Last updated: 2021-07-16

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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_si <- lm_all %>%
#   filter(str_detect(lm_coeff, "silicate_star")) %>%
#   mutate(lm_coeff_filter = str_remove(lm_coeff, "silicate_star")) %>%
#   filter(str_detect(lm_coeff_filter, "silicate") &
#            str_detect(lm_coeff_filter, "nitrate")) %>%
#   select(-lm_coeff_filter)

# lm_rm_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, "phosphate") &
#            str_detect(lm_coeff_filter, "oxygen")) %>%
#   select(-lm_coeff_filter)

# 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_ph)

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

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

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

3 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 112

4 Fit all models

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

  • cstar_tref

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

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

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

5 Prepare coeffcients

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

5.1 Formatting

# lm_all_fitted <- lm_all_fitted_1

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

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

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

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

5.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

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

5.3 VIF threshold

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

  • 1000

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

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

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

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

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

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

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

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab n_predictors model nr_obs rmse aic vif_max resid_max eras rmse_sum rmse_lag aic_sum vif_max_sum rank rank_sum
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 139 1.9027865 587.3077 336.358743 5.398369 1982-1999 –> 2000-2009 3.1934744 1.2906879 976.3092 373.81607 1 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 139 2.2397412 632.6331 397.725036 6.495031 1982-1999 –> 2000-2009 3.4441277 1.2043865 1006.1327 410.52793 5 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 139 2.2404932 632.7264 231.936656 6.118878 1982-1999 –> 2000-2009 3.4601712 1.2196780 1009.0521 253.49752 6 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 139 2.2435064 633.1000 213.252928 6.413670 1982-1999 –> 2000-2009 3.5598168 1.3163104 1026.5048 297.63596 7 22
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 139 2.3509235 646.1016 330.827312 6.844416 1982-1999 –> 2000-2009 3.5632392 1.2123156 1021.0711 344.81370 16 21
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 139 2.4376271 656.1699 322.994861 5.832626 1982-1999 –> 2000-2009 3.6387531 1.2011260 1029.0622 338.11618 23 24
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 139 2.3554754 646.6394 146.370717 8.432428 1982-1999 –> 2000-2009 3.6413226 1.2858471 1034.7992 320.21383 18 28
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 139 2.3994062 649.7764 65.244884 7.916306 1982-1999 –> 2000-2009 3.6854535 1.2860473 1035.9711 69.24892 21 32
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 139 2.4344548 655.8079 253.369324 5.672479 1982-1999 –> 2000-2009 3.7221652 1.2877104 1044.2920 324.64021 22 34
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + silicate + phosphate 139 2.2502880 631.9391 50.052138 6.314484 1982-1999 –> 2000-2009 3.8395293 1.5892412 1065.5508 56.00496 11 32
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 95 2.8932505 485.4506 65.004209 7.438532 2000-2009 –> 2010-2019 4.7960370 1.9027865 1072.7583 401.36295 1 2
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 95 3.1299433 500.3911 119.150636 7.878062 2000-2009 –> 2010-2019 5.5643980 2.4344548 1156.1990 372.51996 2 24
Atlantic (-Inf,26] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 95 3.7192311 533.1665 101.737443 10.768434 2000-2009 –> 2010-2019 5.7015982 1.9823672 1131.8645 177.49142 6 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 95 3.6194428 527.9991 48.470167 9.185810 2000-2009 –> 2010-2019 5.8599360 2.2404932 1160.7255 280.40682 4 10
Atlantic (-Inf,26] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 95 3.7724228 535.8646 489.549767 10.997088 2000-2009 –> 2010-2019 5.9412712 2.1688484 1159.5561 1299.31018 8 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 95 3.7057792 532.4781 108.660366 10.106730 2000-2009 –> 2010-2019 5.9492857 2.2435064 1165.5781 321.91329 5 12
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 95 3.7587950 535.1770 87.587795 10.875884 2000-2009 –> 2010-2019 6.0028468 2.2440518 1168.3446 191.01906 7 15
Atlantic (-Inf,26] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 95 3.7877043 534.6327 4.662170 10.976361 2000-2009 –> 2010-2019 6.0331889 2.2454846 1165.9778 10.26320 10 20
Atlantic (-Inf,26] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 95 3.7773887 536.1146 118.986919 10.169690 2000-2009 –> 2010-2019 6.0650962 2.2877075 1174.6385 455.72425 9 23
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 95 3.9008308 542.2243 266.544853 10.182654 2000-2009 –> 2010-2019 6.1405720 2.2397412 1174.8574 664.26989 13 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 423 4.1607992 2420.5703 42.118404 14.006947 1982-1999 –> 2000-2009 7.9047353 3.7439361 6329.5364 85.95008 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 423 4.3074943 2449.8835 188.563704 10.976925 1982-1999 –> 2000-2009 8.0944566 3.7869623 6375.0984 503.54284 2 4
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 423 4.4378710 2475.1098 16.613579 11.222941 1982-1999 –> 2000-2009 8.2646095 3.8267385 6415.1828 32.86098 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 423 4.4675070 2480.7406 19.074016 11.322568 1982-1999 –> 2000-2009 8.2980238 3.8305168 6422.2169 29.49252 4 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 423 4.5033730 2487.5054 19.462795 11.407164 1982-1999 –> 2000-2009 8.3415594 3.8381865 6431.8259 30.93067 5 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 423 4.7023588 2524.0844 188.505437 11.052019 1982-1999 –> 2000-2009 8.7540248 4.0516660 6545.3752 498.79797 14 21
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 423 4.8500159 2550.2408 16.780314 11.189397 1982-1999 –> 2000-2009 8.9282898 4.0782739 6580.8395 29.93331 16 24
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 423 4.8968699 2558.3744 19.073079 11.295154 1982-1999 –> 2000-2009 8.9794603 4.0825904 6590.4775 29.35233 17 26
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 423 4.8997458 2558.8711 18.834062 11.315936 1982-1999 –> 2000-2009 8.9831249 4.0833790 6591.2488 29.22159 18 28
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 423 4.9159544 2561.6651 19.071052 11.543824 1982-1999 –> 2000-2009 9.0367630 4.1208086 6607.0179 29.35700 19 30
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 434 3.2252092 2262.0648 68.419565 11.344171 2000-2009 –> 2010-2019 7.3860084 4.1607992 4682.6350 110.53797 4 5
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 434 3.1944277 2253.7407 276.080990 11.195246 2000-2009 –> 2010-2019 7.5019219 4.3074943 4703.6242 464.64469 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 434 3.2231408 2261.5079 12.786731 11.298903 2000-2009 –> 2010-2019 7.6610118 4.4378710 4736.6177 29.40031 3 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 434 3.2227220 2261.3951 9.022395 11.309009 2000-2009 –> 2010-2019 7.6902290 4.4675070 4742.1358 28.09641 2 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 434 3.2283352 2262.9056 9.855493 11.307488 2000-2009 –> 2010-2019 7.7317082 4.5033730 4750.4110 29.31829 6 11
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 434 3.2499159 2268.6887 275.630391 12.451469 2000-2009 –> 2010-2019 7.9522747 4.7023588 4792.7731 464.13583 7 21
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 434 3.2774890 2276.0220 14.204838 12.519469 2000-2009 –> 2010-2019 8.1275049 4.8500159 4826.2628 30.98515 8 24
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 434 3.2789796 2276.4167 9.030585 12.528455 2000-2009 –> 2010-2019 8.1758495 4.8968699 4834.7911 28.10366 9 26
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 434 3.2802794 2276.7607 8.327810 12.519088 2000-2009 –> 2010-2019 8.1800252 4.8997458 4835.6318 27.16187 10 28
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 434 3.3101226 2284.6218 9.217748 12.563715 2000-2009 –> 2010-2019 8.2260770 4.9159544 4846.2869 28.28880 11 30
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 780 2.9733214 3927.4444 104.172609 9.896869 1982-1999 –> 2000-2009 6.1900122 3.2166908 9633.4860 124.48767 1 5
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 780 3.0061970 3944.5984 82.724274 10.039242 1982-1999 –> 2000-2009 6.2096113 3.2034143 9641.5410 102.55812 3 6
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 780 3.0749228 3979.8606 92.948565 10.073526 1982-1999 –> 2000-2009 6.2491954 3.1742727 9656.6981 115.28285 11 13
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 780 3.0065951 3944.8050 56.823721 11.973606 1982-1999 –> 2000-2009 6.2585336 3.2519385 9674.8225 102.74796 4 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 780 3.0392215 3961.6423 57.603468 12.220255 1982-1999 –> 2000-2009 6.3202115 3.2809899 9711.2265 103.82594 7 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 780 3.0291575 3956.4680 96.828310 11.492626 1982-1999 –> 2000-2009 6.3360819 3.3069244 9723.3736 120.44529 5 15
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 780 3.0596186 3972.0769 56.598539 12.252291 1982-1999 –> 2000-2009 6.3492593 3.2896407 9727.4541 102.99308 8 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 780 2.9934193 3937.9536 59.724230 9.463330 1982-1999 –> 2000-2009 6.3943625 3.4009432 9766.5345 109.77265 2 20
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 780 3.0714665 3976.1061 14.650408 12.346656 1982-1999 –> 2000-2009 6.4175192 3.3460526 9766.8898 35.92277 9 22
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 780 3.1633229 4022.0760 14.522086 11.201747 1982-1999 –> 2000-2009 6.4446471 3.2813242 9769.8843 34.26516 15 23
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 701 4.2120521 4019.3577 102.994513 12.476547 2000-2009 –> 2010-2019 7.1853735 2.9733214 7946.8020 207.16712 4 5
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 701 4.1968092 4014.2748 97.550836 12.220974 2000-2009 –> 2010-2019 7.2030062 3.0061970 7958.8732 180.27511 3 6
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 701 4.2422020 4029.3574 30.084243 12.414142 2000-2009 –> 2010-2019 7.2356213 2.9934193 7967.3110 89.80847 11 13
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 701 4.1839508 4009.9727 100.441017 12.025487 2000-2009 –> 2010-2019 7.2588736 3.0749228 7989.8333 193.38958 2 14
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 701 4.2430648 4027.6426 26.565111 12.396746 2000-2009 –> 2010-2019 7.2753007 3.0322359 7983.6951 57.80345 12 19
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 701 4.2675296 4037.7030 994.637393 12.775561 2000-2009 –> 2010-2019 7.2874686 3.0199391 7989.4163 1346.88720 13 18
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 701 4.2282631 4024.7432 30.120338 12.059674 2000-2009 –> 2010-2019 7.3012295 3.0729665 8003.6110 88.20787 7 18
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 701 4.3013137 4048.7583 29.234485 13.612137 2000-2009 –> 2010-2019 7.3079088 3.0065951 7993.5633 86.05821 15 19
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 701 4.2301510 4023.3691 18.412598 12.036922 2000-2009 –> 2010-2019 7.3633373 3.1331864 8030.5119 43.53492 9 22
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 701 4.3317513 4058.6445 29.473908 14.023430 2000-2009 –> 2010-2019 7.3709729 3.0392215 8020.2868 87.07738 17 25
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1315 2.1900406 5807.5181 47.215442 13.105713 1982-1999 –> 2000-2009 3.8535913 1.6635507 13321.0213 83.96104 1 3
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1315 2.2340379 5859.8304 200.702908 10.314694 1982-1999 –> 2000-2009 3.9177961 1.6837582 13420.3014 251.05918 5 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1315 2.2204700 5843.8091 47.079456 13.370240 1982-1999 –> 2000-2009 3.9350584 1.7145884 13474.8631 83.87946 4 9
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1315 2.2120111 5833.7709 191.152917 10.245124 1982-1999 –> 2000-2009 3.9451904 1.7331792 13506.7762 241.39190 2 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1315 2.2454371 5873.2158 47.073947 13.440275 1982-1999 –> 2000-2009 3.9803073 1.7348702 13550.0146 83.87458 6 13
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1315 2.2186581 5841.6620 211.848896 10.168117 1982-1999 –> 2000-2009 3.9803314 1.7616733 13578.1003 262.38506 3 11
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1315 2.4656243 6119.2388 242.009915 22.634667 1982-1999 –> 2000-2009 4.0648283 1.5992040 13479.2880 434.12476 13 14
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 1315 2.3307769 5969.3186 26.485079 15.095064 1982-1999 –> 2000-2009 4.1065978 1.7758209 13734.8719 58.50464 8 17
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1315 2.3364415 5975.7027 4.377563 15.183298 1982-1999 –> 2000-2009 4.1660192 1.8295777 13857.2650 10.37598 10 20
Atlantic (26.75,27] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1315 2.3512221 5992.2881 4.420756 15.192141 1982-1999 –> 2000-2009 4.2022747 1.8510526 13919.2438 10.46869 11 22
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1421 2.3357797 6457.6220 108.087407 9.873060 2000-2009 –> 2010-2019 4.5477908 2.2120111 12291.3929 299.24032 3 5
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1421 2.3176804 6435.5143 109.373439 9.713191 2000-2009 –> 2010-2019 4.5517183 2.2340379 12295.3448 310.07635 2 7
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1421 2.3710808 6500.2523 111.531915 10.043112 2000-2009 –> 2010-2019 4.5897389 2.2186581 12341.9144 323.38081 4 7
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1421 2.2724006 6379.4415 203.401740 10.021866 2000-2009 –> 2010-2019 4.7380249 2.4656243 12498.6803 445.41166 1 14
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1421 2.6816259 6850.0383 31.520999 15.727664 2000-2009 –> 2010-2019 4.8716665 2.1900406 12657.5564 78.73644 6 7
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1421 2.5651127 6723.7942 118.515118 8.843443 2000-2009 –> 2010-2019 4.8909922 2.3258795 12689.5809 345.72447 5 12
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1421 2.7163065 6886.5574 31.587070 15.847376 2000-2009 –> 2010-2019 4.9367766 2.2204700 12730.3664 78.66653 7 11
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1421 2.7293333 6900.1543 31.603025 15.873017 2000-2009 –> 2010-2019 4.9747704 2.2454371 12773.3702 78.67697 9 15
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 1421 2.7704831 6940.6830 18.837049 15.377760 2000-2009 –> 2010-2019 5.1020780 2.3315950 12910.9246 45.52770 11 20
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 1421 2.8276736 6998.7525 18.328951 16.290196 2000-2009 –> 2010-2019 5.1584505 2.3307769 12968.0711 44.81403 12 20
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1983 2.1635042 8702.1883 245.010156 8.910443 1982-1999 –> 2000-2009 3.7920616 1.6285574 18584.9215 363.21136 2 7
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1983 2.1228726 8626.9967 189.080212 12.468805 1982-1999 –> 2000-2009 3.8281676 1.7052950 18748.0510 286.52111 1 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1983 2.3925939 9101.3618 68.826566 13.308974 1982-1999 –> 2000-2009 3.8516145 1.4590205 18415.1011 99.11869 9 10
