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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 + temp + aou + silicate + phosphate 156 3.2535713 824.79184 30.253862 9.7114366 1982-1999 –> 2000-2012 4.4209009 1.1673297 1059.1039 45.84895 1 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 156 3.3585805 834.70256 49.987899 9.0042456 1982-1999 –> 2000-2012 4.5082888 1.1497083 1066.8851 63.28682 3 5
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 156 3.4151897 839.91753 55.489921 8.8842856 1982-1999 –> 2000-2012 4.5708218 1.1556320 1072.8196 63.48950 7 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 156 3.3814891 836.82347 22.662549 8.3891153 1982-1999 –> 2000-2012 4.6143540 1.2328650 1078.7826 57.77364 4 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 156 3.6161287 857.75488 80.591428 9.8451098 1982-1999 –> 2000-2012 4.7719643 1.1558356 1090.6816 93.88172 11 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 156 3.6461521 860.33461 45.989069 8.5558321 1982-1999 –> 2000-2012 4.9358915 1.2897394 1108.6076 219.81761 13 29
Atlantic (-Inf,26] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 156 3.3855073 837.19399 105.495905 8.6901173 1982-1999 –> 2000-2012 5.2135755 1.8280682 1134.3018 164.97700 5 34
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 156 3.9695687 886.84995 121.415055 11.7495654 1982-1999 –> 2000-2012 5.2402373 1.2706686 1133.0374 198.76006 18 33
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 156 3.7412694 866.36942 42.058775 9.3888483 1982-1999 –> 2000-2012 5.2442487 1.5029793 1134.0637 49.80590 15 37
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 156 4.1154180 896.10783 25.906518 11.0127354 1982-1999 –> 2000-2012 5.4661862 1.3507681 1148.8535 34.62051 22 39
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 68 0.3692061 71.46521 29.357603 0.9859569 2000-2012 –> 2010-2019 3.6227774 3.2535713 896.2571 59.61147 7 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 68 0.3068386 46.30070 28.232639 1.1486088 2000-2012 –> 2010-2019 3.7220283 3.4151897 886.2182 83.72256 1 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 68 0.3670538 70.67008 28.111861 0.9723696 2000-2012 –> 2010-2019 3.7256343 3.3585805 905.3726 78.09976 5 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 68 0.3758016 73.87325 86.133480 1.0217548 2000-2012 –> 2010-2019 3.7572906 3.3814891 910.6967 108.79603 9 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 68 0.4072383 84.79911 33.743963 1.3543153 2000-2012 –> 2010-2019 3.7927455 3.3855073 921.9931 139.23987 10 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 68 0.4574051 100.59837 83.748508 1.3781319 2000-2012 –> 2010-2019 3.8790251 3.4216200 941.1028 130.88824 21 29
Atlantic (-Inf,26] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 68 0.4684300 101.83751 23.390430 1.3397976 2000-2012 –> 2010-2019 3.8968290 3.4283990 940.9595 56.15068 22 31
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 68 0.3134315 49.19191 111.811597 1.1476548 2000-2012 –> 2010-2019 3.9595836 3.6461521 909.5265 157.80067 2 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 68 0.3691301 71.43720 28.123905 0.9842114 2000-2012 –> 2010-2019 3.9852588 3.6161287 929.1921 108.71533 6 17
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 68 0.8451685 184.09783 113.223422 3.3311747 2000-2012 –> 2010-2019 4.2035749 3.3584064 1018.7842 136.62141 41 43
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 441 4.0536406 2499.96456 208.331822 14.1980465 1982-1999 –> 2000-2012 6.9500168 2.8963762 4713.3700 504.26662 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 441 4.2445786 2540.56051 18.972403 15.4630323 1982-1999 –> 2000-2012 7.2283174 2.9837388 4780.2950 95.90405 2 5
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 441 4.2945181 2550.87708 17.937275 12.6357145 1982-1999 –> 2000-2012 7.2774001 2.9828820 4790.3571 38.67630 4 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 441 4.2690944 2545.64009 190.500075 10.1020014 1982-1999 –> 2000-2012 7.3069184 3.0378241 4801.2910 486.87909 3 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 441 4.3263816 2557.39699 20.908300 12.7105184 1982-1999 –> 2000-2012 7.3161098 2.9897282 4798.9082 32.00759 5 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 441 4.4194325 2576.16574 18.123972 12.1583079 1982-1999 –> 2000-2012 7.4352117 3.0157792 4825.3637 31.45931 6 11
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 441 4.5670263 2603.14034 15.772943 16.2820097 1982-1999 –> 2000-2012 7.7326973 3.1656710 4893.3153 26.26046 7 17
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 441 4.7415848 2638.22338 18.712112 12.0975199 1982-1999 –> 2000-2012 7.8588104 3.1172257 4916.7348 34.47531 16 23
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 441 4.8723224 2662.21315 20.492511 13.1663178 1982-1999 –> 2000-2012 8.0039720 3.1316495 4944.8147 31.60373 20 28
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 441 4.8809018 2663.76485 18.651973 13.0716450 1982-1999 –> 2000-2012 8.0191705 3.1382687 4948.2371 29.49382 21 30
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 461 3.6386830 2448.08317 282.311470 15.0809873 2000-2012 –> 2010-2019 7.6923236 4.0536406 4948.0477 490.64329 2 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 461 3.5672910 2430.28904 60.697911 15.1326410 2000-2012 –> 2010-2019 7.8118696 4.2445786 4970.8495 79.67031 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 461 3.6574472 2452.70214 13.244729 14.6671775 2000-2012 –> 2010-2019 7.9519652 4.2945181 5003.5792 31.18200 3 7
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 461 3.6585928 2452.98338 13.773170 14.6700967 2000-2012 –> 2010-2019 7.9849744 4.3263816 5010.3804 34.68147 4 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 461 3.6638230 2454.26620 13.499348 14.6114949 2000-2012 –> 2010-2019 8.0832554 4.4194325 5030.4319 31.62332 5 11
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 461 3.8527429 2499.41604 281.399023 13.7507247 2000-2012 –> 2010-2019 8.1218373 4.2690944 5045.0561 471.89910 7 10
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 461 3.7143110 2464.55629 12.790789 16.3313186 2000-2012 –> 2010-2019 8.2813373 4.5670263 5067.6966 28.56373 6 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 461 3.8636196 2501.94761 13.079083 13.3872748 2000-2012 –> 2010-2019 8.6052043 4.7415848 5140.1710 31.79119 8 24
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 461 3.8657419 2502.44074 13.715976 13.3697311 2000-2012 –> 2010-2019 8.7380643 4.8723224 5164.6539 34.20849 9 29
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 461 3.8659918 2502.49880 13.286094 13.3686968 2000-2012 –> 2010-2019 8.7468936 4.8809018 5166.2637 31.93807 10 31
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 631 3.1913410 3269.17723 39.046307 11.9000937 1982-1999 –> 2000-2012 5.7216652 2.5303242 6034.1964 100.84137 2 6
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 631 3.1843224 3266.39871 39.150178 12.0438191 1982-1999 –> 2000-2012 5.7260441 2.5417217 6036.6851 101.25832 1 7
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 631 3.2349796 3286.31697 38.779393 11.4668022 1982-1999 –> 2000-2012 5.7316528 2.4966733 6035.6451 100.10398 5 7
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 631 3.2005330 3272.80692 18.866799 11.0415907 1982-1999 –> 2000-2012 5.7546017 2.5540687 6048.7728 108.16917 3 10
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 631 3.2351143 3284.36952 13.224583 11.4821714 1982-1999 –> 2000-2012 5.8071319 2.5720177 6066.5429 37.12540 6 15
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 631 3.4144755 3354.46659 18.068963 11.3355191 1982-1999 –> 2000-2012 5.9441110 2.5296355 6119.1667 99.60837 12 15
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 631 3.3817485 3342.31224 17.739766 11.4505344 1982-1999 –> 2000-2012 5.9502076 2.5684591 6124.8630 97.81597 11 19
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 631 3.3714072 3338.44717 18.239905 11.5109002 1982-1999 –> 2000-2012 5.9643600 2.5929529 6132.1216 100.40294 10 20
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 631 3.5628045 3408.13201 92.667415 14.1249374 1982-1999 –> 2000-2012 6.0272888 2.4644843 6142.2516 356.22599 16 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 631 3.2315276 3284.96958 19.365910 11.2257065 1982-1999 –> 2000-2012 6.0346993 2.8031717 6170.0063 111.31685 4 18
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 476 3.8732365 2559.64062 135.195558 9.4087940 2000-2012 –> 2010-2019 7.0737695 3.2005330 5832.4475 154.06236 5 8
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 476 3.8094908 2544.40648 116.687826 9.9177780 2000-2012 –> 2010-2019 7.1912393 3.3817485 5886.7187 134.42759 3 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 476 3.9729214 2582.96812 163.852508 9.4010771 2000-2012 –> 2010-2019 7.2044489 3.2315276 5867.9377 183.21842 14 18
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 476 3.7945160 2540.79079 117.936402 9.8763885 2000-2012 –> 2010-2019 7.2089916 3.4144755 5895.2574 136.00537 2 14
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 476 3.8421586 2552.24510 118.859065 9.9021730 2000-2012 –> 2010-2019 7.2135658 3.3714072 5890.6923 137.09897 4 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 476 4.0407472 2598.50796 38.350100 11.4311139 2000-2012 –> 2010-2019 7.2320882 3.1913410 5867.6852 77.39641 18 20
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 476 4.0478706 2600.12488 38.458818 11.4411126 2000-2012 –> 2010-2019 7.2321930 3.1843224 5866.5236 77.60900 19 20
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 476 4.0109063 2591.70339 37.990995 11.3457743 2000-2012 –> 2010-2019 7.2458859 3.2349796 5878.0204 76.77039 16 21
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 476 4.0110556 2589.73755 25.903744 11.3257567 2000-2012 –> 2010-2019 7.2461699 3.2351143 5874.1071 39.12833 17 23
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 476 3.7410137 2527.75496 390.951258 9.7805136 2000-2012 –> 2010-2019 7.3038182 3.5628045 5935.8870 483.61867 1 17
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1020 2.4883812 4768.36465 343.970412 7.8330222 1982-1999 –> 2000-2012 3.9278628 1.4394817 8994.3341 847.96943 5 6
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1020 2.4576484 4743.01276 98.565736 8.0581762 1982-1999 –> 2000-2012 3.9826872 1.5250388 9105.3564 274.54677 3 5
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1020 2.4413120 4729.40723 32.225464 9.8797457 1982-1999 –> 2000-2012 3.9898327 1.5485207 9127.8429 69.55332 2 5
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1020 2.4670598 4750.80982 94.020228 8.4202096 1982-1999 –> 2000-2012 4.0284406 1.5613808 9168.7803 267.86891 4 8
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1020 2.4907139 4770.27616 101.071849 8.6157133 1982-1999 –> 2000-2012 4.0857586 1.5950447 9238.6309 278.05781 6 12
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1020 2.5144386 4789.61570 32.221528 9.9245537 1982-1999 –> 2000-2012 4.1031403 1.5887017 9248.5588 69.56324 8 13
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1020 2.5391002 4809.52651 32.223402 9.9029513 1982-1999 –> 2000-2012 4.1424869 1.6033867 9290.2023 69.55462 9 16
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1020 2.4383557 4726.93540 117.588648 9.1915462 1982-1999 –> 2000-2012 4.2118307 1.7734750 9445.7546 343.60255 1 11
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 1020 2.5086482 4782.91245 23.680901 9.2114845 1982-1999 –> 2000-2012 4.2821248 1.7734766 9499.7338 55.09302 7 18
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1020 2.7105781 4940.84493 136.836929 12.0400005 1982-1999 –> 2000-2012 4.3417160 1.6311379 9460.0521 328.77798 10 18
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 897 2.2219779 3810.07967 428.684255 8.5790607 2000-2012 –> 2010-2019 4.7103590 2.4883812 8578.4443 772.65467 1 6
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 897 2.2825682 3856.13841 136.397526 8.3101701 2000-2012 –> 2010-2019 4.7402166 2.4576484 8599.1512 234.96326 2 5
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 897 2.2976173 3867.38871 134.679025 8.2675897 2000-2012 –> 2010-2019 4.7646771 2.4670598 8618.1985 228.69925 3 7
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 897 2.3382978 3897.43537 138.121290 8.0880585 2000-2012 –> 2010-2019 4.8290118 2.4907139 8667.7115 239.19314 4 10
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 897 2.4339337 3966.06173 163.638046 10.5826716 2000-2012 –> 2010-2019 4.8722894 2.4383557 8692.9971 281.22669 5 6
