Last updated: 2021-08-18

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Knit directory: emlr_mod_v_XXX/

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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_si) %>%
  unique()

lm_all <- anti_join(lm_all, lm_rm)

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

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

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

3 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 112

4 Fit all models

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

  • cstar_tref

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

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

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

5 Prepare coeffcients

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

5.1 Formatting

# lm_all_fitted <- lm_all_fitted_1

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

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

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

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

5.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

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

5.3 VIF threshold

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

  • 1000

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

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

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

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

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

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

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

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab n_predictors model nr_obs rmse aic vif_max resid_max eras rmse_sum rmse_lag aic_sum vif_max_sum rank rank_sum
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 312 4.5610042 1846.3644 416.941486 15.139464 1982-1999 –> 2000-2009 8.4882124 3.9272082 4296.0864 663.558595 1 3
Atlantic (-Inf,26] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 312 4.7049881 1865.7586 425.239793 13.840614 1982-1999 –> 2000-2009 8.6211135 3.9161254 4313.0106 686.339726 4 5
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 312 4.6451745 1857.7749 334.329289 14.449808 1982-1999 –> 2000-2009 8.6956185 4.0504440 4334.5015 471.934424 2 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 312 4.7664500 1873.8572 433.816473 12.818357 1982-1999 –> 2000-2009 8.8762697 4.1098197 4363.3028 572.334703 5 10
Atlantic (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 312 4.6739097 1859.6231 334.321328 15.098576 1982-1999 –> 2000-2009 8.9749266 4.3010169 4386.8116 461.453212 3 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 312 4.9402265 1896.2022 168.549030 14.872419 1982-1999 –> 2000-2009 9.0844367 4.1442102 4392.9310 413.748437 7 13
Atlantic (-Inf,26] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 312 4.8304067 1880.1744 352.912212 13.102100 1982-1999 –> 2000-2009 9.0947589 4.2643521 4399.8804 484.580955 6 14
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 312 5.1183353 1918.3031 424.203845 14.699019 1982-1999 –> 2000-2009 9.1366111 4.0182759 4388.0608 692.273643 12 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 312 4.9877844 1902.1805 368.148481 14.399681 1982-1999 –> 2000-2009 9.3166005 4.3288162 4436.9998 508.427982 9 19
Atlantic (-Inf,26] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 312 4.9403116 1894.2130 145.038206 14.840698 1982-1999 –> 2000-2009 9.4499960 4.5096844 4462.8078 299.394315 8 20
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 485 4.7875178 2909.4021 222.738955 23.755534 2000-2009 –> 2010-2019 9.3485220 4.5610042 4755.7664 639.680441 1 2
Atlantic (-Inf,26] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 485 4.8180345 2915.5655 230.733966 23.373837 2000-2009 –> 2010-2019 9.5230227 4.7049881 4781.3240 655.973759 2 6
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 485 4.9431507 2940.4332 280.800043 27.376029 2000-2009 –> 2010-2019 9.8833773 4.9402265 4836.6354 449.349073 3 10
Atlantic (-Inf,26] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 485 4.9454537 2938.8850 156.925090 26.991377 2000-2009 –> 2010-2019 9.8857654 4.9403116 4833.0980 301.963296 4 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 485 5.5166479 3046.9077 252.397077 39.119346 2000-2009 –> 2010-2019 10.1618225 4.6451745 4904.6826 586.726366 7 9
Atlantic (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 485 5.5166658 3044.9108 182.800849 39.160167 2000-2009 –> 2010-2019 10.1905754 4.6739097 4904.5339 517.122177 8 11
Atlantic (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 485 5.0739715 2965.7705 233.387387 18.278177 2000-2009 –> 2010-2019 10.1923068 5.1183353 4884.0736 657.591232 5 17
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 485 5.5300934 3049.2689 242.219274 38.878222 2000-2009 –> 2010-2019 10.2965434 4.7664500 4923.1261 676.035747 9 14
Atlantic (-Inf,26] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 485 5.5317398 3047.5577 188.992929 38.556815 2000-2009 –> 2010-2019 10.3621465 4.8304067 4927.7321 541.905141 10 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 485 5.6273333 3066.1770 221.407747 37.004848 2000-2009 –> 2010-2019 10.6151177 4.9877844 4968.3575 589.556228 11 20
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 269 5.7685147 1720.1880 279.165223 17.291226 1982-1999 –> 2000-2009 12.5914858 6.8229711 3951.4391 330.109805 2 8
Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 269 5.9506450 1736.9117 622.226902 17.298050 1982-1999 –> 2000-2009 12.8013014 6.8506564 3970.8516 907.392180 6 13
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 269 6.0586542 1746.5893 285.307926 17.108492 1982-1999 –> 2000-2009 12.8222635 6.7636094 3972.0381 386.429165 9 12
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 269 6.0187825 1743.0371 285.898136 16.985063 1982-1999 –> 2000-2009 12.8236010 6.8048185 3972.5192 334.238326 8 13
Atlantic (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 269 6.1046306 1750.6565 314.458297 16.889466 1982-1999 –> 2000-2009 12.8633848 6.7587542 3975.6285 388.527674 13 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 269 5.6322754 1707.3292 118.088509 14.529563 1982-1999 –> 2000-2009 13.0439662 7.4116908 3993.5353 143.267947 1 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 269 6.1289467 1752.7953 292.770828 15.915331 1982-1999 –> 2000-2009 13.0701283 6.9411817 3995.4519 395.144534 14 23
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 269 6.5407976 1787.7847 272.353638 19.480392 1982-1999 –> 2000-2009 13.3021650 6.7613674 4013.0134 344.044955 25 27
Atlantic (26,26.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 269 6.5108621 1785.3168 270.985097 16.412459 1982-1999 –> 2000-2009 13.4468980 6.9360359 4027.4810 340.108941 24 32
Atlantic (26,26.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 269 6.6949066 1798.3136 255.809133 19.329241 1982-1999 –> 2000-2009 13.4766279 6.7817213 4023.5382 326.005944 37 41
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 400 4.9980989 2436.3969 29.261469 12.606887 2000-2009 –> 2010-2019 10.7666136 5.7685147 4156.5849 308.426692 6 8
Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 400 4.9698175 2431.8573 223.484531 11.827932 2000-2009 –> 2010-2019 10.9204626 5.9506450 4168.7691 845.711432 4 11
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 400 4.9630197 2430.7623 27.377278 12.167085 2000-2009 –> 2010-2019 10.9818022 6.0187825 4173.7994 313.275413 1 10
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 400 4.9639464 2430.9117 70.556686 12.648091 2000-2009 –> 2010-2019 11.0226005 6.0586542 4177.5010 355.864612 2 12
Atlantic (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 400 4.9646858 2431.0308 51.759347 12.738221 2000-2009 –> 2010-2019 11.0693165 6.1046306 4181.6874 366.217644 3 17
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 400 5.7246305 2544.9732 20.530209 15.336120 2000-2009 –> 2010-2019 11.3569059 5.6322754 4252.3024 138.618718 12 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 400 5.2387826 2474.0221 72.129797 13.701314 2000-2009 –> 2010-2019 11.3677292 6.1289467 4226.8174 364.900625 9 24
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 400 4.9708591 2432.0250 50.481836 11.949756 2000-2009 –> 2010-2019 11.5116567 6.5407976 4219.8097 322.835474 5 31
Atlantic (26,26.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 400 5.0140389 2436.9442 48.204460 13.011530 2000-2009 –> 2010-2019 11.7089456 6.6949066 4235.2579 304.013593 7 46
Atlantic (26,26.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 400 5.2296363 2472.6242 46.082090 13.518905 2000-2009 –> 2010-2019 11.7404984 6.5108621 4257.9410 317.067187 8 33
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 200 5.4286709 1258.2531 202.277957 14.554723 1982-1999 –> 2000-2009 9.9392208 4.5105499 3507.2264 240.596018 1 7
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 200 5.4543536 1260.1411 144.389950 18.676908 1982-1999 –> 2000-2009 9.9821375 4.5277839 3512.0278 172.624306 2 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 200 5.4734603 1261.5398 347.713362 15.474061 1982-1999 –> 2000-2009 9.9963650 4.5229047 3512.6028 743.984928 3 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 200 5.5931731 1270.1941 235.828085 15.950598 1982-1999 –> 2000-2009 10.1118303 4.5186572 3520.5393 278.916042 5 13
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 200 5.5660358 1266.2486 144.129054 18.497235 1982-1999 –> 2000-2009 10.1337101 4.5676744 3522.8369 171.011469 4 20
