17.237943 20.717955 1982-1999 –> 2000-2009 8.6097172 4.3007501 74924.2298 33.84053 9 20
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4649 4.3562432 26890.3205 17.560155 15.296400 1982-1999 –> 2000-2009 8.6260837 4.2698405 74905.0724 34.97258 11 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4169 4.2876920 23983.1413 790.668325 14.064782 2000-2009 –> 2010-2019 8.4629556 4.1752636 50478.9240 1565.48436 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4169 4.3176156 24041.1297 49.137608 27.393984 2000-2009 –> 2010-2019 8.5458079 4.2281923 50654.0398 97.47826 3 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4169 4.2982443 24003.6364 59.890660 14.860252 2000-2009 –> 2010-2019 8.5728850 4.2746407 50718.1320 117.32563 2 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4169 4.3191902 24044.1699 842.564345 27.392280 2000-2009 –> 2010-2019 8.5779471 4.2587569 50724.0514 1680.28998 4 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4169 4.3288323 24062.7629 12.996093 15.469546 2000-2009 –> 2010-2019 8.6283299 4.2994976 50831.1694 25.36779 5 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4169 4.3371856 24078.8371 17.869141 15.884469 2000-2009 –> 2010-2019 8.6461527 4.3089671 50867.6997 35.10708 7 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4169 4.3319141 24068.6967 392.839285 14.379036 2000-2009 –> 2010-2019 8.6519518 4.3200377 50881.4170 777.73519 6 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4169 4.4020342 24202.5820 54.025730 14.179507 2000-2009 –> 2010-2019 8.6725095 4.2704753 50908.0129 106.53386 10 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4169 4.3877032 24175.3931 19.248179 27.538913 2000-2009 –> 2010-2019 8.6795449 4.2918417 50927.2285 38.46155 8 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4169 4.3954717 24190.1426 20.870877 27.435914 2000-2009 –> 2010-2019 8.6976073 4.3021356 50964.2523 41.76896 9 17
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3717 3.2841860 19402.2984 128.667574 18.643077 1982-1999 –> 2000-2009 6.3272310 3.0430450 53256.2997 253.88954 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3717 3.3427453 19533.6839 45.760517 18.979872 1982-1999 –> 2000-2009 6.4595458 3.1168005 53707.7784 92.08347 3 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3717 3.3510097 19552.0406 50.334453 18.984179 1982-1999 –> 2000-2009 6.4815737 3.1305640 53785.0283 101.41722 4 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3717 3.3358115 19518.2476 851.403360 18.157264 1982-1999 –> 2000-2009 6.5215387 3.1857272 53984.7046 1664.34836 2 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3717 3.3654183 19583.9366 135.814245 19.409768 1982-1999 –> 2000-2009 6.6109172 3.2454989 54298.8477 262.95455 5 10
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3717 3.4867725 19845.2805 851.124167 19.372153 1982-1999 –> 2000-2009 6.7895719 3.3027994 54792.1143 1659.92505 8 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3717 3.4399171 19746.7048 23.522505 20.024058 1982-1999 –> 2000-2009 6.7930967 3.3531796 54897.8812 45.51257 6 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3717 3.4511549 19770.9512 35.374935 20.062271 1982-1999 –> 2000-2009 6.8240456 3.3728907 55000.4674 68.86852 7 16
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3717 3.4936552 19859.9403 128.487506 20.536054 1982-1999 –> 2000-2009 6.8358518 3.3421967 54965.2663 253.28095 9 16
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3717 3.5550732 19989.4936 21.614754 21.173643 1982-1999 –> 2000-2009 6.9948442 3.4397710 55479.4479 42.32715 10 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3342 3.4954371 17862.9333 140.376344 20.874796 2000-2009 –> 2010-2019 6.7796231 3.2841860 37265.2318 269.04392 2 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3342 3.4745768 17822.9246 912.103157 20.037906 2000-2009 –> 2010-2019 6.8103883 3.3358115 37341.1722 1763.50652 1 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3342 3.5513644 17969.0314 146.871988 20.626761 2000-2009 –> 2010-2019 6.9167827 3.3654183 37552.9679 282.68623 3 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3342 3.5815556 18025.6138 50.225148 20.980881 2000-2009 –> 2010-2019 6.9243009 3.3427453 37559.2976 95.98567 4 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3342 3.5883873 18038.3512 55.376589 20.910001 2000-2009 –> 2010-2019 6.9393970 3.3510097 37590.3918 105.71104 5 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3342 3.6572083 18165.3286 25.453933 20.675345 2000-2009 –> 2010-2019 7.0971254 3.4399171 37912.0334 48.97644 7 13
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3342 3.6306067 18114.5332 910.739402 20.687790 2000-2009 –> 2010-2019 7.1173792 3.4867725 37959.8137 1761.86357 6 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3342 3.6670229 18183.2419 38.164924 20.600220 2000-2009 –> 2010-2019 7.1181778 3.4511549 37954.1931 73.53986 8 15
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3342 3.6696523 18186.0329 139.510237 21.289403 2000-2009 –> 2010-2019 7.1633074 3.4936552 38045.9732 267.99774 9 18
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3342 3.7568726 18343.0398 23.270378 21.375989 2000-2009 –> 2010-2019 7.3119458 3.5550732 38332.5334 44.88513 12 22
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4347 3.3194845 22781.3955 125.136507 12.733801 1982-1999 –> 2000-2009 6.2851365 2.9656520 62626.3227 234.04902 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4347 3.4311374 23069.0130 43.787317 12.658810 1982-1999 –> 2000-2009 6.5149655 3.0838281 63534.9954 82.12631 2 5
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4347 3.4451926 23104.5542 725.109386 16.222859 1982-1999 –> 2000-2009 6.5267874 3.0815948 63559.0217 1409.00981 6 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4347 3.4341988 23076.7667 50.475239 12.693678 1982-1999 –> 2000-2009 6.5280650 3.0938661 63594.4009 94.16102 3 8
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4347 3.4452846 23102.7863 657.946007 16.312015 1982-1999 –> 2000-2009 6.5318400 3.0865554 63580.8186 1247.53236 7 11
