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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 + nitrate + silicate 113 3.1609171 594.77497 49.942640 11.7225134 1982-1999 –> 2000-2009 4.4506565 1.2897394 843.0480 223.77118 2 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 113 3.3824906 610.08649 56.907526 8.8982397 1982-1999 –> 2000-2009 4.5381227 1.1556320 842.9885 64.90711 4 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 113 3.4206839 612.62406 25.123889 9.5407431 1982-1999 –> 2000-2009 4.5880136 1.1673297 846.9361 40.71897 6 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 113 3.5380827 620.25031 51.318435 7.8884219 1982-1999 –> 2000-2009 4.6877910 1.1497083 852.4329 64.61736 8 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 113 3.5003692 617.82838 18.581370 6.9749180 1982-1999 –> 2000-2009 4.7332342 1.2328650 859.7875 53.69246 7 19
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 113 3.9371296 644.40225 96.024917 9.1778474 1982-1999 –> 2000-2009 5.0929652 1.1558356 877.3289 109.31521 12 17
Atlantic (-Inf,26] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 113 3.3486925 607.81692 182.593091 10.0769632 1982-1999 –> 2000-2009 5.1767607 1.8280682 904.9247 242.07418 3 32
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 113 4.0707349 649.94423 40.055993 8.8907512 1982-1999 –> 2000-2009 5.5737142 1.5029793 917.6385 47.80312 17 39
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 113 4.4272719 670.91920 208.534177 11.0447743 1982-1999 –> 2000-2009 5.6979405 1.2706686 917.1066 285.87918 18 33
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 113 4.4496016 670.05620 21.969480 10.2569624 1982-1999 –> 2000-2009 5.8003697 1.3507681 922.8019 30.68348 21 38
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 68 0.3134315 49.19191 111.811597 1.1476548 2000-2009 –> 2010-2019 3.4743486 3.1609171 643.9669 161.75424 2 4
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 68 0.4574051 100.59837 83.748508 1.3781319 2000-2009 –> 2010-2019 3.6158038 3.1583987 695.1932 132.57543 21 22
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 68 0.3068386 46.30070 28.232639 1.1486088 2000-2009 –> 2010-2019 3.6893292 3.3824906 656.3872 85.14017 1 5
Atlantic (-Inf,26] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 68 0.4072383 84.79911 33.743963 1.3543153 2000-2009 –> 2010-2019 3.7559308 3.3486925 692.6160 216.33705 10 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 68 0.3692061 71.46521 29.357603 0.9859569 2000-2009 –> 2010-2019 3.7898901 3.4206839 684.0893 54.48149 7 13
Atlantic (-Inf,26] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 68 0.4684300 101.83751 23.390430 1.3397976 2000-2009 –> 2010-2019 3.8563818 3.3879518 710.2886 52.25342 22 27
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 68 0.3758016 73.87325 86.133480 1.0217548 2000-2009 –> 2010-2019 3.8761707 3.5003692 691.7016 104.71485 9 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 68 0.3670538 70.67008 28.111861 0.9723696 2000-2009 –> 2010-2019 3.9051365 3.5380827 690.9204 79.43030 5 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 68 0.3691301 71.43720 28.123905 0.9842114 2000-2009 –> 2010-2019 4.3062597 3.9371296 715.8394 124.14882 6 18
Atlantic (-Inf,26] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 68 0.9271145 194.68341 22.005586 2.7127453 2000-2009 –> 2010-2019 4.4715912 3.5444766 813.3418 38.20394 54 63
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 244 3.6035634 1332.02052 172.367001 8.2223091 1982-1999 –> 2000-2009 6.4999396 2.8963762 3545.4260 468.30180 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 244 3.7443530 1350.72344 23.714962 8.2671598 1982-1999 –> 2000-2009 6.7280918 2.9837388 3590.4579 100.64661 2 5
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 244 3.9300262 1374.34129 21.397217 8.4358153 1982-1999 –> 2000-2009 6.9129082 2.9828820 3613.8213 42.13624 3 5
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 244 3.9728191 1379.62626 26.853477 8.5461783 1982-1999 –> 2000-2009 6.9625473 2.9897282 3621.1375 37.95277 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 244 4.0151253 1384.79545 156.733871 8.5248610 1982-1999 –> 2000-2009 7.0529493 3.0378241 3640.4464 453.11288 5 11
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 244 4.1046069 1395.55167 23.133145 8.8119612 1982-1999 –> 2000-2009 7.1203861 3.0157792 3644.7496 36.46848 6 11
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 244 4.1377868 1397.48060 17.463342 9.9374526 1982-1999 –> 2000-2009 7.3034578 3.1656710 3687.6556 27.95086 7 17
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 244 4.4983850 1440.25661 22.339980 10.4424741 1982-1999 –> 2000-2009 7.6156107 3.1172257 3718.7680 38.10318 21 28
Atlantic (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 244 4.1904590 1405.65342 64.296189 10.8157113 1982-1999 –> 2000-2009 7.7625899 3.5721309 3804.8548 317.43797 15 28
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 244 4.1692543 1403.17776 45.905362 11.5919847 1982-1999 –> 2000-2009 7.7771171 3.6078628 3811.1977 297.87514 11 26
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 461 3.6386830 2448.08317 282.311470 15.0809873 2000-2009 –> 2010-2019 7.2422464 3.6035634 3780.1037 454.67847 2 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 461 3.5672910 2430.28904 60.697911 15.1326410 2000-2009 –> 2010-2019 7.3116440 3.7443530 3781.0125 84.41287 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 461 3.6574472 2452.70214 13.244729 14.6671775 2000-2009 –> 2010-2019 7.5874734 3.9300262 3827.0434 34.64195 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 461 3.6585928 2452.98338 13.773170 14.6700967 2000-2009 –> 2010-2019 7.6314119 3.9728191 3832.6096 40.62665 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 461 3.6638230 2454.26620 13.499348 14.6114949 2000-2009 –> 2010-2019 7.7684298 4.1046069 3849.8179 36.63249 5 11
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 461 3.7143110 2464.55629 12.790789 16.3313186 2000-2009 –> 2010-2019 7.8520978 4.1377868 3862.0369 30.25413 6 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 461 3.8527429 2499.41604 281.399023 13.7507247 2000-2009 –> 2010-2019 7.8678682 4.0151253 3884.2115 438.13289 7 12
Atlantic (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 461 4.1700465 2570.48542 174.729118 13.6512102 2000-2009 –> 2010-2019 8.3605055 4.1904590 3976.1388 239.02531 18 33
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 461 3.8636196 2501.94761 13.079083 13.3872748 2000-2009 –> 2010-2019 8.3620046 4.4983850 3942.2042 35.41906 8 29
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 461 4.2257418 2582.39974 178.561907 13.5810291 2000-2009 –> 2010-2019 8.3937735 4.1680318 3985.4344 236.05486 19 29
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 383 3.0710806 1960.38149 13.388619 10.4563625 1982-1999 –> 2000-2009 5.6251493 2.5540687 4736.3474 102.69099 3 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 383 3.0903821 1965.18068 36.860457 11.4365695 1982-1999 –> 2000-2009 5.6321038 2.5417217 4735.4671 98.96860 4 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 383 3.1120067 1970.52202 36.822355 11.2693185 1982-1999 –> 2000-2009 5.6423309 2.5303242 4735.5412 98.61742 5 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 383 3.2266984 1998.24486 36.689190 10.7394790 1982-1999 –> 2000-2009 5.7233717 2.4966733 4747.5729 98.01377 8 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 383 2.9740250 1935.78276 10.361139 10.0483864 1982-1999 –> 2000-2009 5.7771967 2.8031717 4820.8195 102.31208 1 15
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 383 3.2474862 2001.16394 11.112190 10.9606401 1982-1999 –> 2000-2009 5.8195039 2.5720177 4783.3374 35.01300 10 19
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 383 3.2442874 2002.40904 9.960794 10.4334124 1982-1999 –> 2000-2009 5.8372402 2.5929529 4796.0835 92.12383 9 19
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 383 3.2967639 2014.69998 9.660428 10.2520387 1982-1999 –> 2000-2009 5.8652230 2.5684591 4797.2507 89.73663 12 20
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 383 2.9885300 1939.50964 10.275524 10.1009160 1982-1999 –> 2000-2009 5.9242551 2.9357251 4878.6962 98.08747 2 23
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 383 3.4059659 2039.66180 12.254933 12.0377730 1982-1999 –> 2000-2009 5.9356014 2.5296355 4804.3619 93.79434 16 19
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 476 3.8732365 2559.64062 135.195558 9.4087940 2000-2009 –> 2010-2019 6.9443171 3.0710806 4520.0221 148.58418 5 8
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 476 3.9729214 2582.96812 163.852508 9.4010771 2000-2009 –> 2010-2019 6.9469463 2.9740250 4518.7509 174.21365 14 15
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 476 4.0791122 2607.18283 123.176637 9.8852673 2000-2009 –> 2010-2019 7.0676422 2.9885300 4546.6925 133.45216 23 25
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 476 3.8421586 2552.24510 118.859065 9.9021730 2000-2009 –> 2010-2019 7.0864460 3.2442874 4554.6541 128.81986 4 13
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 476 3.8094908 2544.40648 116.687826 9.9177780 2000-2009 –> 2010-2019 7.1062547 3.2967639 4559.1065 126.34825 3 15
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 476 4.0478706 2600.12488 38.458818 11.4411126 2000-2009 –> 2010-2019 7.1382527 3.0903821 4565.3056 75.31928 19 23
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 476 4.0407472 2598.50796 38.350100 11.4311139 2000-2009 –> 2010-2019 7.1527538 3.1120067 4569.0300 75.17246 18 23
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 476 3.7945160 2540.79079 117.936402 9.8763885 2000-2009 –> 2010-2019 7.2004819 3.4059659 4580.4526 130.19134 2 18
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 476 4.0843615 2606.36341 7.451162 11.0278886 2000-2009 –> 2010-2019 7.2178893 3.1335278 4580.1645 10.32225 24 30
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 476 3.9657546 2581.31065 69.144385 11.5897003 2000-2009 –> 2010-2019 7.2285472 3.2627926 4588.0765 109.60024 13 24
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 611 2.3075887 2769.78310 36.376072 9.3150163 1982-1999 –> 2000-2009 3.8561094 1.5485207 7168.2188 73.70393 1 4
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 611 2.5279496 2881.23613 302.547370 10.1713198 1982-1999 –> 2000-2009 3.9674313 1.4394817 7107.2056 806.54639 9 10
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 611 2.3958860 2815.66916 36.257708 9.3432720 1982-1999 –> 2000-2009 3.9845877 1.5887017 7274.6123 73.59942 3 8
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 611 2.4830661 2859.34473 98.619426 8.8521725 1982-1999 –> 2000-2009 4.0081049 1.5250388 7221.6884 274.60046 6 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 611 2.4249971 2830.42755 36.294133 9.2905861 1982-1999 –> 2000-2009 4.0283838 1.6033867 7311.1033 73.62535 5 12
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 611 2.4982974 2866.81766 93.161061 8.3512438 1982-1999 –> 2000-2009 4.0596782 1.5613808 7284.7882 267.00975 7 11
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 611 2.5215259 2878.12697 101.798550 8.0856557 1982-1999 –> 2000-2009 4.1165705 1.5950447 7346.4817 278.78451 8 14
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 611 2.3850762 2810.14325 111.300454 7.7307406 1982-1999 –> 2000-2009 4.1585512 1.7734750 7528.9624 337.31436 2 12
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 611 2.4021036 2816.83631 26.522045 7.9621948 1982-1999 –> 2000-2009 4.1755802 1.7734766 7533.6577 57.93416 4 15
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 611 2.5845612 2906.30001 112.565596 12.4423555 1982-1999 –> 2000-2009 4.2156991 1.6311379 7425.5071 304.50664 10 18
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 897 2.2219779 3810.07967 428.684255 8.5790607 2000-2009 –> 2010-2019 4.7499275 2.5279496 6691.3158 731.23163 1 10
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 897 2.2825682 3856.13841 136.397526 8.3101701 2000-2009 –> 2010-2019 4.7656343 2.4830661 6715.4831 235.01695 2 8
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 897 2.2976173 3867.38871 134.679025 8.2675897 2000-2009 –> 2010-2019 4.7959147 2.4982974 6734.2064 227.84009 3 10
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 897 2.4339337 3966.06173 163.638046 10.5826716 2000-2009 –> 2010-2019 4.8190099 2.3850762 6776.2050 274.93850 5 7