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 897 2.6041285 4081.77465 29.454480 11.8115421 2000-2012 –> 2010-2019 5.0454405 2.4413120 8811.1819 61.67994 6 8
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 897 2.6232548 4092.30265 29.296883 11.6612817 2000-2012 –> 2010-2019 5.1319030 2.5086482 8875.2151 52.97778 8 15
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 897 2.6306859 4099.14557 25.447348 11.9046602 2000-2012 –> 2010-2019 5.1451245 2.5144386 8888.7613 57.66888 9 17
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 897 2.6391855 4104.66798 25.452138 11.9232424 2000-2012 –> 2010-2019 5.1782856 2.5391002 8914.1945 57.67554 10 19
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 897 2.6051882 4082.47120 186.804519 11.0036732 2000-2012 –> 2010-2019 5.3203151 2.7151269 9028.7367 304.38333 7 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1420 2.3447427 6463.96438 42.035719 11.6088244 1982-1999 –> 2000-2012 3.8933859 1.5486432 11605.1139 110.75018 3 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1420 2.3259580 6441.12025 24.696807 11.0008915 1982-1999 –> 2000-2012 3.9105142 1.5845562 11645.5892 42.50507 2 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1420 2.3239994 6438.72780 24.618320 10.8740980 1982-1999 –> 2000-2012 3.9185387 1.5945393 11660.5435 42.50130 1 8
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1420 2.5737063 6728.57092 127.839112 10.4955267 1982-1999 –> 2000-2012 3.9880653 1.4143590 11619.1994 408.93273 11 13
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1420 2.5669495 6721.10517 117.481049 10.4191215 1982-1999 –> 2000-2012 4.0018336 1.4348842 11651.5278 393.71202 10 13
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1420 2.6945439 6858.87561 498.589817 11.6860590 1982-1999 –> 2000-2012 4.0116713 1.3171274 11552.7855 1232.94997 14 15
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1420 2.5243694 6673.60072 131.216309 9.8073903 1982-1999 –> 2000-2012 4.0214721 1.4971027 11721.2635 414.36366 8 12
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1420 2.5189849 6667.53651 45.383919 10.6321251 1982-1999 –> 2000-2012 4.1509278 1.6319429 11953.3930 139.75924 7 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1420 2.4290855 6564.32764 23.868174 11.6001371 1982-1999 –> 2000-2012 4.2014548 1.7723693 12078.1761 42.72401 6 16
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1420 2.3469722 6466.66345 195.870547 12.0559728 1982-1999 –> 2000-2012 4.2029732 1.8560010 12107.8593 600.78108 4 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1210 2.0831382 5025.75112 306.629209 10.8850185 2000-2012 –> 2010-2019 4.4301104 2.3469722 11492.4146 502.49976 7 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1210 1.9490840 4870.90182 80.749609 16.4798327 2000-2012 –> 2010-2019 4.4680689 2.5189849 11538.4383 126.13353 1 8
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1210 2.0576001 4997.03473 216.026349 16.3335984 2000-2012 –> 2010-2019 4.5819695 2.5243694 11670.6354 347.24266 5 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1210 2.2749374 5230.79438 17.643690 10.1545904 2000-2012 –> 2010-2019 4.5989367 2.3239994 11669.5222 42.26201 12 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1210 2.2735160 5229.33941 17.695298 10.1316297 2000-2012 –> 2010-2019 4.5994740 2.3259580 11670.4597 42.39211 11 13
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1210 2.0330737 4969.11853 204.398217 18.0505094 2000-2012 –> 2010-2019 4.6000232 2.5669495 11690.2237 321.87927 3 13
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1210 2.0347616 4971.05041 211.543171 17.8671941 2000-2012 –> 2010-2019 4.6084679 2.5737063 11699.6213 339.38228 4 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1210 2.2681716 5223.86051 58.570545 9.9791000 2000-2012 –> 2010-2019 4.6129144 2.3447427 11687.8249 100.60626 9 12
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1210 2.2719648 5225.75049 54.578275 9.8629533 2000-2012 –> 2010-2019 4.6552727 2.3833079 11734.0457 95.01813 10 15
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate 1210 2.0675918 5006.31209 80.566642 16.8052703 2000-2012 –> 2010-2019 4.6642816 2.5966899 11758.1321 125.53330 6 18
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2797 3.4744562 14918.52227 160.384520 14.2299295 1982-1999 –> 2000-2012 5.2476602 1.7732039 22477.1825 746.47850 1 4
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2797 3.5914078 15103.71879 163.012226 13.4297756 1982-1999 –> 2000-2012 5.3405324 1.7491246 22610.5872 672.69064 3 4
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2797 3.5364864 15017.51203 31.244616 13.6464661 1982-1999 –> 2000-2012 5.3601413 1.8236549 22682.4432 86.91291 2 6
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2797 3.6306128 15164.45383 121.259356 13.4585116 1982-1999 –> 2000-2012 5.3880184 1.7574056 22689.2138 536.71921 4 6
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2797 3.6716429 15225.31798 31.120758 13.1571360 1982-1999 –> 2000-2012 5.5399184 1.8682755 22979.8171 85.89116 5 10
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2797 3.6896679 15254.71310 155.497242 16.0946106 1982-1999 –> 2000-2012 5.9063016 2.2166337 23658.8612 574.56343 6 12
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2797 3.8446296 15484.85478 158.065114 15.6866927 1982-1999 –> 2000-2012 6.1498638 2.3052342 24037.4644 642.45747 10 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2797 3.7602494 15360.71277 192.198724 16.3934354 1982-1999 –> 2000-2012 6.1551959 2.3949466 24057.9431 847.67583 9 24
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2797 3.8919323 15553.26106 174.049641 15.6410726 1982-1999 –> 2000-2012 6.1903052 2.2983729 24094.5792 736.75886 11 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2797 3.7059454 15279.33748 217.828549 15.7112535 1982-1999 –> 2000-2012 6.2581837 2.5522384 24217.5219 868.48313 7 24
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2023 3.4165450 10270.67969 392.803124 10.1170131 2000-2012 –> 2010-2019 6.8910012 3.4744562 25189.2020 553.18764 5 6
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2023 3.3852901 10235.07694 37.543334 10.2147583 2000-2012 –> 2010-2019 6.9217765 3.5364864 25252.5890 68.78795 1 3
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2023 3.4051754 10257.76634 330.032242 9.5039904 2000-2012 –> 2010-2019 7.0948433 3.6896679 25512.4794 485.52948 2 8
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2023 3.4079856 10260.96217 553.834812 9.8292551 2000-2012 –> 2010-2019 7.1139310 3.7059454 25540.2997 771.66336 3 10
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 2023 3.4088425 10259.93608 37.543255 9.9607309 2000-2012 –> 2010-2019 7.1151101 3.7062676 25537.7599 68.48648 4 12
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2023 3.5975833 10470.70407 355.182014 11.5572656 2000-2012 –> 2010-2019 7.1889911 3.5914078 25574.4229 518.19424 6 9
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2023 3.6943272 10573.50512 247.500062 11.4019141 2000-2012 –> 2010-2019 7.3249400 3.6306128 25737.9590 368.75942 10 14
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2023 3.6735133 10551.61719 541.909746 14.6263064 2000-2012 –> 2010-2019 7.4337626 3.7602494 25912.3300 734.10847 9 18
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2023 3.7804192 10660.74833 37.514904 9.4405523 2000-2012 –> 2010-2019 7.4520622 3.6716429 25886.0663 68.63566 17 22
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2023 3.7265826 10607.18247 359.896697 13.1044298 2000-2012 –> 2010-2019 7.5712123 3.8446296 26092.0373 517.96181 13 23
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5392 2.8404853 26574.05852 347.598386 20.4021761 1982-1999 –> 2000-2012 4.8294150 1.9889297 42269.1065 1073.38683 1 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5392 2.9412601 26950.02323 24.864714 16.6648138 1982-1999 –> 2000-2012 4.8350432 1.8937831 42280.1650 39.95619 2 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5392 2.9564107 27005.42950 25.329436 16.6792731 1982-1999 –> 2000-2012 4.8497474 1.8933367 42333.8162 40.43689 3 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5392 2.9800621 27091.35877 27.596370 16.6819194 1982-1999 –> 2000-2012 4.8729033 1.8928412 42417.7972 42.85815 4 5
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 5392 3.0611756 27378.96169 23.298032 19.7909828 1982-1999 –> 2000-2012 4.9578186 1.8966430 42718.3365 38.34860 9 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 5392 2.9940371 27139.81221 24.745913 15.4054762 1982-1999 –> 2000-2012 5.0144049 2.0203678 42949.6038 39.45035 5 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 5392 3.0148930 27214.67106 25.129860 15.2557508 1982-1999 –> 2000-2012 5.0360440 2.0211509 43027.3476 39.94513 6 14
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5392 3.0178388 27227.20277 468.550786 18.2244905 1982-1999 –> 2000-2012 5.0402872 2.0224484 43046.6564 1458.60237 7 16
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 5392 3.0683281 27404.12964 27.090062 14.8165349 1982-1999 –> 2000-2012 5.0941339 2.0258057 43233.9302 42.35171 10 20
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5392 3.1350618 27638.15890 25.018234 14.9878037 1982-1999 –> 2000-2012 5.1191549 1.9840931 43315.0827 54.02717 12 17
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4278 2.2336503 18408.03627 745.145563 15.7624991 2000-2012 –> 2010-2019 5.1349002 2.9012500 45210.3572 1244.59595 4 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4278 2.3224648 18730.73311 506.573208 14.8290846 2000-2012 –> 2010-2019 5.1629500 2.8404853 45304.7916 854.17159 7 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4278 2.1988697 18278.15545 678.923629 15.4322292 2000-2012 –> 2010-2019 5.2105294 3.0116597 45483.2549 1193.35674 1 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4278 2.2098213 18319.27225 957.437913 16.0504530 2000-2012 –> 2010-2019 5.2118222 3.0020008 45489.7303 1627.49738 3 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4278 2.2045113 18299.36154 723.962042 16.3225299 2000-2012 –> 2010-2019 5.2223501 3.0178388 45526.5643 1192.51283 2 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4278 2.2437718 18443.45337 590.130705 15.3491729 2000-2012 –> 2010-2019 5.2616413 3.0178695 45668.7657 984.97240 5 16
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4278 2.3049105 18667.94148 689.173204 17.4231525 2000-2012 –> 2010-2019 5.4292069 3.1242964 46269.0057 1228.70287 6 20
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 4278 2.3494377 18824.29623 572.651602 17.4061038 2000-2012 –> 2010-2019 5.4833193 3.1338815 46456.3944 961.52864 8 23
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4278 2.5790137 19597.87604 24.448699 13.1029272 2000-2012 –> 2010-2019 5.5202738 2.9412601 46547.8993 49.31341 9 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4278 2.5846423 19615.91847 24.702883 13.1857873 2000-2012 –> 2010-2019 5.5410530 2.9564107 46621.3480 50.03232 10 14
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1972 1.2413360 6462.93981 28.827072 11.5173082 1982-1999 –> 2000-2012 2.1644696 0.9231336 9644.9127 74.89381 1 3
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1972 1.3135454 6685.94018 27.935284 12.4448366 1982-1999 –> 2000-2012 2.1777888 0.8642435 9711.9476 67.88278 6 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1972 1.2969015 6635.64668 32.205342 11.6247732 1982-1999 –> 2000-2012 2.2529639 0.9560624 9900.5459 64.75038 2 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1972 1.2988164 6641.46576 39.327560 11.6081884 1982-1999 –> 2000-2012 2.2564319 0.9576155 9910.2053 86.72608 3 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1972 1.3038978 6656.86593 38.458537 11.5247461 1982-1999 –> 2000-2012 2.2665341 0.9626363 9937.9781 85.49461 4 9
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1972 1.3098730 6672.89837 30.223088 11.3708735 1982-1999 –> 2000-2012 2.3221203 1.0122472 10070.9078 59.84838 5 11
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1972 1.3532240 6801.31366 18.376614 12.3357224 1982-1999 –> 2000-2012 2.3656281 1.0124041 10199.6897 55.27433 7 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1972 1.3668901 6840.94403 21.354636 11.3956841 1982-1999 –> 2000-2012 2.5021815 1.1352914 10510.3728 63.23379 8 20
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 1972 1.5653280 7375.58168 28.254472 10.4101593 1982-1999 –> 2000-2012 2.6324022 1.0670743 10898.3923 57.46674 9 17