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4347 3.4438750 23101.2285 27.765687 12.976502 1982-1999 –> 2000-2009 6.6387069 3.1948319 64129.2663 54.23780 4 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4347 3.4439206 23099.3435 26.521170 12.931091 1982-1999 –> 2000-2009 6.6523631 3.2084425 64192.9490 52.53480 5 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4347 3.5075938 23260.6155 132.862134 11.530639 1982-1999 –> 2000-2009 6.6713791 3.1637853 64133.4438 252.30999 8 14
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4347 3.5090257 23262.1639 125.130454 11.327979 1982-1999 –> 2000-2009 6.6835523 3.1745265 64186.8621 233.74961 9 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4347 3.6744192 23664.5803 24.426448 13.127258 1982-1999 –> 2000-2009 7.0083782 3.3339591 65370.1164 46.44935 10 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3854 3.5905554 20804.3677 132.979058 16.194627 2000-2009 –> 2010-2019 6.9100399 3.3194845 43585.7632 258.11556 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3854 3.6538121 20938.9813 732.709634 22.039165 2000-2009 –> 2010-2019 7.0990047 3.4451926 44043.5354 1457.81902 2 8
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3854 3.6559319 20941.4520 677.935102 21.544674 2000-2009 –> 2010-2019 7.1012166 3.4452846 44044.2383 1335.88111 3 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3854 3.6954295 21026.2803 29.403960 12.707579 2000-2009 –> 2010-2019 7.1393045 3.4438750 44127.5088 57.16965 4 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3854 3.7140695 21065.0623 47.576583 12.294550 2000-2009 –> 2010-2019 7.1452070 3.4311374 44134.0753 91.36390 8 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3854 3.7119028 21060.5642 55.392235 12.304687 2000-2009 –> 2010-2019 7.1461016 3.4341988 44137.3309 105.86747 7 10
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3854 3.7179224 21071.0542 27.850149 12.648977 2000-2009 –> 2010-2019 7.1618430 3.4439206 44170.3977 54.37132 9 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3854 3.7003097 21036.4527 137.560971 16.068552 2000-2009 –> 2010-2019 7.2079035 3.5075938 44297.0681 270.42310 5 13
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3854 3.7108681 21056.4153 132.908191 15.075218 2000-2009 –> 2010-2019 7.2198938 3.5090257 44318.5792 258.03864 6 15
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3854 3.8730774 21388.1909 27.415383 15.583141 2000-2009 –> 2010-2019 7.5474965 3.6744192 45052.7712 51.84183 11 21
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5365 3.0330456 27144.8671 144.324739 9.081865 1982-1999 –> 2000-2009 5.5709870 2.5379414 71805.0107 289.56456 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5365 3.0526685 27214.0634 27.367971 10.187734 1982-1999 –> 2000-2009 5.6011315 2.5484630 71952.7959 53.91694 2 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5365 3.0853009 27328.1564 46.322153 9.347567 1982-1999 –> 2000-2009 5.6794568 2.5941559 72404.4619 92.49858 3 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5365 3.0880903 27337.8528 29.210745 9.438259 1982-1999 –> 2000-2009 5.6806174 2.5925271 72402.2280 59.20976 4 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5365 3.1342712 27497.1266 102.475337 14.183483 1982-1999 –> 2000-2009 5.6851825 2.5509113 72254.1002 203.66178 6 9
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 5365 3.1088697 27407.8119 10.634658 10.148952 1982-1999 –> 2000-2009 5.7106621 2.6017924 72537.9548 20.86931 5 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5365 3.1769449 27642.2321 35.213885 9.727859 1982-1999 –> 2000-2009 5.7820349 2.6050901 72798.4364 69.83646 7 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5365 3.1802609 27653.4260 38.641635 9.744038 1982-1999 –> 2000-2009 5.7925911 2.6123302 72862.3511 76.59182 8 16
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5365 3.2164663 27772.8908 100.492840 12.193987 1982-1999 –> 2000-2009 5.8878448 2.6713785 73404.4145 198.96209 9 18
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5365 3.2613937 27921.7295 669.072193 20.953989 1982-1999 –> 2000-2009 5.9483935 2.6869998 73664.0118 1366.23400 12 22
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4670 3.4111663 24727.5727 148.052969 12.070706 2000-2009 –> 2010-2019 6.4442119 3.0330456 51872.4397 292.37771 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4670 3.5009039 24970.1037 27.208867 11.220371 2000-2009 –> 2010-2019 6.5535723 3.0526685 52184.1671 54.57684 4 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4670 3.4797846 24913.5893 46.037734 11.081614 2000-2009 –> 2010-2019 6.5650855 3.0853009 52241.7457 92.35989 2 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4670 3.4862052 24930.8069 28.934133 11.289946 2000-2009 –> 2010-2019 6.5742955 3.0880903 52268.6597 58.14488 3 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4670 3.5351686 25061.0736 109.643351 18.875127 2000-2009 –> 2010-2019 6.6694398 3.1342712 52558.2002 212.11869 5 11
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4670 3.5613306 25127.9396 10.996212 12.104166 2000-2009 –> 2010-2019 6.6702003 3.1088697 52535.7515 21.63087 6 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4670 3.6070196 25249.0023 36.653512 11.857528 2000-2009 –> 2010-2019 6.7839645 3.1769449 52891.2344 71.86740 7 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4670 3.6091375 25254.4848 40.402464 11.916948 2000-2009 –> 2010-2019 6.7893984 3.1802609 52907.9108 79.04410 8 16
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4670 3.6112872 25258.0462 107.170889 16.665995 2000-2009 –> 2010-2019 6.8277535 3.2164663 53030.9370 207.66373 9 18
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4670 3.6165192 25271.5682 725.975839 27.673406 2000-2009 –> 2010-2019 6.8779129 3.2613937 53193.2976 1395.04803 10 22