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 897 2.3382978 3897.43537 138.121290 8.0880585 2000-2009 –> 2010-2019 4.8598237 2.5215259 6775.5623 239.91984 4 12
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 897 2.6041285 4081.77465 29.454480 11.8115421 2000-2009 –> 2010-2019 4.9117172 2.3075887 6851.5578 65.83055 6 7
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 897 2.6232548 4092.30265 29.296883 11.6612817 2000-2009 –> 2010-2019 5.0253584 2.4021036 6909.1390 55.81893 8 12
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 897 2.6306859 4099.14557 25.447348 11.9046602 2000-2009 –> 2010-2019 5.0265719 2.3958860 6914.8147 61.70506 9 12
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 897 2.6391855 4104.66798 25.452138 11.9232424 2000-2009 –> 2010-2019 5.0641826 2.4249971 6935.0955 61.74627 10 15
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 897 2.6051882 4082.47120 186.804519 11.0036732 2000-2009 –> 2010-2019 5.3497036 2.7445153 7064.1508 292.59824 7 22
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 899 2.2954177 4059.23632 38.130296 10.7810200 1982-1999 –> 2000-2009 3.8440609 1.5486432 9200.3859 106.84476 3 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 899 2.2644639 4034.82528 28.988354 10.3445018 1982-1999 –> 2000-2009 3.8490201 1.5845562 9239.2942 46.79662 2 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 899 2.2600963 4031.35399 28.914367 10.2337151 1982-1999 –> 2000-2009 3.8546356 1.5945393 9253.1697 46.79734 1 8
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 899 2.6090166 4289.48558 118.244866 9.0796279 1982-1999 –> 2000-2009 4.0233755 1.4143590 9180.1140 399.33848 10 12
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 899 2.5952293 4279.95889 105.708237 8.9698740 1982-1999 –> 2000-2009 4.0301135 1.4348842 9210.3815 381.93921 8 11
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 899 2.5559105 4252.50998 121.382439 8.5324233 1982-1999 –> 2000-2009 4.0530132 1.4971027 9300.1728 404.52979 7 11
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 899 2.7486441 4383.22317 478.649141 10.1210644 1982-1999 –> 2000-2009 4.0657715 1.3171274 9077.1330 1213.00930 14 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 899 2.3404802 4094.19177 28.540771 10.8537383 1982-1999 –> 2000-2009 4.1128495 1.7723693 9608.0402 47.39661 4 14
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 899 2.6065099 4287.75727 39.627041 8.9798220 1982-1999 –> 2000-2009 4.2384528 1.6319429 9573.6137 134.00236 9 17
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 899 2.3846054 4127.77400 174.596390 11.1827571 1982-1999 –> 2000-2009 4.2406064 1.8560010 9768.9698 579.50692 5 16
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1210 2.0831382 5025.75112 306.629209 10.8850185 2000-2009 –> 2010-2019 4.4677436 2.3846054 9153.5251 481.22560 7 12
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1210 2.2749374 5230.79438 17.643690 10.1545904 2000-2009 –> 2010-2019 4.5350336 2.2600963 9262.1484 46.55806 12 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1210 2.2735160 5229.33941 17.695298 10.1316297 2000-2009 –> 2010-2019 4.5379799 2.2644639 9264.1647 46.68365 11 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1210 1.9490840 4870.90182 80.749609 16.4798327 2000-2009 –> 2010-2019 4.5555939 2.6065099 9158.6591 120.37665 1 10
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1210 2.2681716 5223.86051 58.570545 9.9791000 2000-2009 –> 2010-2019 4.5635893 2.2954177 9283.0968 96.70084 9 12
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1210 2.0576001 4997.03473 216.026349 16.3335984 2000-2009 –> 2010-2019 4.6135106 2.5559105 9249.5447 337.40879 5 12
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1210 2.0330737 4969.11853 204.398217 18.0505094 2000-2009 –> 2010-2019 4.6283030 2.5952293 9249.0774 310.10645 3 11
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1210 2.0347616 4971.05041 211.543171 17.8671941 2000-2009 –> 2010-2019 4.6437782 2.6090166 9260.5360 329.78804 4 14
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1210 2.2719648 5225.75049 54.578275 9.8629533 2000-2009 –> 2010-2019 4.6597697 2.3878049 9353.9353 92.07431 10 16
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1210 2.3798424 5335.74463 16.886939 10.9284132 2000-2009 –> 2010-2019 4.7203225 2.3404802 9429.9364 45.42771 14 18
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1813 3.4177252 9615.33513 127.981242 14.5681236 1982-1999 –> 2000-2009 5.1668498 1.7491246 17122.2036 637.65966 3 4
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1813 3.4165454 9614.08318 92.748952 14.6079283 1982-1999 –> 2000-2009 5.1739510 1.7574056 17138.8432 508.20880 2 4
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1813 3.3851268 9580.58426 26.007411 15.1750232 1982-1999 –> 2000-2009 5.2087817 1.8236549 17245.5154 81.67570 1 5
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1813 3.4565811 9656.32633 126.782529 14.4682218 1982-1999 –> 2000-2009 5.2297850 1.7732039 17214.9866 712.87651 5 8
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1813 3.4226353 9618.54070 25.655415 14.2121452 1982-1999 –> 2000-2009 5.2909108 1.8682755 17373.0398 80.42582 4 9
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1813 3.7556130 9957.18114 118.202012 17.7832858 1982-1999 –> 2000-2009 5.9722467 2.2166337 18361.3293 537.26820 10 16
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1813 3.6947403 9897.92771 123.225338 17.3844321 1982-1999 –> 2000-2009 5.9931131 2.2983729 18439.2458 685.93455 6 13
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1813 3.7061149 9909.07360 116.828771 17.3650819 1982-1999 –> 2000-2009 6.0113491 2.3052342 18461.6832 601.22113 7 15
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1813 3.7703184 9969.35134 95.454007 16.1479407 1982-1999 –> 2000-2009 6.1322608 2.3619424 18612.0172 564.42798 11 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1813 3.7456954 9947.59317 139.151713 17.2277705 1982-1999 –> 2000-2009 6.1406420 2.3949466 18644.8235 794.62882 8 23
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2023 3.3852901 10235.07694 37.543334 10.2147583 2000-2009 –> 2010-2019 6.7704170 3.3851268 19815.6612 63.55074 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2023 3.4165450 10270.67969 392.803124 10.1170131 2000-2009 –> 2010-2019 6.8731261 3.4565811 19927.0060 519.58565 5 11
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2023 3.5975833 10470.70407 355.182014 11.5572656 2000-2009 –> 2010-2019 7.0153085 3.4177252 20086.0392 483.16326 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 2000-2009 –> 2010-2019 7.1108726 3.4165454 20187.5883 340.24901 10 12
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2023 3.4051754 10257.76634 330.032242 9.5039904 2000-2009 –> 2010-2019 7.1607884 3.7556130 20214.9475 448.23425 2 14
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2023 3.4079856 10260.96217 553.834812 9.8292551 2000-2009 –> 2010-2019 7.1629470 3.7549613 20217.5141 717.42537 3 14
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 2023 3.4088425 10259.93608 37.543255 9.9607309 2000-2009 –> 2010-2019 7.1897334 3.7808909 20239.4410 62.75933 4 19
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2023 3.7804192 10660.74833 37.514904 9.4405523 2000-2009 –> 2010-2019 7.2030545 3.4226353 20279.2890 63.17032 17 21
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2023 3.8699890 10753.46478 936.931534 12.9435294 2000-2009 –> 2010-2019 7.3039234 3.4339344 20385.9563 1325.76564 25 30
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2023 3.6735133 10551.61719 541.909746 14.6263064 2000-2009 –> 2010-2019 7.4192087 3.7456954 20499.2104 681.06146 9 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3522 2.9529264 17636.22281 283.377381 17.0772099 1982-1999 –> 2000-2009 4.9418561 1.9889297 33331.2708 1009.16583 1 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3522 3.0510004 17866.37035 26.369502 13.8293820 1982-1999 –> 2000-2009 4.9447835 1.8937831 33196.5121 41.46098 2 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3522 3.0782440 17928.99000 27.039451 13.8332829 1982-1999 –> 2000-2009 4.9715807 1.8933367 33257.3767 42.14691 4 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3522 3.1093490 17999.81096 29.891872 13.7446393 1982-1999 –> 2000-2009 5.0021902 1.8928412 33326.2494 45.15365 6 7
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3522 3.0670095 17901.23491 25.876033 13.0295600 1982-1999 –> 2000-2009 5.0873773 2.0203678 33711.0265 40.58047 3 10
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3522 3.0997792 17976.09771 26.378885 12.8348765 1982-1999 –> 2000-2009 5.1209301 2.0211509 33788.7742 41.19415 5 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3522 3.2654797 18342.91967 22.212325 18.3478207 1982-1999 –> 2000-2009 5.1621227 1.8966430 33682.2945 37.26289 10 14
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3522 3.1576064 18106.29486 28.831038 12.6278667 1982-1999 –> 2000-2009 5.1834122 2.0258057 33936.0955 44.09269 7 17
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3522 3.1879205 18175.59695 378.391800 14.5328447 1982-1999 –> 2000-2009 5.2103689 2.0224484 33995.0506 1368.44338 8 17
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3522 3.2744184 18364.17515 26.639448 13.2295427 1982-1999 –> 2000-2009 5.2585115 1.9840931 34041.0989 55.64839 11 16
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4278 2.2336503 18408.03627 745.145563 15.7624991 2000-2009 –> 2010-2019 5.2699743 3.0363241 36240.4410 1153.36798 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 2000-2009 –> 2010-2019 5.2753912 2.9529264 36366.9559 789.95059 7 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4278 2.2098213 18319.27225 957.437913 16.0504530 2000-2009 –> 2010-2019 5.3848706 3.1750493 36466.3716 1537.44519 3 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4278 2.1988697 18278.15545 678.923629 15.4322292 2000-2009 –> 2010-2019 5.3891321 3.1902624 36458.9251 1157.57445 1 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4278 2.2045113 18299.36154 723.962042 16.3225299 2000-2009 –> 2010-2019 5.3924317 3.1879205 36474.9585 1102.35384 2 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4278 2.2437718 18443.45337 590.130705 15.3491729 2000-2009 –> 2010-2019 5.4341362 3.1903644 36622.4484 918.20693 5 17
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4278 2.3049105 18667.94148 689.173204 17.4231525 2000-2009 –> 2010-2019 5.5990785 3.2941681 37074.4748 1201.74139 6 21
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4278 2.5790137 19597.87604 24.448699 13.1029272 2000-2009 –> 2010-2019 5.6300141 3.0510004 37464.2464 50.81820 9 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 4278 2.3494377 18824.29623 572.651602 17.4061038 2000-2009 –> 2010-2019 5.6456073 3.2961696 37233.1081 902.59076 8 25
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4278 2.5846423 19615.91847 24.702883 13.1857873 2000-2009 –> 2010-2019 5.6628864 3.0782440 37544.9085 51.74233 10 15
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1248 1.2004378 4011.65573 22.410940 11.5284139 1982-1999 –> 2000-2009 2.0646813 0.8642435 7037.6631 62.35844 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1248 1.2503515 4113.33865 26.543470 10.5550609 1982-1999 –> 2000-2009 2.1734851 0.9231336 7295.3115 72.61021 3 5
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1248 1.2090376 4027.47298 21.626603 11.4309753 1982-1999 –> 2000-2009 2.2214417 1.0124041 7425.8490 58.52432 2 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1248 1.2809287 4173.64373 24.132086 10.6067407 1982-1999 –> 2000-2009 2.2369911 0.9560624 7438.5429 56.67713 6 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1248 1.2797039 4171.25581 41.679844 10.5825302 1982-1999 –> 2000-2009 2.2373193 0.9576155 7439.9953 89.07836 5 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1248 1.2762328 4164.47642 33.904986 10.5676595 1982-1999 –> 2000-2009 2.2388691 0.9626363 7445.5886 80.94106 4 9
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1248 1.2912311 4191.63854 22.390947 11.0036690 1982-1999 –> 2000-2009 2.3034784 1.0122472 7589.6480 52.01624 7 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 1248 1.3271733 4260.16669 22.105265 9.4676188 1982-1999 –> 2000-2009 2.3942476 1.0670743 7782.9773 51.31754 9 17
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1248 1.2987113 4206.05634 25.213482 10.3621027 1982-1999 –> 2000-2009 2.4340027 1.1352914 7875.4851 67.09263 8 20