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1983 2.3910019 9098.7219 68.699518 13.288703 1982-1999 –> 2000-2009 3.8561246 1.4651227 18434.0640 99.00593 8 10
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1983 2.4587393 9209.5171 73.111081 13.493600 1982-1999 –> 2000-2009 4.0064383 1.5476991 18828.6611 174.43803 12 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1983 2.4355164 9171.8801 516.675081 13.806537 1982-1999 –> 2000-2009 4.0529343 1.6174179 19019.0870 1082.25941 11 15
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1983 2.3322368 9000.0293 183.555851 12.555312 1982-1999 –> 2000-2009 4.0956576 1.7634208 19294.5700 279.01523 5 13
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1983 2.4632836 9214.8404 72.351242 13.201659 1982-1999 –> 2000-2009 4.1065311 1.6432475 19142.0533 169.50124 13 19
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1983 2.3629492 9051.9152 189.459657 13.004555 1982-1999 –> 2000-2009 4.2653949 1.9024458 19739.2353 290.01276 6 16
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1983 2.5534722 9359.4531 69.657647 14.316363 1982-1999 –> 2000-2009 4.3974181 1.8439459 19885.1137 100.14161 14 23
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1930 2.1403996 8428.5339 290.412019 11.509483 2000-2009 –> 2010-2019 4.3039038 2.1635042 17130.7222 535.42218 1 3
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1930 2.2141728 8559.3353 240.639088 8.075055 2000-2009 –> 2010-2019 4.3370454 2.1228726 17186.3320 429.71930 2 3
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1930 2.2336267 8593.1013 310.127673 12.434926 2000-2009 –> 2010-2019 4.4916965 2.2580699 17464.9598 581.55453 3 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1930 2.2900392 8689.3789 128.528866 8.340509 2000-2009 –> 2010-2019 4.5616099 2.2715707 17584.8791 236.24781 4 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1930 2.3260377 8749.5845 59.656733 15.967554 2000-2009 –> 2010-2019 4.7186316 2.3925939 17850.9463 128.48330 5 14
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1930 2.3290450 8754.5719 59.730959 15.972297 2000-2009 –> 2010-2019 4.7200469 2.3910019 17853.2938 128.43048 6 14
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1930 2.3889954 8852.6723 212.748359 7.993341 2000-2009 –> 2010-2019 4.7212322 2.3322368 17852.7016 396.30421 10 15
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1930 2.3999168 8870.2783 228.196471 8.137567 2000-2009 –> 2010-2019 4.7628660 2.3629492 17922.1935 417.65613 11 17
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1930 2.3305870 8757.1266 562.026579 15.950517 2000-2009 –> 2010-2019 4.7661034 2.4355164 17929.0067 1078.70166 7 18
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate 1930 2.4015552 8870.9126 127.240197 8.164388 2000-2009 –> 2010-2019 4.7736752 2.3721200 17936.1905 228.18753 12 19
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3406 3.0019217 17167.9183 274.198886 12.519342 1982-1999 –> 2000-2009 4.9858096 1.9838879 35028.0211 690.18482 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3406 3.3317864 17878.1100 189.993031 9.171623 1982-1999 –> 2000-2009 5.4460819 2.1142955 36278.2038 449.65999 5 7
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3406 3.3108723 17835.2154 277.073298 9.703902 1982-1999 –> 2000-2009 5.5328170 2.2219447 36656.5350 714.34589 3 7
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3406 3.3290418 17872.4961 289.804951 14.396401 1982-1999 –> 2000-2009 5.5379287 2.2088869 36643.8221 817.81399 4 7
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3406 3.3038444 17820.7403 50.524528 9.301847 1982-1999 –> 2000-2009 5.6650374 2.3611930 37157.6315 124.82028 2 12
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3406 3.3996130 18013.3921 253.475451 15.432617 1982-1999 –> 2000-2009 5.6767891 2.2771761 37040.9728 653.84133 7 13
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 3406 3.3345040 17881.6639 47.191564 9.135842 1982-1999 –> 2000-2009 5.7123507 2.3778468 37276.1696 121.36955 6 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3406 3.5228497 18257.9582 207.403914 11.214774 1982-1999 –> 2000-2009 5.7853686 2.2625189 37232.7675 541.85734 8 13
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3406 3.6378382 18474.7552 185.979128 12.048344 1982-1999 –> 2000-2009 5.9914528 2.3536146 37782.3791 444.72232 12 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3406 3.6751065 18546.1866 271.825264 11.616677 1982-1999 –> 2000-2009 6.0943126 2.4192061 38088.9565 741.12335 13 27
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2964 3.3878258 15658.7442 409.871249 10.282605 2000-2009 –> 2010-2019 6.3897475 3.0019217 32826.6625 684.07013 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2964 3.4580300 15780.3316 41.655615 10.970965 2000-2009 –> 2010-2019 6.7618744 3.3038444 33601.0719 92.18014 2 4
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2964 3.5283535 15899.6758 372.148709 11.172893 2000-2009 –> 2010-2019 6.8392258 3.3108723 33734.8912 649.22201 3 6
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2964 3.5541917 15942.9284 265.914461 11.286379 2000-2009 –> 2010-2019 6.8859781 3.3317864 33821.0384 455.90749 4 9
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2964 3.5600333 15950.6636 40.341707 11.219288 2000-2009 –> 2010-2019 6.8945373 3.3345040 33832.3275 87.53327 5 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2964 3.7624339 16280.4593 516.437781 13.889635 2000-2009 –> 2010-2019 7.0914757 3.3290418 34152.9554 806.24273 11 15
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2964 3.5720517 15972.6424 538.571860 14.755439 2000-2009 –> 2010-2019 7.1160407 3.5439889 34271.3545 883.78371 6 16
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2964 3.5971946 16014.2221 337.039997 12.524551 2000-2009 –> 2010-2019 7.1227473 3.5255527 34277.4049 507.92619 7 16
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 2964 3.5973623 16012.4985 40.337899 12.742518 2000-2009 –> 2010-2019 7.1415242 3.5441619 34309.5431 87.56233 8 19
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2964 3.7860709 16317.5846 354.086158 14.231886 2000-2009 –> 2010-2019 7.3089206 3.5228497 34575.5428 561.49007 12 20
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6996 2.2514275 31223.1980 20.979333 15.485039 1982-1999 –> 2000-2009 3.8223257 1.5708981 67040.2151 42.52348 1 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6996 2.2553187 31247.3600 20.492226 15.328492 1982-1999 –> 2000-2009 3.8261870 1.5708682 67064.0128 42.10734 2 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6996 2.2666487 31317.4750 20.545752 15.113299 1982-1999 –> 2000-2009 3.8373736 1.5707249 67132.3816 41.56008 3 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6996 2.2830171 31418.1538 513.474446 16.795730 1982-1999 –> 2000-2009 3.9068686 1.6238515 67869.7251 1446.34797 4 9
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 6996 2.3255118 31674.1985 18.907081 14.418198 1982-1999 –> 2000-2009 3.9799043 1.6543925 68480.4061 34.48116 5 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6996 2.3302325 31704.5727 31.815076 14.061885 1982-1999 –> 2000-2009 3.9806731 1.6504407 68467.0062 84.17891 7 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 6996 2.3297813 31699.8634 19.148741 14.187725 1982-1999 –> 2000-2009 3.9844954 1.6547141 68509.7911 35.29110 6 14
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 6996 2.4291747 32284.4098 20.472858 17.974911 1982-1999 –> 2000-2009 4.0001074 1.5709326 68099.8469 38.59944 14 18
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 6996 2.3572005 31863.5736 19.438041 13.775108 1982-1999 –> 2000-2009 4.0157408 1.6585403 68717.7085 35.35116 10 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 6996 2.3418165 31773.9571 461.146583 14.218115 1982-1999 –> 2000-2009 4.1022637 1.7604473 69771.4104 1156.10861 8 20
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5739 2.2321004 25516.7568 980.210643 26.189415 2000-2009 –> 2010-2019 4.5133321 2.2812317 56923.9641 1854.87942 1 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5739 2.2923198 25822.3157 807.292673 26.132919 2000-2009 –> 2010-2019 4.5980275 2.3057077 57378.8480 1550.80165 2 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5739 2.3497335 26106.2539 940.169758 27.355190 2000-2009 –> 2010-2019 4.6272315 2.2774980 57490.5416 1796.05929 4 8
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 5739 2.3258270 25986.8772 750.377556 25.840892 2000-2009 –> 2010-2019 4.6342383 2.3084113 57557.8063 1447.78618 3 11
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5739 2.3907622 26304.9415 18.489587 24.048495 2000-2009 –> 2010-2019 4.6421897 2.2514275 57528.1395 39.46892 5 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5739 2.3922888 26312.2682 18.752101 23.881305 2000-2009 –> 2010-2019 4.6476075 2.2553187 57559.6282 39.24433 6 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5739 2.4183857 26436.8013 18.629596 23.862281 2000-2009 –> 2010-2019 4.6850344 2.2666487 57754.2763 39.17535 7 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5739 2.4685007 26672.2229 577.193995 27.367442 2000-2009 –> 2010-2019 4.7515177 2.2830171 58090.3767 1090.66844 12 18
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5739 2.4381469 26530.2095 27.328503 21.822434 2000-2009 –> 2010-2019 4.7683794 2.3302325 58234.7821 59.14358 9 20
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5739 2.4335567 26508.5799 577.945082 21.982022 2000-2009 –> 2010-2019 4.7753732 2.3418165 58282.5370 1039.09166 8 20
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2607 1.1529054 8154.2207 28.502648 13.419580 1982-1999 –> 2000-2009 1.8800674 0.7271619 15784.7218 75.43283 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2607 1.1960959 8345.9793 26.756835 13.485433 1982-1999 –> 2000-2009 1.9626238 0.7665279 16341.4213 59.31394 5 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2607 1.1963750 8347.1955 26.035146 13.541063 1982-1999 –> 2000-2009 1.9641059 0.7677309 16353.4926 58.06161 6 10
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2607 1.1994767 8360.6961 23.517929 13.499773 1982-1999 –> 2000-2009 1.9667453 0.7672686 16362.8238 50.02938 7 10
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 2607 1.1690813 8224.8672 27.315827 13.315972 1982-1999 –> 2000-2009 1.9991419 0.8300607 16769.4924 70.93220 2 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2607 1.1867860 8305.2367 24.981820 14.231969 1982-1999 –> 2000-2009 2.0279382 0.8411523 16943.7438 66.59789 3 10
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 2607 1.1868590 8303.5574 24.274564 14.223874 1982-1999 –> 2000-2009 2.0524172 0.8655582 17138.0470 63.79054 4 12
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2607 1.2830644 8709.9415 21.310671 13.998467 1982-1999 –> 2000-2009 2.0642007 0.7811363 16834.0612 47.74244 8 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 2607 1.4766670 9442.6978 21.904268 12.295013 1982-1999 –> 2000-2009 2.3868726 0.9102055 18625.3350 41.38438 12 21
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2607 1.5389312 9658.0392 25.033994 12.311140 1982-1999 –> 2000-2009 2.5030293 0.9640981 19238.8477 46.86992 14 24
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2181 1.2548516 7193.6596 26.711129 5.376610 2000-2009 –> 2010-2019 2.4077571 1.1529054 15347.8803 55.21378 1 2
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 2181 1.3310711 7448.8718 18.867078 5.688339 2000-2009 –> 2010-2019 2.5001524 1.1690813 15673.7391 46.18290 5 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2181 1.3045303 7363.0171 30.967237 5.512252 2000-2009 –> 2010-2019 2.5006262 1.1960959 15708.9964 57.72407 2 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2181 1.3075924 7373.2442 29.560934 5.513765 2000-2009 –> 2010-2019 2.5070692 1.1994767 15733.9403 53.07886 3 10
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2181 1.3116028 7386.6021 31.057823 5.532040 2000-2009 –> 2010-2019 2.5079778 1.1963750 15733.7976 57.09297 4 10
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2181 1.4016799 7676.3326 26.416701 6.047831 2000-2009 –> 2010-2019 2.5884658 1.1867860 15981.5693 51.39852 7 10
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 2181 1.4454523 7808.4678 16.469299 5.655521 2000-2009 –> 2010-2019 2.6323112 1.1868590 16112.0251 40.74386 8 12
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2181 1.3581190 7536.6208 28.372935 5.622233 2000-2009 –> 2010-2019 2.6411833 1.2830644 16246.5623 49.68361 6 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 2181 1.6331022 8340.8899 17.861295 7.308196 2000-2009 –> 2010-2019 3.0420252 1.4089230 17538.7278 38.14986 9 19
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 2181 1.6412352 8362.5589 16.954141 7.318563 2000-2009 –> 2010-2019 3.0425784 1.4013432 17532.2707 36.03096 10 19
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2606 2.1564785 11414.8075 26.096393 25.539208 1982-1999 –> 2000-2009 2.7637303 0.6072518 17981.9503 71.08614 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2606 2.1835488 11479.8265 58.160765 25.659873 1982-1999 –> 2000-2009 2.8354806 0.6519318 18552.6061 107.60174 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2606 2.1868715 11487.7516 22.919384 25.683927 1982-1999 –> 2000-2009 2.8394072 0.6525357 18567.1254 48.18121 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2606 2.1965100 11510.6726 55.636569 25.759870 1982-1999 –> 2000-2009 2.8499560 0.6534460 18599.9747 104.40205 4 8
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2606 2.2252125 11576.3385 22.599585 25.916498 1982-1999 –> 2000-2009 2.8809364 0.6557239 18688.4242 46.82001 6 11
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 2606 2.2473773 11627.9970 19.971376 25.334290 1982-1999 –> 2000-2009 3.0095127 0.7621354 19811.1211 34.18650 7 13
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 2606 2.2112417 11543.5123 23.390414 25.066786 1982-1999 –> 2000-2009 3.0203316 0.8090899 20152.4307 62.68633 5 13
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2606 2.3312078 11820.8742 22.066931 26.243495 1982-1999 –> 2000-2009 3.1086372 0.7774293 20147.5017 60.94696 11 18
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2606 2.2916076 11729.5774 57.902926 25.434614 1982-1999 –> 2000-2009 3.1227395 0.8311319 20529.9239 96.87047 8 18
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2606 2.3016978 11752.4759 22.340928 25.469163 1982-1999 –> 2000-2009 3.1353839 0.8336862 20574.6767 38.08454 10 21
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2157 1.1345550 6679.9024 23.161223 8.955491 2000-2009 –> 2010-2019 3.2910335 2.1564785 18094.7099 49.25762 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2157 1.1774300 6839.9240 57.074700 9.113917 2000-2009 –> 2010-2019 3.3609787 2.1835488 18319.7505 115.23546 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2157 1.1800296 6849.4384 25.999039 9.112031 2000-2009 –> 2010-2019 3.3669011 2.1868715 18337.1900 48.91842 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2157 1.1857887 6870.4413 53.655903 9.127151 2000-2009 –> 2010-2019 3.3822986 2.1965100 18381.1140 109.29247 4 8
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2157 1.2026034 6929.1850 22.940151 8.929330 2000-2009 –> 2010-2019 3.4278159 2.2252125 18505.5235 45.53974 5 11
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 2157 1.3326554 7372.1673 20.910709 8.481540 2000-2009 –> 2010-2019 3.5438971 2.2112417 18915.6795 44.30112 6 11
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2157 1.3501108 7430.3060 22.819805 10.092901 2000-2009 –> 2010-2019 3.6813186 2.3312078 19251.1802 44.88674 7 18
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2157 1.4435042 7718.8566 758.394096 10.068946 2000-2009 –> 2010-2019 3.7795019 2.3359977 19550.4287 1277.98616 8 20