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4793 3.3266551 25138.0034 107.240927 29.607432 1982-1999 –> 2000-2009 5.8970492 2.5703942 66183.0971 217.77419 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4793 3.4423733 25465.7855 505.846783 26.782157 1982-1999 –> 2000-2009 6.0269500 2.5845767 66606.4244 1076.00438 4 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4793 3.3870363 25310.4362 33.603270 31.785647 1982-1999 –> 2000-2009 6.0478343 2.6607980 66955.7483 67.71993 2 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4793 3.4661853 25531.8668 18.038633 22.031168 1982-1999 –> 2000-2009 6.0599560 2.5937707 66734.1642 36.00989 5 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4793 3.4240937 25414.7465 36.244048 32.494518 1982-1999 –> 2000-2009 6.1253094 2.7012157 67321.8357 73.28325 3 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4793 3.4935950 25607.3722 97.206210 27.384868 1982-1999 –> 2000-2009 6.1255854 2.6319904 67063.6644 203.24524 6 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4793 3.5004433 25626.1445 81.852716 27.103645 1982-1999 –> 2000-2009 6.1348206 2.6343774 67098.1774 173.29263 7 12
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4793 3.5525433 25765.7697 14.597569 22.708737 1982-1999 –> 2000-2009 6.1956203 2.6430770 67293.0502 28.55237 8 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4793 3.6257318 25963.2511 324.448234 17.408749 1982-1999 –> 2000-2009 6.3647969 2.7390650 68111.9551 645.30322 10 19
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4793 3.6812430 26108.9037 33.408241 17.430641 1982-1999 –> 2000-2009 6.4701910 2.7889480 68570.9902 66.51246 14 25
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4320 3.6025548 23347.0266 104.722471 28.343578 2000-2009 –> 2010-2019 6.9292098 3.3266551 48485.0301 211.96340 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4320 3.6408303 23438.3384 33.357035 30.351050 2000-2009 –> 2010-2019 7.0278666 3.3870363 48748.7746 66.96030 2 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4320 3.6729880 23514.3165 35.859138 31.273968 2000-2009 –> 2010-2019 7.0970817 3.4240937 48929.0629 72.10319 3 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4320 3.7832102 23769.7788 515.544870 25.772741 2000-2009 –> 2010-2019 7.2255835 3.4423733 49235.5643 1021.39165 4 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4320 3.8322742 23881.1096 101.659038 26.377855 2000-2009 –> 2010-2019 7.3258692 3.4935950 49488.4817 198.86525 6 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4320 3.8612168 23946.1165 19.312254 19.261929 2000-2009 –> 2010-2019 7.3274021 3.4661853 49477.9833 37.35089 8 13
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4320 3.8421573 23903.3627 83.658619 26.095291 2000-2009 –> 2010-2019 7.3426005 3.5004433 49529.5072 165.51134 7 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4320 3.8106845 23832.2972 31.980717 36.370491 2000-2009 –> 2010-2019 7.4347235 3.6240390 49791.0715 63.81107 5 14
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4320 3.9499542 24140.4314 16.014279 19.841170 2000-2009 –> 2010-2019 7.5024975 3.5525433 49906.2011 30.61185 9 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4320 3.9723034 24191.1794 360.473619 34.183943 2000-2009 –> 2010-2019 7.6352602 3.6629568 50252.3471 694.30200 10 21
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4822 2.9345639 24080.5769 40.041360 9.518664 1982-1999 –> 2000-2009 5.1346139 2.2000500 62119.5701 78.82712 3 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4822 2.9318769 24071.7424 47.763213 9.345716 1982-1999 –> 2000-2009 5.1380951 2.2062182 62158.9637 91.49275 2 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4822 2.9734613 24207.5674 167.436632 10.132604 1982-1999 –> 2000-2009 5.1657362 2.1922749 62185.5755 328.07892 7 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4822 2.9689546 24192.9395 496.707953 8.360612 1982-1999 –> 2000-2009 5.2058733 2.2369187 62518.2158 969.35995 4 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4822 2.9888248 24257.2687 29.335152 12.810199 1982-1999 –> 2000-2009 5.2067628 2.2179379 62435.7548 55.30583 9 13
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4822 2.9700606 24196.5315 56.461503 8.298324 1982-1999 –> 2000-2009 5.2199529 2.2498923 62621.4262 112.26797 5 11
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4822 2.9801340 24229.1851 57.949297 8.371412 1982-1999 –> 2000-2009 5.2351989 2.2550650 62693.6381 115.98222 8 15
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4822 2.9269775 24055.6130 40.393505 8.316281 1982-1999 –> 2000-2009 5.2526986 2.3257211 63051.5116 79.50422 1 13
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 4822 2.9971286 24282.0252 29.121575 13.713064 1982-1999 –> 2000-2009 5.2683735 2.2712449 62867.6322 54.55651 10 20
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 4822 2.9701088 24194.6879 32.048262 8.282411 1982-1999 –> 2000-2009 5.2985221 2.3284133 63208.5152 62.85043 6 19
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4462 3.5427485 23964.6003 43.519252 9.804987 2000-2009 –> 2010-2019 6.4697260 2.9269775 48020.2133 83.91276 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4462 3.6224863 24163.2288 49.072809 9.985152 2000-2009 –> 2010-2019 6.5543632 2.9318769 48234.9711 96.83602 8 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4462 3.5862663 24073.5516 62.398184 10.322642 2000-2009 –> 2010-2019 6.5563269 2.9700606 48270.0831 118.85969 3 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4462 3.5952881 24095.9731 508.178753 10.476785 2000-2009 –> 2010-2019 6.5642427 2.9689546 48288.9127 1004.88671 4 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4462 3.6338883 24191.2736 43.535348 10.388473 2000-2009 –> 2010-2019 6.5684523 2.9345639 48271.8505 83.57671 9 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4462 3.5995297 24106.4952 62.982104 10.463329 2000-2009 –> 2010-2019 6.5796637 2.9801340 48335.6802 120.93140 5 13
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 4462 3.6176964 24149.4210 34.807381 10.659187 2000-2009 –> 2010-2019 6.5878051 2.9701088 48344.1088 66.85564 7 13
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4462 3.5778443 24052.5699 70.688761 9.900857 2000-2009 –> 2010-2019 6.5920491 3.0142048 48391.3860 140.44821 2 13