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1248 1.3704787 4340.31010 32.599675 9.3802846 1982-1999 –> 2000-2009 2.4992380 1.1287593 7996.0864 66.15331 10 21
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1529 1.3934392 5196.11183 31.161356 9.5315464 2000-2009 –> 2010-2019 2.5938770 1.2004378 9207.7676 53.57230 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1529 1.3737924 5154.08032 31.953096 9.7131036 2000-2009 –> 2010-2019 2.6241439 1.2503515 9267.4190 58.49657 1 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1529 1.4336987 5280.42065 580.394667 7.7427863 2000-2009 –> 2010-2019 2.6286192 1.1949205 9280.5780 1318.35216 5 6
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1529 1.4337657 5278.55895 18.346557 7.9737179 2000-2009 –> 2010-2019 2.6428033 1.2090376 9306.0319 39.97316 6 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1529 1.4258284 5264.12678 35.804158 9.6950928 2000-2009 –> 2010-2019 2.7067571 1.2809287 9437.7705 59.93624 3 10
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1529 1.4281352 5268.91197 38.175383 9.6772670 2000-2009 –> 2010-2019 2.7078391 1.2797039 9440.1678 79.85523 4 10
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1529 1.4377497 5288.77239 38.639845 9.6667358 2000-2009 –> 2010-2019 2.7139825 1.2762328 9453.2488 72.54483 7 12
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1529 1.4511902 5314.31494 34.008886 9.3236314 2000-2009 –> 2010-2019 2.7424214 1.2912311 9505.9535 56.39983 8 16
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1529 1.4701084 5352.65311 20.933519 9.4337018 2000-2009 –> 2010-2019 2.7688198 1.2987113 9558.7094 46.14700 9 18
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 1529 2.0295100 6307.12945 30.952541 10.2216629 2000-2009 –> 2010-2019 3.3566833 1.3271733 10567.2961 53.05781 14 24
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1348 2.5758104 6390.31696 53.182941 21.9174203 1982-1999 –> 2000-2009 3.6328130 1.0570027 10694.7504 123.45321 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1348 2.5970349 6412.44085 136.614095 22.0418665 1982-1999 –> 2000-2009 3.6758988 1.0788639 10776.4458 223.74343 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1348 2.5994767 6414.97441 38.408684 22.0668446 1982-1999 –> 2000-2009 3.6766357 1.0771590 10774.3773 74.48503 5 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1348 2.6072456 6423.01980 138.393647 22.1570335 1982-1999 –> 2000-2009 3.6870124 1.0797668 10789.4592 225.50410 7 11
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1348 2.6145768 6428.58995 32.222541 22.2055970 1982-1999 –> 2000-2009 3.7419734 1.1273966 10918.6422 63.52793 10 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1348 2.7125585 6529.77585 44.454484 22.8240588 1982-1999 –> 2000-2009 3.8009782 1.0884197 10919.4421 105.41899 13 18
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1348 2.5790058 6391.65937 23.793609 22.0205688 1982-1999 –> 2000-2009 3.8582534 1.2792476 11249.4223 44.92651 2 11
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 1348 2.6078421 6421.63661 47.281585 21.5514357 1982-1999 –> 2000-2009 3.8664651 1.2586230 11232.1008 109.86496 9 17
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1348 2.6072583 6421.03296 137.698836 22.1516498 1982-1999 –> 2000-2009 3.9204058 1.3131475 11354.9065 197.59085 8 18
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1348 2.6001900 6413.71410 25.237497 22.1143353 1982-1999 –> 2000-2009 3.9247721 1.3245822 11372.8177 48.86424 6 17
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1491 0.9880847 4032.25407 43.946114 6.7624161 2000-2009 –> 2010-2019 3.5638951 2.5758104 10422.5710 97.12905 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1491 1.0313502 4154.64976 30.205224 6.9045170 2000-2009 –> 2010-2019 3.6308268 2.5994767 10569.6242 68.61391 3 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1491 1.0255012 4138.40664 90.819879 6.7666651 2000-2009 –> 2010-2019 3.6327467 2.6072456 10561.4264 229.21353 2 9
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1491 1.0368981 4169.97179 92.207684 6.9343789 2000-2009 –> 2010-2019 3.6339330 2.5970349 10582.4126 228.82178 4 7
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1491 1.1482478 4459.29363 29.352055 7.5280440 2000-2009 –> 2010-2019 3.7628246 2.6145768 10887.8836 61.57460 6 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1491 1.1306650 4417.22236 36.682352 7.9698709 2000-2009 –> 2010-2019 3.8432235 2.7125585 10946.9982 81.13684 5 18
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 1491 1.3201817 4857.79783 38.525549 6.4240295 2000-2009 –> 2010-2019 3.9280239 2.6078421 11279.4344 85.80713 7 16
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1491 1.4155821 5057.06506 22.870806 6.2891704 2000-2009 –> 2010-2019 3.9945879 2.5790058 11448.7244 46.66441 9 11
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate 1491 1.3694703 4962.48352 32.565037 7.4789730 2000-2009 –> 2010-2019 4.0864609 2.7169905 11494.6608 73.31675 8 22
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1491 1.5131416 5247.40941 91.233503 6.4677350 2000-2009 –> 2010-2019 4.1113257 2.5981841 11659.0430 227.09400 11 15
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1476 3.8720918 8199.10905 95.161397 18.5602474 1982-1999 –> 2000-2009 7.0633687 3.1912768 16967.4556 162.90393 4 5
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1476 3.8591228 8189.20512 130.277958 18.3912084 1982-1999 –> 2000-2009 7.1851124 3.3259897 17097.8806 222.30174 2 5
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1476 3.8575812 8188.02570 43.665552 18.3644680 1982-1999 –> 2000-2009 7.1856161 3.3280349 17098.7876 71.59342 1 5
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1476 3.8695330 8197.15760 44.112562 18.5339603 1982-1999 –> 2000-2009 7.2043518 3.3348189 17114.8309 72.26983 3 8
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1476 3.8744226 8198.88542 19.570030 18.5158411 1982-1999 –> 2000-2009 7.3173811 3.4429586 17222.8707 34.99722 5 12
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1476 4.1024601 8367.71081 79.455599 17.7000862 1982-1999 –> 2000-2009 7.3965217 3.2940616 17241.6480 135.89268 12 14
Atlantic (27.95,28.05] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1476 4.1423387 8396.26763 651.709655 18.7874283 1982-1999 –> 2000-2009 7.5832049 3.4408662 17418.1897 1257.35034 15 21
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 1476 4.1546367 8405.01870 43.711422 18.6849915 1982-1999 –> 2000-2009 7.6108089 3.4561722 17442.0049 71.83406 16 24
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1476 4.1613829 8409.80818 43.195621 18.6637667 1982-1999 –> 2000-2009 7.6259088 3.4645260 17454.9879 71.06846 17 26
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1476 4.1620340 8410.27008 111.717869 18.6713407 1982-1999 –> 2000-2009 7.6308341 3.4688001 17459.6343 188.58963 18 28
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1864 3.5149357 9642.10321 35.909096 21.2137301 2000-2009 –> 2010-2019 7.3725169 3.8575812 17830.1289 79.57465 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 2000-2009 –> 2010-2019 7.3752978 3.8591228 17832.5768 206.04889 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1864 3.5209093 9648.21285 36.299346 21.2838539 2000-2009 –> 2010-2019 7.3904423 3.8695330 17845.3705 80.41191 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 2000-2009 –> 2010-2019 7.4319060 3.8720918 17886.8605 154.40644 4 8
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1864 3.5854057 9711.52500 21.648143 20.4833801 2000-2009 –> 2010-2019 7.4598283 3.8744226 17910.4104 41.21817 5 10
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate 1864 3.6574940 9783.14889 30.588281 21.9048242 2000-2009 –> 2010-2019 7.7017534 4.0442594 18108.6804 62.93790 6 15
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1864 3.7673951 9889.66974 28.520315 22.2171224 2000-2009 –> 2010-2019 7.7065849 3.9391898 18137.4947 50.64034 8 16
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1864 3.7743867 9896.34085 51.491027 22.2102550 2000-2009 –> 2010-2019 7.7112866 3.9368999 18142.4493 130.72179 9 16
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1864 3.7816029 9903.21325 31.910753 22.1798438 2000-2009 –> 2010-2019 7.7175850 3.9359821 18148.6334 57.31404 10 16
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + aou + phosphate 1864 3.8003661 9919.02130 6.435337 22.4703630 2000-2009 –> 2010-2019 7.8474864 4.0471203 18244.6404 12.86945 12 22
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 804 0.9783913 2260.52549 56.670251 4.2989817 1982-1999 –> 2000-2009 1.6850279 0.7066366 4285.0342 98.78896 3 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 804 0.9762670 2257.03038 122.713702 4.5932543 1982-1999 –> 2000-2009 1.6933264 0.7170593 4309.0077 251.68304 1 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 804 0.9805742 2264.10917 152.462820 4.2387695 1982-1999 –> 2000-2009 1.6936401 0.7130659 4305.6095 297.80464 5 7
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 804 0.9836274 2269.10817 57.011662 4.1539819 1982-1999 –> 2000-2009 1.7000414 0.7164139 4319.3961 99.03992 7 10
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 804 0.9787062 2259.04292 49.461652 4.4796925 1982-1999 –> 2000-2009 1.7022921 0.7235859 4326.0180 84.06080 4 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 804 0.9766364 2257.63871 53.393118 4.9838083 1982-1999 –> 2000-2009 1.7065158 0.7298794 4342.8601 94.71166 2 8
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 804 0.9811283 2263.01741 90.774888 4.4814952 1982-1999 –> 2000-2009 1.7156486 0.7345204 4358.1297 182.52993 6 13
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 804 0.9848088 2269.03827 54.048242 4.4717707 1982-1999 –> 2000-2009 1.7269596 0.7421508 4383.5384 92.75315 8 16
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate 804 0.9949703 2285.54497 52.361087 4.5138195 1982-1999 –> 2000-2009 1.7978969 0.8029266 4547.7067 92.14611 10 19
Atlantic (28.05,28.1] 3 cstar_tref ~ sal + aou + phosphate 804 0.9953116 2284.09646 21.334052 4.3253190 1982-1999 –> 2000-2009 1.8011007 0.8057891 4550.9344 41.40786 11 21
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1027 1.0268554 2907.77015 60.460634 3.5865115 2000-2009 –> 2010-2019 2.0052467 0.9783913 5168.2956 117.13088 1 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1027 1.0313237 2916.46290 134.382118 3.5977680 2000-2009 –> 2010-2019 2.0118980 0.9805742 5180.5721 286.84494 2 7
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1027 1.0390042 2931.31703 115.967803 3.7155325 2000-2009 –> 2010-2019 2.0152712 0.9762670 5188.3474 238.68151 4 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1027 1.0368794 2927.21854 60.450541 3.6142411 2000-2009 –> 2010-2019 2.0205068 0.9836274 5196.3267 117.46220 3 10
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1027 1.0427209 2936.46570 54.626580 3.6333430 2000-2009 –> 2010-2019 2.0214271 0.9787062 5195.5086 104.08823 5 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1027 1.0466365 2945.96939 60.432899 3.8076565 2000-2009 –> 2010-2019 2.0232729 0.9766364 5203.6081 113.82602 6 8
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1027 1.0485448 2947.61632 75.813583 3.6434279 2000-2009 –> 2010-2019 2.0296730 0.9811283 5210.6337 166.58847 7 13
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1027 1.0581450 2965.86267 57.780887 3.6681654 2000-2009 –> 2010-2019 2.0429538 0.9848088 5234.9009 111.82913 9 17
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate 1027 1.0550959 2960.08547 54.433942 3.8634417 2000-2009 –> 2010-2019 2.0500661 0.9949703 5245.6304 106.79503 8 18
Atlantic (28.05,28.1] 3 cstar_tref ~ sal + aou + phosphate 1027 1.0634161 2973.81090 22.751203 3.8656221 2000-2009 –> 2010-2019 2.0587277 0.9953116 5257.9074 44.08525 10 21
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1276 0.8408591 3192.79005 43.485027 3.6518822 1982-1999 –> 2000-2009 1.4848722 0.6440131 5556.1556 77.74839 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1276 0.8445888 3204.08447 117.279167 3.4091930 1982-1999 –> 2000-2009 1.4893709 0.6447821 5570.3141 210.30010 2 4
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1276 0.8467369 3208.56688 102.816951 3.2304133 1982-1999 –> 2000-2009 1.4976561 0.6509193 5595.5322 184.51831 3 6