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1972 1.6648435 7618.67316 38.237238 10.7685232 1982-1999 –> 2000-2012 2.7936028 1.1287593 11274.4495 71.79087 10 21
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1529 1.3737924 5154.08032 31.953096 9.7131036 2000-2012 –> 2010-2019 2.6151284 1.2413360 11617.0201 60.78017 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1529 1.3934392 5196.11183 31.161356 9.5315464 2000-2012 –> 2010-2019 2.7069846 1.3135454 11882.0520 59.09664 2 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1529 1.4258284 5264.12678 35.804158 9.6950928 2000-2012 –> 2010-2019 2.7227299 1.2969015 11899.7735 68.00950 3 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1529 1.4281352 5268.91197 38.175383 9.6772670 2000-2012 –> 2010-2019 2.7269516 1.2988164 11910.3777 77.50294 4 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1529 1.4377497 5288.77239 38.639845 9.6667358 2000-2012 –> 2010-2019 2.7416475 1.3038978 11945.6383 77.09838 7 11
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1529 1.4511902 5314.31494 34.008886 9.3236314 2000-2012 –> 2010-2019 2.7610633 1.3098730 11987.2133 64.23197 8 13
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1529 1.4336987 5280.42065 580.394667 7.7427863 2000-2012 –> 2010-2019 2.7868969 1.3531981 12083.6590 1108.47541 5 12
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1529 1.4337657 5278.55895 18.346557 7.9737179 2000-2012 –> 2010-2019 2.7869897 1.3532240 12079.8726 36.72317 6 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1529 1.4701084 5352.65311 20.933519 9.4337018 2000-2012 –> 2010-2019 2.8369985 1.3668901 12193.5971 42.28815 9 18
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1529 1.9864232 6245.61158 867.932511 16.7857776 2000-2012 –> 2010-2019 3.5267509 1.5403277 13559.6942 1774.30790 14 24
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2076 2.2511890 9274.60849 52.794085 23.1400538 1982-1999 –> 2000-2012 3.3081916 1.0570027 13579.0419 123.06436 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2076 2.2708533 9310.71910 120.706228 23.2457616 1982-1999 –> 2000-2012 3.3506201 1.0797668 13677.1585 207.81668 2 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2076 2.2771158 9322.15371 34.716921 23.3012917 1982-1999 –> 2000-2012 3.3542749 1.0771590 13681.5566 70.79327 3 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2076 2.2785581 9324.78259 120.156773 23.3087369 1982-1999 –> 2000-2012 3.3574220 1.0788639 13688.7875 207.28611 4 7
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2076 2.2857454 9335.85881 33.099350 23.2994689 1982-1999 –> 2000-2012 3.4131420 1.1273966 13825.9111 64.40474 6 12
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2076 2.4012998 9542.62709 43.304553 24.1230478 1982-1999 –> 2000-2012 3.4897195 1.0884197 13932.2933 104.26906 13 18
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 2076 2.2840570 9332.79063 23.833544 22.9486383 1982-1999 –> 2000-2012 3.5633046 1.2792476 14190.5535 44.96644 5 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 2076 2.3585289 9466.00692 45.048722 22.6528514 1982-1999 –> 2000-2012 3.6171519 1.2586230 14276.4711 107.63210 11 19
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2076 2.3223541 9401.83072 115.522935 23.0404387 1982-1999 –> 2000-2012 3.6355017 1.3131475 14335.7042 175.41495 7 17
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2076 2.3249406 9406.45232 27.311114 23.0819517 1982-1999 –> 2000-2012 3.6495228 1.3245822 14365.5559 50.93786 9 20
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1491 0.9880847 4032.25407 43.946114 6.7624161 2000-2012 –> 2010-2019 3.2392737 2.2511890 13306.8626 96.74020 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1491 1.0255012 4138.40664 90.819879 6.7666651 2000-2012 –> 2010-2019 3.2963545 2.2708533 13449.1257 211.52611 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1491 1.0313502 4154.64976 30.205224 6.9045170 2000-2012 –> 2010-2019 3.3084660 2.2771158 13476.8035 64.92215 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1491 1.0368981 4169.97179 92.207684 6.9343789 2000-2012 –> 2010-2019 3.3154562 2.2785581 13494.7544 212.36446 4 8
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1491 1.1482478 4459.29363 29.352055 7.5280440 2000-2012 –> 2010-2019 3.4339932 2.2857454 13795.1524 62.45140 6 12
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1491 1.1306650 4417.22236 36.682352 7.9698709 2000-2012 –> 2010-2019 3.5319649 2.4012998 13959.8495 79.98691 5 18
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 1491 1.3201817 4857.79783 38.525549 6.4240295 2000-2012 –> 2010-2019 3.6787106 2.3585289 14323.8047 83.57427 7 18
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1491 1.4155821 5057.06506 22.870806 6.2891704 2000-2012 –> 2010-2019 3.6996391 2.2840570 14389.8557 46.70435 9 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate 1491 1.3694703 4962.48352 32.565037 7.4789730 2000-2012 –> 2010-2019 3.8268601 2.4573898 14598.9784 70.41529 8 22
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1491 1.5060987 5234.08512 85.954515 6.1856704 2000-2012 –> 2010-2019 3.8284528 2.3223541 14635.9158 201.47745 10 17
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2427 4.1073713 13759.17752 70.761223 19.3331700 1982-1999 –> 2000-2012 7.2986482 3.1912768 22527.5241 138.50376 4 5
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2427 4.0681105 13712.55672 42.226650 19.2172600 1982-1999 –> 2000-2012 7.3961454 3.3280349 22623.3186 70.15452 1 5
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2427 4.0703343 13715.20942 95.375610 19.2490417 1982-1999 –> 2000-2012 7.3963239 3.3259897 22623.8849 187.39939 2 5
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2427 4.0807646 13727.63193 42.709189 19.3921725 1982-1999 –> 2000-2012 7.4155834 3.3348189 22645.3052 70.86645 3 8
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2427 4.1102658 13760.59693 19.465830 19.3633150 1982-1999 –> 2000-2012 7.5532244 3.4429586 22784.5822 34.89302 5 12
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2427 4.4210648 14114.41895 64.684001 19.3341642 1982-1999 –> 2000-2012 7.7151264 3.2940616 22988.3561 121.12109 14 16
Atlantic (27.95,28.05] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2427 4.4233246 14116.89939 621.789142 20.0577352 1982-1999 –> 2000-2012 7.8641908 3.4408662 23138.8215 1227.42983 15 21
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 2427 4.4286823 14122.77522 42.701350 19.9341464 1982-1999 –> 2000-2012 7.8848546 3.4561722 23159.7614 70.82399 16 24
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2427 4.4328612 14127.35322 42.209524 19.9017799 1982-1999 –> 2000-2012 7.8973872 3.4645260 23172.5329 70.08237 18 27
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 2427 4.4327164 14127.19472 88.715843 19.9075389 1982-1999 –> 2000-2012 7.9015165 3.4688001 23176.5590 165.58760 17 27
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1864 3.5149357 9642.10321 35.909096 21.2137301 2000-2012 –> 2010-2019 7.5830461 4.0681105 23354.6599 78.13575 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1864 3.5161751 9643.37167 75.770929 21.2219336 2000-2012 –> 2010-2019 7.5865093 4.0703343 23358.5811 171.14654 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1864 3.5209093 9648.21285 36.299346 21.2838539 2000-2012 –> 2010-2019 7.6016739 4.0807646 23375.8448 79.00854 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1864 3.5598142 9687.75148 59.245043 21.1764919 2000-2012 –> 2010-2019 7.6671855 4.1073713 23446.9290 130.00627 4 8
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1864 3.5854057 9711.52500 21.648143 20.4833801 2000-2012 –> 2010-2019 7.6956715 4.1102658 23472.1219 41.11397 5 10
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate 1864 3.6574940 9783.14889 30.588281 21.9048242 2000-2012 –> 2010-2019 7.9008059 4.2433118 23698.3766 64.66478 6 15
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1864 3.7673951 9889.66974 28.520315 22.2171224 2000-2012 –> 2010-2019 7.9573784 4.1899833 23743.5074 54.67714 8 16
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1864 3.7743867 9896.34085 51.491027 22.2102550 2000-2012 –> 2010-2019 7.9638128 4.1894261 23749.5329 106.84496 9 16
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1864 3.7816029 9903.21325 31.910753 22.1798438 2000-2012 –> 2010-2019 7.9709898 4.1893869 23756.3600 61.20575 10 16
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + aou + phosphate 1864 3.8003661 9919.02130 6.435337 22.4703630 2000-2012 –> 2010-2019 8.0705789 4.2702128 23862.9244 12.33614 12 22
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1334 1.0113779 3829.91280 60.021471 5.0902258 1982-1999 –> 2000-2012 1.7180144 0.7066366 5854.4215 102.14018 1 2
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1334 1.0148319 3839.00884 142.696968 5.0207364 1982-1999 –> 2000-2012 1.7278978 0.7130659 5880.5091 288.03878 3 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1334 1.0191075 3850.22581 61.277645 4.8847981 1982-1999 –> 2000-2012 1.7355214 0.7164139 5900.5138 103.30591 6 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1334 1.0119745 3829.48628 55.589698 5.3498275 1982-1999 –> 2000-2012 1.7355604 0.7235859 5896.4614 90.18884 2 7
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1334 1.0188054 3849.43493 113.871269 4.8360017 1982-1999 –> 2000-2012 1.7358648 0.7170593 5901.4122 242.84061 5 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1334 1.0157953 3839.54047 80.138375 5.3552085 1982-1999 –> 2000-2012 1.7503157 0.7345204 5934.6528 171.89341 4 11
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1334 1.0260683 3868.38708 58.690227 5.2943275 1982-1999 –> 2000-2012 1.7559477 0.7298794 5953.6085 100.00877 8 14
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1334 1.0209714 3853.10104 59.823261 5.3464606 1982-1999 –> 2000-2012 1.7631222 0.7421508 5967.6012 98.52817 7 15
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate 1334 1.0457241 3917.01310 57.581929 5.0806349 1982-1999 –> 2000-2012 1.8486507 0.8029266 6179.1748 97.36695 9 18
Atlantic (28.05,28.1] 3 cstar_tref ~ sal + aou + phosphate 1334 1.0459010 3915.46450 23.322497 4.9337412 1982-1999 –> 2000-2012 1.8516901 0.8057891 6182.3025 43.39631 10 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1027 1.0268554 2907.77015 60.460634 3.5865115 2000-2012 –> 2010-2019 2.0382333 1.0113779 6737.6829 120.48210 1 2
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1027 1.0313237 2916.46290 134.382118 3.5977680 2000-2012 –> 2010-2019 2.0461556 1.0148319 6755.4717 277.07909 2 5
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1027 1.0427209 2936.46570 54.626580 3.6333430 2000-2012 –> 2010-2019 2.0546954 1.0119745 6765.9520 110.21628 5 7
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1027 1.0368794 2927.21854 60.450541 3.6142411 2000-2012 –> 2010-2019 2.0559868 1.0191075 6777.4443 121.72819 3 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1027 1.0390042 2931.31703 115.967803 3.7155325 2000-2012 –> 2010-2019 2.0578096 1.0188054 6780.7520 229.83907 4 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1027 1.0485448 2947.61632 75.813583 3.6434279 2000-2012 –> 2010-2019 2.0643401 1.0157953 6787.1568 155.95196 7 11
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1027 1.0466365 2945.96939 60.432899 3.8076565 2000-2012 –> 2010-2019 2.0727047 1.0260683 6814.3565 119.12313 6 14
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1027 1.0581450 2965.86267 57.780887 3.6681654 2000-2012 –> 2010-2019 2.0791164 1.0209714 6818.9637 117.60415 9 16
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate 1027 1.0550959 2960.08547 54.433942 3.8634417 2000-2012 –> 2010-2019 2.1008200 1.0457241 6877.0986 112.01587 8 17
Atlantic (28.05,28.1] 3 cstar_tref ~ sal + aou + phosphate 1027 1.0634161 2973.81090 22.751203 3.8656221 2000-2012 –> 2010-2019 2.1093172 1.0459010 6889.2754 46.07370 10 20
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1984 0.8518078 5007.90312 134.393768 3.9486262 1982-1999 –> 2000-2012 1.4965899 0.6447821 7374.1327 227.41471 1 3
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1984 0.8566498 5030.39498 51.542372 3.8042108 1982-1999 –> 2000-2012 1.5006629 0.6440131 7393.7606 85.80573 4 5
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1984 0.8520670 5009.11064 59.737063 4.4417078 1982-1999 –> 2000-2012 1.5032429 0.6511759 7399.0220 95.28357 2 6
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1984 0.8542332 5017.18574 114.578781 3.7209167 1982-1999 –> 2000-2012 1.5051525 0.6509193 7404.1510 196.28014 3 6