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 200 5.7053934 1278.1402 213.097949 11.747696 1982-1999 –> 2000-2009 10.3047168 4.5993234 3542.0039 260.216939 6 26
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 200 5.7082962 1278.3437 375.706279 11.693010 1982-1999 –> 2000-2009 10.3050718 4.5967756 3541.7840 760.791955 7 25
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 200 5.7149042 1278.8064 221.751342 11.688674 1982-1999 –> 2000-2009 10.3125000 4.5975958 3542.3831 276.161484 8 27
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 200 5.8752090 1289.8721 27.668342 20.223826 1982-1999 –> 2000-2009 10.3749892 4.4997801 3537.0189 79.584010 10 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 200 5.8798248 1290.1862 241.532929 20.282060 1982-1999 –> 2000-2009 10.3804480 4.5006232 3537.4762 654.105869 12 15
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 297 5.4444410 1863.4390 21.205470 15.509633 2000-2009 –> 2010-2019 10.8731119 5.4286709 3121.6921 223.483428 7 8
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 297 5.4228907 1861.0831 31.224928 15.692268 2000-2009 –> 2010-2019 10.8772444 5.4543536 3121.2242 175.614878 5 7
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 297 5.4583762 1864.9574 90.150052 15.634292 2000-2009 –> 2010-2019 10.9318365 5.4734603 3126.4972 437.863414 9 12
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 297 5.4770226 1864.9831 19.337478 15.788241 2000-2009 –> 2010-2019 11.0430584 5.5660358 3131.2317 163.466532 12 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 297 5.4679293 1865.9961 29.353888 15.778289 2000-2009 –> 2010-2019 11.0611024 5.5931731 3136.1902 265.181973 10 15
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 297 5.4134845 1860.0519 22.759461 15.904998 2000-2009 –> 2010-2019 11.1188779 5.7053934 3138.1921 235.857410 3 9
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 297 5.4114928 1859.8333 84.348315 15.928158 2000-2009 –> 2010-2019 11.1197890 5.7082962 3138.1770 460.054594 2 9
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 297 5.4101228 1859.6829 34.357843 15.941690 2000-2009 –> 2010-2019 11.1250269 5.7149042 3138.4894 256.109185 1 9
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 297 5.4484522 1861.8764 21.431277 16.255454 2000-2009 –> 2010-2019 11.2061631 5.7577109 3141.6678 151.869563 8 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 297 5.4208896 1860.8639 30.985434 15.962909 2000-2009 –> 2010-2019 11.3044124 5.8835227 3151.3016 257.402819 4 17
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 491 5.5396255 3088.5099 119.669233 14.609882 1982-1999 –> 2000-2009 10.2602364 4.7206109 7297.3878 255.304162 2 3
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 491 5.5790601 3095.4756 153.503644 14.491014 1982-1999 –> 2000-2009 10.3103714 4.7313113 7307.5506 325.502300 4 6
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 491 5.4774026 3077.4173 118.142097 13.101976 1982-1999 –> 2000-2009 10.3386848 4.8612822 7327.7573 150.326495 1 6
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + silicate 491 5.5558273 3089.3777 106.306287 13.218053 1982-1999 –> 2000-2009 10.4196983 4.8638710 7338.4694 136.487606 3 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 491 5.6186582 3102.4208 128.446524 12.732079 1982-1999 –> 2000-2009 10.6703582 5.0517000 7407.0135 183.804124 5 28
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 491 5.6572339 3109.1399 590.342650 13.100359 1982-1999 –> 2000-2009 10.7264080 5.0691741 7418.6083 1379.015658 6 30
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + silicate 491 5.6613548 3107.8549 116.449792 13.246765 1982-1999 –> 2000-2009 10.7327627 5.0714080 7415.9454 148.365720 7 32
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 491 6.0007069 3167.0211 435.700451 20.109274 1982-1999 –> 2000-2009 10.8362804 4.8355735 7409.8740 1000.202134 19 22
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 491 5.9220504 3154.0641 691.983804 17.534453 1982-1999 –> 2000-2009 10.8454545 4.9234041 7422.3335 1490.682215 12 23
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 491 5.8602252 3143.7583 166.849818 14.885018 1982-1999 –> 2000-2009 10.8457841 4.9855588 7429.7417 209.495184 9 28
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 542 5.1137611 3321.1471 433.313474 16.053676 2000-2009 –> 2010-2019 10.6397022 5.5259411 6407.2281 1209.893871 1 3
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 542 5.1251243 3323.5532 57.296429 16.254590 2000-2009 –> 2010-2019 10.6647499 5.5396255 6412.0630 176.965662 2 5
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 542 5.1298572 3324.5537 74.274446 16.340616 2000-2009 –> 2010-2019 10.7089173 5.5790601 6420.0293 227.778090 3 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 542 5.2646591 3352.6711 22.907937 17.477127 2000-2009 –> 2010-2019 10.7420616 5.4774026 6430.0884 141.050034 14 15
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + silicate 542 5.2658504 3350.9164 21.427168 17.548856 2000-2009 –> 2010-2019 10.8216777 5.5558273 6440.2941 127.733456 16 20
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 542 5.2388939 3347.3530 348.187499 18.276879 2000-2009 –> 2010-2019 10.8961278 5.6572339 6456.4929 938.530149 8 15
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 542 5.2815658 3356.1467 31.652459 18.641488 2000-2009 –> 2010-2019 10.9002239 5.6186582 6458.5675 160.098983 19 25
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + silicate 542 5.3010290 3358.1340 21.526221 18.468739 2000-2009 –> 2010-2019 10.9623838 5.6613548 6465.9889 137.976013 20 28
Atlantic (26.75,27] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 542 5.3064129 3361.2344 37.438161 18.949305 2000-2009 –> 2010-2019 11.0861979 5.7797850 6491.4199 209.084488 21 30
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 542 5.2571303 3351.1198 372.149422 17.404480 2000-2009 –> 2010-2019 11.1791807 5.9220504 6505.1839 1064.133227 11 24
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 813 4.7687411 4861.1400 833.807433 20.061978 1982-1999 –> 2000-2009 8.1721383 3.4033972 12166.4994 1621.292952 1 2
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 813 4.7888610 4867.9858 576.616267 16.997017 1982-1999 –> 2000-2009 8.2909702 3.5021092 12252.2001 1307.986861 2 4
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 813 4.8907293 4900.2112 342.394980 17.531461 1982-1999 –> 2000-2009 8.4105486 3.5198193 12296.3375 767.142779 3 6
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 813 4.9364923 4917.3551 133.107537 15.834955 1982-1999 –> 2000-2009 8.5360024 3.5995101 12377.2278 262.852833 4 10
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 813 5.0542811 4955.6972 213.642202 18.726698 1982-1999 –> 2000-2009 8.6017739 3.5474928 12375.4226 360.748296 6 10
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 813 5.0316453 4948.3987 163.468109 15.539963 1982-1999 –> 2000-2009 8.6634995 3.6318542 12432.9433 322.660506 5 12
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 813 5.1593926 4989.1655 305.741120 18.317541 1982-1999 –> 2000-2009 8.7462133 3.5868206 12439.2982 522.494070 8 13
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 813 5.1150665 4973.1357 90.094119 16.374048 1982-1999 –> 2000-2009 8.7532189 3.6381524 12460.4588 168.494955 7 15
Atlantic (27,27.25] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 813 5.2119271 5003.6382 129.708018 16.040927 1982-1999 –> 2000-2009 8.8837996 3.6718726 12516.4062 248.869689 9 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 813 5.2226558 5008.9819 63.096497 13.079968 1982-1999 –> 2000-2009 9.3925162 4.1698605 12874.5145 105.516682 10 22
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1113 4.6607159 6598.7475 795.888272 14.383792 2000-2009 –> 2010-2019 9.4495769 4.7888610 11466.7333 1372.504539 1 2
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1113 4.7085196 6619.4627 593.841397 14.686830 2000-2009 –> 2010-2019 9.5992489 4.8907293 11519.6739 936.236377 2 4
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1113 4.7228769 6628.2399 128.176223 14.730146 2000-2009 –> 2010-2019 9.6593692 4.9364923 11545.5950 261.283760 3 6
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1113 4.7388584 6635.7597 172.143681 14.836754 2000-2009 –> 2010-2019 9.7705037 5.0316453 11584.1584 335.611790 4 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1113 4.7859383 6657.7655 209.068699 15.137954 2000-2009 –> 2010-2019 9.8402194 5.0542811 11613.4627 422.710900 6 11
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1113 4.7981373 6661.4322 99.817733 15.225264 2000-2009 –> 2010-2019 9.9132038 5.1150665 11634.5679 189.911852 8 14
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1113 4.8063330 6667.2312 305.532623 15.275172 2000-2009 –> 2010-2019 9.9657257 5.1593926 11656.3967 611.273743 9 16
Atlantic (27,27.25] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1113 4.8151536 6669.3126 147.347845 15.335524 2000-2009 –> 2010-2019 10.0270807 5.2119271 11672.9508 277.055862 10 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1113 4.8412691 6683.3529 29.466957 15.365712 2000-2009 –> 2010-2019 10.0639248 5.2226558 11692.3348 92.563454 13 22
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate 1113 4.8697236 6694.3980 12.810226 15.354013 2000-2009 –> 2010-2019 10.1405450 5.2708214 11716.3068 75.570697 20 30
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1634 4.1390679 9293.1891 107.382624 11.787117 1982-1999 –> 2000-2009 7.1441895 3.0051216 23425.1029 197.000114 1 4