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1276 0.8532802 3230.21216 50.266840 3.8407352 1982-1999 –> 2000-2009 1.5044561 0.6511759 5620.1235 85.81335 4 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1276 0.8578996 3243.99060 153.767375 3.7717545 1982-1999 –> 2000-2009 1.5135359 0.6556363 5650.2854 273.02236 5 10
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1276 0.8621763 3256.68087 36.526819 3.6523723 1982-1999 –> 2000-2009 1.5213477 0.6591715 5675.8816 70.34242 6 12
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + silicate 1276 0.8674554 3270.25923 41.755686 3.9326645 1982-1999 –> 2000-2009 1.5449716 0.6775162 5753.3392 71.56114 8 15
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 1276 0.8646791 3262.07853 39.225038 4.0276244 1982-1999 –> 2000-2009 1.5555846 0.6909055 5792.1256 72.98752 7 15
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1276 0.8737550 3288.72523 626.158924 4.2801249 1982-1999 –> 2000-2009 1.5747535 0.7009985 5853.5789 1152.25083 9 18
Atlantic (28.1,28.15] 3 cstar_tref ~ sal + aou + nitrate 1276 0.8740148 3287.48414 31.501585 4.2843116 1982-1999 –> 2000-2009 1.5754155 0.7014007 5851.7142 57.89389 10 20
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1568 0.8725013 3887.29298 177.511997 3.0410920 2000-2009 –> 2010-2019 1.7170900 0.8445888 7091.3775 294.79116 3 5
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1568 0.8656758 3863.57507 60.921516 2.7440854 2000-2009 –> 2010-2019 1.7189560 0.8532802 7093.7872 111.18836 1 5
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1568 0.8787609 3908.88219 51.965205 3.2413622 2000-2009 –> 2010-2019 1.7196200 0.8408591 7101.6722 95.45023 5 6
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1568 0.8731183 3887.42816 139.555552 3.0775472 2000-2009 –> 2010-2019 1.7198552 0.8467369 7095.9950 242.37250 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 2000-2009 –> 2010-2019 1.7291148 0.8578996 7126.8291 353.03194 2 7
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1568 0.8792201 3910.45988 54.816540 2.7773555 2000-2009 –> 2010-2019 1.7413963 0.8621763 7167.1408 91.34336 6 12
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + silicate 1568 0.8864617 3933.23185 48.038196 3.3480737 2000-2009 –> 2010-2019 1.7539171 0.8674554 7203.4911 89.79388 7 15
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 1568 0.9008256 3981.77453 51.256022 3.3842747 2000-2009 –> 2010-2019 1.7655047 0.8646791 7243.8531 90.48106 13 20
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1568 0.8968315 3968.35491 710.149793 3.3791366 2000-2009 –> 2010-2019 1.7705865 0.8737550 7257.0801 1336.30872 10 19
Atlantic (28.1,28.15] 3 cstar_tref ~ sal + aou + nitrate 1568 0.9009211 3980.09487 43.016499 3.3925105 2000-2009 –> 2010-2019 1.7749360 0.8740148 7267.5790 74.51808 14 24
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2130 0.6746921 4382.37292 752.799705 4.9084809 1982-1999 –> 2000-2009 1.2310966 0.5564046 7901.9511 1141.47777 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2130 0.7542343 4855.13544 517.789866 5.9667545 1982-1999 –> 2000-2009 1.3458806 0.5916464 8631.2645 798.63506 3 5
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2130 0.7622702 4900.28308 826.119863 6.3199732 1982-1999 –> 2000-2009 1.3544740 0.5922038 8680.3769 1302.94195 5 8
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2130 0.7474446 4818.61302 98.318659 7.3123143 1982-1999 –> 2000-2009 1.3576071 0.6101626 8726.4785 177.56547 2 6
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2130 0.7640606 4910.27731 75.330580 6.8497004 1982-1999 –> 2000-2009 1.3772437 0.6131831 8836.9324 133.63547 6 11
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2130 0.7555826 4864.74420 997.397980 8.0353786 1982-1999 –> 2000-2009 1.4109135 0.6553310 9073.2667 1698.19898 4 13
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 2130 0.7686659 4935.87677 82.263055 8.2821130 1982-1999 –> 2000-2009 1.4275969 0.6589311 9165.4639 132.81342 7 17
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 2130 0.7888016 5046.03371 94.333563 9.3010090 1982-1999 –> 2000-2009 1.4337534 0.6449518 9185.3444 173.23432 9 16
Atlantic (28.15,28.2] 3 cstar_tref ~ sal + aou + nitrate 2130 0.7897219 5049.00124 49.812418 9.0002465 1982-1999 –> 2000-2009 1.4402359 0.6505140 9222.4641 100.28517 10 18
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2130 0.8045171 5130.07268 984.077248 7.5941660 1982-1999 –> 2000-2009 1.4434149 0.6388978 9229.6786 1616.24922 11 17
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2922 0.6671962 5858.20916 735.605202 2.8213152 2000-2009 –> 2010-2019 1.3418883 0.6746921 10240.5821 1488.40491 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2922 0.7017532 6147.17583 551.184973 2.6588332 2000-2009 –> 2010-2019 1.4559874 0.7542343 11002.3113 1068.97484 2 5
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2922 0.7034928 6161.44241 859.359500 2.8302680 2000-2009 –> 2010-2019 1.4657630 0.7622702 11061.7255 1685.47936 3 7
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2922 0.7279557 6360.40226 133.776663 2.8655089 2000-2009 –> 2010-2019 1.4754003 0.7474446 11179.0153 232.09532 4 6
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2922 0.7285281 6362.93065 92.400082 2.7651728 2000-2009 –> 2010-2019 1.4925887 0.7640606 11273.2080 167.73066 5 10
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 2922 0.7591095 6599.86326 93.693693 3.6969781 2000-2009 –> 2010-2019 1.5277753 0.7686659 11535.7400 175.95675 8 14
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + silicate 2922 0.7508901 6537.13371 132.092013 2.4632914 2000-2009 –> 2010-2019 1.5396916 0.7888016 11583.1674 226.42558 6 13
Atlantic (28.15,28.2] 3 cstar_tref ~ sal + aou + nitrate 2922 0.7543629 6561.72165 65.527466 2.4082928 2000-2009 –> 2010-2019 1.5440849 0.7897219 11610.7229 115.33988 7 15
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2922 0.7844997 6789.43391 299.187899 3.6870563 2000-2009 –> 2010-2019 1.5974992 0.8129995 11964.1865 623.96528 10 19
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2922 0.7889000 6821.66345 308.117942 3.6839041 2000-2009 –> 2010-2019 1.6086297 0.8197297 12031.5361 643.33818 11 21
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2463 0.3720463 2133.17333 649.280212 2.1192065 1982-1999 –> 2000-2009 0.7008892 0.3288429 4163.2216 897.85093 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2463 0.3724561 2138.59561 582.358806 2.1263972 1982-1999 –> 2000-2009 0.7069447 0.3344886 4280.5174 830.80559 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2463 0.3726050 2140.56467 588.697146 2.1269619 1982-1999 –> 2000-2009 0.7074682 0.3348632 4289.8424 834.04906 3 6
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2463 0.3867015 2321.48756 273.763988 2.1371081 1982-1999 –> 2000-2009 0.7216706 0.3349691 4470.8433 447.26147 5 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2463 0.3842368 2291.99091 52.055224 1.9596728 1982-1999 –> 2000-2009 0.7220049 0.3377681 4498.0336 85.50383 4 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2463 0.3910596 2378.69340 210.245191 2.2033780 1982-1999 –> 2000-2009 0.7279059 0.3368463 4566.7765 456.27469 6 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2463 0.3917868 2385.84514 87.752606 2.5480531 1982-1999 –> 2000-2009 0.7286956 0.3369087 4573.1463 180.05963 8 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2463 0.3912064 2378.54222 26.818312 2.3215644 1982-1999 –> 2000-2009 0.7290970 0.3378905 4584.9672 54.00243 7 15
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2463 0.3921507 2390.41805 8.158957 2.6993830 1982-1999 –> 2000-2009 0.7323457 0.3401950 4641.5125 27.05712 9 18
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 2463 0.3926372 2394.52563 8.090947 2.6743034 1982-1999 –> 2000-2009 0.7334467 0.3408095 4655.4810 26.95815 10 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4551 0.3693354 3721.03879 842.090446 2.3435452 2000-2009 –> 2010-2019 0.7413817 0.3720463 5854.2121 1491.37066 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4551 0.3703402 3744.85607 763.546719 2.3306723 2000-2009 –> 2010-2019 0.7427963 0.3724561 5883.4517 1345.90552 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4551 0.3706606 3752.43717 743.965730 2.3247925 2000-2009 –> 2010-2019 0.7432656 0.3726050 5893.0018 1332.66288 3 6
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4551 0.3768288 3895.11248 762.889978 2.1826782 2000-2009 –> 2010-2019 0.7635303 0.3867015 6216.6000 1036.65397 4 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4551 0.3869475 4129.39354 535.851359 1.9015933 2000-2009 –> 2010-2019 0.7780071 0.3910596 6508.0869 746.09655 5 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4551 0.3982238 4381.19896 241.634569 2.0313660 2000-2009 –> 2010-2019 0.7824606 0.3842368 6673.1899 293.68979 7 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4551 0.3944957 4296.74702 534.989088 1.9279717 2000-2009 –> 2010-2019 0.7862826 0.3917868 6682.5922 622.74169 6 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 4551 0.3983264 4381.45696 31.229014 2.0176300 2000-2009 –> 2010-2019 0.7904771 0.3921507 6771.8750 39.38797 8 17
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 4551 0.4016051 4453.31555 241.146299 1.9146491 2000-2009 –> 2010-2019 0.7928115 0.3912064 6831.8578 267.96461 9 16
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 4551 0.4016205 4451.65217 12.752096 1.9182086 2000-2009 –> 2010-2019 0.7942577 0.3926372 6846.1778 20.84304 10 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2548 5.6949537 16109.81284 126.922038 26.4647556 1982-1999 –> 2000-2009 11.2403934 5.5454397 25481.9732 233.68265 1 3
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2548 5.9304510 16316.30167 25.805511 29.2843207 1982-1999 –> 2000-2009 11.3766735 5.4462225 25634.5177 52.94441 2 3
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2548 5.9373425 16322.22009 127.362331 21.6181208 1982-1999 –> 2000-2009 11.5922209 5.6548784 25752.7740 242.77130 3 9
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2548 6.0517436 16419.47616 11.489143 32.9121933 1982-1999 –> 2000-2009 11.6135498 5.5618062 25800.4422 21.53135 4 7
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2548 6.1200014 16476.63234 13.329816 31.7223138 1982-1999 –> 2000-2009 11.7234298 5.6034284 25879.8760 25.71755 6 10
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2548 6.0597338 16424.20005 126.710986 23.0831719 1982-1999 –> 2000-2009 11.7968196 5.7370858 25895.8791 232.88654 5 13
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2548 6.3334727 16651.35575 21.826313 18.1785713 1982-1999 –> 2000-2009 11.9428199 5.6093472 26057.7539 48.76400 7 12
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2548 6.5251446 16803.29003 7.897075 18.7031311 1982-1999 –> 2000-2009 12.2586533 5.7335087 26275.1055 13.80830 9 16
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 2548 6.5039083 16784.67783 19.346230 20.1455657 1982-1999 –> 2000-2009 12.2593608 5.7554526 26265.9074 42.77332 8 17
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2548 6.5538313 16825.64458 10.470449 18.9491040 1982-1999 –> 2000-2009 12.3109122 5.7570809 26309.7194 18.25064 10 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3659 5.2525324 22523.92375 184.179478 43.9986373 2000-2009 –> 2010-2019 10.9474861 5.6949537 38633.7366 311.10152 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3659 5.4162020 22748.35018 38.153163 43.0086222 2000-2009 –> 2010-2019 11.3466529 5.9304510 39064.6519 63.95867 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3659 5.4297374 22766.60559 184.500976 34.7913903 2000-2009 –> 2010-2019 11.3670799 5.9373425 39088.8257 311.86331 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3659 5.5200047 22887.19829 17.847893 48.1985455 2000-2009 –> 2010-2019 11.5717483 6.0517436 39306.6744 29.33704 4 8
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3659 5.5762155 22959.30088 183.989642 27.9551326 2000-2009 –> 2010-2019 11.6359493 6.0597338 39383.5009 310.70063 5 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3659 5.6199550 23018.44767 21.117569 47.7166794 2000-2009 –> 2010-2019 11.7399564 6.1200014 39495.0800 34.44738 6 12
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3659 5.8494409 23311.17175 35.453949 22.9835295 2000-2009 –> 2010-2019 12.1829137 6.3334727 39962.5275 57.28026 7 14
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 3659 6.0092784 23506.34687 30.061269 22.3279085 2000-2009 –> 2010-2019 12.5131867 6.5039083 40291.0247 49.40750 9 17