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1984 0.8571043 5032.49981 169.817962 4.3739232 1982-1999 –> 2000-2012 1.5127406 0.6556363 7438.7946 289.07294 5 10
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1984 0.8626846 5058.25016 47.452130 4.2223508 1982-1999 –> 2000-2012 1.5218561 0.6591715 7477.4509 81.26773 6 12
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + silicate 1984 0.8742644 5109.15833 49.514241 4.4063922 1982-1999 –> 2000-2012 1.5517806 0.6775162 7592.2383 79.31969 8 15
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 1984 0.8733477 5104.99543 46.390131 4.6307552 1982-1999 –> 2000-2012 1.5642532 0.6909055 7635.0425 80.15261 7 15
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1984 0.8798418 5134.39208 787.092046 4.8113880 1982-1999 –> 2000-2012 1.5808404 0.7009985 7699.2457 1313.18396 9 18
Atlantic (28.1,28.15] 3 cstar_tref ~ sal + aou + nitrate 1984 0.8798428 5132.39660 38.309548 4.8108293 1982-1999 –> 2000-2012 1.5812435 0.7014007 7696.6267 64.70186 10 20
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1568 0.8656758 3863.57507 60.921516 2.7440854 2000-2012 –> 2010-2019 1.7177428 0.8520670 8872.6857 120.65858 1 3
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1568 0.8725013 3887.29298 177.511997 3.0410920 2000-2012 –> 2010-2019 1.7243090 0.8518078 8895.1961 311.90576 3 4
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1568 0.8731183 3887.42816 139.555552 3.0775472 2000-2012 –> 2010-2019 1.7273516 0.8542332 8904.6139 254.13433 4 7
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1568 0.8712153 3882.83852 199.264566 2.7570954 2000-2012 –> 2010-2019 1.7283196 0.8571043 8915.3383 369.08253 2 7
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1568 0.8787609 3908.88219 51.965205 3.2413622 2000-2012 –> 2010-2019 1.7354107 0.8566498 8939.2772 103.50758 5 9
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1568 0.8792201 3910.45988 54.816540 2.7773555 2000-2012 –> 2010-2019 1.7419047 0.8626846 8968.7100 102.26867 6 12
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + silicate 1568 0.8864617 3933.23185 48.038196 3.3480737 2000-2012 –> 2010-2019 1.7607261 0.8742644 9042.3902 97.55244 7 15
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 1568 0.9008256 3981.77453 51.256022 3.3842747 2000-2012 –> 2010-2019 1.7741732 0.8733477 9086.7700 97.64615 13 20
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1568 0.8968315 3968.35491 710.149793 3.3791366 2000-2012 –> 2010-2019 1.7766734 0.8798418 9102.7470 1497.24184 10 19
Atlantic (28.1,28.15] 3 cstar_tref ~ sal + aou + nitrate 1568 0.9009211 3980.09487 43.016499 3.3925105 2000-2012 –> 2010-2019 1.7807640 0.8798428 9112.4915 81.32605 14 24
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3419 0.6992217 7270.15145 809.953859 7.0740315 1982-1999 –> 2000-2012 1.2556263 0.5564046 10789.7296 1198.63193 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 3419 0.7491390 7739.67716 607.010154 7.2111864 1982-1999 –> 2000-2012 1.3407854 0.5916464 11515.8062 887.85535 2 4
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 3419 0.7531127 7775.85285 992.774804 7.2424756 1982-1999 –> 2000-2012 1.3453166 0.5922038 11555.9467 1469.59689 3 6
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3419 0.7651155 7885.97405 122.690859 9.1418079 1982-1999 –> 2000-2012 1.3752780 0.6101626 11793.8395 201.93767 4 8
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 3419 0.7701149 7928.51017 83.522547 8.6931120 1982-1999 –> 2000-2012 1.3832980 0.6131831 11855.1653 141.82743 5 10
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 3419 0.7926975 8126.14120 120.598935 10.3954082 1982-1999 –> 2000-2012 1.4376493 0.6449518 12265.4518 199.49969 6 12
Atlantic (28.15,28.2] 3 cstar_tref ~ sal + aou + nitrate 3419 0.7928127 8125.13483 57.802681 10.5190014 1982-1999 –> 2000-2012 1.4433267 0.6505140 12298.5977 108.27543 7 14
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 3419 0.7976070 8168.36091 92.133564 10.8921008 1982-1999 –> 2000-2012 1.4565380 0.6589311 12397.9480 142.68393 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3419 0.8330259 8465.46337 379.183464 11.0701975 1982-1999 –> 2000-2012 1.5269325 0.6939066 12912.7855 579.62314 9 18
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3419 0.8391480 8515.53388 391.356289 11.0542267 1982-1999 –> 2000-2012 1.5386612 0.6995133 12996.7351 601.00343 10 20
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2922 0.6671962 5858.20916 735.605202 2.8213152 2000-2012 –> 2010-2019 1.3664180 0.6992217 13128.3606 1545.55906 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2922 0.7017532 6147.17583 551.184973 2.6588332 2000-2012 –> 2010-2019 1.4508922 0.7491390 13886.8530 1158.19513 2 4
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2922 0.7034928 6161.44241 859.359500 2.8302680 2000-2012 –> 2010-2019 1.4566056 0.7531127 13937.2953 1852.13430 3 6
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2922 0.7279557 6360.40226 133.776663 2.8655089 2000-2012 –> 2010-2019 1.4930712 0.7651155 14246.3763 256.46752 4 8
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2922 0.7285281 6362.93065 92.400082 2.7651728 2000-2012 –> 2010-2019 1.4986430 0.7701149 14291.4408 175.92263 5 10
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 2922 0.7508901 6537.13371 132.092013 2.4632914 2000-2012 –> 2010-2019 1.5435875 0.7926975 14663.2749 252.69095 6 12
Atlantic (28.15,28.2] 3 cstar_tref ~ sal + aou + nitrate 2922 0.7543629 6561.72165 65.527466 2.4082928 2000-2012 –> 2010-2019 1.5471756 0.7928127 14686.8565 123.33015 7 14
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 2922 0.7591095 6599.86326 93.693693 3.6969781 2000-2012 –> 2010-2019 1.5567164 0.7976070 14768.2242 185.82726 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2922 0.7844997 6789.43391 299.187899 3.6870563 2000-2012 –> 2010-2019 1.6175255 0.8330259 15254.8973 678.37136 10 19
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2922 0.7794362 6752.12283 726.055889 2.7104560 2000-2012 –> 2010-2019 1.6209515 0.8415154 15286.9208 1530.42107 9 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5073 0.3444760 3597.64586 722.390272 2.2219538 1982-1999 –> 2000-2012 0.6733189 0.3288429 5627.6942 970.96099 3 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5073 0.3440776 3585.90457 637.808674 2.2290471 1982-1999 –> 2000-2012 0.6785662 0.3344886 5727.8264 886.25546 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5073 0.3440362 3584.68362 643.854416 2.2308974 1982-1999 –> 2000-2012 0.6788994 0.3348632 5733.9613 889.20633 1 4
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 5073 0.3606729 4061.82327 370.770011 1.9046182 1982-1999 –> 2000-2012 0.6956420 0.3349691 6211.1790 544.26750 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 5073 0.3614973 4086.98852 71.910747 1.9944145 1982-1999 –> 2000-2012 0.6992654 0.3377681 6293.0313 105.35935 5 12
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5073 0.3651268 4188.34877 267.073059 2.7220965 1982-1999 –> 2000-2012 0.7019731 0.3368463 6376.4319 513.10256 7 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 5073 0.3659382 4208.87091 129.845383 2.2592585 1982-1999 –> 2000-2012 0.7028470 0.3369087 6396.1721 222.15241 8 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 5073 0.3662550 4217.64933 43.337054 2.3485182 1982-1999 –> 2000-2012 0.7041455 0.3378905 6424.0743 70.52117 9 17
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 5073 0.3645472 4170.22978 9.502132 2.5649073 1982-1999 –> 2000-2012 0.7047422 0.3401950 6421.3242 28.40029 6 15
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 5073 0.3662704 4216.07614 8.394395 2.4046200 1982-1999 –> 2000-2012 0.7070799 0.3408095 6477.0315 27.26160 10 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4551 0.3693354 3721.03879 842.090446 2.3435452 2000-2012 –> 2010-2019 0.7138114 0.3444760 7318.6846 1564.48072 1 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4551 0.3703402 3744.85607 763.546719 2.3306723 2000-2012 –> 2010-2019 0.7144178 0.3440776 7330.7606 1401.35539 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4551 0.3706606 3752.43717 743.965730 2.3247925 2000-2012 –> 2010-2019 0.7146968 0.3440362 7337.1208 1387.82015 3 4
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4551 0.3768288 3895.11248 762.889978 2.1826782 2000-2012 –> 2010-2019 0.7375017 0.3606729 7956.9358 1133.65999 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4551 0.3869475 4129.39354 535.851359 1.9015933 2000-2012 –> 2010-2019 0.7520743 0.3651268 8317.7423 802.92442 5 12
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4551 0.3982238 4381.19896 241.634569 2.0313660 2000-2012 –> 2010-2019 0.7597211 0.3614973 8468.1875 313.54532 7 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4551 0.3944957 4296.74702 534.989088 1.9279717 2000-2012 –> 2010-2019 0.7604340 0.3659382 8505.6179 664.83447 6 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 4551 0.3983264 4381.45696 31.229014 2.0176300 2000-2012 –> 2010-2019 0.7628736 0.3645472 8551.6867 40.73115 8 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 4551 0.4016051 4453.31555 241.146299 1.9146491 2000-2012 –> 2010-2019 0.7678601 0.3662550 8670.9649 284.48335 9 18
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 4551 0.4016205 4451.65217 12.752096 1.9182086 2000-2012 –> 2010-2019 0.7678909 0.3662704 8667.7283 21.14649 10 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3579 5.7785583 22726.99788 128.333467 52.3317699 1982-1999 –> 2000-2012 11.3239979 5.5454397 32099.1582 235.09408 1 3
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3579 5.9049312 22881.85102 27.794282 35.9520925 1982-1999 –> 2000-2012 11.3511537 5.4462225 32200.0670 54.93318 2 3
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3579 6.0145837 23013.55350 12.834294 40.6716291 1982-1999 –> 2000-2012 11.5763899 5.5618062 32394.5195 22.87651 4 7
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3579 5.9382123 22922.08137 127.860709 43.7825341 1982-1999 –> 2000-2012 11.5930906 5.6548784 32352.6353 243.26968 3 9
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3579 6.0974182 23111.46285 15.761970 39.7341157 1982-1999 –> 2000-2012 11.7008466 5.6034284 32514.7065 28.14971 6 10
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3579 6.0458739 23048.69574 127.415352 38.9090592 1982-1999 –> 2000-2012 11.7829597 5.7370858 32520.3748 233.59090 5 13
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3579 6.3074772 23353.90674 23.956776 19.3004768 1982-1999 –> 2000-2012 11.9168244 5.6093472 32760.3049 50.89446 7 12
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 3579 6.4784113 23543.30828 21.243740 20.3267129 1982-1999 –> 2000-2012 12.2338638 5.7554526 33024.5379 44.67083 8 17
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3579 6.5132210 23583.66657 8.413705 20.3344141 1982-1999 –> 2000-2012 12.2467297 5.7335087 33055.4820 14.32493 9 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3579 6.5540318 23628.37751 10.843683 20.6279915 1982-1999 –> 2000-2012 12.3111127 5.7570809 33112.4523 18.62387 11 21
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3659 5.2525324 22523.92375 184.179478 43.9986373 2000-2012 –> 2010-2019 11.0310907 5.7785583 45250.9216 312.51294 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3659 5.4162020 22748.35018 38.153163 43.0086222 2000-2012 –> 2010-2019 11.3211331 5.9049312 45630.2012 65.94744 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3659 5.4297374 22766.60559 184.500976 34.7913903 2000-2012 –> 2010-2019 11.3679497 5.9382123 45688.6870 312.36168 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3659 5.5200047 22887.19829 17.847893 48.1985455 2000-2012 –> 2010-2019 11.5345883 6.0145837 45900.7518 30.68219 4 8
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3659 5.5762155 22959.30088 183.989642 27.9551326 2000-2012 –> 2010-2019 11.6220894 6.0458739 46007.9966 311.40499 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3659 5.6199550 23018.44767 21.117569 47.7166794 2000-2012 –> 2010-2019 11.7173732 6.0974182 46129.9105 36.87954 6 12
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3659 5.8494409 23311.17175 35.453949 22.9835295 2000-2012 –> 2010-2019 12.1569181 6.3074772 46665.0785 59.41072 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3659 5.8878837 23359.08234 16.409841 64.9574023 2000-2012 –> 2010-2019 12.4408855 6.5530018 46986.3349 27.81158 8 18
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 3659 6.0092784 23506.34687 30.061269 22.3279085 2000-2012 –> 2010-2019 12.4876897 6.4784113 47049.6551 51.30501 9 17