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + silicate 4462 3.6063104 24121.2901 53.552810 10.201306 2000-2009 –> 2010-2019 6.6428384 3.0365281 48529.2666 102.80866 6 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4462 3.7010224 24354.6352 168.971158 10.935916 2000-2009 –> 2010-2019 6.6744837 2.9734613 48562.2027 336.40779 10 17
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1906 1.9997297 8064.7555 561.121464 5.209699 1982-1999 –> 2000-2009 3.4574552 1.4577255 19884.4491 1070.81236 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1906 2.0115495 8087.2208 142.260123 5.430779 1982-1999 –> 2000-2009 3.4792490 1.4676995 19951.7417 298.56483 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1906 2.0217568 8106.5152 134.384605 5.350663 1982-1999 –> 2000-2009 3.4953306 1.4735738 19997.2953 282.16559 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1906 2.0857322 8225.2710 563.041471 6.357586 1982-1999 –> 2000-2009 3.6197403 1.5340081 20380.2821 1062.98764 4 12
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1906 2.1181658 8284.0922 614.790641 6.893919 1982-1999 –> 2000-2009 3.6336380 1.5154723 20359.1842 1165.32718 6 10
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 1906 2.1301977 8303.6845 493.121959 7.365303 1982-1999 –> 2000-2009 3.6456962 1.5154985 20376.8901 938.28933 10 15
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1906 2.0914810 8233.7633 509.597955 5.946152 1982-1999 –> 2000-2009 3.6517491 1.5602681 20498.3596 969.36350 5 19
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1906 2.1347422 8313.8083 81.737499 6.918163 1982-1999 –> 2000-2009 3.6653726 1.5306304 20454.3284 154.77664 13 19
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1906 2.1401435 8323.4412 76.961321 6.962880 1982-1999 –> 2000-2009 3.6747932 1.5346496 20481.2012 145.65636 16 25
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1906 2.1263313 8298.7592 550.064115 6.315397 1982-1999 –> 2000-2009 3.6756407 1.5493094 20519.0195 1056.48822 8 19
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1663 2.5376959 7830.7488 532.524162 7.427331 2000-2009 –> 2010-2019 4.5374256 1.9997297 15895.5043 1093.64563 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1663 2.5444892 7839.6405 138.568039 7.446789 2000-2009 –> 2010-2019 4.5560388 2.0115495 15926.8613 280.82816 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1663 2.5538105 7851.8025 131.755420 7.511651 2000-2009 –> 2010-2019 4.5755673 2.0217568 15958.3177 266.14002 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1663 2.5741392 7878.1730 158.485054 7.756335 2000-2009 –> 2010-2019 4.6941125 2.1199733 16165.5169 321.78268 4 11
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1663 2.6108447 7925.2646 505.764101 8.633586 2000-2009 –> 2010-2019 4.6965769 2.0857322 16150.5356 1068.80557 6 10
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 1663 2.5797154 7883.3702 138.476519 7.623657 2000-2009 –> 2010-2019 4.7086451 2.1289297 16184.7849 280.55183 5 14
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1663 2.6205392 7935.5918 469.962683 8.259740 2000-2009 –> 2010-2019 4.7120202 2.0914810 16169.3551 979.56064 7 12
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1663 2.6244394 7942.5382 150.989722 8.449617 2000-2009 –> 2010-2019 4.7656713 2.1412319 16267.9174 308.99507 8 25
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1663 2.6244636 7940.5689 148.695932 8.434924 2000-2009 –> 2010-2019 4.7854375 2.1609739 16298.9335 305.40122 9 31
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1663 2.6676376 7996.8384 567.943230 8.484502 2000-2009 –> 2010-2019 4.7858033 2.1181658 16280.9306 1182.73387 12 18
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2398 1.5318097 8864.4826 234.837808 5.198746 1982-1999 –> 2000-2009 2.6897228 1.1579131 22376.7227 479.48759 3 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2398 1.5289400 8855.4893 217.768034 5.161876 1982-1999 –> 2000-2009 2.6900655 1.1611256 22391.6166 440.86935 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2398 1.5269012 8849.0897 606.645139 5.131575 1982-1999 –> 2000-2009 2.6956894 1.1687883 22441.9298 1290.50104 1 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2398 1.6140533 9115.3076 460.614540 5.614861 1982-1999 –> 2000-2009 2.8020282 1.1879749 22848.5356 964.28286 5 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2398 1.6225365 9140.4483 51.231979 5.649300 1982-1999 –> 2000-2009 2.8122804 1.1897439 22886.5061 102.47775 8 13
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 2398 1.6213236 9134.8620 454.455681 5.664466 1982-1999 –> 2000-2009 2.8158701 1.1945465 22913.6537 945.21920 7 16
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2398 1.6256529 9149.6514 54.313392 5.669572 1982-1999 –> 2000-2009 2.8162131 1.1905602 22901.6224 109.36501 9 15
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2398 1.6330063 9169.2964 18.581210 5.843153 1982-1999 –> 2000-2009 2.8260266 1.1930203 22937.0654 37.21951 10 17
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2398 1.6363737 9179.1760 19.815093 5.888540 1982-1999 –> 2000-2009 2.8295996 1.1932259 22948.4307 39.74989 11 19
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2398 1.6821163 9313.4019 602.225035 6.016833 1982-1999 –> 2000-2009 2.9386153 1.2564991 23530.1453 1304.01842 12 23
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2152 1.8777883 8833.0388 609.546670 6.452495 2000-2009 –> 2010-2019 3.4046894 1.5269012 17682.1284 1216.19181 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2152 1.8794702 8836.8922 232.569765 6.450474 2000-2009 –> 2010-2019 3.4084102 1.5289400 17692.3814 450.33780 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2152 1.8881020 8856.6137 248.824592 6.501990 2000-2009 –> 2010-2019 3.4199117 1.5318097 17721.0963 483.66240 5 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2152 1.8859567 8851.7206 177.667443 6.759552 2000-2009 –> 2010-2019 3.4912687 1.6053120 17940.9836 363.20204 3 7