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3659 6.0565415 23565.64650 10.210237 22.6769634 2000-2009 –> 2010-2019 12.5816861 6.5251446 40368.9365 18.10731 10 19
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3659 5.8878837 23359.08234 16.409841 64.9574023 2000-2009 –> 2010-2019 12.6598616 6.7719779 40351.5873 26.13345 8 25
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2619 4.2195093 14987.64727 55.031657 17.5449289 1982-1999 –> 2000-2009 7.8854297 3.6659204 26634.7642 104.91143 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2619 4.2727575 15053.33478 26.193409 18.9747810 1982-1999 –> 2000-2009 8.0648083 3.7920508 26845.2336 44.88727 2 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2619 4.2961890 15081.98109 28.334276 19.2358031 1982-1999 –> 2000-2009 8.1173202 3.8211312 26906.5771 48.31074 3 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2619 4.4896831 15312.73474 488.447445 15.0267324 1982-1999 –> 2000-2009 8.2652463 3.7755633 27085.9839 1257.82595 8 10
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2619 4.4528934 15269.63632 58.736216 20.3461534 1982-1999 –> 2000-2009 8.4107509 3.9578575 27244.7014 109.00957 7 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2619 4.3601808 15159.42586 18.705164 16.0765071 1982-1999 –> 2000-2009 8.4231930 4.0630122 27246.7202 30.05209 5 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2619 4.3517735 15149.31622 24.692816 16.3956789 1982-1999 –> 2000-2009 8.4356059 4.0838324 27258.4866 40.29356 4 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2619 4.5703445 15406.00499 506.717608 16.3407478 1982-1999 –> 2000-2009 8.4558435 3.8854991 27302.0981 1273.63967 10 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2619 4.4518027 15268.35322 58.837041 15.1943252 1982-1999 –> 2000-2009 8.4805357 4.0287330 27319.3844 116.62051 6 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2619 4.5702120 15405.85317 26.515121 21.3852161 1982-1999 –> 2000-2009 8.6574016 4.0871896 27518.5406 44.51530 9 19
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3097 3.6453071 16754.80406 61.599235 18.4674526 2000-2009 –> 2010-2019 8.0982005 4.4528934 32024.4404 120.33545 1 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3097 3.9049449 17179.45661 48.715952 23.2934129 2000-2009 –> 2010-2019 8.1244542 4.2195093 32167.1039 103.74761 8 9
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3097 3.8833278 17145.19446 16.175003 17.9977514 2000-2009 –> 2010-2019 8.2435085 4.3601808 32304.6203 34.88017 6 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3097 3.8976525 17167.91975 20.006697 18.0651746 2000-2009 –> 2010-2019 8.2494260 4.3517735 32317.2360 44.69951 7 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3097 4.0172803 17354.50345 18.434614 23.9803752 2000-2009 –> 2010-2019 8.2900378 4.2727575 32407.8382 44.62802 9 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3097 3.7259631 16889.87688 19.096134 19.5309770 2000-2009 –> 2010-2019 8.2961751 4.5702120 32295.7301 45.61125 2 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3097 3.8795253 17139.14804 63.527372 17.4881040 2000-2009 –> 2010-2019 8.3313280 4.4518027 32407.5013 122.36441 5 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3097 3.7469505 16924.54457 19.262805 19.6950116 2000-2009 –> 2010-2019 8.3402821 4.5933316 32356.8288 47.17837 3 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3097 4.0485759 17402.39855 19.836056 24.0151914 2000-2009 –> 2010-2019 8.3447648 4.2961890 32484.3796 48.17033 10 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3097 3.8153141 17036.13852 511.304626 30.4138984 2000-2009 –> 2010-2019 8.3856585 4.5703445 32442.1435 1018.02223 4 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2296 4.4267114 13361.08648 121.514267 27.4795108 1982-1999 –> 2000-2009 7.1875260 2.7608146 22864.6284 233.62888 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2296 4.4648552 13400.48508 52.776829 28.9293954 1982-1999 –> 2000-2009 7.3114691 2.8466139 23023.3229 97.86101 2 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2296 4.4723274 13408.16364 57.955632 29.0403723 1982-1999 –> 2000-2009 7.3339439 2.8616165 23051.4913 107.46902 3 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2296 4.5661875 13503.53792 645.380478 24.6139040 1982-1999 –> 2000-2009 7.5874975 3.0213100 23358.5419 1391.25420 4 8
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2296 4.5661921 13503.54253 130.668851 27.1019913 1982-1999 –> 2000-2009 7.6472393 3.0810472 23434.8656 247.01515 5 10
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2296 4.6130046 13550.37999 29.159621 28.4118553 1982-1999 –> 2000-2009 7.7898430 3.1768383 23601.0478 50.39795 6 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2296 4.6230652 13560.38380 43.196334 28.5460080 1982-1999 –> 2000-2009 7.8173082 3.1942430 23632.3491 76.16783 7 16
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2296 4.7554228 13688.00521 645.218016 26.6252301 1982-1999 –> 2000-2009 7.8711053 3.1156826 23660.9029 1390.87142 8 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2296 4.7629300 13695.24875 121.333398 29.0100352 1982-1999 –> 2000-2009 7.9109255 3.1479955 23708.3647 233.39204 9 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2296 4.7926092 13725.77409 119.039918 17.7961540 1982-1999 –> 2000-2009 8.0380258 3.2454166 23859.6925 199.58541 10 22
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2653 3.5214472 14104.63925 501.258835 18.1094956 2000-2009 –> 2010-2019 8.0876347 4.5661875 27608.1772 1146.63931 2 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2653 3.6214280 14251.95618 99.697074 18.1823961 2000-2009 –> 2010-2019 8.1876201 4.5661921 27755.4987 230.36593 6 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2653 3.4598578 14011.79355 91.404048 16.5475294 2000-2009 –> 2010-2019 8.2524670 4.7926092 27737.5676 210.44397 1 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2653 3.7496768 14435.08029 22.489004 18.2545269 2000-2009 –> 2010-2019 8.3626814 4.6130046 27985.4603 51.64862 8 14
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2653 3.7731186 14467.87423 30.749479 18.3161197 2000-2009 –> 2010-2019 8.3961838 4.6230652 28028.2580 73.94581 10 17
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2653 3.5681886 14174.02416 46.076166 17.0685331 2000-2009 –> 2010-2019 8.4477998 4.8796111 27982.4108 96.65369 4 18
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2653 3.5841915 14197.57078 47.048702 17.0588056 2000-2009 –> 2010-2019 8.4698401 4.8856486 28011.6355 100.87293 5 20
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2653 3.5337289 14120.95957 454.778700 18.2638023 2000-2009 –> 2010-2019 8.5531657 5.0194368 28057.0803 1026.10774 3 21
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2653 4.1762085 15001.97729 83.197434 21.9142807 2000-2009 –> 2010-2019 8.6029199 4.4267114 28363.0638 204.71170 15 16
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 2653 3.6345430 14268.97805 90.266808 18.3397550 2000-2009 –> 2010-2019 8.7451457 5.1106028 28287.7531 209.30284 7 26
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3241 3.8376828 17928.99872 178.500427 13.5115783 1982-1999 –> 2000-2009 6.8389381 3.0012554 29606.2320 292.67144 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3241 3.8793996 17999.07998 87.797975 12.9549240 1982-1999 –> 2000-2009 7.0271269 3.1477273 29897.0282 148.84521 2 4
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3241 3.8834345 18005.81817 102.870421 12.9594832 1982-1999 –> 2000-2009 7.0453506 3.1619162 29924.5990 173.68712 3 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3241 3.9251222 18075.03014 54.548994 13.7153588 1982-1999 –> 2000-2009 7.1920493 3.2669270 30145.1457 95.57879 4 10
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3241 3.9287811 18079.06965 47.575976 13.1929116 1982-1999 –> 2000-2009 7.2315742 3.3027930 30197.7606 85.88976 5 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3241 4.0569103 18289.09281 807.972074 18.9354958 1982-1999 –> 2000-2009 7.2390416 3.1821313 30237.3933 1404.08849 8 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3241 4.0577738 18288.47238 801.461437 19.1201818 1982-1999 –> 2000-2009 7.2401188 3.1823450 30235.0839 1374.34625 9 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3241 4.0477061 18274.37000 173.313111 15.6042411 1982-1999 –> 2000-2009 7.3927526 3.3450464 30453.9433 288.75505 6 14
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3241 4.0504456 18276.75561 173.191666 15.5889408 1982-1999 –> 2000-2009 7.3957202 3.3452746 30454.6448 286.89466 7 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3241 4.1365699 18415.13697 42.612141 17.5931480 1982-1999 –> 2000-2009 7.7103505 3.5737806 30901.0868 69.30844 10 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3345 3.1474567 16997.83019 125.758732 18.2330386 2000-2009 –> 2010-2019 6.9851395 3.8376828 34926.8289 304.25916 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 2000-2009 –> 2010-2019 7.0681550 3.8793996 35078.0509 150.05312 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 2000-2009 –> 2010-2019 7.0819635 3.8834345 35105.0426 175.45588 7 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3345 3.0709559 16834.93952 129.566921 18.5025764 2000-2009 –> 2010-2019 7.1186620 4.0477061 35109.3095 302.88003 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 2000-2009 –> 2010-2019 7.2102445 4.0569103 35294.1388 1384.39785 5 13
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3345 3.1277926 16951.22266 32.387208 19.7370921 2000-2009 –> 2010-2019 7.2643625 4.1365699 35366.3596 74.99935 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 2000-2009 –> 2010-2019 7.2802355 4.1403533 35397.8163 121.89045 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 2000-2009 –> 2010-2019 7.3237863 3.9251222 35575.9104 100.62381 8 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3345 3.5595978 17805.06281 35.109777 16.1631406 2000-2009 –> 2010-2019 7.4883789 3.9287811 35884.1325 82.68575 12 17
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3345 3.4877292 17670.07751 566.230708 18.5341186 2000-2009 –> 2010-2019 7.5455030 4.0577738 35958.5499 1367.69214 9 18
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4228 2.9221798 21080.16535 773.523142 10.5640192 1982-1999 –> 2000-2009 5.3875798 2.4654001 34896.5713 1462.57204 1 3
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4228 3.0242192 21370.40151 139.654596 9.9700387 1982-1999 –> 2000-2009 5.5516220 2.5274028 35334.4950 254.32163 2 5
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4228 3.1771679 21787.59731 155.897066 12.4449836 1982-1999 –> 2000-2009 5.6224773 2.4453095 35555.3507 261.83321 7 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4228 3.0990648 21577.12912 41.831011 11.0371921 1982-1999 –> 2000-2009 5.7562020 2.6571372 35838.8619 79.27256 3 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4228 3.1303831 21662.15436 22.190304 10.6181994 1982-1999 –> 2000-2009 5.7590181 2.6286350 35859.7619 44.98690 4 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4228 3.1317548 21665.85873 34.439840 10.5905436 1982-1999 –> 2000-2009 5.7685954 2.6368406 35881.9986 69.94548 5 14
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4228 3.1982974 21841.64730 742.672174 12.4437323 1982-1999 –> 2000-2009 5.7735207 2.5752232 35915.1926 1295.77523 8 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4228 3.2684256 22027.05615 62.218169 13.2920193 1982-1999 –> 2000-2009 5.8155612 2.5471356 36037.3929 112.22894 10 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4228 3.2765703 22048.10158 70.188173 13.3306958 1982-1999 –> 2000-2009 5.8380120 2.5614417 36091.7408 125.67715 11 16
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4228 3.1347013 21671.81079 16.693387 10.6357103 1982-1999 –> 2000-2009 5.8644735 2.7297722 36091.9006 28.70326 6 19
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4455 2.6073976 21095.81797 687.320585 10.8174068 2000-2009 –> 2010-2019 5.5295773 2.9221798 42175.9833 1460.84373 2 3
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4455 2.5670451 20957.50239 152.797122 15.1347924 2000-2009 –> 2010-2019 5.7442130 3.1771679 42745.0997 308.69419 1 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4455 2.7228474 21480.02907 133.503566 12.6621146 2000-2009 –> 2010-2019 5.7470666 3.0242192 42850.4306 273.15816 6 8