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3659 6.0565415 23565.64650 10.210237 22.6769634 2000-2012 –> 2010-2019 12.5697624 6.5132210 47149.3131 18.62394 10 19
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3358 4.2564218 19271.23943 54.528598 23.0848229 1982-1999 –> 2000-2012 7.9223423 3.6659204 30918.3564 104.40837 2 3
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3358 4.3246245 19378.00006 24.766262 24.9041831 1982-1999 –> 2000-2012 8.1166753 3.7920508 31169.8989 43.46012 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3358 4.3536481 19422.92220 26.616278 25.2076141 1982-1999 –> 2000-2012 8.1747794 3.8211312 31247.5182 46.59274 7 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3358 4.2235343 19219.14636 59.021667 19.8148196 1982-1999 –> 2000-2012 8.1813919 3.9578575 31194.2115 109.29502 1 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3358 4.4085294 19507.05371 468.021983 23.6390526 1982-1999 –> 2000-2012 8.2940285 3.8854991 31403.1468 1234.94404 10 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3358 4.5325551 19693.38678 450.708135 27.8124590 1982-1999 –> 2000-2012 8.3081184 3.7755633 31466.6359 1220.08664 11 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3358 4.3289906 19384.77695 18.395426 20.1423087 1982-1999 –> 2000-2012 8.3920028 4.0630122 31472.0713 29.74235 4 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3358 4.3838001 19469.27476 58.926163 18.4476665 1982-1999 –> 2000-2012 8.4125331 4.0287330 31520.3060 116.70963 9 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3358 4.3313984 19388.51140 23.637841 20.5243948 1982-1999 –> 2000-2012 8.4152307 4.0838324 31497.6818 39.23858 5 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3358 4.3374003 19397.81122 25.273851 20.8834335 1982-1999 –> 2000-2012 8.4245899 4.0871896 31510.4986 43.27403 6 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3097 3.6453071 16754.80406 61.599235 18.4674526 2000-2012 –> 2010-2019 7.8688414 4.2235343 35973.9504 120.62090 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3097 3.7259631 16889.87688 19.096134 19.5309770 2000-2012 –> 2010-2019 8.0633635 4.3374003 36287.6881 44.36998 2 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3097 3.7469505 16924.54457 19.262805 19.6950116 2000-2012 –> 2010-2019 8.1100754 4.3631249 36362.0699 45.71277 3 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3097 3.9049449 17179.45661 48.715952 23.2934129 2000-2012 –> 2010-2019 8.1613668 4.2564218 36450.6960 103.24455 8 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3097 3.8833278 17145.19446 16.175003 17.9977514 2000-2012 –> 2010-2019 8.2123183 4.3289906 36529.9714 34.57043 6 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3097 3.8153141 17036.13852 511.304626 30.4138984 2000-2012 –> 2010-2019 8.2238435 4.4085294 36543.1922 979.32661 4 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3097 3.8976525 17167.91975 20.006697 18.0651746 2000-2012 –> 2010-2019 8.2290509 4.3313984 36556.4311 43.64454 7 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3097 3.8795253 17139.14804 63.527372 17.4881040 2000-2012 –> 2010-2019 8.2633254 4.3838001 36608.4228 122.45354 5 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3097 4.0172803 17354.50345 18.434614 23.9803752 2000-2012 –> 2010-2019 8.3419048 4.3246245 36732.5035 43.20088 9 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3097 4.0485759 17402.39855 19.836056 24.0151914 2000-2012 –> 2010-2019 8.4022240 4.3536481 36825.3208 46.45233 10 17
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2959 4.5278878 17348.97064 107.809225 23.9807168 1982-1999 –> 2000-2012 7.2887024 2.7608146 26852.5126 219.92384 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2959 4.6702053 17532.11777 51.796928 24.4113158 1982-1999 –> 2000-2012 7.5168192 2.8466139 27154.9556 96.88111 4 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2959 4.6889774 17555.85779 56.742824 24.2912654 1982-1999 –> 2000-2012 7.5505939 2.8616165 27199.1855 106.25621 6 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2959 4.5929588 17433.41385 606.281757 20.9070127 1982-1999 –> 2000-2012 7.6142688 3.0213100 27288.4179 1352.15548 3 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2959 4.7079802 17579.79289 115.051725 22.2551444 1982-1999 –> 2000-2012 7.7890274 3.0810472 27511.1160 231.39802 8 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2959 4.5586377 17389.02523 107.710470 16.2859535 1982-1999 –> 2000-2012 7.8040543 3.2454166 27522.9437 188.25596 2 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2959 4.8897922 17802.03075 604.247870 24.0672587 1982-1999 –> 2000-2012 8.0054747 3.1156826 27774.9285 1349.90127 14 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2959 4.8623745 17770.75448 25.854575 22.2672696 1982-1999 –> 2000-2012 8.0392129 3.1768383 27821.4223 47.09290 12 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2959 4.6817850 17546.77320 50.267056 16.1656518 1982-1999 –> 2000-2012 8.0442134 3.3624285 27818.7578 89.06826 5 18
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2959 4.6917545 17559.36173 53.178539 16.1246138 1982-1999 –> 2000-2012 8.0621860 3.3704315 27840.6130 94.08512 7 21
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2653 3.4598578 14011.79355 91.404048 16.5475294 2000-2012 –> 2010-2019 8.0184954 4.5586377 31400.8188 199.11452 1 3
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2653 3.5214472 14104.63925 501.258835 18.1094956 2000-2012 –> 2010-2019 8.1144060 4.5929588 31538.0531 1107.54059 2 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2653 3.5681886 14174.02416 46.076166 17.0685331 2000-2012 –> 2010-2019 8.2499736 4.6817850 31720.7974 96.34322 4 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2653 3.5841915 14197.57078 47.048702 17.0588056 2000-2012 –> 2010-2019 8.2759460 4.6917545 31756.9325 100.22724 5 12
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2653 3.6214280 14251.95618 99.697074 18.1823961 2000-2012 –> 2010-2019 8.3294082 4.7079802 31831.7491 214.74880 6 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2653 3.5337289 14120.95957 454.778700 18.2638023 2000-2012 –> 2010-2019 8.3551177 4.8213887 31839.6188 1013.87525 3 13
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 2653 3.6345430 14268.97805 90.266808 18.3397550 2000-2012 –> 2010-2019 8.6085642 4.9740212 32172.0812 197.59437 7 23
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2653 3.7496768 14435.08029 22.489004 18.2545269 2000-2012 –> 2010-2019 8.6120514 4.8623745 32205.8348 48.34358 8 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2653 3.7731186 14467.87423 30.749479 18.3161197 2000-2012 –> 2010-2019 8.6611975 4.8880789 32269.8311 68.13708 10 23
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2653 4.1762085 15001.97729 83.197434 21.9142807 2000-2012 –> 2010-2019 8.7040963 4.5278878 32350.9479 191.00666 15 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4042 3.7375765 22142.94701 180.679124 16.0931867 1982-1999 –> 2000-2012 6.7388318 3.0012554 33820.1803 294.85014 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4042 3.7849373 22244.74023 83.537008 17.5978350 1982-1999 –> 2000-2012 6.9326646 3.1477273 34142.6885 144.58424 2 4
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4042 3.7903659 22256.32648 97.766989 17.6291635 1982-1999 –> 2000-2012 6.9522821 3.1619162 34175.1073 168.58368 3 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4042 3.8618296 22407.32339 52.607797 16.0538222 1982-1999 –> 2000-2012 7.1287566 3.2669270 34477.4389 93.63760 4 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4042 3.9692820 22629.18213 790.122546 19.7145748 1982-1999 –> 2000-2012 7.1514134 3.1821313 34577.4826 1386.23896 7 11
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4042 3.9818396 22652.71702 785.653596 19.1166441 1982-1999 –> 2000-2012 7.1641846 3.1823450 34599.3285 1358.53841 8 13
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4042 3.8629490 22407.66637 46.481547 16.1472615 1982-1999 –> 2000-2012 7.1657421 3.3027930 34526.3573 84.79533 5 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4042 3.9515700 22593.02824 173.253356 19.3376861 1982-1999 –> 2000-2012 7.2966164 3.3450464 34772.6016 288.69530 6 14
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4042 3.9853321 22659.80439 173.141949 19.7739367 1982-1999 –> 2000-2012 7.3306067 3.3452746 34837.6936 286.84494 9 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4042 4.0354792 22762.89005 41.677404 20.9292417 1982-1999 –> 2000-2012 7.6092598 3.5737806 35248.8398 68.37371 10 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3345 3.1474567 16997.83019 125.758732 18.2330386 2000-2012 –> 2010-2019 6.8850332 3.7375765 39140.7772 306.43786 4 5
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3345 3.1887553 17078.97096 62.255147 19.6080602 2000-2012 –> 2010-2019 6.9736927 3.7849373 39323.7112 145.79216 6 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3345 3.1985290 17099.22446 72.585458 19.6927859 2000-2012 –> 2010-2019 6.9888950 3.7903659 39355.5509 170.35245 7 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3345 3.0709559 16834.93952 129.566921 18.5025764 2000-2012 –> 2010-2019 7.0225259 3.9515700 39427.9678 302.82028 1 7
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3345 3.1533342 17005.04597 576.425774 17.4502331 2000-2012 –> 2010-2019 7.1226163 3.9692820 39634.2281 1366.54832 5 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3345 3.1277926 16951.22266 32.387208 19.7370921 2000-2012 –> 2010-2019 7.1632718 4.0354792 39714.1127 74.06461 2 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3345 3.1398823 16976.75357 50.528693 19.8272623 2000-2012 –> 2010-2019 7.1815283 4.0416461 39751.9878 118.90675 3 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3345 3.3986641 17500.88021 46.074815 14.6831233 2000-2012 –> 2010-2019 7.2604937 3.8618296 39908.2036 98.68261 8 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3345 3.5595978 17805.06281 35.109777 16.1631406 2000-2012 –> 2010-2019 7.4225468 3.8629490 40212.7292 81.59132 12 17
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3345 3.4877292 17670.07751 566.230708 18.5341186 2000-2012 –> 2010-2019 7.4695689 3.9818396 40322.7945 1351.88430 9 17
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5223 2.8120474 25636.48528 740.846906 11.2510659 1982-1999 –> 2000-2012 5.2774474 2.4654001 39452.8912 1429.89581 1 3
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5223 2.9108898 25997.35271 139.593696 10.2279684 1982-1999 –> 2000-2012 5.4382927 2.5274028 39961.4462 254.26073 2 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5223 2.9972889 26302.89146 158.934472 13.0709516 1982-1999 –> 2000-2012 5.4425983 2.4453095 40070.6448 264.87061 4 5
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5223 3.0515266 26488.22803 717.575224 12.7958978 1982-1999 –> 2000-2012 5.6267498 2.5752232 40561.7733 1270.67828 8 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5223 3.0800949 26587.56837 56.908346 13.9616446 1982-1999 –> 2000-2012 5.6272305 2.5471356 40597.9052 106.91912 9 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5223 2.9719005 26214.03238 37.946185 11.5498895 1982-1999 –> 2000-2012 5.6290377 2.6571372 40475.7651 75.38773 3 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5223 3.0106426 26349.32771 20.301578 11.2374358 1982-1999 –> 2000-2012 5.6392775 2.6286350 40546.9353 43.09817 5 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5223 3.0877930 26613.64352 64.561305 14.0081106 1982-1999 –> 2000-2012 5.6492347 2.5614417 40657.2828 120.05028 10 15
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5223 3.0128649 26357.03586 33.443670 11.2211840 1982-1999 –> 2000-2012 5.6497055 2.6368406 40573.1757 68.94931 6 15
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5223 3.1075733 26678.34690 138.432645 11.7132161 1982-1999 –> 2000-2012 5.7197197 2.6121464 40836.5397 237.63611 11 18
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4455 2.6073976 21095.81797 687.320585 10.8174068 2000-2012 –> 2010-2019 5.4194449 2.8120474 46732.3033 1428.16749 2 3
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4455 2.5670451 20957.50239 152.797122 15.1347924 2000-2012 –> 2010-2019 5.5643340 2.9972889 47260.3938 311.73159 1 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4455 2.7228474 21480.02907 133.503566 12.6621146 2000-2012 –> 2010-2019 5.6337373 2.9108898 47477.3818 273.09726 6 8