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate 2157 1.4647563 7779.9068 18.073205 9.657462 2000-2009 –> 2010-2019 3.8063097 2.3415534 19621.8599 38.21967 9 22
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 2157 1.8772753 8850.3505 23.086685 8.849695 2000-2009 –> 2010-2019 4.1246526 2.2473773 20478.3475 43.05806 13 20
Atlantic (27.95,28.05] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2871 3.4632310 15292.2687 454.609451 40.458112 1982-1999 –> 2000-2009 5.8326000 2.3693691 35313.5695 901.73054 1 13
Atlantic (27.95,28.05] 3 cstar_tref ~ aou + phosphate + phosphate_star 2871 3.5129297 15372.0830 439.204258 46.649271 1982-1999 –> 2000-2009 5.8857354 2.3728057 35404.0949 852.09938 2 15
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2871 3.7406262 15736.6959 31.103019 46.946881 1982-1999 –> 2000-2009 6.0375060 2.2968799 35487.4945 67.37122 3 5
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 2871 3.8166578 15850.2370 26.280682 53.042838 1982-1999 –> 2000-2009 6.1453518 2.3286940 35719.6755 48.24874 5 11
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + silicate + phosphate 2871 3.7411270 15735.4646 26.907438 47.687652 1982-1999 –> 2000-2009 6.1542925 2.4131655 35917.3938 54.32279 4 19
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2871 3.8858070 15955.3379 131.009056 50.080957 1982-1999 –> 2000-2009 6.1932502 2.3074432 35746.3772 222.94088 7 12
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2871 3.9661736 16072.8830 119.867212 55.099253 1982-1999 –> 2000-2009 6.2227221 2.2565485 35668.3193 207.62915 11 12
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2871 3.9230694 16010.1376 35.524713 52.429228 1982-1999 –> 2000-2009 6.2293163 2.3062469 35796.6288 61.81094 9 13
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + aou + phosphate 2871 3.8262006 15862.5758 14.459073 57.022260 1982-1999 –> 2000-2009 6.2555724 2.4293718 36101.2055 29.86601 6 22
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2871 3.9943430 16111.5209 119.494549 58.357276 1982-1999 –> 2000-2009 6.3001125 2.3057695 35894.1966 201.68286 17 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2499 2.5276990 11740.5472 31.940454 19.615194 2000-2009 –> 2010-2019 6.2683252 3.7406262 27477.2431 63.04347 2 5
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2499 2.5349729 11754.9092 144.304990 19.518941 2000-2009 –> 2010-2019 6.4207799 3.8858070 27710.2470 275.31405 4 11
Atlantic (27.95,28.05] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2499 2.9796607 12560.7183 844.757644 21.601005 2000-2009 –> 2010-2019 6.4428916 3.4632310 27852.9870 1299.36710 13 14
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2499 2.4770540 11639.3905 122.749124 18.612920 2000-2009 –> 2010-2019 6.4432277 3.9661736 27712.2735 242.61634 1 12
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2499 2.5337243 11752.4468 33.355926 19.521335 2000-2009 –> 2010-2019 6.4567937 3.9230694 27762.5844 68.88064 3 12
Atlantic (27.95,28.05] 3 cstar_tref ~ aou + phosphate + phosphate_star 2499 3.0051598 12601.3078 757.538736 21.635847 2000-2009 –> 2010-2019 6.5180895 3.5129297 27973.3908 1196.74299 15 17
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 2499 2.7049709 12077.3205 26.633453 20.120554 2000-2009 –> 2010-2019 6.5216287 3.8166578 27927.5574 52.91413 6 11
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2499 2.5857634 11852.0586 24.393538 20.448011 2000-2009 –> 2010-2019 6.5544051 3.9686418 27926.5137 46.59512 5 17
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2499 2.7449228 12150.6000 132.207776 20.152070 2000-2009 –> 2010-2019 6.7196330 3.9747103 28233.8286 257.76185 8 21
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2499 2.7465867 12153.6288 32.563849 20.103192 2000-2009 –> 2010-2019 6.7352157 3.9886290 28256.9298 65.06526 9 25
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1599 0.5990772 2913.2229 59.974191 4.690456 1982-1999 –> 2000-2009 0.9761289 0.3770517 5110.4522 126.99796 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1599 0.5992995 2912.4091 52.767988 4.704781 1982-1999 –> 2000-2009 0.9817366 0.3824371 5177.4420 119.79145 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1599 0.6352258 3100.5937 244.388229 4.909529 1982-1999 –> 2000-2009 1.0408259 0.4056001 5657.0580 557.00545 3 6
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1599 0.6401217 3125.1475 54.960798 4.966596 1982-1999 –> 2000-2009 1.0463128 0.4061911 5688.7774 118.29163 5 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1599 0.6476074 3162.3285 215.022010 4.976271 1982-1999 –> 2000-2009 1.0543637 0.4067563 5732.8026 480.50239 7 12
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1599 0.6368102 3106.5606 220.267329 4.943931 1982-1999 –> 2000-2009 1.0571205 0.4203103 5836.3728 470.89629 4 11
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1599 0.6425899 3135.4547 54.422008 5.015961 1982-1999 –> 2000-2009 1.0652874 0.4226975 5893.1433 111.14537 6 14
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1599 0.6609947 3225.7630 212.088835 5.159455 1982-1999 –> 2000-2009 1.0935346 0.4325400 6096.7459 466.92642 8 17
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1599 0.7012784 3414.9542 38.146283 5.630587 1982-1999 –> 2000-2009 1.1089883 0.4077099 5994.9541 66.65700 9 15
Atlantic (28.05,28.1] 3 cstar_tref ~ sal + temp + phosphate_star 1599 0.7587781 3664.9706 30.216899 6.352732 1982-1999 –> 2000-2009 1.2025636 0.4437855 6660.2843 53.05419 19 29
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1351 0.6402186 2643.0267 116.185379 2.767040 2000-2009 –> 2010-2019 1.2392958 0.5990772 5556.2497 176.15957 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1351 0.6890675 2839.7038 115.422209 3.353955 2000-2009 –> 2010-2019 1.2883670 0.5992995 5752.1129 168.19020 6 8
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1351 0.6717224 2772.8187 470.934886 2.906207 2000-2009 –> 2010-2019 1.3069482 0.6352258 5873.4124 715.32311 2 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1351 0.6731207 2778.4376 86.688925 2.897075 2000-2009 –> 2010-2019 1.3132424 0.6401217 5903.5850 141.64972 3 8
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1351 0.6742758 2783.0704 391.120892 2.864363 2000-2009 –> 2010-2019 1.3218832 0.6476074 5945.3988 606.14290 4 11
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1351 0.7317518 3002.0998 350.551296 3.557892 2000-2009 –> 2010-2019 1.3685620 0.6368102 6108.6604 570.81863 7 11
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1351 0.6777809 2795.0796 52.794872 2.846660 2000-2009 –> 2010-2019 1.3790593 0.7012784 6210.0339 90.94115 5 14
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1351 0.7390402 3028.8791 85.867225 3.597551 2000-2009 –> 2010-2019 1.3816301 0.6425899 6164.3338 140.28923 8 14
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1351 0.7759254 3160.4775 358.728284 3.697622 2000-2009 –> 2010-2019 1.4369201 0.6609947 6386.2405 570.81712 10 18
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1351 0.7516088 3076.4447 107.684653 2.991057 2000-2009 –> 2010-2019 1.5040278 0.7524190 6718.5010 161.37661 9 25
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2609 0.5332075 4136.7096 115.977278 4.065442 1982-1999 –> 2000-2009 0.9505663 0.4173589 7695.1432 204.98471 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2609 0.5546333 4342.2814 267.709857 4.268082 1982-1999 –> 2000-2009 0.9956256 0.4409923 8258.8513 555.38814 3 5
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 2609 0.5473553 4271.3565 92.939544 4.564201 1982-1999 –> 2000-2009 0.9988889 0.4515336 8339.5187 179.41904 2 7
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2609 0.5569844 4364.3534 215.901864 4.585398 1982-1999 –> 2000-2009 1.0011492 0.4441649 8327.5320 454.20563 4 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2609 0.5577005 4371.0578 73.989555 4.369827 1982-1999 –> 2000-2009 1.0016373 0.4439368 8330.8975 130.25682 5 8
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2609 0.5600210 4390.7239 214.265621 4.701456 1982-1999 –> 2000-2009 1.0176245 0.4576036 8545.7103 440.35179 6 13
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2609 0.5653700 4440.3268 240.471855 4.731864 1982-1999 –> 2000-2009 1.0311231 0.4657531 8710.0891 466.07332 7 15
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2609 0.5671756 4456.9644 59.621555 4.788678 1982-1999 –> 2000-2009 1.0338111 0.4666355 8739.0343 114.45272 8 17
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 2609 0.5805845 4578.8911 104.345498 3.683545 1982-1999 –> 2000-2009 1.0371582 0.4565736 8719.2273 191.55951 9 15
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + phosphate 2609 0.5830823 4599.2920 88.947206 3.685560 1982-1999 –> 2000-2009 1.0594278 0.4763454 9013.2687 174.38159 10 20
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2047 0.6113690 3808.6627 159.411194 3.515677 2000-2009 –> 2010-2019 1.1445764 0.5332075 7945.3723 275.38847 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 2047 0.6117736 3809.3714 158.113323 3.551812 2000-2009 –> 2010-2019 1.1591289 0.5473553 8080.7279 251.05287 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2047 0.6340038 3957.4969 432.958430 3.592492 2000-2009 –> 2010-2019 1.1886371 0.5546333 8299.7783 700.66829 4 7
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2047 0.6329924 3950.9607 343.397697 3.548688 2000-2009 –> 2010-2019 1.1899767 0.5569844 8315.3141 559.29956 3 7
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2047 0.6363655 3972.7192 99.278901 3.623178 2000-2009 –> 2010-2019 1.1940660 0.5577005 8343.7770 173.26846 7 12
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2047 0.6362363 3969.8881 338.727281 3.462559 2000-2009 –> 2010-2019 1.1962573 0.5600210 8360.6120 552.99290 6 12
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2047 0.6340112 3955.5449 361.904625 3.587250 2000-2009 –> 2010-2019 1.1993812 0.5653700 8395.8717 602.37648 5 12
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2047 0.6364834 3971.4777 98.698820 3.603027 2000-2009 –> 2010-2019 1.2036590 0.5671756 8428.4421 158.32037 8 16
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2047 0.6572098 4102.6696 66.756186 3.983828 2000-2009 –> 2010-2019 1.2675803 0.6103705 8942.6214 138.69277 9 22
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2047 0.6662634 4160.6828 149.567335 3.128862 2000-2009 –> 2010-2019 1.2904686 0.6242053 9119.5859 258.00635 10 29
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4360 0.6395767 8489.7512 203.916953 3.775730 1982-1999 –> 2000-2009 1.1884570 0.5488803 18394.7634 403.87721 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 4360 0.6396971 8489.3918 125.152430 3.908683 1982-1999 –> 2000-2009 1.1970344 0.5573373 18577.0497 232.56783 2 5
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4360 0.6618333 8786.0379 462.810466 4.347096 1982-1999 –> 2000-2009 1.2132397 0.5514064 18744.5001 724.64785 3 5
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4360 0.6698586 8891.1390 477.100354 4.360210 1982-1999 –> 2000-2009 1.2304231 0.5605645 19048.5195 747.12640 4 8
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 4360 0.6850801 9087.0703 656.177853 4.286674 1982-1999 –> 2000-2009 1.2618704 0.5767903 19589.0322 1073.71338 5 10
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 4360 0.7043398 9328.8332 137.845868 3.786907 1982-1999 –> 2000-2009 1.2999672 0.5956273 20218.8756 271.99165 6 12
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4360 0.7396639 9757.5466 946.931618 4.956378 1982-1999 –> 2000-2009 1.3545014 0.6148375 21032.9151 1479.34730 7 14
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4360 0.7433794 9801.2388 160.800529 7.947454 1982-1999 –> 2000-2009 1.4057516 0.6623723 21975.9033 327.13322 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4360 0.7572344 9960.2651 146.956531 9.515260 1982-1999 –> 2000-2009 1.4419017 0.6846673 22532.7097 301.58982 9 20
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4360 0.7630096 10028.5173 203.289079 8.536349 1982-1999 –> 2000-2009 1.4434856 0.6804761 22528.8107 406.44774 11 21
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3862 0.6559198 7716.5408 245.931323 3.305895 2000-2009 –> 2010-2019 1.2954965 0.6395767 16206.2921 449.84828 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 3862 0.6592283 7753.4033 161.139605 3.030740 2000-2009 –> 2010-2019 1.2989253 0.6396971 16242.7951 286.29203 2 4
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3862 0.6796866 7989.4635 292.738977 3.270957 2000-2009 –> 2010-2019 1.3415199 0.6618333 16775.5015 755.54944 3 6
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3862 0.6867743 8069.5916 299.124646 3.297092 2000-2009 –> 2010-2019 1.3566329 0.6698586 16960.7306 776.22500 4 8
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3862 0.7026580 8246.1974 612.901469 3.393337 2000-2009 –> 2010-2019 1.3877381 0.6850801 17333.2676 1269.07932 7 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 3862 0.6947913 8159.2352 200.418812 3.739786 2000-2009 –> 2010-2019 1.3991311 0.7043398 17488.0684 338.26468 5 11
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3862 0.6999945 8218.8638 862.630944 3.638319 2000-2009 –> 2010-2019 1.4396585 0.7396639 17976.4104 1809.56256 6 13
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3862 0.7802550 9057.2902 249.949930 3.190721 2000-2009 –> 2010-2019 1.5236344 0.7433794 18858.5290 410.75046 8 16
Atlantic (28.15,28.2] 3 cstar_tref ~ temp + aou + nitrate 3862 0.7828677 9079.1113 161.072125 3.093810 2000-2009 –> 2010-2019 1.5444474 0.7615797 19087.2724 278.01815 9 19
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3862 0.8002699 9250.9257 200.552323 2.841962 2000-2009 –> 2010-2019 1.5575043 0.7572344 19211.1909 347.50885 11 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 7165 0.7173484 15587.0550 201.403787 4.610532 1982-1999 –> 2000-2009 1.2744674 0.5571190 31796.5981 492.06728 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 7165 0.7282876 15803.9303 43.521319 4.510182 1982-1999 –> 2000-2009 1.3056574 0.5773698 32706.8493 93.55445 2 4
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 7165 0.7291483 15818.8563 35.481393 4.488356 1982-1999 –> 2000-2009 1.3077337 0.5785853 32760.6163 84.86867 3 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 7165 0.7637777 16485.7627 451.056271 4.388978 1982-1999 –> 2000-2009 1.3646516 0.6008739 34163.5794 782.51055 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 7165 0.7651051 16510.6458 453.070860 4.393140 1982-1999 –> 2000-2009 1.3665316 0.6014265 34206.3147 779.26787 5 10
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 7165 0.7651506 16509.4970 110.702213 4.392340 1982-1999 –> 2000-2009 1.3665773 0.6014267 34203.1738 271.24175 6 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 7165 0.7685194 16572.4519 301.526344 4.411417 1982-1999 –> 2000-2009 1.3707071 0.6021877 34290.6839 581.16300 7 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 7165 0.7716876 16631.4045 10.618201 4.402821 1982-1999 –> 2000-2009 1.3762229 0.6045353 34425.1981 33.71704 9 17
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 7165 0.7699716 16601.5034 481.393712 4.405502 1982-1999 –> 2000-2009 1.3776720 0.6077004 34498.7053 813.69446 8 17
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 7165 0.7983659 17116.4412 7.660621 4.495058 1982-1999 –> 2000-2009 1.4098344 0.6114685 35129.6892 21.65926 10 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6247 0.6552959 12461.3988 457.744736 4.125491 2000-2009 –> 2010-2019 1.3726443 0.7173484 28048.4539 659.14852 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 6247 0.7042763 13362.0149 140.325371 4.780849 2000-2009 –> 2010-2019 1.4325639 0.7282876 29165.9452 183.84669 2 4