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1634 4.1748460 9321.3163 186.206932 11.723312 1982-1999 –> 2000-2009 7.1527418 2.9778958 23402.2276 439.600799 3 5
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1634 4.2581268 9385.8654 102.677167 17.496456 1982-1999 –> 2000-2009 7.3094219 3.0512951 23603.2295 151.464145 5 10
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1634 4.1568098 9307.1673 63.502460 11.775623 1982-1999 –> 2000-2009 7.3217742 3.1649644 23729.5015 100.364220 2 13
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1634 4.3188938 9432.1729 123.735876 12.495584 1982-1999 –> 2000-2009 7.3470574 3.0281635 23606.8918 237.901635 7 11
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1634 4.1952244 9335.2294 58.098402 11.679836 1982-1999 –> 2000-2009 7.3609507 3.1657263 23756.9125 76.035643 4 17
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1634 4.4251382 9511.5925 217.107376 16.233719 1982-1999 –> 2000-2009 7.3672626 2.9421244 23524.7792 481.217546 8 9
Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1634 4.3173517 9429.0058 102.528878 23.513126 1982-1999 –> 2000-2009 7.4665309 3.1491792 23821.3202 119.773264 6 15
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1634 4.4367291 9518.1413 53.757677 15.527469 1982-1999 –> 2000-2009 7.6022685 3.1655393 23939.4934 66.981256 9 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1634 4.6226702 9654.3093 168.234531 13.798978 1982-1999 –> 2000-2009 7.7713627 3.1486925 24047.7576 524.725615 10 18
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2410 4.3831746 13976.1508 83.178228 15.476522 2000-2009 –> 2010-2019 8.5222425 4.1390679 23269.3399 190.560852 3 4
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2410 4.4162129 14012.3455 23.927778 13.358552 2000-2009 –> 2010-2019 8.5730227 4.1568098 23319.5128 87.430239 16 18
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2410 4.4085071 14003.9278 246.596135 14.161172 2000-2009 –> 2010-2019 8.5833531 4.1748460 23325.2441 432.803067 10 13
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2410 4.4162155 14010.3483 10.049320 13.353739 2000-2009 –> 2010-2019 8.6114399 4.1952244 23345.5777 68.147722 17 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2410 4.3937446 13987.7603 47.255785 14.385754 2000-2009 –> 2010-2019 8.6518714 4.2581268 23373.6257 149.932952 4 9
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2410 4.4087749 14004.2205 99.206293 16.125596 2000-2009 –> 2010-2019 8.7276687 4.3188938 23436.3934 222.942169 11 18
Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2410 4.4124342 14006.2195 8.422782 13.442863 2000-2009 –> 2010-2019 8.7297859 4.3173517 23435.2253 110.951660 14 20
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2410 4.4012583 13995.9959 414.544846 14.460899 2000-2009 –> 2010-2019 8.8263966 4.4251382 23507.5883 631.652222 7 15
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 2410 4.4162955 14010.4356 9.409679 13.331814 2000-2009 –> 2010-2019 8.8530246 4.4367291 23528.5769 63.167356 18 27
Atlantic (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2410 4.4140119 14007.9426 35.713515 13.439946 2000-2009 –> 2010-2019 9.1199404 4.7059285 23718.5876 195.054295 15 30
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3091 5.2327482 19016.6961 20.347496 30.449006 1982-1999 –> 2000-2009 8.7141911 3.4814430 37807.3820 44.063923 1 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3091 5.3335257 19134.6232 41.811413 33.578348 1982-1999 –> 2000-2009 8.7460001 3.4124744 37784.4044 92.595898 5 6
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3091 5.2390711 19024.1615 48.048860 31.169179 1982-1999 –> 2000-2009 8.8639631 3.6248920 38099.1867 95.317913 2 12
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3091 5.2529777 19040.5493 74.579089 30.893976 1982-1999 –> 2000-2009 8.8681501 3.6151724 38096.6672 202.655937 3 11
Atlantic (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 3091 5.2720342 19060.9355 15.772002 30.140102 1982-1999 –> 2000-2009 8.9170035 3.6449693 38172.8568 30.753108 4 18
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3091 5.4282325 19243.4331 81.022476 33.133743 1982-1999 –> 2000-2009 8.9301086 3.5018761 38075.3289 354.308952 10 15
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3091 5.3472361 19150.4944 49.960942 30.974328 1982-1999 –> 2000-2009 8.9969827 3.6497465 38273.6393 107.397102 6 24
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 3091 5.4342224 19248.2510 17.238801 32.716213 1982-1999 –> 2000-2009 9.0301411 3.5959187 38264.7643 28.902533 11 18
Atlantic (27.5,27.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 3091 5.5370759 19364.1642 37.031346 35.897903 1982-1999 –> 2000-2009 9.1792314 3.6421555 38470.6473 50.508777 20 33
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3091 5.4223144 19236.6896 48.092944 36.774665 1982-1999 –> 2000-2009 9.1917507 3.7694363 38587.0639 148.673173 7 29
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3609 5.0581495 21956.2814 34.683520 43.035913 2000-2009 –> 2010-2019 10.3916751 5.3335257 41090.9046 76.494933 1 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3609 5.2949444 22286.5178 242.787758 44.952891 2000-2009 –> 2010-2019 10.7231769 5.4282325 41529.9509 323.810235 9 22
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3609 5.5192415 22585.9778 17.087774 28.028948 2000-2009 –> 2010-2019 10.7519897 5.2327482 41602.6739 37.435270 14 16
Atlantic (27.5,27.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3609 5.6224838 22719.7496 786.307288 30.628486 2000-2009 –> 2010-2019 10.7966499 5.1741661 41666.8462 1045.601085 16 17
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3609 5.6248349 22722.7673 34.066797 33.150022 2000-2009 –> 2010-2019 10.8639060 5.2390711 41746.9288 82.115657 17 20
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3609 5.6464917 22750.5048 126.127395 31.886137 2000-2009 –> 2010-2019 10.8994695 5.2529777 41791.0541 200.706483 19 23
Atlantic (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + silicate 3609 5.6663807 22773.8845 9.051959 29.464934 2000-2009 –> 2010-2019 10.9384150 5.2720342 41834.8201 24.823962 25 30
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3609 5.0654129 21966.6389 37.111145 44.233407 2000-2009 –> 2010-2019 10.9733665 5.9079536 41733.6005 86.236862 2 27
Atlantic (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3609 5.6550386 22761.4222 44.552514 33.156363 2000-2009 –> 2010-2019 11.0022748 5.3472361 41911.9166 94.513455 21 28
Atlantic (27.5,27.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 3609 5.6298136 22727.1533 9.622190 31.896141 2000-2009 –> 2010-2019 11.1668895 5.5370759 42091.3175 46.653535 18 41
Atlantic (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1443 3.5411504 7758.2641 128.928120 32.851350 1982-1999 –> 2000-2009 6.8975711 3.3564207 14104.8554 900.800255 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1443 3.6046226 7809.5351 66.516278 33.475608 1982-1999 –> 2000-2009 7.0037875 3.3991649 14186.5988 117.764302 2 6
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1443 3.7282838 7906.8826 65.527259 33.572583 1982-1999 –> 2000-2009 7.1202355 3.3919517 14278.8310 210.569336 6 9
Atlantic (27.75,27.85] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1443 3.6459125 7840.4055 53.342188 34.213033 1982-1999 –> 2000-2009 7.1282942 3.4823816 14273.7107 65.010268 3 11
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1443 3.8060120 7966.4321 61.535299 34.345264 1982-1999 –> 2000-2009 7.2351200 3.4291079 14364.6148 125.816709 11 17
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1443 3.7183569 7899.1881 147.337344 37.871046 1982-1999 –> 2000-2009 7.2954228 3.5770659 14399.0913 921.851018 4 15
Atlantic (27.75,27.85] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1443 3.7261430 7903.2250 117.089010 37.699576 1982-1999 –> 2000-2009 7.3093728 3.5832298 14405.2741 888.663473 5 20
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1443 3.7424665 7917.8403 71.132765 37.830782 1982-1999 –> 2000-2009 7.3278982 3.5854318 14423.3687 153.996458 7 23
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1443 3.7497936 7921.4851 66.222268 37.694310 1982-1999 –> 2000-2009 7.3355170 3.5857234 14425.2094 114.449606 8 25
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1443 3.8099100 7969.3863 89.257083 37.445903 1982-1999 –> 2000-2009 7.3911480 3.5812380 14472.0965 362.514929 12 24
Atlantic (27.75,27.85] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1517 5.4088256 9440.5486 457.480793 23.313746 2000-2009 –> 2010-2019 8.9499760 3.5411504 17198.8126 586.408912 3 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1517 5.3237496 9392.4472 53.329711 20.565764 2000-2009 –> 2010-2019 8.9696622 3.6459125 17234.8527 125.701989 1 4
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1517 5.4569154 9467.4046 44.750705 23.227611 2000-2009 –> 2010-2019 9.0615380 3.6046226 17276.9397 111.266983 5 7
Atlantic (27.75,27.85] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1517 5.4809368 9478.7310 18.498673 23.077617 2000-2009 –> 2010-2019 9.1268493 3.6459125 17319.1365 71.840860 7 11
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1517 5.4821741 9481.4158 119.464333 23.115065 2000-2009 –> 2010-2019 9.2104579 3.7282838 17388.2984 184.991591 8 15
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1517 5.3299353 9395.9703 33.564796 21.458992 2000-2009 –> 2010-2019 9.2982709 3.9683357 17482.9357 109.273049 2 19
Atlantic (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1517 5.4970999 9489.6650 53.623498 22.960537 2000-2009 –> 2010-2019 9.3031120 3.8060120 17456.0971 115.158798 9 21