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 2152 1.8860187 8849.8621 174.429690 6.761749 2000-2009 –> 2010-2019 3.5001905 1.6141718 17963.5216 345.07500 4 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2152 2.0595827 9230.7661 448.345814 8.920996 2000-2009 –> 2010-2019 3.6736361 1.6140533 18346.0737 908.96035 13 18
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2152 2.0713685 9255.3251 51.871961 8.992739 2000-2009 –> 2010-2019 3.6939050 1.6225365 18395.7734 103.10394 15 23
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2152 2.0768382 9266.6754 54.341634 9.059697 2000-2009 –> 2010-2019 3.7024912 1.6256529 18416.3268 108.65503 16 25
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 2152 2.0993615 9311.1009 438.163088 9.866386 2000-2009 –> 2010-2019 3.7206851 1.6213236 18445.9630 892.61877 17 24
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2152 2.0410102 9191.7782 611.319694 6.981814 2000-2009 –> 2010-2019 3.7231264 1.6821163 18505.1800 1213.54473 6 18
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1907 1.5020187 6977.4050 404.280205 5.596992 1982-1999 –> 2000-2009 2.7474216 1.2454028 18532.2774 791.55400 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1907 1.5081584 6992.9635 88.359304 5.827515 1982-1999 –> 2000-2009 2.7566452 1.2484868 18565.2574 167.30940 3 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1907 1.5098306 6997.1899 96.317945 5.873733 1982-1999 –> 2000-2009 2.7591220 1.2492914 18574.0217 184.82367 6 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1907 1.5377032 7066.9571 77.007260 5.765110 1982-1999 –> 2000-2009 2.7847815 1.2470783 18631.2996 146.95644 9 11
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1907 1.5066449 6989.1338 707.192533 5.875177 1982-1999 –> 2000-2009 2.7930764 1.2864316 18772.3245 1299.57191 2 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1907 1.5085769 6994.0215 825.389965 5.978760 1982-1999 –> 2000-2009 2.7960070 1.2874301 18782.6774 1516.58083 4 10
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1907 1.5088981 6992.8337 395.871564 5.892728 1982-1999 –> 2000-2009 2.7975127 1.2886145 18785.9671 762.98877 5 13
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1907 1.5146102 7007.2445 22.880719 6.106177 1982-1999 –> 2000-2009 2.8044710 1.2898608 18807.1872 43.20122 7 16
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1907 1.5166063 7012.2678 24.709814 6.172968 1982-1999 –> 2000-2009 2.8072579 1.2906516 18816.5277 46.60859 8 18
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1907 1.5614340 7123.3677 25.095586 6.369043 1982-1999 –> 2000-2009 2.8658904 1.3044564 19002.5702 47.24919 10 23
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1753 1.6971087 6843.2133 613.321684 6.127945 2000-2009 –> 2010-2019 3.2037536 1.5066449 13832.3471 1320.51422 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1753 1.6964220 6841.7943 712.082700 6.290988 2000-2009 –> 2010-2019 3.2049989 1.5085769 13835.8159 1537.47267 1 5
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1753 1.7368868 6924.4412 446.623206 7.598039 2000-2009 –> 2010-2019 3.2389056 1.5020187 13901.8463 850.90341 3 4
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1753 1.7373365 6923.3489 434.584524 7.738059 2000-2009 –> 2010-2019 3.2462347 1.5088981 13916.1825 830.45609 4 9
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1753 1.7405570 6931.8418 88.371804 7.743072 2000-2009 –> 2010-2019 3.2487154 1.5081584 13924.8052 176.73111 5 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1753 1.7418902 6934.5263 98.479307 7.799289 2000-2009 –> 2010-2019 3.2517208 1.5098306 13931.7161 194.79725 7 13
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1753 1.7412028 6931.1424 19.270601 7.912592 2000-2009 –> 2010-2019 3.2558130 1.5146102 13938.3870 42.15132 6 13
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1753 1.7425057 6933.7649 20.874981 7.962007 2000-2009 –> 2010-2019 3.2591120 1.5166063 13946.0327 45.58479 8 16
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1753 1.8112186 7071.3622 78.273855 11.352921 2000-2009 –> 2010-2019 3.3489218 1.5377032 14138.3192 155.28111 11 20
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1753 1.8201747 7086.6557 21.064401 11.620214 2000-2009 –> 2010-2019 3.3816087 1.5614340 14210.0234 46.15999 12 22
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1434 1.3231220 4886.5387 634.289558 5.051471 1982-1999 –> 2000-2009 2.4763268 1.1532049 13113.9416 1251.46465 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1434 1.3297726 4900.9185 679.103494 5.052349 1982-1999 –> 2000-2009 2.4895146 1.1597420 13158.0543 1366.44121 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1434 1.3316578 4904.9816 593.389169 4.980202 1982-1999 –> 2000-2009 2.4951708 1.1635130 13179.1929 1188.64643 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1434 1.3437072 4930.8158 86.220482 5.220893 1982-1999 –> 2000-2009 2.5695120 1.2258048 13479.3557 165.92999 4 8
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1434 1.3544957 4951.7507 69.860668 5.975805 1982-1999 –> 2000-2009 2.6055859 1.2510902 13605.6881 132.77375 6 11
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1434 1.3531238 4950.8444 379.942862 5.619507 1982-1999 –> 2000-2009 2.6073245 1.2542007 13619.8432 714.88315 5 11
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1434 1.3571907 4959.4513 108.999605 5.461866 1982-1999 –> 2000-2009 2.6130266 1.2558359 13635.3035 211.22344 7 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1434 1.3576798 4960.4847 112.474625 5.443386 1982-1999 –> 2000-2009 2.6137371 1.2560573 13637.2642 220.43532 8 16
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1434 1.3785518 5002.2398 43.218243 5.170232 1982-1999 –> 2000-2009 2.6538922 1.2753404 13757.1575 82.52205 9 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1434 1.3906981 5027.3989 110.106499 6.540542 1982-1999 –> 2000-2009 2.7127724 1.3220743 13971.6178 215.02788 12 23