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4455 2.6702400 21305.01600 677.951495 11.9222799 2000-2009 –> 2010-2019 5.8685375 3.1982974 43146.6633 1420.62367 5 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4455 2.7707967 21634.83503 30.305629 13.5074030 2000-2009 –> 2010-2019 5.8698615 3.0990648 43211.9641 72.13664 8 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4455 2.6594216 21271.01454 50.204030 16.2596102 2000-2009 –> 2010-2019 5.9278472 3.2684256 43298.0707 112.42220 3 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4455 2.6675899 21298.21052 57.728841 16.3185673 2000-2009 –> 2010-2019 5.9441602 3.2765703 43346.3121 127.91701 4 15
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4455 2.8272340 21813.64896 20.832140 13.8776797 2000-2009 –> 2010-2019 5.9576171 3.1303831 43475.8033 43.02244 9 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4455 2.8319392 21828.39532 33.378556 13.8825633 2000-2009 –> 2010-2019 5.9636940 3.1317548 43494.2541 67.81840 10 15
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4455 2.8847029 21990.10059 15.027368 12.8077451 2000-2009 –> 2010-2019 6.0194042 3.1347013 43661.9114 31.72075 13 19
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5539 3.0167397 27965.07033 79.782271 9.8472343 1982-1999 –> 2000-2009 5.5795577 2.5628180 45740.7764 160.91348 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5539 3.1053437 28285.75318 36.969393 10.1696825 1982-1999 –> 2000-2009 5.7526041 2.6472604 46305.4358 64.76118 2 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5539 3.1544710 28459.63806 22.513904 12.0048928 1982-1999 –> 2000-2009 5.7640209 2.6095499 46371.3413 45.28251 3 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5539 3.2044750 28633.86675 340.691281 9.7970639 1982-1999 –> 2000-2009 5.7889499 2.5844749 46472.9035 743.90427 5 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5539 3.1578533 28471.50975 39.961392 10.3292231 1982-1999 –> 2000-2009 5.8419417 2.6840884 46595.1706 70.33324 4 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5539 3.2789242 28888.29660 81.805286 10.0058075 1982-1999 –> 2000-2009 5.9278570 2.6489327 46912.7322 176.29821 6 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5539 3.2829963 28902.04567 64.989957 10.1152888 1982-1999 –> 2000-2009 5.9343483 2.6513520 46933.3516 142.31374 7 13
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 5539 3.2994335 28955.37242 18.260972 10.8824875 1982-1999 –> 2000-2009 5.9548669 2.6554333 46996.2546 31.95093 8 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5539 3.3926104 29265.88206 278.061913 12.5967999 1982-1999 –> 2000-2009 6.1585421 2.7659317 47615.5967 494.75475 9 18
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5539 3.4670678 29504.38050 204.960983 13.5763944 1982-1999 –> 2000-2009 6.2407536 2.7736858 47873.1645 374.48318 13 23
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5642 2.9620725 28133.19586 286.658906 12.6437631 2000-2009 –> 2010-2019 6.1665474 3.2044750 56767.0626 627.35019 1 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5642 3.1605007 28861.10411 74.250603 10.4545532 2000-2009 –> 2010-2019 6.1772404 3.0167397 56826.1744 154.03287 8 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5642 3.0262081 28373.67027 20.380326 13.4952614 2000-2009 –> 2010-2019 6.1806791 3.1544710 56833.3083 42.89423 4 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5642 3.0215208 28356.26887 59.494247 12.9038576 2000-2009 –> 2010-2019 6.3004450 3.2789242 57244.5655 141.29953 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 2000-2009 –> 2010-2019 6.3060616 3.2829963 57264.0514 117.60193 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 2000-2009 –> 2010-2019 6.3275513 3.2994335 57334.1247 32.90652 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 2000-2009 –> 2010-2019 6.4071666 3.1053437 57637.9303 68.45310 13 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5642 3.1387495 28783.57762 282.870373 16.6742241 2000-2009 –> 2010-2019 6.5313599 3.3926104 58049.4597 560.93229 6 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5642 3.3813695 29619.42429 33.723781 10.0400414 2000-2009 –> 2010-2019 6.5392228 3.1578533 58090.9340 73.68517 14 18
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5642 3.1428103 28796.09186 186.732959 16.4971090 2000-2009 –> 2010-2019 6.6098780 3.4670678 58300.4724 391.69394 7 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6515 2.8639983 32213.17831 124.904388 9.3343340 1982-1999 –> 2000-2009 5.1727187 2.3087204 52712.8278 236.21256 3 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6515 2.8512516 32155.05671 45.939179 9.6942512 1982-1999 –> 2000-2009 5.1870239 2.3357722 52760.5036 75.79578 1 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6515 2.8535426 32165.52213 48.901116 9.7493918 1982-1999 –> 2000-2009 5.1944818 2.3409391 52791.0369 85.55032 2 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6515 2.9104838 32422.96980 29.279490 11.0516588 1982-1999 –> 2000-2009 5.2464842 2.3360004 53029.3039 50.98423 4 7
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 6515 2.9608750 32644.63654 29.049818 13.7677862 1982-1999 –> 2000-2009 5.3300366 2.3691616 53376.9893 50.62199 10 15
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6515 2.9404182 32556.29916 446.715188 10.0554868 1982-1999 –> 2000-2009 5.3537885 2.4133703 53458.5609 897.81934 6 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6515 2.9458669 32580.42198 67.438555 10.1359489 1982-1999 –> 2000-2009 5.3773417 2.4314748 53550.5604 126.22442 7 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6515 2.9172102 32453.04855 48.784805 10.0977374 1982-1999 –> 2000-2009 5.3796804 2.4624702 53538.2289 78.44458 5 17
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6515 2.9543993 32618.10767 64.311749 10.2116404 1982-1999 –> 2000-2009 5.3934346 2.4390352 53616.4420 122.51854 8 16
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 6515 2.9860415 32754.91933 40.575450 10.2539070 1982-1999 –> 2000-2009 5.4285358 2.4424943 53764.1246 69.07237 11 21
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6525 3.2645174 33549.22662 107.766547 13.9604858 2000-2009 –> 2010-2019 6.1285158 2.8639983 65762.4049 232.67093 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 2000-2009 –> 2010-2019 6.1416609 2.8512516 65806.0988 85.25856 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 2000-2009 –> 2010-2019 6.1550270 2.8535426 65859.8704 91.04474 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 2000-2009 –> 2010-2019 6.2149279 2.9104838 66128.8669 49.19214 4 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6525 3.3538912 33897.32217 45.901280 11.0958257 2000-2009 –> 2010-2019 6.2711014 2.9172102 66350.3707 94.68609 5 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6525 3.3716685 33965.45448 463.349550 12.9322857 2000-2009 –> 2010-2019 6.3120867 2.9404182 66521.7536 910.06474 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 2000-2009 –> 2010-2019 6.3224342 2.9458669 66564.5881 141.31220 7 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6525 3.3855901 34018.55946 73.260179 12.7665367 2000-2009 –> 2010-2019 6.3399894 2.9543993 66636.6671 137.57193 10 18
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 6525 3.3818509 34002.31742 32.715095 11.8178479 2000-2009 –> 2010-2019 6.3418665 2.9600156 66643.1716 71.25603 9 18
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 6525 3.3984392 34065.37981 29.939250 14.1175824 2000-2009 –> 2010-2019 6.3844807 2.9860415 66820.2991 70.51470 11 22
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2483 1.9146722 10286.09623 527.828096 7.2475452 1982-1999 –> 2000-2009 3.4161569 1.5014847 16557.5433 997.04609 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2483 1.9275202 10319.30827 142.863459 7.3990962 1982-1999 –> 2000-2009 3.4472714 1.5197512 16632.2076 256.82017 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2483 1.9365294 10342.46513 145.972406 7.5267877 1982-1999 –> 2000-2009 3.4719888 1.5354595 16690.6145 256.60387 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2483 2.0486370 10621.93822 364.626606 7.7613683 1982-1999 –> 2000-2009 3.7092790 1.6606420 17238.7558 775.56138 10 20
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2483 1.9976368 10496.74627 592.491764 7.2480113 1982-1999 –> 2000-2009 3.7329853 1.7353485 17264.4094 1173.09003 4 17
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2483 2.0557604 10637.17591 343.294445 7.3092006 1982-1999 –> 2000-2009 3.7506301 1.6948697 17321.9301 696.60466 11 22
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2483 2.1523835 10867.26430 619.091268 7.7925271 1982-1999 –> 2000-2009 3.7564456 1.6040621 17365.2500 1181.30825 23 27
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 2483 2.0156916 10539.42781 454.452622 8.0815500 1982-1999 –> 2000-2009 3.7565311 1.7408395 17315.9208 868.20146 6 20
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2483 2.1524089 10865.32287 527.218642 7.7773123 1982-1999 –> 2000-2009 3.7726107 1.6202018 17395.6280 982.51613 24 29
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2483 2.0122996 10533.06393 88.417413 7.4100866 1982-1999 –> 2000-2009 3.7780327 1.7657331 17360.2293 164.73220 5 21
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2539 2.6539794 11988.99360 513.160240 8.8749061 2000-2009 –> 2010-2019 4.5686516 1.9146722 22275.0898 1040.98834 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 2000-2009 –> 2010-2019 4.5937652 1.9275202 22331.3565 266.25515 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 2000-2009 –> 2010-2019 4.6192166 1.9365294 22385.2527 265.98043 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2539 2.7597048 12184.31123 547.570127 9.1307130 2000-2009 –> 2010-2019 4.7573415 1.9976368 22681.0575 1140.06189 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 2000-2009 –> 2010-2019 4.7886852 2.0122996 22747.5063 160.37215 15 20
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2539 2.7859044 12231.55549 70.217624 9.0240914 2000-2009 –> 2010-2019 4.8033762 2.0174718 22777.3673 160.92644 16 23
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2539 2.7047273 12083.69817 140.052534 11.6087723 2000-2009 –> 2010-2019 4.8065256 2.1017983 22832.8586 317.00240 4 17
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 2539 2.7092412 12090.03560 122.624529 11.7408167 2000-2009 –> 2010-2019 4.8125716 2.1033304 22840.8146 264.85246 5 19
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 2539 2.8298983 12307.89652 455.706779 8.8422008 2000-2009 –> 2010-2019 4.8455899 2.0156916 22847.3243 910.15940 17 23
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2539 2.7269010 12124.52169 551.929747 9.6718919 2000-2009 –> 2010-2019 4.8792845 2.1523835 22991.7860 1171.02102 6 29
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3096 1.8031814 12450.57689 186.320138 7.2880034 1982-1999 –> 2000-2009 3.2349229 1.4317414 19913.6847 380.53786 1 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3096 1.8434426 12587.30994 372.664115 6.2432344 1982-1999 –> 2000-2009 3.2697386 1.4262961 20034.4515 830.30847 3 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3096 1.8434108 12587.20335 281.328822 6.2210952 1982-1999 –> 2000-2009 3.2745220 1.4311112 20048.4664 549.48528 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3096 1.8514961 12614.30235 294.438995 6.3600736 1982-1999 –> 2000-2009 3.2950869 1.4435908 20111.9446 580.73366 5 9
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 3096 1.8434520 12585.34167 166.950905 6.2366786 1982-1999 –> 2000-2009 3.3105331 1.4670811 20148.6154 343.86916 4 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3096 1.9358168 12890.06530 371.985822 6.1344958 1982-1999 –> 2000-2009 3.4227030 1.4868862 20511.5243 805.13219 11 17
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3096 1.9360732 12890.88539 295.108998 6.1284081 1982-1999 –> 2000-2009 3.4320673 1.4959940 20537.9316 541.49565 12 19
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3096 1.9571764 12956.01279 371.923953 6.7001959 1982-1999 –> 2000-2009 3.4569617 1.4997853 20611.6642 797.16897 17 25
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3096 1.9487132 12931.17954 310.604107 6.1473214 1982-1999 –> 2000-2009 3.4591860 1.5104728 20618.5832 572.84965 16 26
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3096 1.9574808 12956.97597 279.817643 6.6813123 1982-1999 –> 2000-2009 3.4657905 1.5083097 20636.3749 515.71783 18 27