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4455 2.6702400 21305.01600 677.951495 11.9222799 2000-2012 –> 2010-2019 5.7217666 3.0515266 47793.2440 1395.52672 5 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4455 2.6594216 21271.01454 50.204030 16.2596102 2000-2012 –> 2010-2019 5.7395165 3.0800949 47858.5829 107.11238 3 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4455 2.7707967 21634.83503 30.305629 13.5074030 2000-2012 –> 2010-2019 5.7426972 2.9719005 47848.8674 68.25181 8 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4455 2.6675899 21298.21052 57.728841 16.3185673 2000-2012 –> 2010-2019 5.7553829 3.0877930 47911.8540 122.29015 4 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4455 2.8272340 21813.64896 20.832140 13.8776797 2000-2012 –> 2010-2019 5.8378765 3.0106426 48162.9767 41.13372 9 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4455 2.8319392 21828.39532 33.378556 13.8825633 2000-2012 –> 2010-2019 5.8448041 3.0128649 48185.4312 66.82223 10 16
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4455 2.7604838 21599.76688 131.125523 13.5796153 2000-2012 –> 2010-2019 5.8680571 3.1075733 48278.1138 269.55817 7 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6808 2.9872802 34235.11827 80.332556 10.0567853 1982-1999 –> 2000-2012 5.5500982 2.5628180 52010.8243 161.46376 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6808 3.0677416 34597.00854 21.380683 11.5304636 1982-1999 –> 2000-2012 5.6772915 2.6095499 52508.7118 44.14928 2 5
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6808 3.0960969 34722.28418 322.420946 10.4472041 1982-1999 –> 2000-2012 5.6805719 2.5844749 52561.3210 725.63394 4 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6808 3.0908786 34699.31578 34.964896 10.4237177 1982-1999 –> 2000-2012 5.7381390 2.6472604 52718.9984 62.75668 3 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6808 3.1666035 35028.87983 74.739392 10.6985702 1982-1999 –> 2000-2012 5.8155363 2.6489327 53053.3154 169.23231 6 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6808 3.1694510 35041.11817 59.362686 10.7943638 1982-1999 –> 2000-2012 5.8208030 2.6513520 53072.4241 136.68646 7 13
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 6808 3.1795772 35082.55111 18.295078 11.4015484 1982-1999 –> 2000-2012 5.8350106 2.6554333 53123.4333 31.98503 8 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6808 3.1513419 34963.09794 37.701054 10.5973663 1982-1999 –> 2000-2012 5.8354302 2.6840884 53086.7587 68.07290 5 13
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6808 3.3000543 35590.93954 277.554120 13.5519077 1982-1999 –> 2000-2012 6.0659860 2.7659317 53940.6542 494.24696 9 18
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 6808 3.3461868 35777.96368 200.224602 14.2446891 1982-1999 –> 2000-2012 6.1198726 2.7736858 54146.7476 369.74680 10 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5642 2.9620725 28133.19586 286.658906 12.6437631 2000-2012 –> 2010-2019 6.0581694 3.0960969 62855.4800 609.07985 1 5
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5642 3.0262081 28373.67027 20.380326 13.4952614 2000-2012 –> 2010-2019 6.0939497 3.0677416 62970.6788 41.76101 4 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5642 3.1605007 28861.10411 74.250603 10.4545532 2000-2012 –> 2010-2019 6.1477809 2.9872802 63096.2224 154.58316 8 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5642 3.0215208 28356.26887 59.494247 12.9038576 2000-2012 –> 2010-2019 6.1881243 3.1666035 63385.1487 134.23364 2 8
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5642 3.0230653 28362.00569 52.611976 12.9931442 2000-2012 –> 2010-2019 6.1925163 3.1694510 63403.1239 111.97466 3 10
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 5642 3.0281178 28378.75224 14.645552 13.5473490 2000-2012 –> 2010-2019 6.2076950 3.1795772 63461.3034 32.94063 5 13
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5642 3.3018229 29352.17717 31.483711 10.1566372 2000-2012 –> 2010-2019 6.3927016 3.0908786 64051.4929 66.44861 13 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5642 3.1387495 28783.57762 282.870373 16.6742241 2000-2012 –> 2010-2019 6.4388039 3.3000543 64374.5172 560.42449 6 15
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5642 3.1428103 28796.09186 186.732959 16.4971090 2000-2012 –> 2010-2019 6.4889971 3.3461868 64574.0555 386.95756 7 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5642 3.3813695 29619.42429 33.723781 10.0400414 2000-2012 –> 2010-2019 6.5327114 3.1513419 64582.5222 71.42483 14 19
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7855 2.8807985 38927.76521 126.182778 9.8819562 1982-1999 –> 2000-2012 5.1895189 2.3087204 59427.4147 237.49095 3 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 7855 2.8725288 38882.60268 45.455686 10.2966217 1982-1999 –> 2000-2012 5.2083011 2.3357722 59488.0496 75.31229 1 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 7855 2.8755826 38899.29482 48.609767 10.3817627 1982-1999 –> 2000-2012 5.2165217 2.3409391 59524.8096 85.25898 2 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7855 2.9449613 39273.82723 27.784068 10.2092207 1982-1999 –> 2000-2012 5.2809617 2.3360004 59880.1614 49.48881 5 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 7855 2.9593148 39350.21043 463.642084 10.9260034 1982-1999 –> 2000-2012 5.3726850 2.4133703 60252.4722 914.74623 6 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 7855 2.9292587 39189.83698 49.645127 10.8347585 1982-1999 –> 2000-2012 5.3917289 2.4624702 60275.0173 79.30490 4 16
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 7855 3.0249663 39692.92258 27.506118 13.7095872 1982-1999 –> 2000-2012 5.3941279 2.3691616 60425.2754 49.07829 12 17
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7855 2.9636654 39373.28940 70.155157 11.0037841 1982-1999 –> 2000-2012 5.3951401 2.4314748 60343.4278 128.94102 7 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7855 2.9724485 39419.77881 67.278432 11.0917344 1982-1999 –> 2000-2012 5.4114837 2.4390352 60418.1131 125.48522 8 16
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 7855 3.0024798 39575.70397 40.224544 11.0698954 1982-1999 –> 2000-2012 5.4449741 2.4424943 60584.9093 68.72147 10 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6525 3.2645174 33549.22662 107.766547 13.9604858 2000-2012 –> 2010-2019 6.1453160 2.8807985 72476.9918 233.94933 1 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6525 3.2904093 33651.04207 39.319379 13.0492849 2000-2012 –> 2010-2019 6.1629381 2.8725288 72533.6447 84.77507 2 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6525 3.3014843 33694.34829 42.143625 12.7912830 2000-2012 –> 2010-2019 6.1770669 2.8755826 72593.6431 90.75339 3 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6525 3.3044441 33705.89714 19.912646 15.8491293 2000-2012 –> 2010-2019 6.2494054 2.9449613 72979.7244 47.69671 4 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6525 3.3538912 33897.32217 45.901280 11.0958257 2000-2012 –> 2010-2019 6.2831499 2.9292587 73087.1591 95.54641 5 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6525 3.3716685 33965.45448 463.349550 12.9322857 2000-2012 –> 2010-2019 6.3309832 2.9593148 73315.6649 926.99163 6 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6525 3.3765672 33984.16616 73.873647 12.6254631 2000-2012 –> 2010-2019 6.3402326 2.9636654 73357.4556 144.02880 7 14
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 6525 3.3818509 34002.31742 32.715095 11.8178479 2000-2012 –> 2010-2019 6.3544284 2.9725775 73420.7780 72.35623 9 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6525 3.3855901 34018.55946 73.260179 12.7665367 2000-2012 –> 2010-2019 6.3580386 2.9724485 73438.3383 140.53861 10 18
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 6525 3.3984392 34065.37981 29.939250 14.1175824 2000-2012 –> 2010-2019 6.4009190 3.0024798 73641.0838 70.16379 11 21
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3012 2.0840922 12985.31003 492.278442 8.5997735 1982-1999 –> 2000-2012 3.5855769 1.5014847 19256.7571 961.49644 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3012 2.0968310 13022.01886 145.539155 8.7328066 1982-1999 –> 2000-2012 3.6165822 1.5197512 19334.9181 259.49587 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3012 2.1081855 13054.55137 145.448121 8.8958909 1982-1999 –> 2000-2012 3.6436450 1.5354595 19402.7008 256.07959 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3012 2.2305782 13394.50503 333.726744 9.6214332 1982-1999 –> 2000-2012 3.8912203 1.6606420 20011.3227 744.66151 12 22
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3012 2.1584954 13196.62013 553.447610 8.7538253 1982-1999 –> 2000-2012 3.8938439 1.7353485 19964.2833 1134.04588 4 17
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3012 2.2972875 13572.02182 576.053817 7.2942708 1982-1999 –> 2000-2012 3.9013496 1.6040621 20070.0076 1138.27080 22 26
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 3012 2.1710306 13229.50247 428.470994 9.5316352 1982-1999 –> 2000-2012 3.9118701 1.7408395 20005.9955 842.21983 5 19
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3012 2.2973154 13570.09475 491.596172 7.3097708 1982-1999 –> 2000-2012 3.9175172 1.6202018 20100.3999 946.89366 23 28
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3012 2.3112249 13608.45832 179.799095 7.1584094 1982-1999 –> 2000-2012 3.9324563 1.6212313 20142.9410 311.53272 25 31
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 3012 2.2409167 13420.36121 313.689773 9.0426676 1982-1999 –> 2000-2012 3.9357864 1.6948697 20105.1154 666.99999 13 24
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2539 2.6539794 11988.99360 513.160240 8.8749061 2000-2012 –> 2010-2019 4.7380717 2.0840922 24974.3036 1005.43868 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2539 2.6662450 12012.04823 123.391694 9.2826618 2000-2012 –> 2010-2019 4.7630760 2.0968310 25034.0671 268.93085 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2539 2.6826872 12042.78756 120.008028 9.0367244 2000-2012 –> 2010-2019 4.7908727 2.1081855 25097.3389 265.45615 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2539 2.7047273 12083.69817 140.052534 11.6087723 2000-2012 –> 2010-2019 4.8991793 2.1944520 25379.8405 319.85985 4 14
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 2539 2.7092412 12090.03560 122.624529 11.7408167 2000-2012 –> 2010-2019 4.9046651 2.1954240 25386.8454 266.27725 5 16
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2539 2.7597048 12184.31123 547.570127 9.1307130 2000-2012 –> 2010-2019 4.9182002 2.1584954 25380.9314 1101.01774 12 16
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2539 2.7763856 12214.44238 71.954736 9.0514546 2000-2012 –> 2010-2019 4.9502747 2.1738891 25453.8711 160.92268 15 21
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2539 2.7859044 12231.55549 70.217624 9.0240914 2000-2012 –> 2010-2019 4.9661235 2.1802191 25488.4996 159.63124 16 23
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 2539 2.8298983 12307.89652 455.706779 8.8422008 2000-2012 –> 2010-2019 5.0009289 2.1710306 25537.3990 884.17777 17 22
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2539 2.7269010 12124.52169 551.929747 9.6718919 2000-2012 –> 2010-2019 5.0241886 2.2972875 25696.5435 1127.98356 6 28
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4037 1.8274819 16338.63948 175.015496 8.4741706 1982-1999 –> 2000-2012 3.2592234 1.4317414 23801.7473 369.23322 1 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4037 1.8704071 16526.09418 385.445914 7.0712576 1982-1999 –> 2000-2012 3.2967032 1.4262961 23973.2358 843.09027 3 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4037 1.8691536 16520.68128 299.669030 7.0219199 1982-1999 –> 2000-2012 3.3002648 1.4311112 23981.9443 567.82548 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4037 1.8770324 16554.64329 306.506835 7.1930310 1982-1999 –> 2000-2012 3.3206232 1.4435908 24052.2856 592.80150 5 9
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 4037 1.8744021 16541.32091 164.655328 7.2339519 1982-1999 –> 2000-2012 3.3414832 1.4670811 24104.5946 341.57358 4 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4037 1.9293545 16776.62540 314.245340 8.3732335 1982-1999 –> 2000-2012 3.5250137 1.5956591 24693.9100 584.99311 6 22
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4037 1.9425367 16831.60287 226.514171 8.8569424 1982-1999 –> 2000-2012 3.5268389 1.5843022 24718.9588 564.91465 7 21
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 4037 1.9595287 16899.92175 214.707874 7.9890668 1982-1999 –> 2000-2012 3.5448267 1.5852979 24787.9104 509.61270 10 25