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 6247 0.7238228 13702.0486 120.817219 4.564440 2000-2009 –> 2010-2019 1.4529711 0.7291483 29520.9049 156.29861 3 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6247 0.7288541 13790.5940 473.955644 4.261697 2000-2009 –> 2010-2019 1.4926318 0.7637777 30276.3567 925.01191 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6247 0.7288721 13790.9027 460.552711 4.247570 2000-2009 –> 2010-2019 1.4939772 0.7651051 30301.5486 913.62357 5 10
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 6247 0.7335566 13868.9460 389.530804 4.140407 2000-2009 –> 2010-2019 1.4987072 0.7651506 30378.4430 500.23302 8 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 6247 0.7288761 13788.9718 73.741811 4.237289 2000-2009 –> 2010-2019 1.5005637 0.7716876 30420.3764 84.36001 6 15
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6247 0.7324612 13852.2756 490.119957 4.317969 2000-2009 –> 2010-2019 1.5024328 0.7699716 30453.7790 971.51367 7 15
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 6247 0.7368516 13924.9413 473.949554 4.094247 2000-2009 –> 2010-2019 1.5053711 0.7685194 30497.3932 775.47590 9 16
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 6247 0.7376152 13935.8817 19.007388 4.224023 2000-2009 –> 2010-2019 1.5359811 0.7983659 31052.3230 26.66801 10 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3097 5.5029261 19365.4094 113.505781 32.267657 1982-1999 –> 2000-2009 10.9802274 5.4773013 32668.6968 211.39006 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3097 5.6626877 19542.6735 113.504152 17.682113 1982-1999 –> 2000-2009 11.2283704 5.5656827 32914.1514 214.16403 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3097 5.7284269 19614.1665 26.383770 42.441578 1982-1999 –> 2000-2009 11.2971270 5.5687001 32987.9533 57.21813 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3097 5.8071170 19698.6730 17.396772 45.895333 1982-1999 –> 2000-2009 11.4757071 5.6685901 33148.1974 31.91038 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3097 5.8876494 19783.9805 20.186580 44.545458 1982-1999 –> 2000-2009 11.6181997 5.7305503 33279.8160 36.63153 5 11
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3097 5.9137092 19809.3358 113.061721 20.511058 1982-1999 –> 2000-2009 11.6781155 5.7644063 33328.2652 210.89006 6 13
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3097 6.0619139 19964.6517 19.416041 17.107150 1982-1999 –> 2000-2009 11.7853218 5.7234079 33455.1743 42.92514 8 13
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3097 6.2163964 20120.5225 7.190752 19.054397 1982-1999 –> 2000-2009 12.0784905 5.8620941 33713.0401 12.68404 9 17
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3097 6.2531702 20157.0559 10.483559 19.363344 1982-1999 –> 2000-2009 12.1529311 5.8997609 33776.8584 18.68475 10 19
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 3097 6.3432809 20243.6769 18.080379 20.863812 1982-1999 –> 2000-2009 12.3286576 5.9853767 33922.8552 40.35954 12 22
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4002 5.2233101 24602.8470 144.188774 46.915980 2000-2009 –> 2010-2019 10.7262361 5.5029261 43968.2564 257.69455 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4002 5.3422625 24783.0807 144.257536 35.313189 2000-2009 –> 2010-2019 11.0049503 5.6626877 44325.7541 257.76169 2 4
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4002 5.4094438 24883.1068 27.249551 44.924246 2000-2009 –> 2010-2019 11.1378706 5.7284269 44497.2733 53.63332 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4002 5.4866821 24996.5830 17.080424 48.813624 2000-2009 –> 2010-2019 11.2937990 5.8071170 44695.2560 34.47720 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4002 5.5750002 25124.3960 20.483533 48.144447 2000-2009 –> 2010-2019 11.4626496 5.8876494 44908.3765 40.67011 6 11
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 4002 5.5675478 25111.6895 144.108327 29.198384 2000-2009 –> 2010-2019 11.4812570 5.9137092 44921.0253 257.17005 5 11
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4002 5.7147097 25322.5042 15.526922 61.056091 2000-2009 –> 2010-2019 11.7204997 6.0057900 45229.5420 28.61463 7 14
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4002 5.7586679 25383.8363 24.348685 21.461219 2000-2009 –> 2010-2019 11.8205819 6.0619139 45348.4881 43.76473 8 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4002 5.9121921 25594.4255 10.008463 21.465459 2000-2009 –> 2010-2019 12.1285885 6.2163964 45714.9480 17.19922 9 18
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4002 5.9746031 25678.4754 10.801567 21.385794 2000-2009 –> 2010-2019 12.2277733 6.2531702 45835.5313 21.28513 10 20
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3001 4.0530485 16930.0839 536.024394 16.448601 1982-1999 –> 2000-2009 7.7198789 3.6668304 34243.1299 1123.15140 2 3
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3001 3.9963967 16845.5987 59.094607 19.890971 1982-1999 –> 2000-2009 7.8209239 3.8245272 34426.6149 104.92047 1 3
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3001 4.1296389 17042.4453 29.627145 20.274488 1982-1999 –> 2000-2009 8.1086688 3.9790299 34875.4962 48.49860 3 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3001 4.1594676 17085.6424 32.123284 20.263599 1982-1999 –> 2000-2009 8.1716198 4.0121522 34971.4494 51.60985 4 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3001 4.3120231 17301.8351 59.313837 16.032107 1982-1999 –> 2000-2009 8.2020375 3.8900144 34990.8993 105.33595 8 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3001 4.3535922 17359.4189 536.807178 15.810806 1982-1999 –> 2000-2009 8.2102844 3.8566922 34993.7337 1133.00187 9 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3001 4.3084780 17296.8985 59.398627 13.693158 1982-1999 –> 2000-2009 8.3052716 3.9967936 35158.2972 107.77383 7 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3001 4.2927554 17274.9558 19.891025 14.473833 1982-1999 –> 2000-2009 8.3613088 4.0685534 35249.6023 31.00095 5 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3001 4.3022291 17288.1870 28.213216 14.632723 1982-1999 –> 2000-2009 8.4043213 4.1020922 35315.0797 44.21810 6 18
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3001 4.4334434 17468.5069 29.684234 16.546035 1982-1999 –> 2000-2009 8.4685245 4.0350810 35390.5797 49.56255 10 19
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3089 3.4887534 16499.8880 63.850000 16.657473 2000-2009 –> 2010-2019 7.4851501 3.9963967 33345.4867 122.94461 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3089 3.6545228 16786.6773 553.234668 34.533471 2000-2009 –> 2010-2019 7.7075713 4.0530485 33716.7612 1089.25906 4 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3089 3.5815269 16662.0280 21.072653 17.760089 2000-2009 –> 2010-2019 7.7111658 4.1296389 33704.4733 50.69980 2 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3089 3.6081046 16707.7044 21.627282 17.929822 2000-2009 –> 2010-2019 7.7675722 4.1594676 33793.3467 53.75057 3 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3089 3.8707409 17141.7912 62.960235 15.367288 2000-2009 –> 2010-2019 8.1792188 4.3084780 34438.6896 122.35886 5 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3089 3.8988159 17186.4394 15.253295 15.919569 2000-2009 –> 2010-2019 8.1915713 4.2927554 34461.3952 35.14432 6 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3089 3.9229666 17224.5901 20.723908 16.254620 2000-2009 –> 2010-2019 8.2251956 4.3022291 34512.7771 48.93712 7 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3089 4.0539390 17427.4809 56.220962 16.613957 2000-2009 –> 2010-2019 8.3659621 4.3120231 34729.3160 115.53480 10 18
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3089 4.0243423 17382.2116 334.809188 29.216987 2000-2009 –> 2010-2019 8.5295310 4.5051887 34947.0697 631.54082 8 20
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3089 4.1993078 17645.1361 516.429964 38.959946 2000-2009 –> 2010-2019 8.5529000 4.3535922 35004.5550 1053.23714 15 24
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2685 4.2271557 15374.7126 119.398449 15.791380 1982-1999 –> 2000-2009 7.5233530 3.2961973 30395.5868 189.40625 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2685 4.3071517 15475.3865 672.689479 22.358959 1982-1999 –> 2000-2009 7.6610191 3.3538674 30595.9231 1195.35544 2 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2685 4.3338509 15508.5713 55.629280 16.158878 1982-1999 –> 2000-2009 7.7614287 3.4275777 30754.0242 100.61250 3 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2685 4.3433762 15520.3610 59.308321 16.181992 1982-1999 –> 2000-2009 7.7808399 3.4374638 30782.3629 106.40260 4 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2685 4.4337060 15630.8962 122.180625 19.597314 1982-1999 –> 2000-2009 7.7906732 3.3569672 30756.7410 204.80818 6 9
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2685 4.4078947 15599.5428 123.656498 23.866044 1982-1999 –> 2000-2009 7.8884109 3.4805162 30933.0635 206.03963 5 12
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2685 4.5475354 15767.0236 57.249717 20.223278 1982-1999 –> 2000-2009 8.0190002 3.4714649 31085.5818 104.95687 12 18
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2685 4.5011992 15710.0264 615.337095 19.392226 1982-1999 –> 2000-2009 8.0226832 3.5214840 31108.7861 1050.37843 7 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2685 4.5598690 15781.5681 62.541598 20.197345 1982-1999 –> 2000-2009 8.0429015 3.4830325 31119.2414 113.92652 13 21
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2685 4.5298992 15746.1572 48.566606 15.284927 1982-1999 –> 2000-2009 8.1014986 3.5715994 31228.1136 89.11671 9 19
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2837 3.1206288 14522.2652 95.184827 14.930233 2000-2009 –> 2010-2019 7.3477846 4.2271557 29896.9778 214.58328 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2837 3.2521710 14756.5346 599.386338 15.558910 2000-2009 –> 2010-2019 7.5593226 4.3071517 30231.9210 1272.07582 4 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2837 3.2320781 14721.3703 47.881923 16.068727 2000-2009 –> 2010-2019 7.5659290 4.3338509 30229.9416 103.51120 2 5
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2837 3.2485919 14750.2868 48.958861 16.138475 2000-2009 –> 2010-2019 7.5919680 4.3433762 30270.6477 108.26718 3 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2837 3.3250520 14882.2849 104.918174 16.009151 2000-2009 –> 2010-2019 7.7329467 4.4078947 30481.8276 228.57467 5 10
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2837 3.3264070 14882.5966 506.139889 15.971603 2000-2009 –> 2010-2019 7.8276062 4.5011992 30592.6230 1121.47698 6 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2837 3.4746656 15132.0143 24.341435 15.757983 2000-2009 –> 2010-2019 7.9874670 4.5128014 30857.8645 53.08084 8 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2837 3.5068258 15184.2891 34.237576 15.877490 2000-2009 –> 2010-2019 8.0378261 4.5310003 30931.7515 76.64203 9 20
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 2837 3.4109884 15025.0672 93.338918 16.056036 2000-2009 –> 2010-2019 8.0396753 4.6286869 30885.0743 212.71232 7 21
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2837 3.6746758 15449.5691 48.384600 14.963150 2000-2009 –> 2010-2019 8.2045750 4.5298992 31195.7264 96.95121 12 21
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3955 3.6062588 21383.7305 146.853562 14.935679 1982-1999 –> 2000-2009 6.5368602 2.9306014 39849.4241 246.81793 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3955 3.6709916 21524.4568 75.695669 16.062755 1982-1999 –> 2000-2009 6.7538260 3.0828343 40364.7980 130.74098 2 5
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3955 3.6751686 21533.4520 85.955771 16.042284 1982-1999 –> 2000-2009 6.7704734 3.0953048 40403.6587 148.62432 3 7
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3955 3.8461745 21893.1988 754.801532 17.094512 1982-1999 –> 2000-2009 6.9054580 3.0592836 40676.8073 1335.36837 7 9
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3955 3.7093895 21606.7642 52.689034 14.742183 1982-1999 –> 2000-2009 6.9064328 3.1970433 40716.2225 91.83521 4 11
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3955 3.7123646 21611.1058 50.362755 14.826226 1982-1999 –> 2000-2009 6.9155705 3.2032059 40732.8108 88.32501 5 13
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3955 3.8532186 21905.6725 723.731923 16.876332 1982-1999 –> 2000-2009 6.9750358 3.1218171 40836.9758 1274.63233 8 13
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3955 3.8422363 21885.0953 142.415605 18.366311 1982-1999 –> 2000-2009 7.0388475 3.1966112 40993.5537 244.09469 6 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3955 3.8701576 21940.3690 141.676475 18.045039 1982-1999 –> 2000-2009 7.1463225 3.2761649 41228.6868 241.08910 9 18
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3955 3.9251567 22053.9874 33.016020 19.752740 1982-1999 –> 2000-2009 7.2962558 3.3710991 41555.6315 58.39361 10 21
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3551 3.2802493 18527.9052 125.644803 19.714555 2000-2009 –> 2010-2019 6.8865081 3.6062588 39911.6357 272.49837 5 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3551 3.1167768 18164.8507 120.148415 20.506668 2000-2009 –> 2010-2019 6.9590130 3.8422363 40049.9460 262.56402 1 7
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3551 3.1717295 18288.9770 658.830760 17.592212 2000-2009 –> 2010-2019 7.0179040 3.8461745 40182.1757 1413.63229 2 9
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3551 3.3624573 18703.6983 67.175230 21.087206 2000-2009 –> 2010-2019 7.0334489 3.6709916 40228.1551 142.87090 6 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3551 3.3739304 18727.8900 76.195169 21.127535 2000-2009 –> 2010-2019 7.0490991 3.6751686 40261.3420 162.15094 7 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3551 3.4028200 18788.4426 46.159250 15.196963 2000-2009 –> 2010-2019 7.1122095 3.7093895 40395.2068 98.84828 8 12
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3551 3.1928349 18336.0786 29.049513 21.801900 2000-2009 –> 2010-2019 7.1179916 3.9251567 40390.0660 62.06553 3 13
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3551 3.2063654 18366.1117 41.974849 21.874181 2000-2009 –> 2010-2019 7.1363725 3.9300071 40429.8677 95.57825 4 15
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3551 3.6661217 19315.7536 40.706705 16.811364 2000-2009 –> 2010-2019 7.3784863 3.7123646 40926.8594 91.06946 13 18
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3551 3.6359621 19257.0869 658.778967 19.701340 2000-2009 –> 2010-2019 7.4891808 3.8532186 41162.7594 1382.51089 12 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5025 3.0996767 25643.8754 142.061427 9.876023 1982-1999 –> 2000-2009 5.6198032 2.5201265 45805.1184 250.13293 3 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5025 2.9314164 25082.9636 732.654465 9.770102 1982-1999 –> 2000-2009 5.6291833 2.6977670 45829.8619 1363.74784 1 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5025 3.0414386 25453.2550 133.716172 10.284523 1982-1999 –> 2000-2009 5.6644953 2.6230567 45958.6867 250.06674 2 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5025 3.1927625 25941.2418 64.551169 10.828206 1982-1999 –> 2000-2009 5.7132525 2.5204900 46103.7250 117.92093 10 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5025 3.2003798 25965.1906 72.234930 10.865156 1982-1999 –> 2000-2009 5.7269691 2.5265893 46148.4548 131.52624 11 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5025 3.1605678 25839.3868 23.110771 10.774964 1982-1999 –> 2000-2009 5.8196519 2.6590841 46462.1072 47.40740 6 12
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5025 3.1753615 25884.3181 131.523711 10.016883 1982-1999 –> 2000-2009 5.8249142 2.6495527 46474.1641 237.74473 8 13
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5025 3.1636450 25849.1669 35.739035 10.821536 1982-1999 –> 2000-2009 5.8306825 2.6670375 46497.5658 69.67946 7 14
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5025 3.1338195 25751.9704 699.873847 10.180186 1982-1999 –> 2000-2009 5.9024266 2.7686071 46719.7287 1235.67077 4 15