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3664 1.9453069 15079.74165 233.602877 10.7270712 2000-2009 –> 2010-2019 3.7484883 1.8031814 27530.3185 419.92301 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 2000-2009 –> 2010-2019 3.7856983 1.8434108 27655.7173 582.22694 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 2000-2009 –> 2010-2019 3.7885209 1.8434426 27666.2025 908.02372 2 5
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 3664 1.9513828 15100.28201 214.111772 10.8364044 2000-2009 –> 2010-2019 3.7948348 1.8434520 27685.6237 381.06268 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 2000-2009 –> 2010-2019 3.8081835 1.8514961 27736.2064 600.39313 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 2000-2009 –> 2010-2019 3.9966431 1.9309974 28388.2191 615.08562 6 15
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3664 2.1281476 15729.04867 394.084267 10.1389079 2000-2009 –> 2010-2019 4.0462295 1.9180819 28562.1245 642.26039 10 16
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3664 2.1345989 15750.92643 70.014584 9.9828154 2000-2009 –> 2010-2019 4.0583872 1.9237883 28602.3967 135.85046 11 18
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3664 2.1402738 15770.11699 70.355846 9.9768762 2000-2009 –> 2010-2019 4.0665315 1.9262577 28629.5302 138.75918 13 21
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 3664 2.1372563 15757.91927 388.515995 9.8892404 2000-2009 –> 2010-2019 4.0702320 1.9329757 28636.8899 608.82067 12 22
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3177 1.8931162 13085.21224 882.912826 8.1790129 1982-1999 –> 2000-2009 3.9905153 2.0973992 23901.7146 1226.03015 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3177 1.8962297 13095.65374 854.837986 8.1992338 1982-1999 –> 2000-2009 3.9961447 2.0999150 23918.1524 1173.08884 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3177 1.8988898 13104.56130 928.712860 8.2254142 1982-1999 –> 2000-2009 4.0032495 2.1043597 23937.6360 1275.23979 3 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3177 1.9213963 13179.42872 152.168732 7.5891307 1982-1999 –> 2000-2009 4.0432216 2.1218254 24053.8475 329.53079 4 8
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 3177 1.9731516 13346.31759 148.388321 7.7605141 1982-1999 –> 2000-2009 4.1109449 2.1377933 24256.2384 314.16821 5 10
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3177 2.0183841 13492.33209 890.900663 8.5304249 1982-1999 –> 2000-2009 4.1815122 2.1631281 24463.1826 1159.57525 9 15
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3177 2.0244327 13511.34509 803.443584 8.5211277 1982-1999 –> 2000-2009 4.1886312 2.1641985 24484.6702 1029.40947 10 17
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3177 2.0273543 13518.50832 826.708209 8.5853889 1982-1999 –> 2000-2009 4.1968122 2.1694579 24501.9743 1071.12709 13 22
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3177 2.0305785 13530.60543 933.015318 8.5502758 1982-1999 –> 2000-2009 4.2022448 2.1716663 24521.1607 1201.34334 16 27
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3177 2.0333529 13537.28082 803.011750 8.5857015 1982-1999 –> 2000-2009 4.2039246 2.1705718 24523.3144 1026.36692 18 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 2000-2009 –> 2010-2019 3.6336203 1.8931162 28450.0339 1763.13774 3 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3981 1.7399221 15362.21984 940.124209 6.9613442 2000-2009 –> 2010-2019 3.6361518 1.8962297 28457.8736 1794.96219 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3981 1.7397738 15361.55672 942.953619 6.9699887 2000-2009 –> 2010-2019 3.6386637 1.8988898 28466.1180 1871.66648 1 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3981 1.7454669 15386.97377 761.434685 6.3231691 2000-2009 –> 2010-2019 3.7760521 2.0305852 28917.6000 1618.53149 4 21
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3981 1.8742510 15940.80880 232.156047 8.0721514 2000-2009 –> 2010-2019 3.7956473 1.9213963 29120.2375 384.32478 8 12
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3981 1.7774986 15528.45304 886.515528 6.9593968 2000-2009 –> 2010-2019 3.8619446 2.0844460 29225.4214 1658.09159 5 30
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 3981 1.9093925 16083.33025 225.657482 8.6713225 2000-2009 –> 2010-2019 3.8825442 1.9731516 29429.6478 374.04580 9 14
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 3981 1.8182204 15702.67882 746.716672 6.7201204 2000-2009 –> 2010-2019 3.9098251 2.0916047 29419.4313 1540.80295 6 32
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3981 1.9135190 16102.12576 808.870985 7.6489048 2000-2009 –> 2010-2019 3.9319031 2.0183841 29594.4578 1699.77165 10 19
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3981 1.9144350 16103.84921 790.196490 7.6796119 2000-2009 –> 2010-2019 3.9417893 2.0273543 29622.3575 1616.90470 11 24
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2168 1.6360557 8301.07945 207.376127 8.6863806 1982-1999 –> 2000-2009 3.5713798 1.9353241 15467.5734 406.55917 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2168 1.6442996 8322.87334 65.800799 8.2547889 1982-1999 –> 2000-2009 3.6284643 1.9841646 15575.1029 153.00109 2 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2168 1.6470073 8330.00745 157.367224 8.2034526 1982-1999 –> 2000-2009 3.7150134 2.0680061 15724.6082 312.43123 3 12
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2168 1.6489068 8335.00547 94.722517 8.2180065 1982-1999 –> 2000-2009 3.7175847 2.0686778 15730.7233 204.93981 4 14
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2168 1.6493515 8336.17456 92.957038 8.2263226 1982-1999 –> 2000-2009 3.7198043 2.0704529 15734.8428 204.22051 5 16
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2168 1.7162594 8508.59549 969.644088 8.4706899 1982-1999 –> 2000-2009 3.7342803 2.0180209 15819.0276 1351.91366 12 17
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + silicate 2168 1.7289108 8538.44118 65.792804 8.9825470 1982-1999 –> 2000-2009 3.7493766 2.0204658 15851.0383 151.68438 15 22
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2168 1.6558619 8351.25611 19.520104 8.4145726 1982-1999 –> 2000-2009 3.7938505 2.1379886 15858.3420 53.80467 6 23
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate 2168 1.7194786 8514.72095 80.437544 8.6823475 1982-1999 –> 2000-2009 3.7962915 2.0768129 15921.9400 176.67594 13 25
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + silicate 2168 1.8822028 8906.78946 190.043161 8.9070494 1982-1999 –> 2000-2009 3.8367942 1.9545914 16105.3612 370.58885 33 35
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2905 1.5457126 10528.58169 214.170969 5.4044129 2000-2009 –> 2010-2019 3.1817683 1.6360557 18829.6611 421.54710 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 2000-2009 –> 2010-2019 3.1935816 1.6442996 18864.5331 174.57378 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 2000-2009 –> 2010-2019 3.2192638 1.6470073 18955.1311 402.95842 5 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2905 1.5721547 10624.75642 132.059669 5.4913227 2000-2009 –> 2010-2019 3.2210615 1.6489068 18959.7619 226.78219 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 2000-2009 –> 2010-2019 3.2221256 1.6493515 18963.1647 219.11810 7 12
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2905 1.5945140 10702.82755 27.445941 5.9190070 2000-2009 –> 2010-2019 3.2503758 1.6558619 19054.0837 46.96605 9 15
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + silicate 2905 1.5494086 10540.12332 108.720826 5.4809554 2000-2009 –> 2010-2019 3.2783195 1.7289108 19078.5645 174.51363 3 17
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate 2905 1.5726151 10624.41686 125.523081 5.4426291 2000-2009 –> 2010-2019 3.2920937 1.7194786 19139.1378 205.96062 6 18
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2905 1.6145138 10775.50341 957.006235 6.1050918 2000-2009 –> 2010-2019 3.3232250 1.7087113 19264.9871 1854.34040 11 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2905 1.6147904 10774.47491 96.720323 6.0451444 2000-2009 –> 2010-2019 3.3284199 1.7136295 19274.4211 161.04402 13 24
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5198 1.3811690 18122.46757 446.318397 6.8569121 1982-1999 –> 2000-2009 2.7202545 1.3390856 30523.5682 725.84618 4 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5198 1.3696249 18035.21081 150.831110 7.4911223 1982-1999 –> 2000-2009 2.7303555 1.3607306 30552.4034 259.56258 1 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5198 1.3709823 18045.50909 51.769996 7.5056975 1982-1999 –> 2000-2009 2.7332870 1.3623047 30571.0720 104.41706 2 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5198 1.3713658 18048.41613 51.652867 7.5099188 1982-1999 –> 2000-2009 2.7342494 1.3628836 30577.0552 102.20251 3 7
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5198 1.3972647 18242.91889 428.583442 6.9379863 1982-1999 –> 2000-2009 2.7755593 1.3782946 30852.9656 689.28975 6 11
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5198 1.3876273 18170.96610 44.204938 7.6658683 1982-1999 –> 2000-2009 2.8043824 1.4167551 30980.2735 101.21379 5 12
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + silicate + phosphate 5198 1.4606996 18702.49075 150.630186 7.4705444 1982-1999 –> 2000-2009 2.8467263 1.3860267 31351.0398 258.78411 10 16
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 5198 1.4024971 18279.77688 9.499028 7.7473841 1982-1999 –> 2000-2009 2.8664000 1.4639029 31324.0997 19.11286 8 17
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5198 1.3982632 18250.34568 506.597833 7.3778658 1982-1999 –> 2000-2009 2.8689984 1.4707352 31330.3804 707.60240 7 17
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 5198 1.4097942 18333.72632 418.082735 7.1618390 1982-1999 –> 2000-2009 2.8805910 1.4707968 31412.0642 611.93733 9 20
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5607 1.2271847 17832.05850 211.431983 4.6369257 2000-2009 –> 2010-2019 2.5968097 1.3696249 35867.2693 362.26309 2 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5607 1.2274175 17834.13979 90.528233 4.6360044 2000-2009 –> 2010-2019 2.5983998 1.3709823 35879.6489 142.29823 3 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5607 1.2284128 17843.03498 90.003385 4.6428085 2000-2009 –> 2010-2019 2.5997786 1.3713658 35891.4511 141.65625 4 7
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5607 1.2256630 17818.44211 93.783569 4.8748995 2000-2009 –> 2010-2019 2.6132903 1.3876273 35989.4082 137.98851 1 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5607 1.2288960 17847.35100 560.111170 4.8068978 2000-2009 –> 2010-2019 2.6271593 1.3982632 36097.6967 1066.70900 5 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5607 1.2532688 18062.86897 539.236233 4.6862297 2000-2009 –> 2010-2019 2.6344378 1.3811690 36185.3365 985.55463 9 13
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5607 1.2550472 18078.43013 515.923100 4.6903435 2000-2009 –> 2010-2019 2.6523119 1.3972647 36321.3490 944.50654 11 17
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 5607 1.2551150 18077.02288 484.726446 4.6972109 2000-2009 –> 2010-2019 2.6649092 1.4097942 36410.7492 902.80918 12 21
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + silicate + phosphate 5607 1.2543579 18070.40098 192.446524 4.8253346 2000-2009 –> 2010-2019 2.7150575 1.4606996 36772.8917 343.07671 10 20
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate 5607 1.2303541 17858.36407 88.963397 4.6935217 2000-2009 –> 2010-2019 2.7256273 1.4952732 36804.0527 140.59491 6 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12075 0.6046927 22133.07301 287.862341 3.3707590 1982-1999 –> 2000-2009 1.2750168 0.6703241 40536.9843 428.38029 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 12075 0.6069481 22222.98149 242.347261 2.6536506 1982-1999 –> 2000-2009 1.3077017 0.7007536 41428.1336 340.26307 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 12075 0.7115473 26062.79791 270.245783 3.0925481 1982-1999 –> 2000-2009 1.5131401 0.8015928 47694.4043 381.33353 3 7
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 12075 0.7156093 26200.27101 315.021289 3.8606726 1982-1999 –> 2000-2009 1.5907725 0.8751632 49416.6644 415.08570 4 12
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 12075 0.7291727 26651.71694 240.425916 4.5836274 1982-1999 –> 2000-2009 1.6320438 0.9028710 50428.6554 328.46679 5 17