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1517 5.4710481 9475.2521 34.276953 21.571082 2000-2009 –> 2010-2019 9.4798464 4.0087983 17591.4952 61.768741 6 25
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + silicate 1517 5.5115171 9495.6118 15.236693 22.796461 2000-2009 –> 2010-2019 9.5365943 4.0250772 17621.5507 30.379883 11 31
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1517 5.5019325 9490.3311 17.114782 22.812556 2000-2009 –> 2010-2019 9.6030371 4.1011046 17670.2735 77.186946 10 35
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2938 3.3474629 15451.0820 146.150996 16.666367 1982-1999 –> 2000-2009 7.2937552 3.9462923 29624.6605 507.788592 1 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2938 3.4254874 15586.4712 111.461154 17.186753 1982-1999 –> 2000-2009 7.3577782 3.9322908 29742.0222 241.741257 2 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2938 3.4654340 15654.5982 143.113204 16.834060 1982-1999 –> 2000-2009 7.4077570 3.9423230 29823.0726 187.549845 3 9
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2938 3.5724463 15833.3033 73.102885 17.097790 1982-1999 –> 2000-2009 7.5309565 3.9585102 30022.5607 106.301921 6 14
Atlantic (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2938 3.6752692 16000.0394 137.611808 14.634361 1982-1999 –> 2000-2009 7.5851594 3.9098902 30126.6148 460.870933 9 13
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2938 3.7344355 16093.8809 92.236128 14.324836 1982-1999 –> 2000-2009 7.6091044 3.8746689 30174.5594 217.647982 12 13
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2938 3.7341588 16093.4455 123.654933 14.508450 1982-1999 –> 2000-2009 7.6113268 3.8771679 30177.3942 168.473244 11 13
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2938 3.8019119 16199.1047 94.875619 14.388434 1982-1999 –> 2000-2009 7.6896065 3.8876946 30296.8054 138.309499 19 22
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2938 3.4947496 15704.0967 55.480441 15.734185 1982-1999 –> 2000-2009 7.7037712 4.2090216 30204.5846 93.731907 4 21
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2938 3.7649319 16139.6710 122.758252 14.616669 1982-1999 –> 2000-2009 7.7925859 4.0276540 30414.7568 163.301111 16 25
Atlantic (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3510 5.9418699 22484.7562 325.330156 32.981621 2000-2009 –> 2010-2019 9.6171391 3.6752692 38484.7956 462.941964 4 13
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3510 5.8937883 22427.7193 62.057881 35.693842 2000-2009 –> 2010-2019 9.6279472 3.7341588 38521.1648 185.712814 2 13
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3510 5.8937152 22427.6322 134.558910 35.374980 2000-2009 –> 2010-2019 9.6281508 3.7344355 38521.5131 226.795038 1 13
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3510 6.1666700 22745.4446 37.649165 30.208927 2000-2009 –> 2010-2019 9.6614196 3.4947496 38449.5413 93.129606 10 14
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3510 6.3300519 22929.0137 337.752326 76.555295 2000-2009 –> 2010-2019 9.6775148 3.3474629 38380.0957 483.903322 16 17
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3510 5.9023167 22437.8699 56.522058 35.681871 2000-2009 –> 2010-2019 9.7042286 3.8019119 38636.9746 151.397676 3 22
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3510 6.1167121 22688.3420 144.246084 57.718359 2000-2009 –> 2010-2019 9.7618919 3.6451798 38640.0767 247.627057 9 16
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3510 6.3495772 22950.6339 124.960102 75.729651 2000-2009 –> 2010-2019 9.7750646 3.4254874 38537.1051 236.421256 18 20
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3510 6.3993572 23005.4553 56.595905 73.445217 2000-2009 –> 2010-2019 9.8647912 3.4654340 38660.0535 199.709110 19 22
Atlantic (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + silicate 3510 6.2173655 22800.9193 37.522219 29.607531 2000-2009 –> 2010-2019 9.9521834 3.7348179 38893.4018 81.791808 13 26
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3866 3.4778376 20622.4805 110.442531 34.845079 1982-1999 –> 2000-2009 7.0630956 3.5852580 44968.4913 179.055841 2 3
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3866 3.4767345 20620.0276 101.883693 34.587004 1982-1999 –> 2000-2009 7.0730183 3.5962838 44993.7535 168.031046 1 4
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3866 3.4834705 20634.9935 117.343699 34.839958 1982-1999 –> 2000-2009 7.0761342 3.5926637 44999.6292 187.047807 4 6
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3866 3.4811715 20627.8888 46.034646 33.886584 1982-1999 –> 2000-2009 7.1091271 3.6279556 45078.7571 87.158276 3 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3866 3.4884478 20646.0333 940.921903 32.856502 1982-1999 –> 2000-2009 7.1093844 3.6209367 45081.4222 1464.914892 6 10
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3866 3.4929493 20654.0042 66.831551 33.238017 1982-1999 –> 2000-2009 7.1271377 3.6341885 45120.3659 107.964179 7 13
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3866 3.4939623 20656.2463 70.918811 32.492311 1982-1999 –> 2000-2009 7.1332182 3.6392559 45135.1850 111.273389 8 15
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3866 3.4853813 20639.2335 522.177952 35.554102 1982-1999 –> 2000-2009 7.2415972 3.7562159 45405.6898 888.598595 5 17
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3866 3.5106063 20694.9913 234.829904 35.099596 1982-1999 –> 2000-2009 7.2650729 3.7544667 45457.2433 409.574447 9 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3866 3.5167989 20708.6184 121.748221 34.535994 1982-1999 –> 2000-2009 7.2698635 3.7530646 45467.4991 195.102107 10 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4563 4.0141062 25646.6820 643.186271 19.142375 2000-2009 –> 2010-2019 7.5025540 3.4884478 46292.7153 1584.108173 1 7
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4563 4.0366678 25697.8319 401.481511 17.533722 2000-2009 –> 2010-2019 7.5220491 3.4853813 46337.0654 923.659463 2 7
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4563 4.0939311 25826.3817 182.878814 18.904680 2000-2009 –> 2010-2019 7.6045373 3.5106063 46521.3730 417.708718 5 14
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4563 4.0762080 25786.7885 683.478685 16.242687 2000-2009 –> 2010-2019 7.6098821 3.5336741 46532.4197 1599.778447 3 15
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4563 4.0944598 25827.5602 80.026226 19.011508 2000-2009 –> 2010-2019 7.6112587 3.5167989 46536.1786 201.774447 6 16
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate 4563 4.1033158 25845.2777 44.762475 20.029497 2000-2009 –> 2010-2019 7.6260952 3.5227793 46565.0335 70.447119 7 18
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4563 4.1616831 25976.1752 74.993498 20.291419 2000-2009 –> 2010-2019 7.6395207 3.4778376 46598.6557 185.436029 9 11
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4563 4.1578891 25967.8516 75.949079 20.267730 2000-2009 –> 2010-2019 7.6413596 3.4834705 46602.8451 193.292778 8 12
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4563 4.0853097 25805.1430 247.790319 15.761278 2000-2009 –> 2010-2019 7.6441952 3.5588855 46603.7433 486.590000 4 19
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4563 4.1788220 26013.6812 72.609008 20.234843 2000-2009 –> 2010-2019 7.6555565 3.4767345 46633.7089 174.492701 10 11
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 855 4.0721590 4841.5213 341.113831 14.339798 1982-1999 –> 2000-2009 7.0704163 2.9982573 10367.6850 696.646995 1 11
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 855 4.0985051 4852.5490 201.556121 14.830804 1982-1999 –> 2000-2009 7.0847398 2.9862347 10369.9135 411.117609 3 10
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 855 4.1280478 4864.8308 181.063555 15.256988 1982-1999 –> 2000-2009 7.0974700 2.9694222 10369.8307 374.365788 7 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 855 4.1248603 4863.5099 153.138962 15.374066 1982-1999 –> 2000-2009 7.1006998 2.9758394 10373.2376 310.338703 4 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 855 4.1405203 4869.9896 198.275806 15.170015 1982-1999 –> 2000-2009 7.1093508 2.9688306 10374.5532 406.464955 10 11
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 855 4.1356103 4867.9606 159.082655 15.057096 1982-1999 –> 2000-2009 7.1141504 2.9785401 10379.6748 343.207078 9 15
Atlantic (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 855 4.1417404 4868.4934 131.301547 16.080056 1982-1999 –> 2000-2009 7.1748523 3.0331119 10417.9690 250.538913 11 23
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 855 4.1898816 4888.2548 32.027929 16.777806 1982-1999 –> 2000-2009 7.1910508 3.0011692 10414.5445 66.482089 16 27
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 855 4.2816619 4925.3084 39.764811 17.624945 1982-1999 –> 2000-2009 7.2544795 2.9728176 10430.8111 77.823023 26 30
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 855 4.2868091 4927.3628 149.155291 17.369431 1982-1999 –> 2000-2009 7.2572559 2.9704468 10431.1184 331.132446 28 31
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1299 4.1216250 7379.8133 462.600868 14.484720 2000-2009 –> 2010-2019 8.1937840 4.0721590 12221.3346 803.714699 4 5
Atlantic (28.05,28.1] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1299 4.0989577 7363.4859 602.405314 15.311411 2000-2009 –> 2010-2019 8.2258136 4.1268558 12225.8229 1315.303849 2 8
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1299 4.0996840 7363.9462 602.888868 15.731992 2000-2009 –> 2010-2019 8.2585303 4.1588463 12239.4876 1300.132306 3 16