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1274 1.5257577 4705.9627 601.752621 5.034458 2000-2009 –> 2010-2019 2.8488796 1.3231220 9592.5014 1236.04218 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1274 1.5315054 4715.5434 639.181125 4.860933 2000-2009 –> 2010-2019 2.8612780 1.3297726 9616.4619 1318.28462 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1274 1.5326699 4717.4801 557.407763 4.877986 2000-2009 –> 2010-2019 2.8643277 1.3316578 9622.4617 1150.79693 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1274 1.5346717 4720.8057 80.865021 5.163037 2000-2009 –> 2010-2019 2.8783789 1.3437072 9651.6215 167.08550 4 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1274 1.5367431 4724.2426 384.541299 5.523601 2000-2009 –> 2010-2019 2.8898669 1.3531238 9675.0870 764.48416 5 10
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1274 1.5424181 4731.6348 65.153541 5.575830 2000-2009 –> 2010-2019 2.8969139 1.3544957 9683.3855 135.01421 8 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1274 1.5411837 4731.5947 101.501945 5.352088 2000-2009 –> 2010-2019 2.8983744 1.3571907 9691.0461 210.50155 6 13
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1274 1.5417799 4732.5802 107.928450 5.328369 2000-2009 –> 2010-2019 2.8994597 1.3576798 9693.0650 220.40308 7 15
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1274 1.5633245 4765.9391 42.600116 5.041659 2000-2009 –> 2010-2019 2.9418763 1.3785518 9768.1789 85.81836 9 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 1274 1.5667390 4771.4982 361.457106 6.394837 2000-2009 –> 2010-2019 2.9574194 1.3906804 9798.8606 730.50220 10 21
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3556 1.2123278 11474.8519 334.189176 5.123113 1982-1999 –> 2000-2009 2.2464977 1.0341699 29450.9321 677.38714 5 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3556 1.1963852 11380.7056 81.647528 6.259071 1982-1999 –> 2000-2009 2.2627689 1.0663837 29736.1023 153.05180 1 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3556 1.2252082 11550.0147 406.496359 5.208741 1982-1999 –> 2000-2009 2.2713972 1.0461890 29668.9838 800.38383 7 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3556 1.2295309 11575.0628 329.584182 5.290030 1982-1999 –> 2000-2009 2.2807818 1.0512509 29753.7194 644.71317 8 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3556 1.2073939 11445.8484 279.265714 6.173709 1982-1999 –> 2000-2009 2.3014196 1.0940257 30117.7026 552.46506 2 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3556 1.2117087 11471.2190 74.137952 6.362289 1982-1999 –> 2000-2009 2.3041902 1.0924815 30125.6069 143.21393 3 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3556 1.2118921 11472.2954 79.161410 6.369955 1982-1999 –> 2000-2009 2.3043543 1.0924622 30126.4648 154.59645 4 9
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3556 1.2148170 11487.4396 14.697967 6.367407 1982-1999 –> 2000-2009 2.3090513 1.0942343 30159.6513 28.77896 6 14
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 3556 1.2630510 11764.3578 29.069913 5.699955 1982-1999 –> 2000-2009 2.3832320 1.1201810 30726.3724 58.14392 9 18
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 3556 1.3313508 12138.9030 267.208560 5.542538 1982-1999 –> 2000-2009 2.5393590 1.2080082 32034.3353 528.17296 13 24
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3153 1.2962188 10597.9270 77.521240 6.166423 2000-2009 –> 2010-2019 2.4926040 1.1963852 21978.6326 159.16877 2 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3153 1.2956583 10595.1994 288.265965 6.088976 2000-2009 –> 2010-2019 2.5030521 1.2073939 22041.0478 567.53168 1 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3153 1.3013812 10622.9918 71.856955 6.198877 2000-2009 –> 2010-2019 2.5130899 1.2117087 22094.2108 145.99491 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3153 1.3015881 10623.9940 76.470489 6.201397 2000-2009 –> 2010-2019 2.5134802 1.2118921 22096.2895 155.63190 4 8
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3153 1.3031445 10629.5301 15.457391 6.189356 2000-2009 –> 2010-2019 2.5179615 1.2148170 22116.9697 30.15536 5 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3153 1.3718378 10955.4764 356.930814 5.890236 2000-2009 –> 2010-2019 2.5841656 1.2123278 22430.3283 691.11999 6 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3153 1.3846280 11013.9976 389.536502 6.027819 2000-2009 –> 2010-2019 2.6098362 1.2252082 22564.0123 796.03286 7 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3153 1.3875430 11027.2595 318.204934 6.066440 2000-2009 –> 2010-2019 2.6170740 1.2295309 22602.3223 647.78912 8 16
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 3153 1.3991860 11077.9529 29.200167 6.184481 2000-2009 –> 2010-2019 2.6622370 1.2630510 22842.3107 58.27008 9 18
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3153 1.4466551 11290.3427 369.189794 6.087159 2000-2009 –> 2010-2019 2.7706964 1.3240412 23392.0908 711.42898 11 21
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6946 0.6566245 13882.3225 196.285382 7.531441 1982-1999 –> 2000-2009 1.2407628 0.5841382 36008.6645 377.42751 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6946 0.6984812 14740.7922 150.188380 9.223800 1982-1999 –> 2000-2009 1.3266788 0.6281975 38691.6025 300.85673 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6946 0.7154237 15073.7362 196.192681 4.660889 1982-1999 –> 2000-2009 1.3648232 0.6493995 39857.3704 376.96499 3 6