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4037 1.9474055 16851.81419 67.291476 8.8839479 1982-1999 –> 2000-2012 3.5514053 1.6039999 24790.9435 122.13279 8 27
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4037 1.9499703 16862.44124 68.294275 8.9455225 1982-1999 –> 2000-2012 3.5601973 1.6102269 24817.8055 125.49746 9 30
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3664 1.9453069 15079.74165 233.602877 10.7270712 2000-2012 –> 2010-2019 3.7727888 1.8274819 31418.3811 408.61837 3 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3664 1.9422875 15068.51391 300.898118 9.2995021 2000-2012 –> 2010-2019 3.8114410 1.8691536 31589.1952 600.56715 1 3
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3664 1.9450784 15078.89254 535.359601 9.5680830 2000-2012 –> 2010-2019 3.8154855 1.8704071 31604.9867 920.80551 2 5
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 3664 1.9513828 15100.28201 214.111772 10.8364044 2000-2012 –> 2010-2019 3.8257848 1.8744021 31641.6029 378.76710 4 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3664 1.9566874 15121.90410 305.954138 9.3360515 2000-2012 –> 2010-2019 3.8337199 1.8770324 31676.5474 612.46097 5 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3664 2.0656457 15513.58858 319.066783 9.7693235 2000-2012 –> 2010-2019 3.9950002 1.9293545 32290.2140 633.31212 6 12
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3664 2.1281476 15729.04867 394.084267 10.1389079 2000-2012 –> 2010-2019 4.0706843 1.9425367 32560.6515 620.59844 10 17
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3664 2.1345989 15750.92643 70.014584 9.9828154 2000-2012 –> 2010-2019 4.0820043 1.9474055 32602.7406 137.30606 11 19
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3664 2.1402738 15770.11699 70.355846 9.9768762 2000-2012 –> 2010-2019 4.0902441 1.9499703 32632.5582 138.65012 13 22
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3664 2.1028856 15642.73593 329.203391 7.5419838 2000-2012 –> 2010-2019 4.0962833 1.9933977 32683.0183 634.19396 8 22
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4213 1.8893694 17330.96047 980.121959 8.5584231 1982-1999 –> 2000-2012 3.9867685 2.0973992 28147.4629 1323.23928 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4213 1.8902162 17334.73643 963.879475 8.5923143 1982-1999 –> 2000-2012 3.9901312 2.0999150 28157.2351 1282.13033 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4213 1.9011431 17383.30465 159.139226 7.8210487 1982-1999 –> 2000-2012 4.0229684 2.1218254 28257.7234 336.50128 3 6
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 4213 1.9837479 17739.68454 143.359418 8.1056793 1982-1999 –> 2000-2012 4.1215413 2.1377933 28649.6054 309.13931 11 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4213 1.9354073 17533.81365 859.169635 9.0068448 1982-1999 –> 2000-2012 4.1252471 2.1898399 28566.0540 1197.54224 4 16
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4213 1.9836389 17741.22151 999.246468 8.8190751 1982-1999 –> 2000-2012 4.1467670 2.1631281 28712.0720 1267.92106 10 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4213 1.9900257 17768.30721 933.019232 8.8249989 1982-1999 –> 2000-2012 4.1542242 2.1641985 28741.6323 1158.98512 13 19
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4213 2.0017126 17815.64637 947.783891 8.9127835 1982-1999 –> 2000-2012 4.1711705 2.1694579 28799.1124 1192.20277 15 23
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4213 2.0073152 17839.19703 932.950764 8.9265017 1982-1999 –> 2000-2012 4.1778870 2.1705718 28825.2306 1156.30594 16 25
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 4213 2.0105872 17852.92058 983.195586 8.9511670 1982-1999 –> 2000-2012 4.1882652 2.1776779 28855.3034 1225.42797 17 28
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3981 1.7405041 15364.82165 880.224918 6.9356871 2000-2012 –> 2010-2019 3.6298735 1.8893694 32695.7821 1860.34688 2 3
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3981 1.7399221 15362.21984 940.124209 6.9613442 2000-2012 –> 2010-2019 3.6301384 1.8902162 32696.9563 1904.00368 1 3
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3981 1.7454669 15386.97377 761.434685 6.3231691 2000-2012 –> 2010-2019 3.6808742 1.9354073 32920.7874 1620.60432 3 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3981 1.7774986 15528.45304 886.515528 6.9593968 2000-2012 –> 2010-2019 3.7573457 1.9798470 33253.5522 1811.66813 4 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3981 1.8742510 15940.80880 232.156047 8.0721514 2000-2012 –> 2010-2019 3.7753941 1.9011431 33324.1135 391.29527 7 10
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 3981 1.8182204 15702.67882 746.716672 6.7201204 2000-2012 –> 2010-2019 3.8343283 2.0161079 33578.7038 1550.02255 5 27
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 3981 1.8277371 15743.29378 876.772341 7.3944008 2000-2012 –> 2010-2019 3.8805070 2.0527699 33771.1651 1773.97487 6 33
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 3981 1.9093925 16083.33025 225.657482 8.6713225 2000-2012 –> 2010-2019 3.8931405 1.9837479 33823.0148 369.01690 8 19
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3981 1.9135190 16102.12576 808.870985 7.6489048 2000-2012 –> 2010-2019 3.8971579 1.9836389 33843.3473 1808.11745 9 19
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3981 1.9199601 16128.27002 840.080594 7.6506192 2000-2012 –> 2010-2019 3.9099858 1.9900257 33896.5772 1773.09983 11 24
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2961 1.6072289 11227.01124 172.470390 8.9431158 1982-1999 –> 2000-2012 3.5425530 1.9353241 18393.5051 371.65344 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2961 1.6097155 11236.16631 79.250267 8.7193942 1982-1999 –> 2000-2012 3.5938801 1.9841646 18488.3959 166.45055 2 5
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + silicate 2961 1.6380449 11337.48127 79.090611 9.1398166 1982-1999 –> 2000-2012 3.6585107 2.0204658 18650.0784 164.98219 7 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2961 1.6150359 11255.70708 180.199981 8.5962556 1982-1999 –> 2000-2012 3.6830420 2.0680061 18650.3078 335.26398 3 10
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2961 1.6157358 11258.27321 103.820270 8.6054885 1982-1999 –> 2000-2012 3.6844137 2.0686778 18653.9910 214.03757 4 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2961 1.6164052 11260.72616 100.606316 8.6158767 1982-1999 –> 2000-2012 3.6868581 2.0704529 18659.3944 211.86979 5 14
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate 2961 1.6363242 11331.25685 97.427164 8.8763391 1982-1999 –> 2000-2012 3.7131370 2.0768129 18738.4759 193.66556 6 16
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + silicate 2961 1.7914226 11867.53967 169.411619 9.1129782 1982-1999 –> 2000-2012 3.7460140 1.9545914 19066.1114 349.95731 21 23
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2961 1.6431865 11356.04046 24.991387 9.0950976 1982-1999 –> 2000-2012 3.7811752 2.1379886 18863.1263 59.27595 8 23
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 2961 1.8039251 11908.72616 78.615587 9.2180541 1982-1999 –> 2000-2012 3.8099572 2.0060321 19196.6605 165.54264 23 27
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2905 1.5457126 10528.58169 214.170969 5.4044129 2000-2012 –> 2010-2019 3.1529415 1.6072289 21755.5929 386.64136 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2905 1.5492820 10541.65974 108.772986 5.5123691 2000-2012 –> 2010-2019 3.1589975 1.6097155 21777.8260 188.02325 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2905 1.5722565 10625.12362 245.591194 5.4859022 2000-2012 –> 2010-2019 3.1872923 1.6150359 21880.8307 425.79118 5 8
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + silicate 2905 1.5494086 10540.12332 108.720826 5.4809554 2000-2012 –> 2010-2019 3.1874536 1.6380449 21877.6046 187.81144 3 10
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2905 1.5721547 10624.75642 132.059669 5.4913227 2000-2012 –> 2010-2019 3.1878905 1.6157358 21883.0296 235.87994 4 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2905 1.5727742 10626.99015 126.161059 5.4991904 2000-2012 –> 2010-2019 3.1891794 1.6164052 21887.7163 226.76737 7 12
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate 2905 1.5726151 10624.41686 125.523081 5.4426291 2000-2012 –> 2010-2019 3.2089393 1.6363242 21955.6737 222.95024 6 12
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2905 1.5945140 10702.82755 27.445941 5.9190070 2000-2012 –> 2010-2019 3.2377005 1.6431865 22058.8680 52.43733 9 17
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + silicate 2905 1.5808268 10653.94651 93.254478 5.8679985 2000-2012 –> 2010-2019 3.2613887 1.6805619 22143.1777 169.08006 8 22
Indo-Pacific (28.05,28.1] 3 cstar_tref ~ sal + temp + silicate 2905 1.5948022 10701.85244 27.384061 5.9718691 2000-2012 –> 2010-2019 3.2771460 1.6823438 22195.3592 50.58073 10 26
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6380 1.3699762 22136.41861 532.565943 7.1412676 1982-1999 –> 2000-2012 2.7090617 1.3390856 34537.5192 812.09373 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6380 1.3753175 22186.07097 162.523156 7.8466317 1982-1999 –> 2000-2012 2.7360481 1.3607306 34703.2635 271.25462 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6380 1.3761716 22193.99291 60.860802 7.8580674 1982-1999 –> 2000-2012 2.7384763 1.3623047 34719.5558 113.50787 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6380 1.3766520 22198.44644 60.719814 7.8638309 1982-1999 –> 2000-2012 2.7395356 1.3628836 34727.0856 111.26946 4 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6380 1.3808957 22237.72061 506.279321 7.2211701 1982-1999 –> 2000-2012 2.7591903 1.3782946 34847.7674 766.98563 6 11
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + silicate + phosphate 6380 1.4309203 22689.79122 158.510002 7.6584186 1982-1999 –> 2000-2012 2.8169470 1.3860267 35338.3403 266.66392 9 15
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6380 1.4002150 22415.00109 52.240973 8.0948598 1982-1999 –> 2000-2012 2.8169701 1.4167551 35224.3084 109.24982 8 15
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6380 1.3778271 22209.33375 612.303597 7.6970475 1982-1999 –> 2000-2012 2.8485623 1.4707352 35289.3685 813.30817 5 15
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 6380 1.3891876 22312.11185 499.077351 7.4549930 1982-1999 –> 2000-2012 2.8599844 1.4707968 35390.4498 692.93195 7 18
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 6380 1.4327056 22705.70096 10.484078 8.2777656 1982-1999 –> 2000-2012 2.8966084 1.4639029 35750.0238 20.09791 10 19
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5607 1.2271847 17832.05850 211.431983 4.6369257 2000-2012 –> 2010-2019 2.6025022 1.3753175 40018.1295 373.95514 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5607 1.2274175 17834.13979 90.528233 4.6360044 2000-2012 –> 2010-2019 2.6035891 1.3761716 40028.1327 151.38904 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5607 1.2284128 17843.03498 90.003385 4.6428085 2000-2012 –> 2010-2019 2.6050648 1.3766520 40041.4814 150.72320 4 8
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5607 1.2288960 17847.35100 560.111170 4.8068978 2000-2012 –> 2010-2019 2.6067231 1.3778271 40056.6848 1172.41477 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5607 1.2532688 18062.86897 539.236233 4.6862297 2000-2012 –> 2010-2019 2.6232450 1.3699762 40199.2876 1071.80218 9 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5607 1.2256630 17818.44211 93.783569 4.8748995 2000-2012 –> 2010-2019 2.6258780 1.4002150 40233.4432 146.02454 1 9
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5607 1.2550472 18078.43013 515.923100 4.6903435 2000-2012 –> 2010-2019 2.6359429 1.3808957 40316.1507 1022.20242 11 17
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 5607 1.2551150 18077.02288 484.726446 4.6972109 2000-2012 –> 2010-2019 2.6443026 1.3891876 40389.1347 983.80380 12 19
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate 5607 1.2303541 17858.36407 88.963397 4.6935217 2000-2012 –> 2010-2019 2.6736228 1.4432686 40657.7967 149.11149 6 17
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + silicate + phosphate 5607 1.2543579 18070.40098 192.446524 4.8253346 2000-2012 –> 2010-2019 2.6852782 1.4309203 40760.1922 350.95653 10 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 15446 0.6238752 29272.85040 333.043800 3.5333718 1982-1999 –> 2000-2012 1.2941993 0.6703241 47676.7616 473.56175 2 3
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 15446 0.6236064 29259.53733 286.022095 2.9251326 1982-1999 –> 2000-2012 1.3243600 0.7007536 48464.6895 383.93790 1 3