Atlantic (28.05,28.1] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1299 4.1216288 7377.8157 153.477003 14.469832 2000-2009 –> 2010-2019 8.2633691 4.1417404 12246.3091 284.778550 5 16
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1299 4.1714791 7411.0495 286.751452 15.178989 2000-2009 –> 2010-2019 8.2699842 4.0985051 12263.5986 488.307574 7 10
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1299 4.0516672 7333.3380 612.572143 14.917647 2000-2009 –> 2010-2019 8.3229951 4.2713279 12254.5142 1202.976221 1 23
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1299 4.2705573 7470.0341 349.654901 16.457319 2000-2009 –> 2010-2019 8.3563883 4.0858310 12315.2869 633.714170 14 16
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1299 4.1319235 7384.2967 592.118870 16.357104 2000-2009 –> 2010-2019 8.3622691 4.2303456 12288.9867 1291.269113 6 27
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 1299 4.1724572 7409.6586 40.129235 14.871389 2000-2009 –> 2010-2019 8.3623388 4.1898816 12297.9134 72.157163 8 24
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1299 4.2290365 7446.6513 221.935116 16.942747 2000-2009 –> 2010-2019 8.3646469 4.1356103 12314.6119 381.017771 9 18
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 820 4.9118305 4951.3597 644.544081 21.361922 1982-1999 –> 2000-2009 8.3868358 3.4750053 9868.1033 1167.451705 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 820 5.1002423 5011.0916 620.022458 20.445135 1982-1999 –> 2000-2009 8.5785638 3.4783216 9927.5902 1116.506760 4 6
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 820 5.0670494 5002.3834 318.076932 21.617659 1982-1999 –> 2000-2009 8.5880545 3.5210051 9943.3239 535.150462 2 6
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 820 5.0912296 5010.1910 246.979034 22.156391 1982-1999 –> 2000-2009 8.6058052 3.5145756 9947.7684 426.237505 3 6
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 820 5.1111126 5016.5832 282.954464 22.225171 1982-1999 –> 2000-2009 8.6781367 3.5670241 9981.4164 488.646130 5 12
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 820 5.2663684 5063.6585 227.413877 19.653739 1982-1999 –> 2000-2009 8.7884353 3.5220668 10003.1537 394.498056 10 15
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 820 5.2659733 5063.5354 188.500985 20.811645 1982-1999 –> 2000-2009 8.7919161 3.5259428 10005.0544 326.259477 9 15
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 820 5.1678927 5034.7018 263.543221 21.605390 1982-1999 –> 2000-2009 8.8190503 3.6511576 10042.4302 620.286482 6 19
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 820 5.2099557 5047.9962 302.852335 22.054531 1982-1999 –> 2000-2009 8.8426647 3.6327089 10046.4038 627.650973 8 18
Atlantic (28.1,28.15] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 820 5.2815166 5068.3690 214.778483 17.073154 1982-1999 –> 2000-2009 8.9104200 3.6289033 10062.8480 338.951431 11 20
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1282 4.9735703 7765.1681 637.401587 17.328815 2000-2009 –> 2010-2019 9.8854008 4.9118305 12716.5279 1281.945668 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1282 4.9761528 7764.4991 570.291583 17.391271 2000-2009 –> 2010-2019 10.0763950 5.1002423 12775.5907 1190.314041 2 6
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1282 5.1773443 7868.1237 302.209570 18.542809 2000-2009 –> 2010-2019 10.2443937 5.0670494 12870.5071 620.286502 4 6
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1282 5.3309661 7943.0957 257.546387 18.606993 2000-2009 –> 2010-2019 10.4221957 5.0912296 12953.2866 504.525421 10 13
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1282 5.3271710 7941.2697 283.516146 18.661716 2000-2009 –> 2010-2019 10.4382835 5.1111126 12957.8530 566.470611 8 13
Atlantic (28.1,28.15] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1282 5.1581952 7856.6228 140.077893 18.273499 2000-2009 –> 2010-2019 10.4397118 5.2815166 12924.9918 354.856376 3 14
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 1282 5.1805339 7867.7028 200.334310 18.624441 2000-2009 –> 2010-2019 10.4469023 5.2663684 12931.3613 427.748188 5 15
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1282 5.3431337 7948.9412 288.013015 18.544050 2000-2009 –> 2010-2019 10.5110264 5.1678927 12983.6430 551.556236 12 18
Atlantic (28.1,28.15] 3 cstar_tref ~ aou + phosphate + phosphate_star 1282 5.2672556 7908.2687 72.964226 19.238565 2000-2009 –> 2010-2019 10.5704267 5.3031711 12981.3480 135.172895 7 19
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 1282 5.2659128 7909.6150 39.953687 18.878612 2000-2009 –> 2010-2019 10.5770793 5.3111665 12987.1650 89.307230 6 19
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 602 4.8990128 3635.5986 499.741406 17.355813 1982-1999 –> 2000-2009 8.2244206 3.3254078 7003.8781 797.576066 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 602 4.9515722 3648.4470 572.060064 17.450081 1982-1999 –> 2000-2009 8.3189911 3.3674189 7032.7959 936.493469 2 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 602 4.9568987 3649.7414 571.606783 17.519891 1982-1999 –> 2000-2009 8.3567066 3.3998079 7046.3430 881.266733 3 6
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 602 4.9730685 3653.6626 572.264020 17.740869 1982-1999 –> 2000-2009 8.4067989 3.4337305 7062.9724 879.582803 6 10
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 602 4.9790749 3655.1159 538.613829 17.556359 1982-1999 –> 2000-2009 8.4481573 3.4690824 7077.5366 913.417284 7 12
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 602 4.9593470 3648.3360 342.688966 16.921872 1982-1999 –> 2000-2009 8.4529756 3.4936286 7077.7817 584.761218 4 10
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 602 4.9694282 3650.7810 52.586834 17.023566 1982-1999 –> 2000-2009 8.4778358 3.5084076 7085.6300 116.042371 5 12
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 602 5.0004216 3658.2667 189.198228 17.146952 1982-1999 –> 2000-2009 8.5453817 3.5449602 7106.3825 538.472834 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 602 5.0039966 3659.1272 47.739920 17.202680 1982-1999 –> 2000-2009 8.5788215 3.5748249 7117.9813 95.447305 9 20
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 602 5.0136834 3661.4557 200.721502 17.263630 1982-1999 –> 2000-2009 8.6319494 3.6182660 7135.7705 555.604801 10 22
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1005 4.0763381 5690.5166 404.298117 22.077768 2000-2009 –> 2010-2019 8.9753509 4.8990128 9326.1151 904.039523 5 6
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1005 4.0740899 5689.4077 457.106627 21.878229 2000-2009 –> 2010-2019 9.0256620 4.9515722 9337.8547 1029.166691 2 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1005 4.0738383 5689.2835 456.744552 21.828986 2000-2009 –> 2010-2019 9.0307369 4.9568987 9339.0250 1028.351335 1 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1005 4.0742391 5689.4813 457.354170 21.677157 2000-2009 –> 2010-2019 9.0473076 4.9730685 9343.1439 1029.618190 3 9
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1005 4.0743748 5689.5483 433.294421 21.767470 2000-2009 –> 2010-2019 9.0534497 4.9790749 9344.6642 971.908250 4 11
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1005 4.1260148 5712.8636 215.416632 20.599654 2000-2009 –> 2010-2019 9.1264363 5.0004216 9371.1303 404.614860 9 17
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1005 4.1257578 5712.7384 47.287042 20.565496 2000-2009 –> 2010-2019 9.1297544 5.0039966 9371.8656 95.026962 7 16
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1005 4.1197052 5709.7875 225.901690 20.485189 2000-2009 –> 2010-2019 9.1333886 5.0136834 9371.2432 426.623192 6 16
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 1005 4.1733300 5735.7822 56.132699 20.732836 2000-2009 –> 2010-2019 9.1427582 4.9694282 9386.5631 108.719533 13 18
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 1005 4.1258428 5712.7798 52.715177 20.399551 2000-2009 –> 2010-2019 9.1495908 5.0237481 9376.6500 103.341214 8 19
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1131 2.6289618 5410.0633 107.924294 16.542357 1982-1999 –> 2000-2009 4.6923142 2.0633524 10079.2470 192.445512 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1131 2.6400643 5419.5960 122.297669 16.562748 1982-1999 –> 2000-2009 4.7401388 2.1000744 10127.0954 178.656061 2 5
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1131 2.6429870 5422.0988 46.787737 16.569504 1982-1999 –> 2000-2009 4.7479708 2.1049837 10134.6697 70.174069 3 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1131 2.6468230 5425.3794 38.319643 16.603098 1982-1999 –> 2000-2009 4.7528911 2.1060681 10139.0689 55.419846 4 12
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1131 2.6481087 5426.4779 45.463409 16.617079 1982-1999 –> 2000-2009 4.7541415 2.1060328 10140.1310 69.848433 5 12
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1131 2.6493198 5427.5122 130.179012 16.622700 1982-1999 –> 2000-2009 4.7551193 2.1057995 10140.9247 182.102278 6 12
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1131 2.6552324 5432.5547 92.526600 16.624805 1982-1999 –> 2000-2009 4.7575326 2.1023002 10142.3549 162.062909 8 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + silicate 1131 2.6536138 5429.1755 31.348978 16.566506 1982-1999 –> 2000-2009 4.7609757 2.1073619 10142.1988 38.540404 7 17
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate 1131 2.6614807 5435.8715 31.226931 16.625457 1982-1999 –> 2000-2009 4.7712866 2.1098059 10151.4124 38.091347 9 20