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 5025 3.2546171 26132.0822 21.535980 10.516327 1982-1999 –> 2000-2009 5.9234314 2.6688143 46784.2075 41.11093 12 20
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4714 2.6024191 22409.0824 785.227696 9.531113 2000-2009 –> 2010-2019 5.5338355 2.9314164 47492.0460 1517.88216 2 3
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4714 2.5774389 22318.1473 152.285366 10.604836 2000-2009 –> 2010-2019 5.6771156 3.0996767 47962.0227 294.34679 1 4
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4714 2.7134469 22802.9681 137.501494 10.245361 2000-2009 –> 2010-2019 5.7548855 3.0414386 48256.2232 271.21767 6 8
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4714 2.6258296 22491.5144 756.177790 9.947679 2000-2009 –> 2010-2019 5.7596491 3.1338195 48243.4848 1456.05164 3 7
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4714 2.6945876 22737.2119 56.074018 11.429217 2000-2009 –> 2010-2019 5.8873500 3.1927625 48678.4537 120.62519 4 14
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4714 2.7153133 22807.4510 133.224007 10.374633 2000-2009 –> 2010-2019 5.8906748 3.1753615 48691.7691 264.74772 7 15
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4714 2.7038695 22769.6323 63.190794 11.464249 2000-2009 –> 2010-2019 5.9042493 3.2003798 48734.8229 135.42572 5 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4714 2.8270353 23189.5995 23.248275 10.768372 2000-2009 –> 2010-2019 5.9876031 3.1605678 49028.9863 46.35905 8 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4714 2.8341743 23213.3777 32.772720 10.787744 2000-2009 –> 2010-2019 5.9978193 3.1636450 49062.5446 68.51175 10 17
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4714 2.8749732 23348.1291 34.987806 9.785195 2000-2009 –> 2010-2019 6.0233207 3.1483476 49148.5826 81.48895 12 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6501 2.9535206 32544.1772 301.378838 9.683294 1982-1999 –> 2000-2009 5.3071528 2.3536322 60266.4384 680.13605 3 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6501 2.8948791 32283.4284 23.423565 9.253206 1982-1999 –> 2000-2009 5.3099324 2.4150533 60319.4658 43.67391 1 5
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6501 3.0227873 32845.5826 258.518592 10.910020 1982-1999 –> 2000-2009 5.4111691 2.3883818 60746.3576 502.67375 4 6
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 6501 3.0701088 33045.5512 199.491825 11.760587 1982-1999 –> 2000-2009 5.4615304 2.3914216 60959.8183 392.82108 8 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6501 3.0397949 32918.5332 55.639595 10.016966 1982-1999 –> 2000-2009 5.4718424 2.4320475 61039.9783 117.67618 5 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6501 2.9463255 32512.4644 82.860017 9.483975 1982-1999 –> 2000-2009 5.4754374 2.5291119 61110.5704 158.08107 2 14
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6501 3.0412160 32924.6101 69.642374 9.948320 1982-1999 –> 2000-2009 5.4790506 2.4378346 61075.0035 145.36470 6 12
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 6501 3.0431180 32930.7392 19.262379 9.712794 1982-1999 –> 2000-2009 5.5175881 2.4744701 61260.8105 33.07336 7 17
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6501 3.0916203 33138.3354 35.686608 11.122870 1982-1999 –> 2000-2009 5.5522025 2.4605822 61401.8543 76.55797 9 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6501 3.0978526 33164.5194 39.297451 11.137196 1982-1999 –> 2000-2009 5.5673851 2.4695325 61472.2621 84.94781 10 19
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6119 2.9924740 30793.0472 294.722522 13.652764 2000-2009 –> 2010-2019 5.9459946 2.9535206 63337.2245 596.10136 1 4
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6119 3.0539938 31042.0871 21.670003 13.752227 2000-2009 –> 2010-2019 5.9488730 2.8948791 63325.5155 45.09357 2 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6119 3.0827929 31156.9505 292.921901 16.181942 2000-2009 –> 2010-2019 6.1055802 3.0227873 64002.5330 551.44049 5 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6119 3.0677968 31097.2739 46.749083 14.038201 2000-2009 –> 2010-2019 6.1075917 3.0397949 64015.8070 102.38868 3 8
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 6119 3.0679438 31095.8605 14.885723 13.944885 2000-2009 –> 2010-2019 6.1110619 3.0431180 64026.5997 34.14810 4 10
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 6119 3.0829987 31155.7672 203.675184 16.226432 2000-2009 –> 2010-2019 6.1531074 3.0701088 64201.3184 403.16701 6 13
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6119 3.2107642 31654.7065 75.378985 10.170237 2000-2009 –> 2010-2019 6.1570897 2.9463255 64167.1709 158.23900 11 13
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6119 3.1554744 31442.1311 41.834507 16.531754 2000-2009 –> 2010-2019 6.2470947 3.0916203 64580.4664 77.52112 7 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6119 3.1608659 31463.0231 46.253648 16.544129 2000-2009 –> 2010-2019 6.2587185 3.0978526 64627.5425 85.55110 9 18
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 6119 3.1567742 31445.1710 17.587076 16.649917 2000-2009 –> 2010-2019 6.3107561 3.1539819 64841.1619 42.97457 8 19
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7488 2.7753439 36551.1451 137.426654 9.648176 1982-1999 –> 2000-2009 4.9889217 2.2135778 66580.8649 264.36253 2 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7488 2.8356743 36873.2051 30.185706 9.206361 1982-1999 –> 2000-2009 5.0794135 2.2437392 67086.4412 56.86732 4 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 7488 2.7740644 36544.2392 46.277924 9.953135 1982-1999 –> 2000-2009 5.0807589 2.3066945 67132.7044 83.98221 1 7
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 7488 2.7797860 36575.0959 49.090705 9.989357 1982-1999 –> 2000-2009 5.0946344 2.3148483 67211.4093 92.67611 3 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 7488 2.8549300 36974.5563 441.599823 10.127116 1982-1999 –> 2000-2009 5.2000495 2.3451195 67787.0440 991.58163 5 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7488 2.8621487 37012.3754 64.009612 10.255519 1982-1999 –> 2000-2009 5.2338760 2.3717273 67977.8489 123.44250 6 17
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7488 2.8693213 37049.8584 63.845918 10.356422 1982-1999 –> 2000-2009 5.2437033 2.3743820 68030.5011 121.97018 7 19
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 7488 2.9309341 37366.0337 29.955338 12.700202 1982-1999 –> 2000-2009 5.2586958 2.3277617 68075.7813 56.07174 12 20
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 7488 2.8940392 37176.3173 34.877916 10.389183 1982-1999 –> 2000-2009 5.2800430 2.3860038 68221.1698 59.88214 10 23
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 7488 2.8845057 37126.9022 40.258603 10.489914 1982-1999 –> 2000-2009 5.2820369 2.3975312 68237.1090 68.94796 9 24
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6787 3.2297988 35189.0985 116.691301 12.294606 2000-2009 –> 2010-2019 6.0051427 2.7753439 71740.2435 254.11795 1 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6787 3.2556814 35297.4429 38.072650 11.558811 2000-2009 –> 2010-2019 6.0297458 2.7740644 71841.6821 84.35057 2 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6787 3.2664059 35342.0833 40.797001 11.388053 2000-2009 –> 2010-2019 6.0461919 2.7797860 71917.1792 89.88771 3 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6787 3.2684831 35350.7127 19.615292 14.047900 2000-2009 –> 2010-2019 6.1041574 2.8356743 72223.9178 49.80100 4 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6787 3.3167610 35549.7444 428.553183 11.634779 2000-2009 –> 2010-2019 6.1716910 2.8549300 72524.3007 870.15301 5 10
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6787 3.3226440 35573.7994 71.110935 11.418803 2000-2009 –> 2010-2019 6.1847927 2.8621487 72586.1748 135.12055 7 13
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6787 3.3177856 35553.9368 45.570305 10.349312 2000-2009 –> 2010-2019 6.1986223 2.8808367 72663.7781 95.69441 6 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6787 3.3310299 35608.0152 70.902176 11.495584 2000-2009 –> 2010-2019 6.2003512 2.8693213 72657.8737 134.74809 9 16
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 6787 3.3396351 35641.0365 29.989692 12.549207 2000-2009 –> 2010-2019 6.2241408 2.8845057 72767.9387 70.24829 11 20
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 6787 3.3317641 35609.0069 33.631700 10.728609 2000-2009 –> 2010-2019 6.2314038 2.8996397 72814.2777 73.06804 10 21
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2872 2.1237847 12490.7622 640.826077 8.477495 1982-1999 –> 2000-2009 3.9173255 1.7935408 23161.4153 1283.50718 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2872 2.1300453 12507.6697 139.235160 8.583317 1982-1999 –> 2000-2009 3.9336816 1.8036364 23208.1844 287.22961 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2872 2.1337766 12517.7231 140.073065 8.650529 1982-1999 –> 2000-2009 3.9449189 1.8111423 23240.3312 285.86032 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2872 2.1921999 12672.8805 453.601813 9.345081 1982-1999 –> 2000-2009 4.0799944 1.8877945 23616.0104 933.36151 10 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2872 2.1790350 12638.2818 639.712822 8.803892 1982-1999 –> 2000-2009 4.1326267 1.9535917 23763.6770 1378.22934 4 16
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 2872 2.1790461 12636.3110 474.540783 8.820266 1982-1999 –> 2000-2009 4.1326463 1.9536002 23759.7293 972.41267 5 18
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2872 2.1851658 12654.4202 83.951688 8.903067 1982-1999 –> 2000-2009 4.1545360 1.9693701 23822.6104 162.38506 6 21
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2872 2.1851814 12652.4610 10.817809 8.922272 1982-1999 –> 2000-2009 4.1545650 1.9693836 23818.6877 35.33683 7 23
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2872 2.1866268 12658.2592 84.789667 8.942126 1982-1999 –> 2000-2009 4.1593919 1.9727651 23835.6126 162.11094 8 25
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2872 2.1866271 12656.2599 10.990573 8.944724 1982-1999 –> 2000-2009 4.1593931 1.9727660 23831.6157 36.10422 9 27
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2622 2.3936920 12032.0707 714.324623 13.539929 2000-2009 –> 2010-2019 4.5174767 2.1237847 24522.8329 1355.15070 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2622 2.4107674 12069.3458 115.629080 13.437836 2000-2009 –> 2010-2019 4.5408126 2.1300453 24577.0155 254.86424 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2622 2.4202437 12089.9186 116.980864 13.420645 2000-2009 –> 2010-2019 4.5540203 2.1337766 24607.6417 257.05393 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2622 2.4688097 12194.1060 795.990533 15.036113 2000-2009 –> 2010-2019 4.6478447 2.1790350 24832.3878 1435.70335 7 11
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2622 2.4853323 12229.0848 84.206042 14.946469 2000-2009 –> 2010-2019 4.6704982 2.1851658 24883.5050 168.15773 8 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2622 2.4913501 12241.7669 85.616423 14.911875 2000-2009 –> 2010-2019 4.6779769 2.1866268 24900.0260 170.40609 9 17
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2622 2.4207796 12091.0798 915.700110 16.083905 2000-2009 –> 2010-2019 4.7220868 2.3013072 25042.9563 1647.51355 4 42
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2622 2.4424534 12137.8215 166.345739 16.003062 2000-2009 –> 2010-2019 4.7518783 2.3094249 25109.9240 342.22456 5 50
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 2622 2.5773349 12417.7016 516.154315 13.274920 2000-2009 –> 2010-2019 4.7563810 2.1790461 25054.0126 990.69510 16 21
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2622 2.4560546 12166.9426 169.512169 15.988390 2000-2009 –> 2010-2019 4.7703161 2.3142615 25151.0622 347.05200 6 53
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3417 1.8598803 13951.6060 308.417756 8.850313 1982-1999 –> 2000-2009 3.4058957 1.5460154 25052.5210 653.94122 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3417 1.8654284 13971.9616 292.713834 8.878454 1982-1999 –> 2000-2009 3.4145138 1.5490854 25084.7357 620.54657 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3417 1.8710089 13992.3754 657.585462 8.823394 1982-1999 –> 2000-2009 3.4247429 1.5537340 25123.0616 1377.97447 3 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3417 1.8732733 14000.6410 284.594846 6.691136 1982-1999 –> 2000-2009 3.4799308 1.6066575 25331.5598 600.46799 4 8
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3417 1.9295451 14202.9067 698.881899 8.156288 1982-1999 –> 2000-2009 3.5908147 1.6612695 25733.6470 1556.40095 7 12
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3417 1.9289167 14200.6807 74.802367 8.177718 1982-1999 –> 2000-2009 3.5987066 1.6697899 25762.0027 154.68248 6 13
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3417 1.9289129 14200.6673 78.036057 8.179089 1982-1999 –> 2000-2009 3.6008712 1.6719583 25769.7474 160.07479 5 15
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 3417 1.9453857 14256.7815 600.595830 8.781290 1982-1999 –> 2000-2009 3.6103080 1.6649223 25798.6516 1263.16787 11 17
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3417 1.9422327 14245.6962 16.203309 8.777149 1982-1999 –> 2000-2009 3.6138991 1.6716664 25811.7325 42.29717 10 19
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3417 1.9415475 14243.2848 16.760182 8.765191 1982-1999 –> 2000-2009 3.6152939 1.6737464 25816.7546 43.92817 9 21
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3246 1.7795580 12967.5107 281.750134 12.389265 2000-2009 –> 2010-2019 3.6394384 1.8598803 26919.1167 590.16789 1 2
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3246 1.7795650 12967.5363 274.890746 12.438381 2000-2009 –> 2010-2019 3.6449934 1.8654284 26939.4979 567.60458 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3246 1.7803316 12970.3323 763.845123 12.459103 2000-2009 –> 2010-2019 3.6513406 1.8710089 26962.7077 1421.43059 3 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3246 1.8511300 13223.4981 264.484640 10.303518 2000-2009 –> 2010-2019 3.7244032 1.8732733 27224.1392 549.07949 4 8
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 3246 1.8516787 13223.4225 257.041395 10.383561 2000-2009 –> 2010-2019 3.7929305 1.9412517 27465.6660 521.14583 5 13
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3246 1.9391470 13525.0642 791.438307 13.447735 2000-2009 –> 2010-2019 3.8686921 1.9295451 27727.9709 1490.32021 6 13
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3246 1.9417284 13533.7005 65.787632 13.459010 2000-2009 –> 2010-2019 3.8706451 1.9289167 27734.3813 140.59000 7 13
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3246 1.9428362 13537.4033 66.793492 13.460864 2000-2009 –> 2010-2019 3.8717491 1.9289129 27738.0706 144.82955 8 13
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 3246 1.9702726 13626.4410 712.077375 12.657824 2000-2009 –> 2010-2019 3.9156583 1.9453857 27883.2225 1312.67320 13 24
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3246 1.9791206 13655.5297 23.104505 12.524871 2000-2009 –> 2010-2019 3.9213533 1.9422327 27901.2259 39.30781 16 26
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3733 1.6538857 14364.1450 899.256202 9.257712 1982-1999 –> 2000-2009 3.0237449 1.3698592 26149.6047 1312.98585 4 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3733 1.6579879 14382.6404 794.290477 9.358462 1982-1999 –> 2000-2009 3.0277769 1.3697890 26167.7521 1164.24725 5 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3733 1.6440749 14319.7250 625.640331 8.746226 1982-1999 –> 2000-2009 3.0502044 1.4061295 26282.6274 1266.40410 3 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3733 1.6429947 14314.8180 82.444174 8.644749 1982-1999 –> 2000-2009 3.0629544 1.4199597 26344.1782 159.62507 1 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3733 1.6430008 14314.8459 86.655865 8.623528 1982-1999 –> 2000-2009 3.0661377 1.4231369 26359.3818 169.76300 2 8