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 12075 0.8360381 29956.55589 917.042665 6.1379889 1982-1999 –> 2000-2009 1.6321563 0.7961182 51464.4772 1822.24205 12 15
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 12075 0.8506029 30373.65574 326.965471 6.1472144 1982-1999 –> 2000-2009 1.6580663 0.8074634 52136.9579 467.43409 13 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 12075 0.7865983 28484.45710 19.408770 4.0189105 1982-1999 –> 2000-2009 1.6657328 0.8791345 51782.5643 37.04173 8 17
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 12075 0.7865894 28484.18449 19.410813 4.0195762 1982-1999 –> 2000-2009 1.6658971 0.8793077 51785.8469 38.56298 7 17
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 12075 0.7865201 28482.05703 129.223780 4.0245963 1982-1999 –> 2000-2009 1.6675020 0.8809819 51818.0488 245.54680 6 17
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 16386 0.6199580 30444.36571 251.726141 2.9258431 2000-2009 –> 2010-2019 1.2246507 0.6046927 52577.4387 539.58848 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 16386 0.6250111 30706.92578 192.085031 2.7676479 2000-2009 –> 2010-2019 1.2319592 0.6069481 52929.9073 434.43229 3 5
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 16386 0.6238638 30647.49973 218.645012 2.6923623 2000-2009 –> 2010-2019 1.3394732 0.7156093 56847.7707 533.66630 2 6
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 16386 0.6293282 30927.56316 180.754505 2.7924779 2000-2009 –> 2010-2019 1.3585009 0.7291727 57579.2801 421.18042 4 9
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 16386 0.6991083 34330.62437 203.088525 3.2848121 2000-2009 –> 2010-2019 1.4106556 0.7115473 60393.4223 473.33431 5 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 16386 0.7572750 36915.58587 193.714104 3.7490842 2000-2009 –> 2010-2019 1.5437951 0.7865201 65397.6429 322.93788 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 2000-2009 –> 2010-2019 1.5438801 0.7865894 65400.4378 42.20040 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 2000-2009 –> 2010-2019 1.5438929 0.7865983 65400.8797 42.18262 13 21
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 16386 0.7196135 35265.64403 930.611224 3.3783946 2000-2009 –> 2010-2019 1.5556515 0.8360381 65222.1999 1847.65389 6 18
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 16386 0.7309019 35769.07943 291.321218 3.3918961 2000-2009 –> 2010-2019 1.5815048 0.8506029 66142.7352 618.28669 8 21
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2936 0.4819124 4059.48822 16.824954 2.6870248 1982-1999 –> 2000-2009 0.8915188 0.4096064 7299.1444 37.82495 1 3
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2936 0.4824054 4065.49260 17.701753 2.6315990 1982-1999 –> 2000-2009 0.8939558 0.4115504 7334.1640 42.88163 2 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2936 0.4832654 4075.95193 25.164442 2.6556975 1982-1999 –> 2000-2009 0.8944085 0.4111431 7338.5550 58.66210 3 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2936 0.4834043 4077.63863 17.719347 2.6598225 1982-1999 –> 2000-2009 0.8945285 0.4111242 7339.9601 42.53140 4 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2936 0.4836597 4080.74114 117.695291 2.6698840 1982-1999 –> 2000-2009 0.8945970 0.4109373 7340.2765 244.98193 5 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2936 0.4864902 4115.00512 113.737791 2.8456191 1982-1999 –> 2000-2009 0.8951633 0.4086731 7340.6825 232.03167 6 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2936 0.4875767 4128.10424 86.278919 2.7513435 1982-1999 –> 2000-2009 0.9122344 0.4246578 7588.9009 221.88252 7 15
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2936 0.4996443 4269.66833 16.629588 2.6938524 1982-1999 –> 2000-2009 0.9122695 0.4126252 7552.3223 37.13449 11 18
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 2936 0.4875782 4126.12224 16.809501 2.7533751 1982-1999 –> 2000-2009 0.9124760 0.4248978 7588.3819 40.92944 8 18
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 2936 0.4896215 4150.67901 15.749546 2.8386010 1982-1999 –> 2000-2009 0.9144360 0.4248145 7611.7372 36.72427 9 18
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4104 0.5388051 6104.48611 107.949845 3.8212177 2000-2009 –> 2010-2019 1.0252953 0.4864902 10219.4912 221.68764 1 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4104 0.5459527 6204.74762 16.117376 3.7018982 2000-2009 –> 2010-2019 1.0278650 0.4819124 10264.2358 32.94233 2 3
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4104 0.5530921 6303.59318 20.130072 3.6984876 2000-2009 –> 2010-2019 1.0354975 0.4824054 10369.0858 37.83182 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 2000-2009 –> 2010-2019 1.0379418 0.4832654 10401.3060 51.47167 4 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4104 0.5552414 6333.10021 19.277469 3.7209309 2000-2009 –> 2010-2019 1.0386457 0.4834043 10410.7388 36.99682 5 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4104 0.5562905 6347.46143 71.496727 3.7493837 2000-2009 –> 2010-2019 1.0399502 0.4836597 10428.2026 189.19202 6 11
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4104 0.5675896 6500.44313 109.101514 4.1577882 2000-2009 –> 2010-2019 1.0551663 0.4875767 10628.5474 195.38043 15 22
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 4104 0.5685976 6511.94281 19.054463 4.0981482 2000-2009 –> 2010-2019 1.0561758 0.4875782 10638.0650 35.86396 17 25
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 4104 0.5692423 6520.56380 15.983009 4.2603685 2000-2009 –> 2010-2019 1.0588638 0.4896215 10671.2428 31.73256 18 27
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4104 0.5627127 6434.79065 59.356136 3.3106440 2000-2009 –> 2010-2019 1.0654176 0.5027049 10742.3181 103.11215 7 19

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2009 5.0339568 878.4994
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 3.8740842 699.4344
Atlantic (26,26.5] 1982-1999 –> 2000-2009 7.1735598 3667.8515
Atlantic (26,26.5] 2000-2009 –> 2010-2019 7.8377455 3872.0613
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 5.7781976 4783.5478
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 7.1089531 4558.2255
Atlantic (26.75,27] 1982-1999 –> 2000-2009 4.0570696 7320.2225
Atlantic (26.75,27] 2000-2009 –> 2010-2019 4.9367844 6836.7530
Atlantic (27,27.25] 1982-1999 –> 2000-2009 4.0311899 9341.1275
Atlantic (27,27.25] 2000-2009 –> 2010-2019 4.5925624 9266.4624
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 5.6319890 17861.3687
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 7.1209380 20185.2653
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 5.0883133 33626.5749
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 5.4683522 36794.6838
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 2.2803754 7532.7147
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 2.7485947 9502.4943
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 3.7785208 11008.2364
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 3.8187848 10985.2779
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 7.3803109 17251.8290
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 7.5714688 18008.7245
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 1.7222449 4372.8235
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 2.0279043 5208.1731
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 1.5261964 5691.9050
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 1.7410977 7164.8805
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 1.3822217 8865.3221
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 1.5049309 11348.2195
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 0.7210468 4472.4342
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 0.7715271 6416.1045
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2009 11.8114833 25935.3948
Indo-Pacific (-Inf,26] 2000-2009 –> 2010-2019 11.8546521 39594.6546
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2009 8.3196135 27136.2490
Indo-Pacific (26,26.5] 2000-2009 –> 2010-2019 8.2703836 32320.7822
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2009 7.6494884 23419.5207
Indo-Pacific (26.5,26.75] 2000-2009 –> 2010-2019 8.4105458 27981.6905
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2009 7.2313023 30205.2918
Indo-Pacific (26.75,27] 2000-2009 –> 2010-2019 7.2366431 35369.6139
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2009 5.7137062 35750.3266
Indo-Pacific (27,27.25] 2000-2009 –> 2010-2019 5.8571979 43140.6493
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2009 5.8943442 46781.6727
Indo-Pacific (27.25,27.5] 2000-2009 –> 2010-2019 6.3546152 57434.8083
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2009 5.3063526 53259.8578
Indo-Pacific (27.5,27.75] 2000-2009 –> 2010-2019 6.2612090 66309.4091
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2009 3.6591932 17114.2489
Indo-Pacific (27.75,27.85] 2000-2009 –> 2010-2019 4.7475008 22671.0414
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2009 3.3621512 20317.3241
Indo-Pacific (27.85,27.95] 2000-2009 –> 2010-2019 3.9163749 28109.3229
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2009 4.1117201 24256.1891
Indo-Pacific (27.95,28.05] 2000-2009 –> 2010-2019 3.8008141 29070.3179
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2009 3.7262840 15778.8560
Indo-Pacific (28.05,28.1] 2000-2009 –> 2010-2019 3.2510235 19038.3446
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2009 2.7960804 30947.4922
Indo-Pacific (28.1,28.2] 2000-2009 –> 2010-2019 2.6427781 36221.9853
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2009 1.5608029 48849.2737
Indo-Pacific (28.2,28.3] 2000-2009 –> 2010-2019 1.4333964 60789.1715
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2009 0.9015588 7433.4125
Indo-Pacific (28.3, Inf] 2000-2009 –> 2010-2019 1.0440819 10477.3234

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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4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.2.2 Best models

# find max rmse to scale axis
max_rmse <-
  max(c(lm_best$rmse,
        lm_best$rmse_sum - lm_best$rmse))

lm_best %>%
  ggplot(aes(rmse, rmse_sum - rmse, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  coord_equal(xlim = c(0,max_rmse),
              ylim = c(0,max_rmse)) +
  facet_grid(eras ~ basin)

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

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26] 5 4 5 6 10 10 8
(26,26.5] 8 8 6 6 8 5 8
(26.5,26.75] 7 6 7 6 7 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 5 6 9
(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] 9 10 2 4 8 5 4
(28.2, Inf] 9 10 3 4 10 3 5
total 97.00 81.00 68.00 80.00 114.00 101.00 105.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 5 5 5 8 10 10 5
(26,26.5] 8 8 7 5 8 5 8
(26.5,26.75] 6 7 6 8 7 9 6
(26.75,27] 8 6 7 6 6 10 6
(27,27.25] 7 6 6 5 7 10 8
(27.25,27.5] 8 10 5 5 5 9 6
(27.5,27.75] 6 8 8 7 10 4 5
(27.75,27.85] 7 4 4 5 10 9 7
(27.85,27.95] 6 3 5 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 4 5
(28.2, Inf] 9 10 3 4 10 3 5
total 100.00 87.00 72.00 77.00 120.00 99.00 92.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 8 4 8 7 10 4 7
(26,26.5] 8 7 7 7 7 6 8
(26.5,26.75] 8 9 8 6 4 5 8
(26.75,27] 7 10 6 7 5 4 8
(27,27.25] 6 10 6 8 4 6 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 7 8 3 8 4 8
(27.85,27.95] 8 10 5 5 5 4 10
(27.95,28.05] 8 10 5 5 5 4 10
(28.05,28.1] 4 5 4 4 10 10 9
(28.1,28.2] 4 5 7 5 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 91.00 104.00 88.00 84.00 101.00 95.00 104.00
Indo-Pacific - 2000-2009 --> 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] 6 10 6 8 4 6 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] 8 6 5 5 10 5 9
(27.95,28.05] 8 10 3 6 8 4 8
(28.05,28.1] 4 5 4 5 8 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] 5 5 6 8 10 9 5
total 90.00 95.00 86.00 84.00 108.00 102.00 106.00

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
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
lm_best %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

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

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

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

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

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

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

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