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1131 2.6827319 5453.8612 97.960799 17.066611 1982-1999 –> 2000-2009 4.7808372 2.0981052 10157.3230 179.591087 15 17
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1656 1.9830986 6981.1203 150.994469 26.264991 2000-2009 –> 2010-2019 4.6120604 2.6289618 12391.1836 258.918764 8 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1656 1.9774778 6971.7196 31.003951 25.793493 2000-2009 –> 2010-2019 4.6204648 2.6429870 12393.8183 77.791688 1 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1656 1.9807983 6977.2762 59.714095 25.845031 2000-2009 –> 2010-2019 4.6208626 2.6400643 12396.8722 182.011763 2 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1656 1.9809780 6977.5767 25.092349 25.818274 2000-2009 –> 2010-2019 4.6278010 2.6468230 12402.9561 63.411992 5 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1656 1.9809276 6977.4924 29.762072 25.820481 2000-2009 –> 2010-2019 4.6290363 2.6481087 12403.9703 75.225481 3 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1656 1.9809775 6977.5758 58.309178 25.818681 2000-2009 –> 2010-2019 4.6302973 2.6493198 12405.0880 188.488190 4 10
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1656 1.9814797 6978.4153 117.432635 25.860253 2000-2009 –> 2010-2019 4.6367120 2.6552324 12410.9701 209.959235 7 15
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + silicate 1656 1.9878268 6987.0074 13.937722 26.221549 2000-2009 –> 2010-2019 4.6414406 2.6536138 12416.1829 45.286699 10 17
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + silicate + phosphate 1656 1.9898622 6990.3969 13.713017 26.234376 2000-2009 –> 2010-2019 4.6513429 2.6614807 12426.2684 44.939948 16 25
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 1656 1.9877398 6986.8626 7.474415 26.111468 2000-2009 –> 2010-2019 4.6651688 2.6774290 12436.2481 17.775517 9 20
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 587 2.7080743 2849.4170 458.390958 9.413806 1982-1999 –> 2000-2009 6.1765680 3.4684936 6777.5256 516.895972 14 15
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 587 2.6214838 2811.2652 847.177167 9.431195 1982-1999 –> 2000-2009 6.3604200 3.7389363 6849.7425 980.392688 2 8
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 587 2.6344437 2817.0548 146.671877 9.433745 1982-1999 –> 2000-2009 6.3666762 3.7322325 6852.8941 170.820174 5 10
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 587 2.6365438 2817.9903 204.497404 9.437918 1982-1999 –> 2000-2009 6.3683279 3.7317840 6853.6530 234.377871 6 10
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 587 2.6455141 2821.9778 138.564526 9.012990 1982-1999 –> 2000-2009 6.3704413 3.7249272 6854.9370 216.864620 7 10
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 587 2.6488911 2823.4755 210.389897 8.978077 1982-1999 –> 2000-2009 6.3716209 3.7227298 6855.5673 321.552266 9 11
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 587 2.6324626 2816.1716 816.912467 9.003916 1982-1999 –> 2000-2009 6.3724367 3.7399741 6855.0569 937.543877 3 10
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 587 2.6330067 2814.4143 809.499617 8.920205 1982-1999 –> 2000-2009 6.3969173 3.7639106 6860.6779 888.226320 4 14
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 587 2.6466856 2820.4976 138.039447 8.887240 1982-1999 –> 2000-2009 6.3993482 3.7526626 6862.3617 152.149044 8 17
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 587 2.6496812 2821.8256 200.935027 8.871507 1982-1999 –> 2000-2009 6.4017204 3.7520392 6863.4455 227.374183 10 18
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 295 2.6097031 1417.1233 39.221869 8.145625 2000-2009 –> 2010-2019 5.2462470 2.6365438 4235.1136 243.719273 2 8
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 295 2.6127660 1417.8153 30.209349 8.138390 2000-2009 –> 2010-2019 5.2472097 2.6344437 4234.8701 176.881227 3 8
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 295 2.6095756 1417.0944 93.684034 7.952694 2000-2009 –> 2010-2019 5.2584667 2.6488911 4240.5699 304.073931 1 10
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 295 2.6139576 1418.0843 61.093167 7.964274 2000-2009 –> 2010-2019 5.2594717 2.6455141 4240.0622 199.657693 4 11
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 295 2.6171281 1416.7995 20.743346 8.048871 2000-2009 –> 2010-2019 5.2638137 2.6466856 4237.2971 158.782794 6 14
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 295 2.6142095 1416.1412 35.104245 8.055019 2000-2009 –> 2010-2019 5.2638907 2.6496812 4237.9668 236.039272 5 15
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 295 2.6472868 1425.5595 38.806427 8.076908 2000-2009 –> 2010-2019 5.2650904 2.6178036 4235.1754 223.002810 7 8
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 295 2.6749812 1431.6997 167.587793 8.152764 2000-2009 –> 2010-2019 5.2964650 2.6214838 4242.9649 1014.764960 9 11
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 295 2.6847546 1433.8514 144.616735 7.975796 2000-2009 –> 2010-2019 5.3172172 2.6324626 4250.0231 961.529202 10 13
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 295 2.6853454 1431.9813 116.762783 8.012982 2000-2009 –> 2010-2019 5.3183521 2.6330067 4246.3955 926.262399 11 15
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 774 2.9205371 3869.6130 698.315403 9.293233 1982-1999 –> 2000-2009 5.2598821 2.3393450 9183.5520 793.336397 1 2
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 774 2.9250009 3871.9772 79.506270 9.298920 1982-1999 –> 2000-2009 5.2851746 2.3601737 9206.6231 104.651796 3 5
Indian (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 774 2.9258091 3872.4048 120.649830 9.293558 1982-1999 –> 2000-2009 5.2905607 2.3647516 9211.5773 166.562818 5 8
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 774 2.9247640 3871.8518 747.402334 9.680600 1982-1999 –> 2000-2009 5.5204067 2.5956427 9428.6488 958.036948 2 6
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 774 2.9294234 3874.3160 85.827374 9.695777 1982-1999 –> 2000-2009 5.5495193 2.6200959 9453.0171 108.099808 7 13
Indian (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 774 2.9287222 3873.9453 107.668270 9.692594 1982-1999 –> 2000-2009 5.5502015 2.6214794 9453.8796 132.573025 6 13
Indian (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate 774 2.9939419 3906.0396 671.196549 9.037091 1982-1999 –> 2000-2009 5.6005422 2.6066002 9470.6773 755.821980 14 19
Indian (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 774 3.0002119 3909.2780 75.647882 9.168963 1982-1999 –> 2000-2009 5.6305141 2.6303022 9495.0611 84.580347 19 27
Indian (26,26.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 774 2.9994202 3908.8695 100.812868 9.170932 1982-1999 –> 2000-2009 5.6312989 2.6318787 9496.0522 116.062727 18 27
Indian (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 774 2.9256070 3872.2979 92.029169 9.507079 1982-1999 –> 2000-2009 5.6555451 2.7299381 9546.9339 117.435521 4 14
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 402 2.3152933 1829.8138 147.502682 9.424063 2000-2009 –> 2010-2019 5.2358303 2.9205371 5699.4268 845.818085 1 2
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 402 2.3269234 1833.8423 26.347249 9.444099 2000-2009 –> 2010-2019 5.2519243 2.9250009 5705.8195 105.853519 2 5
Indian (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 402 2.3284562 1834.3718 48.325781 9.446404 2000-2009 –> 2010-2019 5.2542653 2.9258091 5706.7766 168.975611 3 8
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 402 2.4749513 1883.4280 299.076058 8.980603 2000-2009 –> 2010-2019 5.3997153 2.9247640 5755.2798 1046.478392 4 6
Indian (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 402 2.4930902 1889.2991 37.711998 8.994258 2000-2009 –> 2010-2019 5.4218124 2.9287222 5763.2444 145.380268 6 12
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 402 2.4928012 1889.2058 32.343231 8.991351 2000-2009 –> 2010-2019 5.4222246 2.9294234 5763.5218 118.170604 5 12
Indian (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 402 2.5116091 1895.2492 37.170051 9.381882 2000-2009 –> 2010-2019 5.4372161 2.9256070 5767.5471 129.199220 8 12
Indian (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate 402 2.5034005 1890.6172 116.594053 8.907086 2000-2009 –> 2010-2019 5.4973425 2.9939419 5796.6568 787.790602 7 21
Indian (26,26.5] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 402 2.5117052 1893.2799 28.475068 9.353272 2000-2009 –> 2010-2019 5.5037388 2.9920336 5798.3325 78.588597 9 22
Indian (26,26.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 402 2.5578515 1907.9174 8.150608 9.499396 2000-2009 –> 2010-2019 5.5056999 2.9478485 5789.9392 54.870884 12 20
Indian (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 833 2.5884539 3962.4188 522.448384 9.732484 1982-1999 –> 2000-2009 4.9102290 2.3217751 8869.8082 584.700018 1 3
Indian (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 833 2.5886861 3962.5682 342.718116 9.645964 1982-1999 –> 2000-2009 4.9102459 2.3215599 8869.7571 383.058965 2 3
Indian (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 833 2.5889884 3962.7628 525.066609 9.634806 1982-1999 –> 2000-2009 4.9116279 2.3226395 8870.9578 776.859888 3 6
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 833 2.8836380 4142.3334 36.129312 8.595656 1982-1999 –> 2000-2009 5.3087874 2.4251493 9143.9891 68.499273 11 15
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 833 2.8834153 4142.2047 23.264872 8.596852 1982-1999 –> 2000-2009 5.3095090 2.4260936 9144.7029 44.123544 10 15
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 833 2.8800231 4140.2436 284.499559 8.646214 1982-1999 –> 2000-2009 5.3145541 2.4345310 9150.2545 447.210044 7 13