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6946 0.7239059 15237.4738 229.197768 4.668922 1982-1999 –> 2000-2009 1.3816370 0.6577311 40340.9597 453.66303 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6946 0.7310532 15373.9607 164.881245 4.763374 1982-1999 –> 2000-2009 1.3966041 0.6655509 40773.9816 325.28583 5 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6946 0.8060948 16731.4195 164.597906 11.237657 1982-1999 –> 2000-2009 1.5507269 0.7446321 44948.4245 327.46102 13 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6946 0.7802451 16278.6326 21.342180 5.196475 1982-1999 –> 2000-2009 1.5683119 0.7880668 45918.0558 42.16643 8 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6946 0.7802185 16278.1607 21.513525 5.192156 1982-1999 –> 2000-2009 1.5683292 0.7881106 45918.9777 43.37676 7 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6946 0.7795242 16265.7921 160.917943 5.067325 1982-1999 –> 2000-2009 1.5691028 0.7895786 45953.3002 302.16999 6 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6946 0.7815477 16301.8065 22.507897 5.310595 1982-1999 –> 2000-2009 1.5708547 0.7893070 45980.6834 44.27404 9 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6407 0.7383126 14308.6658 195.643599 9.015530 2000-2009 –> 2010-2019 1.3949372 0.6566245 28190.9883 391.92898 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6407 0.7698063 14843.9268 156.362446 10.237975 2000-2009 –> 2010-2019 1.4682876 0.6984812 29584.7190 306.55083 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6407 0.8234788 15707.5761 196.442165 5.550842 2000-2009 –> 2010-2019 1.5389025 0.7154237 30781.3123 392.63485 10 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6407 0.8319268 15838.3640 231.167563 5.545964 2000-2009 –> 2010-2019 1.5558327 0.7239059 31075.8378 460.36533 11 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6407 0.8398628 15960.0207 167.710635 5.649407 2000-2009 –> 2010-2019 1.5709160 0.7310532 31333.9813 332.59188 12 17
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6407 0.8080427 15465.0977 156.932121 4.668068 2000-2009 –> 2010-2019 1.5875669 0.7795242 31730.8898 317.85006 3 9
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6407 0.8104567 15503.3222 22.387593 4.633289 2000-2009 –> 2010-2019 1.5906753 0.7802185 31781.4830 43.90112 4 11
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6407 0.8106073 15505.7023 22.341711 4.627872 2000-2009 –> 2010-2019 1.5908523 0.7802451 31784.3349 43.68389 5 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6407 0.8206641 15663.7012 23.338095 4.730015 2000-2009 –> 2010-2019 1.6022118 0.7815477 31965.5077 45.84599 8 17
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 6407 0.8206724 15661.8306 9.052310 4.741679 2000-2009 –> 2010-2019 1.6048631 0.7841907 32008.5379 17.70184 9 19
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1865 0.5043257 2753.3325 26.202825 7.045801 1982-1999 –> 2000-2009 0.9787468 0.4744212 6947.0468 50.62837 4 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1865 0.5058313 2764.4516 29.678133 7.115168 1982-1999 –> 2000-2009 0.9831527 0.4773213 6996.0004 60.62267 6 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1865 0.5061518 2766.8142 29.440782 7.132449 1982-1999 –> 2000-2009 0.9836857 0.4775339 7001.1266 58.00962 7 10
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1865 0.5012803 2730.7404 20.651023 6.652312 1982-1999 –> 2000-2009 0.9859809 0.4847006 7057.5288 47.44229 1 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1865 0.5021651 2737.3183 37.216806 6.698442 1982-1999 –> 2000-2009 0.9882099 0.4860449 7081.3004 86.54276 2 10
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1865 0.5080066 2780.4575 186.824849 7.266934 1982-1999 –> 2000-2009 0.9885974 0.4805909 7054.3847 372.40876 8 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1865 0.5030338 2743.7659 45.295393 6.747227 1982-1999 –> 2000-2009 0.9904307 0.4873969 7104.9923 100.60893 3 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1865 0.5140696 2824.7112 27.066991 7.157241 1982-1999 –> 2000-2009 0.9931424 0.4790728 7078.9972 53.55046 14 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1865 0.5045026 2754.6410 193.328305 6.864965 1982-1999 –> 2000-2009 0.9938734 0.4893708 7140.9586 384.70114 5 15
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1865 0.5181597 2852.2706 26.664216 7.095305 1982-1999 –> 2000-2009 0.9974946 0.4793349 7107.9525 52.92783 16 21
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1600 0.5454378 2614.8707 28.624455 5.390448 2000-2009 –> 2010-2019 1.0467181 0.5012803 5345.6110 49.27548 2 3
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1600 0.5465240 2621.2368 50.921615 5.421195 2000-2009 –> 2010-2019 1.0486891 0.5021651 5358.5551 88.13842 3 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1600 0.5454225 2614.7807 26.969509 5.612713 2000-2009 –> 2010-2019 1.0497482 0.5043257 5368.1132 53.17233 1 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1600 0.5472568 2625.5248 62.561920 5.445728 2000-2009 –> 2010-2019 1.0502907 0.5030338 5369.2906 107.85731 5 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1600 0.5469787 2623.8978 26.343588 5.649841 2000-2009 –> 2010-2019 1.0528100 0.5058313 5388.3495 56.02172 4 10
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1600 0.5489503 2635.4118 197.195356 5.531265 2000-2009 –> 2010-2019 1.0534529 0.5045026 5390.0528 390.52366 8 13
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1600 0.5473099 2625.8350 25.963856 5.660306 2000-2009 –> 2010-2019 1.0534617 0.5061518 5392.6491 55.40464 6 13
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + phosphate 1600 0.5477292 2626.2856 14.486494 5.429210 2000-2009 –> 2010-2019 1.0567052 0.5089761 5411.8547 29.01534 7 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1600 0.5492811 2637.3393 186.162169 5.752666 2000-2009 –> 2010-2019 1.0572876 0.5080066 5417.7968 372.98702 10 18
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1600 0.5490451 2633.9644 19.256708 5.469185 2000-2009 –> 2010-2019 1.0592133 0.5101682 5428.2601 38.47010 9 19

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2009 2.2926058 1244.9472
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 2.1844629 793.6603
Atlantic (26,26.5] 1982-1999 –> 2000-2009 6.5309345 12936.2724
Atlantic (26,26.5] 2000-2009 –> 2010-2019 6.7391163 8615.9217
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 6.3382053 16135.0795
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 6.6324162 11088.3024
Atlantic (26.75,27] 1982-1999 –> 2000-2009 3.8082801 22163.9024
Atlantic (26.75,27] 2000-2009 –> 2010-2019 4.3695781 15935.2917
Atlantic (27,27.25] 1982-1999 –> 2000-2009 3.5777397 18485.8979
Atlantic (27,27.25] 2000-2009 –> 2010-2019 4.2517594 14040.1120