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 3733 1.6738954 14451.9309 575.141196 9.583744 1982-1999 –> 2000-2009 3.0925695 1.4186741 26473.1406 1105.25751 9 13
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3733 1.6695594 14432.5663 21.997759 9.461170 1982-1999 –> 2000-2009 3.0982518 1.4286924 26501.5567 44.49838 7 14
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3733 1.6686969 14428.7084 23.189563 9.416906 1982-1999 –> 2000-2009 3.1004114 1.4317145 26512.0463 47.21995 6 14
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3733 1.6737945 14453.4809 84.895597 8.285016 1982-1999 –> 2000-2009 3.1936987 1.5199042 26944.6887 158.08120 8 17
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3733 1.7214772 14661.1976 19.302451 6.701763 1982-1999 –> 2000-2009 3.2880420 1.5665648 27355.7206 37.83550 11 25
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4673 1.5515655 17380.7649 564.664483 5.782764 2000-2009 –> 2010-2019 3.2733026 1.7217371 32045.0894 991.90100 1 11
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4673 1.6642531 18036.0315 109.528078 5.886546 2000-2009 –> 2010-2019 3.3072478 1.6429947 32350.8495 191.97225 4 5
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4673 1.6642630 18036.0872 106.335116 5.880936 2000-2009 –> 2010-2019 3.3072638 1.6430008 32350.9331 192.99098 5 7
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4673 1.6643980 18036.8454 685.553797 5.898717 2000-2009 –> 2010-2019 3.3084729 1.6440749 32356.5704 1311.19413 6 9
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 4673 1.6687607 18059.3112 34.449606 6.092644 2000-2009 –> 2010-2019 3.3374577 1.6686969 32488.0195 57.63917 7 11
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 4673 1.6692002 18061.7720 32.756106 6.109301 2000-2009 –> 2010-2019 3.3387596 1.6695594 32494.3384 54.75386 8 13
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 4673 1.6702549 18067.6753 679.565819 6.130952 2000-2009 –> 2010-2019 3.3441502 1.6738954 32519.6062 1254.70701 9 16
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 4673 1.5941976 17632.0988 543.966197 6.225762 2000-2009 –> 2010-2019 3.3657612 1.7715636 32507.4197 942.65673 2 13
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4673 1.7082230 18279.7492 117.524024 6.527390 2000-2009 –> 2010-2019 3.3820175 1.6737945 32733.2301 202.41962 10 16
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 4673 1.7246500 18367.1953 29.987878 6.949987 2000-2009 –> 2010-2019 3.4461272 1.7214772 33028.3929 49.29033 11 20
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2330 1.2372064 7618.1622 638.484545 5.662211 1982-1999 –> 2000-2009 2.2459289 1.0087225 14216.3605 1320.78741 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2330 1.2470380 7655.0469 131.738820 5.696718 1982-1999 –> 2000-2009 2.2694520 1.0224141 14315.4237 280.72707 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2330 1.2484642 7660.3736 143.447068 5.689336 1982-1999 –> 2000-2009 2.2732108 1.0247465 14331.2598 311.18539 3 6
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2330 1.2546873 7683.5442 93.598139 5.538842 1982-1999 –> 2000-2009 2.3034365 1.0487492 14461.2117 206.45805 4 8
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 2330 1.3012615 7851.3908 517.440104 6.652653 1982-1999 –> 2000-2009 2.3512743 1.0500129 14632.6120 983.92608 6 11
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2330 1.3017500 7855.1399 863.800518 6.630223 1982-1999 –> 2000-2009 2.3617784 1.0600283 14682.1440 1552.10026 7 13
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2330 1.3051632 7867.3425 991.783654 6.654696 1982-1999 –> 2000-2009 2.3688109 1.0636477 14710.0668 1793.40160 9 17
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2330 1.3106897 7885.0329 22.323861 6.687578 1982-1999 –> 2000-2009 2.3725924 1.0619027 14718.1847 47.82894 11 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2330 1.3083000 7876.5288 93.555009 6.392203 1982-1999 –> 2000-2009 2.3760072 1.0677072 14734.8218 194.75037 10 20
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 2330 1.3018376 7853.4536 626.517097 6.437585 1982-1999 –> 2000-2009 2.3762407 1.0744031 14740.5795 1308.08980 8 19
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2666 1.3887534 9330.8437 641.869992 5.696132 2000-2009 –> 2010-2019 2.6259598 1.2372064 16949.0059 1280.35454 2 3
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2666 1.3892776 9332.8562 188.834042 5.862095 2000-2009 –> 2010-2019 2.6363156 1.2470380 16987.9030 320.57286 3 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2666 1.3893037 9332.9562 197.616794 5.866054 2000-2009 –> 2010-2019 2.6377679 1.2484642 16993.3299 341.06386 4 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2666 1.3885968 9330.2426 140.890042 5.663555 2000-2009 –> 2010-2019 2.6432842 1.2546873 17013.7868 234.48818 1 5
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2666 1.3900757 9333.9184 24.023590 5.780016 2000-2009 –> 2010-2019 2.6794863 1.2894106 17142.6749 44.90507 5 10
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 2666 1.4727447 9641.9456 592.139703 6.233097 2000-2009 –> 2010-2019 2.7740062 1.3012615 17493.3364 1109.57981 10 16
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2666 1.4717611 9638.3833 24.432025 6.378415 2000-2009 –> 2010-2019 2.7824508 1.3106897 17523.4162 46.75589 9 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2666 1.4714653 9637.3118 25.724154 6.436366 2000-2009 –> 2010-2019 2.7851876 1.3137223 17533.1141 49.06666 8 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 2666 1.5506403 9916.7576 603.936184 6.180950 2000-2009 –> 2010-2019 2.8524779 1.3018376 17770.2111 1230.45328 12 19
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2666 1.5537019 9927.2749 140.752697 6.310727 2000-2009 –> 2010-2019 2.8620019 1.3083000 17803.8037 234.30771 15 23
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5429 1.1242167 16692.1601 385.754253 7.068916 1982-1999 –> 2000-2009 2.0778931 0.9536764 31386.7782 757.32211 2 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5429 1.1235412 16685.6340 43.291469 7.450491 1982-1999 –> 2000-2009 2.0797816 0.9562404 31408.9910 101.80339 1 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5429 1.1321884 16768.8818 55.151339 7.287651 1982-1999 –> 2000-2009 2.0933060 0.9611175 31546.6945 123.07971 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5429 1.1329430 16776.1158 61.862366 7.309013 1982-1999 –> 2000-2009 2.0946749 0.9617319 31560.7685 141.01461 4 8
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 5429 1.1608807 17038.6198 13.042354 7.391802 1982-1999 –> 2000-2009 2.1465965 0.9857158 32084.9375 25.95487 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5429 1.3644149 18794.6939 523.745191 7.051980 1982-1999 –> 2000-2009 2.4717272 1.1073123 35088.1322 1019.93482 6 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5429 1.3857144 18962.8856 661.609221 7.208644 1982-1999 –> 2000-2009 2.5129033 1.1271890 35446.7605 1077.16132 7 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5429 1.3914935 19008.0747 574.872360 7.174846 1982-1999 –> 2000-2009 2.5237509 1.1322574 35539.9728 928.02326 8 16
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 5429 1.4035376 19099.6519 37.661450 6.801827 1982-1999 –> 2000-2009 2.5717585 1.1682209 35964.2492 74.44133 11 20
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5429 1.4005699 19078.6689 504.530905 6.623352 1982-1999 –> 2000-2009 2.6274822 1.2269123 36469.9625 987.62173 9 19
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5861 1.0309974 17004.6309 636.320039 6.823947 2000-2009 –> 2010-2019 2.1552141 1.1242167 33696.7910 1022.07429 1 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5861 1.0369695 17072.3357 72.206116 6.891806 2000-2009 –> 2010-2019 2.1605107 1.1235412 33757.9696 115.49758 4 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5861 1.0336219 17034.4328 82.174912 6.941035 2000-2009 –> 2010-2019 2.1658103 1.1321884 33803.3146 137.32625 2 5
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5861 1.0337994 17036.4453 90.475542 6.944642 2000-2009 –> 2010-2019 2.1667424 1.1329430 33812.5611 152.33791 3 7
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 5861 1.0417363 17124.0966 18.767019 6.610603 2000-2009 –> 2010-2019 2.2026170 1.1608807 34162.7164 31.80937 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5861 1.3029481 19748.7842 758.445926 8.239849 2000-2009 –> 2010-2019 2.6673630 1.3644149 38543.4781 1282.19112 13 19
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5861 1.2819639 19558.4630 740.708578 8.084012 2000-2009 –> 2010-2019 2.6825338 1.4005699 38637.1319 1245.23948 8 17
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5861 1.2815881 19555.0256 604.435873 8.189034 2000-2009 –> 2010-2019 2.6857246 1.4041365 38661.3099 1105.92820 7 19
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5861 1.2815677 19554.8392 694.245138 8.212989 2000-2009 –> 2010-2019 2.6868924 1.4053247 38670.3080 1273.12992 6 19
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 5861 1.2880377 19611.8694 588.490749 7.967807 2000-2009 –> 2010-2019 2.6907551 1.4027174 38705.1741 957.30005 11 21
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12018 0.6959099 25405.7148 283.813428 8.813133 1982-1999 –> 2000-2009 1.4686584 0.7727484 52910.7898 406.73383 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 12018 0.8129966 29143.4743 283.209492 8.555110 1982-1999 –> 2000-2009 1.5894817 0.7764850 56762.7581 453.10522 10 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 12018 0.7341394 26691.1288 228.916684 8.667605 1982-1999 –> 2000-2009 1.5916145 0.8574751 56659.4201 338.59170 2 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 12018 0.7784468 28099.6784 146.655139 7.598044 1982-1999 –> 2000-2009 1.6007741 0.8223273 57077.0435 266.29623 3 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 12018 0.7800593 28149.4170 16.910152 7.694717 1982-1999 –> 2000-2009 1.6057888 0.8257294 57224.5331 35.44192 4 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 12018 0.7800921 28150.4271 16.620810 7.696667 1982-1999 –> 2000-2009 1.6059450 0.8258529 57229.0823 32.67099 5 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 12018 0.8208895 29375.6985 324.360505 8.586567 1982-1999 –> 2000-2009 1.6076835 0.7867940 57307.2481 471.33679 11 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 12018 0.7810935 28181.2632 15.874673 7.710060 1982-1999 –> 2000-2009 1.6135782 0.8324847 57449.2825 33.50503 6 14
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 12018 0.7815992 28194.8176 12.585568 7.698231 1982-1999 –> 2000-2009 1.6145450 0.8329458 57473.9493 23.48177 7 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 12018 0.8318142 29693.4700 274.621557 8.625588 1982-1999 –> 2000-2009 1.6278163 0.7960021 57900.4971 390.62623 12 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 16048 0.6738191 32884.9538 233.592411 5.192359 2000-2009 –> 2010-2019 1.3697290 0.6959099 58290.6686 517.40584 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 16048 0.6937859 33822.2136 154.674451 4.754700 2000-2009 –> 2010-2019 1.4279253 0.7341394 60513.3424 383.59113 3 5
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 16048 0.6898738 33640.7201 163.187126 4.023603 2000-2009 –> 2010-2019 1.4855778 0.7957040 62267.4281 418.21159 2 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 16048 0.7152994 34802.3548 188.026248 5.057343 2000-2009 –> 2010-2019 1.4937462 0.7784468 62902.0333 334.68139 7 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 16048 0.7152104 34798.3623 16.765828 5.068554 2000-2009 –> 2010-2019 1.4952697 0.7800593 62947.7793 33.67598 6 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 16048 0.7152082 34798.2618 16.765541 5.069358 2000-2009 –> 2010-2019 1.4953003 0.7800921 62948.6889 33.38635 5 10
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 16048 0.7004063 34125.0374 149.404001 4.325584 2000-2009 –> 2010-2019 1.4988955 0.7984891 62833.7288 377.80582 4 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 16048 0.7284078 35385.2121 18.215239 5.050502 2000-2009 –> 2010-2019 1.5095013 0.7810935 63566.4753 34.08991 8 14
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 16048 0.7345467 35652.5787 12.534732 5.025779 2000-2009 –> 2010-2019 1.5161458 0.7815992 63847.3962 25.12030 9 16
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 16048 0.7933482 38126.2499 233.677336 8.503931 2000-2009 –> 2010-2019 1.6063448 0.8129966 67269.7242 516.88683 10 20
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 6262 1.3322113 21377.1729 279.694432 8.701024 1982-1999 –> 2000-2009 2.3054450 0.9732337 42376.8465 615.36608 14 15
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6262 1.3137446 21202.3543 75.391332 8.310572 1982-1999 –> 2000-2009 2.3071246 0.9933800 42510.9617 139.54642 1 3
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 6262 1.3177531 21240.5099 78.229784 8.179859 1982-1999 –> 2000-2009 2.3125494 0.9947963 42570.5990 151.07354 4 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6262 1.3213635 21274.7764 56.265216 8.384367 1982-1999 –> 2000-2009 2.3171442 0.9957807 42619.7783 104.12119 5 9
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6262 1.3252739 21311.7845 56.768225 8.357062 1982-1999 –> 2000-2009 2.3298870 1.0046131 42789.9361 104.60599 9 15
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6262 1.3251909 21311.0003 50.463115 8.413756 1982-1999 –> 2000-2009 2.3303658 1.0051748 42797.5805 97.43316 8 15
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + aou + silicate 6262 1.3348563 21400.0134 20.334305 8.488919 1982-1999 –> 2000-2009 2.3325098 0.9976536 42771.3474 35.84550 20 25
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6262 1.3386473 21437.5314 388.771801 9.128419 1982-1999 –> 2000-2009 2.3612571 1.0226098 43183.4007 838.29341 22 30
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 6262 1.3330981 21385.5065 392.315188 8.598127 1982-1999 –> 2000-2009 2.3731375 1.0400394 43386.2029 879.25826 16 25
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6262 1.3139166 21203.9939 190.025249 8.286546 1982-1999 –> 2000-2009 2.3761635 1.0622469 43523.2552 320.40203 2 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 6665 1.4220949 23622.3579 79.696023 7.016253 2000-2009 –> 2010-2019 2.7398480 1.3177531 44862.8677 157.92581 12 16
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6665 1.4206922 23609.2027 41.292286 7.038032 2000-2009 –> 2010-2019 2.7458831 1.3251909 44920.2030 91.75540 6 14
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6665 1.4147471 23553.3048 529.665142 7.154664 2000-2009 –> 2010-2019 2.7472075 1.3324604 44932.8188 860.29379 2 17
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6665 1.4354466 23746.9258 83.999139 6.698544 2000-2009 –> 2010-2019 2.7491912 1.3137446 44949.2801 159.39047 30 31
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6665 1.4306598 23702.3997 43.244996 6.728786 2000-2009 –> 2010-2019 2.7520233 1.3213635 44977.1761 99.51021 24 29
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6665 1.4214636 23616.4393 511.504736 7.037169 2000-2009 –> 2010-2019 2.7601109 1.3386473 45053.9707 900.27654 9 31
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 6665 1.4214828 23614.6186 28.893936 7.047925 2000-2009 –> 2010-2019 2.7602026 1.3387199 45050.8288 78.03272 10 34
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 6665 1.4325168 23719.6909 428.359166 6.694481 2000-2009 –> 2010-2019 2.7647281 1.3322113 45096.8639 708.05360 26 40
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6665 1.4400262 23789.3854 43.878282 6.790019 2000-2009 –> 2010-2019 2.7653001 1.3252739 45101.1699 100.64651 35 44
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 6665 1.4325320 23717.8324 32.212842 6.687602 2000-2009 –> 2010-2019 2.7733655 1.3408335 45173.8009 83.11630 27 53