Indian (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 833 2.9415095 4173.4371 33.920474 8.514902 1982-1999 –> 2000-2009 5.3805904 2.4390808 9185.4886 65.958736 17 24
Indian (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 833 2.9419217 4173.6705 21.934711 8.522553 1982-1999 –> 2000-2009 5.3821099 2.4401883 9186.7043 42.574085 18 26
Indian (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 833 2.9479859 4177.1012 214.194299 8.599764 1982-1999 –> 2000-2009 5.3976743 2.4496884 9198.5434 373.283085 19 28
Indian (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 833 2.8569322 4126.8324 535.563290 9.421366 1982-1999 –> 2000-2009 5.4500242 2.5930920 9273.3850 769.601054 6 16
Indian (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 458 2.5644252 2176.3764 105.972311 8.515109 2000-2009 –> 2010-2019 5.1528791 2.5884539 6138.7952 628.420695 1 2
Indian (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 458 2.5644399 2176.3816 70.572669 8.512436 2000-2009 –> 2010-2019 5.1531260 2.5886861 6138.9498 413.290785 2 4
Indian (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 458 2.5650293 2176.5921 433.157288 8.491995 2000-2009 –> 2010-2019 5.1540177 2.5889884 6139.3549 958.223898 3 6
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 458 2.6069431 2191.4390 25.526129 8.786245 2000-2009 –> 2010-2019 5.5046499 2.8977067 6341.8808 52.654828 4 16
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 458 2.6554908 2208.3403 363.662038 8.945885 2000-2009 –> 2010-2019 5.5355139 2.8800231 6348.5839 648.161597 9 16
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 458 2.6547242 2208.0758 38.635753 8.977020 2000-2009 –> 2010-2019 5.5381395 2.8834153 6350.2806 61.900625 7 17
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 458 2.6547225 2208.0753 58.418205 8.977094 2000-2009 –> 2010-2019 5.5383605 2.8836380 6350.4086 94.547518 6 17
Indian (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 458 2.6895267 2220.0062 347.312719 8.669579 2000-2009 –> 2010-2019 5.5464588 2.8569322 6346.8386 882.876009 14 20
Indian (26.5,26.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 458 2.6548242 2206.1103 10.106402 8.980906 2000-2009 –> 2010-2019 5.5527700 2.8979458 6354.6895 26.243695 8 21
Indian (26.5,26.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 458 2.6205703 2194.2147 24.150186 8.912609 2000-2009 –> 2010-2019 5.5946215 2.9740513 6385.9815 45.460848 5 25
Indian (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 860 2.7758967 4210.6492 330.830272 10.654349 1982-1999 –> 2000-2009 5.7450284 2.9691318 10146.6748 466.540651 1 2
Indian (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 860 2.7810838 4213.8603 131.311925 10.736424 1982-1999 –> 2000-2009 5.7504434 2.9693597 10150.0671 152.044801 2 4
Indian (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 860 2.7886693 4218.5453 196.695861 10.731794 1982-1999 –> 2000-2009 5.7587945 2.9701251 10155.3610 226.748850 3 6
Indian (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 860 2.8485390 4255.0810 360.006870 9.760031 1982-1999 –> 2000-2009 5.8823406 3.0338016 10242.0003 473.807448 4 8
Indian (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 860 2.8944396 4282.5757 104.796459 10.052331 1982-1999 –> 2000-2009 6.0380247 3.1435851 10353.4580 123.685120 6 11
Indian (26.75,27] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 860 2.9515628 4316.1901 128.200455 10.852424 1982-1999 –> 2000-2009 6.1408156 3.1892528 10421.1390 153.668674 12 18
Indian (26.75,27] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 860 2.8821580 4273.2619 167.532951 9.891184 1982-1999 –> 2000-2009 6.2702552 3.3880972 10519.0689 214.713205 5 21
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 860 3.0743412 4386.2902 380.486895 10.111559 1982-1999 –> 2000-2009 6.2773356 3.2029944 10501.3944 502.758094 14 23
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 860 3.0818022 4390.4593 37.805822 10.122711 1982-1999 –> 2000-2009 6.2783888 3.1965866 10500.8335 57.602942 18 26
Indian (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 860 3.0831962 4391.2372 56.353392 10.113851 1982-1999 –> 2000-2009 6.2789931 3.1957969 10501.0277 77.370009 19 26
Indian (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 436 2.4887766 2046.3964 258.332215 6.501967 2000-2009 –> 2010-2019 5.2646733 2.7758967 6257.0456 589.162487 2 3
Indian (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 436 2.4947493 2048.4865 49.763080 6.539003 2000-2009 –> 2010-2019 5.2758331 2.7810838 6262.3468 181.075005 3 5
Indian (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 436 2.4957495 2048.8361 67.094216 6.548318 2000-2009 –> 2010-2019 5.2844188 2.7886693 6267.3814 263.790078 4 7
Indian (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 436 2.4608366 2036.5516 164.734850 7.808580 2000-2009 –> 2010-2019 5.3093757 2.8485390 6291.6326 524.741720 1 5
Indian (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 436 2.5358505 2062.7358 43.645269 8.634975 2000-2009 –> 2010-2019 5.4302901 2.8944396 6345.3114 148.441728 5 11
Indian (26.75,27] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 436 2.5468272 2066.5022 54.749780 8.736539 2000-2009 –> 2010-2019 5.4983900 2.9515628 6382.6923 182.950235 6 18
Indian (26.75,27] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 436 2.7184578 2121.3709 84.606609 8.006891 2000-2009 –> 2010-2019 5.6006159 2.8821580 6394.6328 252.139561 22 27
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 436 2.5817601 2078.3814 251.299041 8.253863 2000-2009 –> 2010-2019 5.6561013 3.0743412 6464.6716 631.785936 11 25
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 436 2.5800207 2077.7937 23.477334 8.241054 2000-2009 –> 2010-2019 5.6618228 3.0818022 6468.2530 61.283156 9 27
Indian (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 436 2.5800095 2077.7900 25.148778 8.240966 2000-2009 –> 2010-2019 5.6632057 3.0831962 6469.0271 81.502170 8 27
Indian (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 767 2.2150924 3410.6329 110.618645 9.255051 1982-1999 –> 2000-2009 4.4780177 2.2629253 8982.3268 128.445991 2 4
Indian (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 767 2.2267724 3418.7003 139.653215 9.251470 1982-1999 –> 2000-2009 4.4826446 2.2558723 8982.6337 162.136535 3 4
Indian (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 767 2.2071486 3405.1218 276.496031 9.174477 1982-1999 –> 2000-2009 4.4826915 2.2755428 8990.6385 360.454358 1 4
Indian (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 767 2.3619497 3509.1054 228.816571 7.451595 1982-1999 –> 2000-2009 4.7777730 2.4158233 9243.3384 291.279770 4 8
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 767 2.3948059 3530.2973 41.314359 8.855283 1982-1999 –> 2000-2009 5.0028115 2.6080056 9454.8227 57.120850 7 13
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 767 2.3931021 3529.2055 24.524233 8.837021 1982-1999 –> 2000-2009 5.0097312 2.6166290 9461.9374 39.179764 6 14
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 767 2.3911733 3527.9686 224.623640 8.791212 1982-1999 –> 2000-2009 5.0351747 2.6440014 9486.5713 302.547334 5 14
Indian (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 767 2.5280952 3613.3847 54.058093 7.809004 1982-1999 –> 2000-2009 5.0624189 2.5343237 9466.6640 68.019485 12 17
Indian (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + phosphate 767 2.4458928 3560.6770 183.873919 8.548241 1982-1999 –> 2000-2009 5.1104352 2.6645424 9536.5186 245.736642 8 19
Indian (27,27.25] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 767 2.4618935 3570.6795 26.235383 8.937075 1982-1999 –> 2000-2009 5.1311085 2.6692150 9550.8768 36.037472 11 23
Indian (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 491 2.1651508 2165.9828 36.625896 8.557180 2000-2009 –> 2010-2019 4.3919232 2.2267724 5584.6831 176.279111 1 4
Indian (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 491 2.1796324 2172.5291 30.639762 8.540517 2000-2009 –> 2010-2019 4.3947248 2.2150924 5583.1620 141.258407 2 4
Indian (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 491 2.2199535 2190.5291 148.578843 8.532370 2000-2009 –> 2010-2019 4.4271021 2.2071486 5595.6509 425.074873 3 4
Indian (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 491 2.2895851 2220.8576 111.232833 7.098135 2000-2009 –> 2010-2019 4.6515348 2.3619497 5729.9630 340.049403 4 8
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 491 2.3905760 2263.2443 14.850400 7.183150 2000-2009 –> 2010-2019 4.7853818 2.3948059 5793.5416 56.164760 5 12
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 491 2.3975838 2266.1188 13.507378 7.184635 2000-2009 –> 2010-2019 4.7906859 2.3931021 5795.3243 38.031611 6 12
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 491 2.4476500 2286.4137 127.187137 7.218084 2000-2009 –> 2010-2019 4.8388233 2.3911733 5814.3823 351.810777 8 13
Indian (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + phosphate 491 2.4552512 2287.4586 106.054762 7.005275 2000-2009 –> 2010-2019 4.9011440 2.4458928 5848.1356 289.928681 9 17
Indian (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 491 2.4364755 2281.9202 19.196766 6.725637 2000-2009 –> 2010-2019 4.9645707 2.5280952 5895.3050 73.254859 7 19
Indian (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 491 2.5174363 2312.0204 9.913653 8.074782 2000-2009 –> 2010-2019 4.9740264 2.4565901 5879.3917 31.463470 12 22
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1513 2.2232671 6725.4147 56.124888 7.682319 1982-1999 –> 2000-2009 4.2357733 2.0125062 15267.7684 77.058106 2 4