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 15446 0.7131331 33403.65890 316.250870 3.0826097 1982-1999 –> 2000-2012 1.5147259 0.8015928 55035.2653 427.33862 5 9
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 15446 0.6973911 32714.09741 375.816967 4.0880540 1982-1999 –> 2000-2012 1.5725543 0.8751632 55930.4907 475.88138 3 11
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 15446 0.7054445 33066.78883 283.802470 4.6817162 1982-1999 –> 2000-2012 1.6083155 0.9028710 56843.7272 371.84334 4 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 15446 0.8155857 37550.55287 890.988253 6.0319695 1982-1999 –> 2000-2012 1.6117039 0.7961182 59058.4742 1796.18764 12 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 15446 0.8285153 38036.44707 389.236035 6.0419000 1982-1999 –> 2000-2012 1.6359787 0.8074634 59799.7493 529.70466 13 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 15446 0.8306658 38116.52531 414.011200 5.9533527 1982-1999 –> 2000-2012 1.6447077 0.8140419 60026.2703 561.68123 14 20
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 15446 0.8411756 38504.92925 316.508401 6.0581967 1982-1999 –> 2000-2012 1.6626843 0.8215087 60579.4640 422.16287 15 22
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 15446 0.7849086 36366.17860 21.263509 4.3831030 1982-1999 –> 2000-2012 1.6640432 0.8791345 59664.2858 38.89647 8 17
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 16386 0.6199580 30444.36571 251.726141 2.9258431 2000-2012 –> 2010-2019 1.2438332 0.6238752 59717.2161 584.76994 1 3
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 16386 0.6250111 30706.92578 192.085031 2.7676479 2000-2012 –> 2010-2019 1.2486175 0.6236064 59966.4631 478.10713 3 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 16386 0.6238638 30647.49973 218.645012 2.6923623 2000-2012 –> 2010-2019 1.3212549 0.6973911 63361.5971 594.46198 2 5
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 16386 0.6293282 30927.56316 180.754505 2.7924779 2000-2012 –> 2010-2019 1.3347726 0.7054445 63994.3520 464.55697 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 16386 0.6991083 34330.62437 203.088525 3.2848121 2000-2012 –> 2010-2019 1.4122414 0.7131331 67734.2833 519.33939 5 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 16386 0.7196135 35265.64403 930.611224 3.3783946 2000-2012 –> 2010-2019 1.5351992 0.8155857 72816.1969 1821.59948 6 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 16386 0.7572750 36915.58587 193.714104 3.7490842 2000-2012 –> 2010-2019 1.5419812 0.7847061 73273.7929 335.97378 11 17
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 16386 0.7572907 36916.25335 22.789590 3.7467588 2000-2012 –> 2010-2019 1.5421777 0.7848870 73281.5802 44.05328 12 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 16386 0.7572946 36916.42261 22.773849 3.7463516 2000-2012 –> 2010-2019 1.5422033 0.7849086 73282.6012 44.03736 13 21
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 16386 0.7309019 35769.07943 291.321218 3.3918961 2000-2012 –> 2010-2019 1.5594172 0.8285153 73805.5265 680.55725 8 21
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3825 0.4703429 5098.53659 16.253477 2.9033838 1982-1999 –> 2000-2012 0.8799493 0.4096064 8338.1927 37.25348 1 3
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3825 0.4732134 5145.08247 96.910238 3.1448338 1982-1999 –> 2000-2012 0.8818865 0.4086731 8370.7598 215.20412 3 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3825 0.4731266 5143.67968 16.633708 2.8549866 1982-1999 –> 2000-2012 0.8846771 0.4115504 8412.3511 41.81358 2 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3825 0.4736656 5152.38922 24.645361 2.8809520 1982-1999 –> 2000-2012 0.8848087 0.4111431 8414.9923 58.14302 4 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3825 0.4737404 5153.59688 16.645529 2.8846317 1982-1999 –> 2000-2012 0.8848646 0.4111242 8415.9184 41.45758 5 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3825 0.4740042 5157.85619 99.971113 2.8992885 1982-1999 –> 2000-2012 0.8849415 0.4109373 8417.3915 227.25775 6 9
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3825 0.4855319 5339.67548 16.135038 2.9153647 1982-1999 –> 2000-2012 0.8981571 0.4126252 8622.3294 36.63994 7 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3825 0.4863735 5354.92460 94.459378 3.1184409 1982-1999 –> 2000-2012 0.9110312 0.4246578 8815.7212 230.06298 8 16
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 3825 0.4864377 5353.93504 16.273069 3.1042522 1982-1999 –> 2000-2012 0.9113355 0.4248978 8816.1947 40.39301 9 19
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 3825 0.4879727 5378.03701 14.392684 3.2038588 1982-1999 –> 2000-2012 0.9127872 0.4248145 8839.0952 35.36741 10 19
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4104 0.5388051 6104.48611 107.949845 3.8212177 2000-2012 –> 2010-2019 1.0120185 0.4732134 11249.5686 204.86008 1 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4104 0.5459527 6204.74762 16.117376 3.7018982 2000-2012 –> 2010-2019 1.0162956 0.4703429 11303.2842 32.37085 2 3
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4104 0.5530921 6303.59318 20.130072 3.6984876 2000-2012 –> 2010-2019 1.0262188 0.4731266 11447.2729 36.76378 3 5
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4104 0.5546764 6325.35410 26.307231 3.7130332 2000-2012 –> 2010-2019 1.0283420 0.4736656 11477.7433 50.95259 4 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4104 0.5552414 6333.10021 19.277469 3.7209309 2000-2012 –> 2010-2019 1.0289818 0.4737404 11486.6971 35.92300 5 10
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4104 0.5562905 6347.46143 71.496727 3.7493837 2000-2012 –> 2010-2019 1.0302947 0.4740042 11505.3176 171.46784 6 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4104 0.5675896 6500.44313 109.101514 4.1577882 2000-2012 –> 2010-2019 1.0539631 0.4863735 11855.3677 203.56089 15 23
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 4104 0.5685976 6511.94281 19.054463 4.0981482 2000-2012 –> 2010-2019 1.0550354 0.4864377 11865.8778 35.32753 17 26
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 4104 0.5692423 6520.56380 15.983009 4.2603685 2000-2012 –> 2010-2019 1.0572150 0.4879727 11898.6008 30.37569 18 28
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 4104 0.5817489 6685.90618 15.191031 3.7628125 2000-2012 –> 2010-2019 1.0672808 0.4855319 12025.5817 31.32607 21 28

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2012 4.8986469 1102.7137
Atlantic (-Inf,26] 2000-2012 –> 2010-2019 3.8544748 926.0103
Atlantic (26,26.5] 1982-1999 –> 2000-2012 7.5128624 4841.2687
Atlantic (26,26.5] 2000-2012 –> 2010-2019 8.2017725 5054.7130
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 5.8661763 6091.0252
Atlantic (26.5,26.75] 2000-2012 –> 2010-2019 7.2152170 5879.5277
Atlantic (26.75,27] 1982-1999 –> 2000-2012 4.1095881 9257.9246
Atlantic (26.75,27] 2000-2012 –> 2010-2019 4.9737623 8767.4592
Atlantic (27,27.25] 1982-1999 –> 2000-2012 4.0300837 11759.5451
Atlantic (27,27.25] 2000-2012 –> 2010-2019 4.5819519 11661.1318
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 5.7536121 23350.5614
Atlantic (27.25,27.5] 2000-2012 –> 2010-2019 7.2107630 25623.5145
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 4.9648952 42759.1842
Atlantic (27.5,27.75] 2000-2012 –> 2010-2019 5.3178046 45857.8111
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 2.3734123 10205.9402
Atlantic (27.75,27.85] 2000-2012 –> 2010-2019 2.8212141 12115.8898
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 3.4738851 13955.3034
Atlantic (27.85,27.95] 2000-2012 –> 2010-2019 3.5159171 13943.1103
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 7.6323001 22884.0646
Atlantic (27.95,28.05] 2000-2012 –> 2010-2019 7.7997652 23581.8838
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 1.7622585 5965.0658
Atlantic (28.05,28.1] 2000-2012 –> 2010-2019 2.0679179 6800.4154
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 1.5318362 7511.0465
Atlantic (28.1,28.15] 2000-2012 –> 2010-2019 1.7467375 8984.0220
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 1.4103412 12038.2005
Atlantic (28.15,28.2] 2000-2012 –> 2010-2019 1.5151587 14415.0500
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 0.6946480 6168.8726
Atlantic (28.2, Inf] 2000-2012 –> 2010-2019 0.7451282 8112.5429
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 11.8036969 32603.4239
Indo-Pacific (-Inf,26] 2000-2012 –> 2010-2019 11.8249480 46245.8850
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 8.2641692 31340.0325
Indo-Pacific (26,26.5] 2000-2012 –> 2010-2019 8.1876314 36487.0246
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 7.7714553 27478.4853
Indo-Pacific (26.5,26.75] 2000-2012 –> 2010-2019 8.3929256 31908.6665
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 7.1470358 34517.7718
Indo-Pacific (26.75,27] 2000-2012 –> 2010-2019 7.1490172 39679.2063
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 5.5699294 40373.4359
Indo-Pacific (27,27.25] 2000-2012 –> 2010-2019 5.7127617 47750.9149
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 5.8138739 53022.3189
Indo-Pacific (27.25,27.5] 2000-2012 –> 2010-2019 6.2741449 63675.4545
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 5.3305443 60061.9650
Indo-Pacific (27.5,27.75] 2000-2012 –> 2010-2019 6.2802478 73084.4484
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 3.8229848 19839.4441
Indo-Pacific (27.75,27.85] 2000-2012 –> 2010-2019 4.8955581 25342.9640
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 3.4226580 24372.3336
Indo-Pacific (27.85,27.95] 2000-2012 –> 2010-2019 3.9393436 32069.9896
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 4.1084970 28571.1431
Indo-Pacific (27.95,28.05] 2000-2012 –> 2010-2019 3.7888745 33380.4000
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 3.6899541 18736.0047
Indo-Pacific (28.05,28.1] 2000-2012 –> 2010-2019 3.2048929 21941.5679
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2012 2.7921384 35052.7682
Indo-Pacific (28.1,28.2] 2000-2012 –> 2010-2019 2.6306149 40270.0433
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2012 1.5533273 56307.9178
Indo-Pacific (28.2,28.3] 2000-2012 –> 2010-2019 1.4281698 68123.3609
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2012 0.8934439 8546.2946
Indo-Pacific (28.3, Inf] 2000-2012 –> 2010-2019 1.0375646 11611.5312

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

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2012
(-Inf,26] 5 4 5 6 10 10 8
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 8 6 7 6 6 10 6
(26.75,27] 8 5 8 6 5 10 6
(27,27.25] 7 7 6 6 6 10 8
(27.25,27.5] 8 10 5 5 6 7 8
(27.5,27.75] 5 4 4 8 10 5 10
(27.75,27.85] 6 3 5 5 10 8 8
(27.85,27.95] 6 3 4 6 10 7 9
(27.95,28.05] 5 2 5 8 5 10 9
(28.05,28.1] 7 2 6 5 10 6 8
(28.1,28.15] 7 7 2 5 10 6 7
(28.15,28.2] 10 10 2 3 7 4 5
(28.2, Inf] 9 10 3 4 10 3 5
total 99.00 79.00 68.00 79.00 115.00 101.00 105.00
Atlantic - 2000-2012 --> 2010-2019
(-Inf,26] 6 6 5 7 9 10 6
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 8 6 7 6 6 10 6
(26.75,27] 8 6 7 6 6 10 6
(27,27.25] 8 6 6 4 6 10 8
(27.25,27.5] 8 10 4 5 6 8 7
(27.5,27.75] 6 8 8 7 10 4 5
(27.75,27.85] 7 5 4 5 10 9 7
(27.85,27.95] 6 4 4 5 10 8 8
(27.95,28.05] 6 1 6 6 10 6 8
(28.05,28.1] 7 2 6 5 10 6 8
(28.1,28.15] 7 7 2 5 10 6 7
(28.15,28.2] 10 10 2 3 7 5 4
(28.2, Inf] 9 10 3 4 10 3 5
total 104.00 87.00 70.00 74.00 120.00 100.00 93.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 8 4 8 7 10 4 7
(26,26.5] 8 7 7 7 7 6 8
(26.5,26.75] 8 7 7 7 6 6 8
(26.75,27] 7 10 6 7 5 4 8
(27,27.25] 7 10 7 7 4 5 8
(27.25,27.5] 6 10 6 6 5 8 7
(27.5,27.75] 5 6 5 7 10 10 5
(27.75,27.85] 9 8 8 3 7 4 8
(27.85,27.95] 8 6 5 5 10 5 9
(27.95,28.05] 9 10 4 5 5 4 9
(28.05,28.1] 4 5 3 5 10 10 8
(28.1,28.2] 4 5 7 5 10 10 6
(28.2,28.3] 6 9 7 6 6 10 5
(28.3, Inf] 4 4 5 9 10 10 5
total 93.00 101.00 85.00 86.00 105.00 96.00 101.00
Indo-Pacific - 2000-2012 --> 2010-2019
(-Inf,26] 9 5 7 6 10 4 7
(26,26.5] 7 6 7 7 7 7 9
(26.5,26.75] 8 5 8 6 4 9 8
(26.75,27] 6 10 6 8 5 5 8
(27,27.25] 7 10 7 7 4 5 8
(27.25,27.5] 6 10 6 6 5 8 7
(27.5,27.75] 5 5 6 6 10 10 6
(27.75,27.85] 8 6 6 4 9 5 10
(27.85,27.95] 7 7 5 5 10 6 9
(27.95,28.05] 8 10 4 4 8 5 8
(28.05,28.1] 4 3 3 4 10 10 10
(28.1,28.2] 4 5 8 4 10 10 6
(28.2,28.3] 6 7 8 5 8 10 5
(28.3, Inf] 4 4 5 9 10 10 5
total 89.00 93.00 86.00 81.00 110.00 104.00 106.00

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
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
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