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 3.574805 1024.875
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 5.805423 1153.050
Atlantic (26,26.5] 1982-1999 –> 2000-2009 8.558505 6488.882
Atlantic (26,26.5] 2000-2009 –> 2010-2019 7.863261 4775.117
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 6.316943 9707.191
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 7.278909 7988.390
Atlantic (26.75,27] 1982-1999 –> 2000-2009 4.015199 13584.175
Atlantic (26.75,27] 2000-2009 –> 2010-2019 4.836201 12615.720
Atlantic (27,27.25] 1982-1999 –> 2000-2009 4.025234 19009.086
Atlantic (27,27.25] 2000-2009 –> 2010-2019 4.615681 17671.123
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 5.642795 36918.546
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 6.955207 33940.279
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 3.945594 68115.250
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 4.664293 57680.090
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 2.080714 17039.199
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 2.637015 16160.951
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 2.956612 19360.573
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 3.576471 18945.578
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 6.125646 35704.896
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 6.508099 27883.356
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 1.062686 5784.803
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 1.353994 6061.853
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 1.012701 8467.927
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 1.203373 8423.210
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 1.303663 20264.308
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 1.414469 17614.006
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 1.352005 33818.141
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 1.478784 30011.552
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2009 11.662315 33319.501
Indo-Pacific (-Inf,26] 2000-2009 –> 2010-2019 11.500421 44944.445
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2009 8.177284 34961.488
Indo-Pacific (26,26.5] 2000-2009 –> 2010-2019 8.071584 34265.387
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2009 7.859181 30875.942
Indo-Pacific (26.5,26.75] 2000-2009 –> 2010-2019 7.789510 30557.436
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2009 6.924508 40735.857
Indo-Pacific (26.75,27] 2000-2009 –> 2010-2019 7.118021 40393.801
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2009 5.765481 46278.362
Indo-Pacific (27,27.25] 2000-2009 –> 2010-2019 5.841650 48529.894
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2009 5.455329 60965.256
Indo-Pacific (27.25,27.5] 2000-2009 –> 2010-2019 6.134587 64112.534
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2009 5.174213 67634.087
Indo-Pacific (27.5,27.75] 2000-2009 –> 2010-2019 6.139624 72373.737
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2009 4.076908 23605.787
Indo-Pacific (27.75,27.85] 2000-2009 –> 2010-2019 4.660929 24868.136
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2009 3.535498 25528.441
Indo-Pacific (27.85,27.95] 2000-2009 –> 2010-2019 3.790120 27449.600
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2009 3.100379 26509.070
Indo-Pacific (27.95,28.05] 2000-2009 –> 2010-2019 3.341056 32487.445
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2009 2.329873 14554.266
Indo-Pacific (28.05,28.1] 2000-2009 –> 2010-2019 2.727894 17321.058
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2009 2.319987 33649.725
Indo-Pacific (28.1,28.2] 2000-2009 –> 2010-2019 2.426416 36245.075
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2009 1.592588 56799.460
Indo-Pacific (28.2,28.3] 2000-2009 –> 2010-2019 1.489844 62738.727
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2009 2.334558 42852.991
Indo-Pacific (28.3, Inf] 2000-2009 –> 2010-2019 2.755786 45011.898