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 4.1745634 21245.5073
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 4.9780591 15822.9092
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 4.5374215 27985.1802
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 5.2586628 20531.8683
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 3.8728963 9558.5256
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 3.7760071 6109.9184
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 5.8841795 11371.3779
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 6.0531107 7689.6799
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 7.5166243 13125.4084
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 7.0692769 8376.8226
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 1.1545988 2644.8475
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 1.3667597 1971.9639
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 1.0132923 3097.0430
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 1.2569687 2922.2405
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 1.0496923 5951.1316
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 1.1637696 4584.3262
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 0.7061553 4687.0553
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 0.8135693 4640.5318
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2009 12.5481118 79025.2468
Indo-Pacific (-Inf,26] 2000-2009 –> 2010-2019 12.2038401 52847.1294
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2009 8.5270041 74655.6490
Indo-Pacific (26,26.5] 2000-2009 –> 2010-2019 8.6135692 50795.4927
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2009 6.6638216 54416.7836
Indo-Pacific (26.5,26.75] 2000-2009 –> 2010-2019 7.0178428 37751.3608
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2009 6.6041174 63890.8197
Indo-Pacific (26.75,27] 2000-2009 –> 2010-2019 7.1678011 44191.1268
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2009 5.7338902 72608.5765
Indo-Pacific (27,27.25] 2000-2009 –> 2010-2019 6.6755835 52568.4344
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2009 6.1448113 67193.9107
Indo-Pacific (27.25,27.5] 2000-2009 –> 2010-2019 7.2848095 49384.4024
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2009 5.2125827 62586.0803
Indo-Pacific (27.5,27.75] 2000-2009 –> 2010-2019 6.5789951 48324.8675
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2009 3.5998665 20290.2751
Indo-Pacific (27.75,27.85] 2000-2009 –> 2010-2019 4.6817298 16129.8657
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2009 2.7916111 22817.6228
Indo-Pacific (27.85,27.95] 2000-2009 –> 2010-2019 3.5738314 18110.9428
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2009 2.7912186 18727.0110
Indo-Pacific (27.95,28.05] 2000-2009 –> 2010-2019 3.2639784 13957.5475
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2009 2.5836863 13515.7419
Indo-Pacific (28.05,28.1] 2000-2009 –> 2010-2019 2.8936775 9679.2670
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2009 2.3203052 30189.9871
Indo-Pacific (28.1,28.2] 2000-2009 –> 2010-2019 2.5784197 22415.8215
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2009 1.4537831 42439.2020
Indo-Pacific (28.2,28.3] 2000-2009 –> 2010-2019 1.5505045 31023.7592
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2009 0.9883315 7057.0288
Indo-Pacific (28.3, Inf] 2000-2009 –> 2010-2019 1.0528377 5387.0533

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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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
fe3a1cd Donghe-Zhu 2021-07-06
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26] 8 5 7 7 10 5 7
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 8 5 8 6 5 10 6
(26.75,27] 8 5 8 6 4 10 7
(27,27.25] 7 6 7 6 6 10 7
(27.25,27.5] 9 9 6 6 5 9 5
(27.5,27.75] 6 2 6 6 10 8 8
(27.75,27.85] 6 4 4 5 10 8 8
(27.85,27.95] 4 2 4 8 10 5 10
(27.95,28.05] 4 4 4 8 5 8 10
(28.05,28.1] 4 2 4 8 5 10 10
(28.1,28.15] 6 2 6 6 5 8 10
(28.15,28.2] 7 10 2 5 3 5 9
(28.2, Inf] 9 10 4 4 10 4 5
total 94.00 72.00 76.00 87.00 98.00 105.00 110.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 8 5 7 7 10 5 7
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 8 5 8 6 5 10 6
(26.75,27] 9 4 8 5 5 10 6
(27,27.25] 8 6 6 6 7 10 6
(27.25,27.5] 9 10 4 5 4 10 5
(27.5,27.75] 7 4 5 6 10 8 7
(27.75,27.85] 6 4 3 6 10 10 6
(27.85,27.95] 5 3 4 7 10 6 10
(27.95,28.05] 4 4 4 8 8 5 10
(28.05,28.1] 4 2 4 8 5 10 10
(28.1,28.15] 6 2 6 6 5 8 10
(28.15,28.2] 6 10 2 6 4 5 9
(28.2, Inf] 9 10 4 4 10 4 5
total 97.00 75.00 71.00 86.00 103.00 106.00 105.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 8 4 8 7 10 4 7
(26,26.5] 8 7 7 7 7 6 8
(26.5,26.75] 8 10 7 7 3 4 8
(26.75,27] 7 10 6 7 5 4 8
(27,27.25] 6 10 6 7 4 5 9
(27.25,27.5] 6 10 5 7 6 8 7
(27.5,27.75] 4 6 6 6 10 10 6
(27.75,27.85] 8 6 8 4 9 5 8
(27.85,27.95] 7 4 7 6 9 4 10
(27.95,28.05] 5 4 5 8 10 4 10
(28.05,28.1] 4 5 5 8 5 10 10
(28.1,28.2] 5 5 5 7 5 10 10
(28.2,28.3] 6 7 6 7 7 10 7
(28.3, Inf] 6 5 6 8 10 6 8
total 88.00 93.00 87.00 96.00 100.00 90.00 116.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 7 6 6 8 10 4 7
(26,26.5] 8 8 8 7 6 6 7
(26.5,26.75] 8 10 7 7 3 4 8
(26.75,27] 7 10 6 7 5 4 8
(27,27.25] 6 10 6 7 4 5 9
(27.25,27.5] 5 9 6 6 6 10 7
(27.5,27.75] 6 5 6 4 10 10 7
(27.75,27.85] 9 9 5 3 10 5 6
(27.85,27.95] 8 6 6 4 9 5 10
(27.95,28.05] 5 4 5 8 10 4 10
(28.05,28.1] 5 5 5 7 5 10 10
(28.1,28.2] 5 6 5 7 6 9 10
(28.2,28.3] 5 6 6 7 7 10 8
(28.3, Inf] 8 4 7 7 10 4 8
total 92.00 98.00 84.00 89.00 101.00 90.00 115.00

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
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
fe3a1cd Donghe-Zhu 2021-07-06
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 

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

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

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

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

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

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