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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b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.2.2 Best models

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

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

Version Author Date
c1be8f6 Donghe-Zhu 2021-07-16
26a7c15 Donghe-Zhu 2021-07-16
046902b Donghe-Zhu 2021-07-16
3d4ac14 Donghe-Zhu 2021-07-15
be6fff9 Donghe-Zhu 2021-07-15
b473472 Donghe-Zhu 2021-07-15
363270a Donghe-Zhu 2021-07-15
8b75a03 Donghe-Zhu 2021-07-15
a01e135 Donghe-Zhu 2021-07-07
bc83ef2 Donghe-Zhu 2021-07-07
75e7b07 Donghe-Zhu 2021-07-06
697aa6d Donghe-Zhu 2021-07-06
d52e2de Donghe-Zhu 2021-07-06
f2bde6b Donghe-Zhu 2021-07-06
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26] 6 4 6 5 10 9 8
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 7 5 8 5 6 9 8
(26.75,27] 7 4 7 7 3 10 9
(27,27.25] 7 5 7 6 7 10 7
(27.25,27.5] 7 10 5 6 4 5 10
(27.5,27.75] 5 3 4 9 10 6 9
(27.75,27.85] 6 3 5 5 10 8 8
(27.85,27.95] 6 2 5 6 10 7 9
(27.95,28.05] 7 2 7 6 6 6 8
(28.05,28.1] 4 2 4 8 10 5 10
(28.1,28.15] 6 2 6 6 8 5 10
(28.15,28.2] 7 9 3 5 6 5 9
(28.2, Inf] 9 10 3 4 10 3 5
total 91.00 67.00 76.00 85.00 110.00 94.00 118.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 5 7 10 6 6 9 6
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 7 7 6 8 5 6 9
(26.75,27] 8 5 8 5 5 10 7
(27,27.25] 8 7 5 6 6 10 7
(27.25,27.5] 8 10 4 5 6 8 7
(27.5,27.75] 7 6 7 6 10 6 7
(27.75,27.85] 5 4 4 6 10 10 6
(27.85,27.95] 7 4 4 5 10 9 7
(27.95,28.05] 6 1 6 8 8 6 8
(28.05,28.1] 5 3 4 7 10 6 10
(28.1,28.15] 5 3 4 7 10 6 10
(28.15,28.2] 7 10 2 5 5 4 9
(28.2, Inf] 9 10 3 4 10 3 5
total 94.00 83.00 73.00 85.00 111.00 99.00 106.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 8 4 8 7 10 4 7
(26,26.5] 8 6 7 7 7 7 8
(26.5,26.75] 7 6 7 7 7 7 8
(26.75,27] 7 10 6 7 5 4 8
(27,27.25] 8 10 7 7 3 4 8
(27.25,27.5] 6 10 6 6 5 6 9
(27.5,27.75] 5 5 5 8 10 10 4
(27.75,27.85] 7 4 7 6 10 4 9
(27.85,27.95] 7 4 6 6 10 4 10
(27.95,28.05] 5 3 5 8 10 5 10
(28.05,28.1] 6 4 5 7 8 6 10
(28.1,28.2] 5 6 5 7 6 9 10
(28.2,28.3] 5 6 6 7 7 10 8
(28.3, Inf] 8 5 5 6 10 8 7
total 92.00 83.00 85.00 96.00 108.00 88.00 116.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 8 5 7 7 10 5 7
(26,26.5] 8 6 8 7 6 8 7
(26.5,26.75] 7 5 7 7 4 10 8
(26.75,27] 6 10 6 8 5 5 8
(27,27.25] 7 10 7 7 4 5 8
(27.25,27.5] 7 10 5 6 5 5 9
(27.5,27.75] 5 5 6 6 10 10 6
(27.75,27.85] 7 6 7 6 7 6 10
(27.85,27.95] 8 5 5 5 10 4 10
(27.95,28.05] 6 3 4 6 10 6 10
(28.05,28.1] 5 2 5 7 8 7 10
(28.1,28.2] 6 5 6 6 9 6 10
(28.2,28.3] 4 6 7 5 9 10 7
(28.3, Inf] 6 5 4 8 10 10 5
total 90.00 83.00 84.00 91.00 107.00 97.00 115.00

6.4 RMSE alternatives

AIC is an alternative criterion to RMSE to judge model quality, but not (yet) taken into account.

lm_all_fitted_wide_eras %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
c1be8f6 Donghe-Zhu 2021-07-16
26a7c15 Donghe-Zhu 2021-07-16
046902b Donghe-Zhu 2021-07-16
3d4ac14 Donghe-Zhu 2021-07-15
be6fff9 Donghe-Zhu 2021-07-15
b473472 Donghe-Zhu 2021-07-15
363270a Donghe-Zhu 2021-07-15
8b75a03 Donghe-Zhu 2021-07-15
a01e135 Donghe-Zhu 2021-07-07
bc83ef2 Donghe-Zhu 2021-07-07
75e7b07 Donghe-Zhu 2021-07-06
697aa6d Donghe-Zhu 2021-07-06
d52e2de Donghe-Zhu 2021-07-06
f2bde6b Donghe-Zhu 2021-07-06
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
lm_best %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
c1be8f6 Donghe-Zhu 2021-07-16
26a7c15 Donghe-Zhu 2021-07-16
046902b Donghe-Zhu 2021-07-16
3d4ac14 Donghe-Zhu 2021-07-15
be6fff9 Donghe-Zhu 2021-07-15
b473472 Donghe-Zhu 2021-07-15
363270a Donghe-Zhu 2021-07-15
8b75a03 Donghe-Zhu 2021-07-15
a01e135 Donghe-Zhu 2021-07-07
bc83ef2 Donghe-Zhu 2021-07-07
75e7b07 Donghe-Zhu 2021-07-06
697aa6d Donghe-Zhu 2021-07-06
d52e2de Donghe-Zhu 2021-07-06
f2bde6b Donghe-Zhu 2021-07-06
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 

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

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

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

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

other attached packages:
 [1] car_3.0-10       carData_3.0-4    gt_0.2.2         corrr_0.4.3     
 [5] broom_0.7.5      kableExtra_1.3.1 knitr_1.30       olsrr_0.5.3     
 [9] GGally_2.0.0     lubridate_1.7.9  ggforce_0.3.3    metR_0.9.0      
[13] scico_1.2.0      patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0   
[17] stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4      readr_1.4.0     
[21] tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0 
[25] workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_2.0-0         withr_2.3.0             
[13] gridExtra_2.3            tidyselect_1.1.0         curl_4.3                
[16] compiler_4.0.3           git2r_0.27.1             cli_2.2.0               
[19] rvest_0.3.6              xml2_1.3.2               sass_0.2.0              
[22] labeling_0.4.2           scales_1.1.1             checkmate_2.0.0         
[25] goftest_1.2-2            digest_0.6.27            foreign_0.8-80          
[28] rmarkdown_2.5            rio_0.5.16               pkgconfig_2.0.3         
[31] htmltools_0.5.0          highr_0.8                dbplyr_1.4.4            
[34] rlang_0.4.10             readxl_1.3.1             rstudioapi_0.13         
[37] farver_2.0.3             generics_0.1.0           jsonlite_1.7.2          
[40] zip_2.1.1                magrittr_2.0.1           Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_1.0.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               MASS_7.3-53             
[52] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[55] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[58] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[61] pillar_1.4.7             reprex_0.3.0             glue_1.4.2              
[64] evaluate_0.14            RcppArmadillo_0.10.1.2.2 data.table_1.13.6       
[67] modelr_0.1.8             vctrs_0.3.6              tweenr_1.0.2            
[70] httpuv_1.5.4             cellranger_1.1.0         gtable_0.3.0            
[73] polyclip_1.10-0          reshape_0.8.8            assertthat_0.2.1        
[76] openxlsx_4.2.3           xfun_0.20                RcppEigen_0.3.3.9.1     
[79] later_1.1.0.1            viridisLite_0.3.0        ellipsis_0.3.1          
[82] here_1.0.1