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1513 2.2264357 6729.7244 68.608339 7.762050 1982-1999 –> 2000-2009 4.2388846 2.0124488 15271.9633 93.808767 5 6
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1513 2.2210210 6722.3562 278.258898 7.524411 1982-1999 –> 2000-2009 4.2399229 2.0189019 15277.4841 401.125230 1 4
Indian (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1513 2.2257441 6728.7842 151.279049 7.475023 1982-1999 –> 2000-2009 4.2494054 2.0236613 15293.3919 242.169109 3 7
Indian (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1513 2.2261188 6727.2936 151.156715 7.358728 1982-1999 –> 2000-2009 4.2576481 2.0315294 15305.5242 235.389034 4 9
Indian (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1513 2.3292066 6866.2748 39.684916 7.575594 1982-1999 –> 2000-2009 4.4402946 2.1110881 15601.1625 63.149844 6 15
Indian (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1513 2.3662760 6912.0545 20.864407 7.819030 1982-1999 –> 2000-2009 4.4789225 2.1126464 15647.9131 32.602626 8 18
Indian (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1513 2.3610448 6907.3575 29.437107 7.630978 1982-1999 –> 2000-2009 4.5502731 2.1892282 15788.5726 51.612719 7 18
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1513 2.3681727 6916.4790 103.299263 7.808472 1982-1999 –> 2000-2009 4.5854653 2.2172926 15848.9766 171.701331 9 24
Indian (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1513 2.3893157 6943.3752 884.323238 8.025707 1982-1999 –> 2000-2009 4.6064308 2.2171151 15875.5505 1865.543401 10 24
Indian (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 747 2.0165669 3181.7806 148.674685 6.837844 2000-2009 –> 2010-2019 4.2423110 2.2257441 9910.5648 299.953734 1 4
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 747 2.0331238 3193.9968 33.734842 6.669899 2000-2009 –> 2010-2019 4.2563908 2.2232671 9919.4116 89.859729 3 5
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 747 2.0327384 3193.7136 36.164170 6.711571 2000-2009 –> 2010-2019 4.2591742 2.2264357 9923.4381 104.772509 2 7
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 747 2.0407974 3199.6250 204.359294 6.580769 2000-2009 –> 2010-2019 4.2618184 2.2210210 9921.9812 482.618192 4 5
Indian (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 747 2.0489084 3203.5511 144.146253 6.951642 2000-2009 –> 2010-2019 4.2750272 2.2261188 9930.8447 295.302969 5 9
Indian (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 747 2.1863746 3302.5678 27.406246 8.079422 2000-2009 –> 2010-2019 4.5155811 2.3292066 10168.8425 67.091162 10 16
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 747 2.1708996 3291.9558 70.921625 7.616273 2000-2009 –> 2010-2019 4.5390723 2.3681727 10208.4348 174.220888 6 15
Indian (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 747 2.1930040 3305.0910 18.272755 8.228416 2000-2009 –> 2010-2019 4.5592800 2.3662760 10217.1455 39.137161 12 20
Indian (27.25,27.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 747 2.1710556 3292.0632 983.603348 7.641776 2000-2009 –> 2010-2019 4.5603713 2.3893157 10235.4384 1867.926586 7 17
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 747 2.1821731 3299.6940 27.082630 7.662113 2000-2009 –> 2010-2019 4.5723561 2.3901830 10244.1675 59.153687 9 20
Indian (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1640 1.6291052 6268.8598 299.643966 5.846396 1982-1999 –> 2000-2009 3.2247454 1.5956402 12861.9726 643.925540 1 4
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1640 1.7948067 6586.5816 308.829066 6.538773 1982-1999 –> 2000-2009 3.3714789 1.5766722 13137.9829 659.795158 2 3
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1640 1.8476521 6681.7619 75.537340 7.083577 1982-1999 –> 2000-2009 3.4406011 1.5929490 13268.9869 142.706977 3 5
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1640 1.8819146 6742.0285 87.945477 7.403041 1982-1999 –> 2000-2009 3.4939924 1.6120778 13370.8894 158.536113 7 11
Indian (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1640 1.8714962 6723.8198 471.116987 10.714972 1982-1999 –> 2000-2009 3.5170969 1.6456006 13424.4692 987.751795 4 10
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1640 1.8725955 6725.7458 217.874874 10.594485 1982-1999 –> 2000-2009 3.5214151 1.6488196 13433.2114 361.577066 5 13
Indian (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 1640 1.8733257 6725.0245 216.275375 10.657553 1982-1999 –> 2000-2009 3.5233939 1.6500682 13433.1306 359.967233 6 16
Indian (27.5,27.75] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1640 1.9437409 6846.0536 379.953876 10.233066 1982-1999 –> 2000-2009 3.5909843 1.6472435 13548.1834 792.453971 8 15
Indian (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1640 1.9823292 6910.5322 265.842298 8.091368 1982-1999 –> 2000-2009 3.5976090 1.6152798 13544.3145 522.100687 10 15
Indian (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 1640 1.9708397 6891.4661 217.614159 10.254177 1982-1999 –> 2000-2009 3.6202010 1.6493614 13598.0777 360.595089 9 18
Indian (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 856 1.8563759 3502.3107 649.303153 18.924187 2000-2009 –> 2010-2019 3.4854811 1.6291052 9771.1705 948.947119 2 3
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 856 1.8397244 3486.8850 577.229030 17.432837 2000-2009 –> 2010-2019 3.6345311 1.7948067 10073.4666 886.058096 1 3
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 856 1.8666644 3511.7729 92.297674 17.994915 2000-2009 –> 2010-2019 3.7143165 1.8476521 10193.5348 167.835014 4 7
Indian (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 856 1.8748741 3519.2858 709.694930 18.772551 2000-2009 –> 2010-2019 3.7463703 1.8714962 10243.1056 1180.811917 5 9
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 856 1.8812898 3525.1342 253.378197 19.257771 2000-2009 –> 2010-2019 3.7538853 1.8725955 10250.8800 471.253072 6 11
Indian (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 856 1.8843290 3525.8977 252.770698 19.698439 2000-2009 –> 2010-2019 3.7576547 1.8733257 10250.9222 469.046074 7 13
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 856 1.8869379 3530.2663 97.703854 18.425749 2000-2009 –> 2010-2019 3.7688525 1.8819146 10272.2948 185.649331 8 15
Indian (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 856 1.8563787 3500.3133 456.726050 18.916107 2000-2009 –> 2010-2019 3.8387079 1.9823292 10410.8455 722.568348 3 13
Indian (27.5,27.75] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 856 1.9073235 3546.6628 597.455362 19.310983 2000-2009 –> 2010-2019 3.8510643 1.9437409 10392.7164 977.409238 10 18
Indian (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 856 1.9058102 3545.3039 252.261642 19.648570 2000-2009 –> 2010-2019 3.8766498 1.9708397 10436.7700 469.875801 9 18
Indian (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 755 1.3882103 2651.9004 779.957450 4.708123 1982-1999 –> 2000-2009 2.6725716 1.2843613 5687.1526 1656.254609 1 2
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 755 1.4185326 2684.5279 523.250912 4.771717 1982-1999 –> 2000-2009 2.7237800 1.3052474 5748.9773 970.722366 2 4
Indian (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 755 1.4222047 2686.4316 437.617559 5.143233 1982-1999 –> 2000-2009 2.7568038 1.3345992 5789.1325 1313.863795 3 8
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 755 1.4495941 2717.2354 576.185894 5.290534 1982-1999 –> 2000-2009 2.7863150 1.3367209 5824.8115 1295.030939 4 12
Indian (27.75,27.85] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 755 1.4988564 2765.6978 769.355292 4.864900 1982-1999 –> 2000-2009 2.8094814 1.3106250 5835.5890 1628.189344 8 11
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 755 1.4835004 2752.1479 105.169048 5.092406 1982-1999 –> 2000-2009 2.8189271 1.3354267 5857.9707 137.442984 6 13
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 755 1.4660748 2732.3060 431.008893 5.420027 1982-1999 –> 2000-2009 2.8289730 1.3628982 5872.9852 818.741028 5 19
Indian (27.75,27.85] 3 cstar_tref ~ aou + phosphate + phosphate_star 755 1.5006726 2765.5264 410.779827 4.970197 1982-1999 –> 2000-2009 2.8359813 1.3353087 5867.1893 1256.324566 9 15
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 755 1.4933737 2762.1642 142.299367 5.102657 1982-1999 –> 2000-2009 2.8396703 1.3462966 5882.6601 175.553235 7 17
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 755 1.5119947 2780.8761 503.886386 5.677553 1982-1999 –> 2000-2009 2.8669625 1.3549678 5912.9924 785.316177 10 23
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 425 1.8508172 1743.3809 995.690401 10.773695 2000-2009 –> 2010-2019 3.2693498 1.4185326 4427.9088 1518.941312 4 5
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 425 1.8896297 1759.0215 841.136566 11.418774 2000-2009 –> 2010-2019 3.3557045 1.4660748 4491.3275 1272.145459 8 10
Indian (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 425 1.7968573 1718.2310 693.368398 10.492985 2000-2009 –> 2010-2019 3.3577139 1.5608567 4547.1328 1182.731417 1 10
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 425 1.8539546 1744.8206 404.069515 10.994794 2000-2009 –> 2010-2019 3.3659493 1.5119947 4525.6967 907.955901 5 10
Indian (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 425 1.8090641 1721.9859 650.552712 10.714008 2000-2009 –> 2010-2019 3.3763279 1.5672638 4555.0734 1124.055727 2 12
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 425 1.9274396 1777.8614 75.726008 11.398261 2000-2009 –> 2010-2019 3.4109401 1.4835004 4530.0093 180.895056 13 16
Indian (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate 425 1.8604207 1745.7800 505.248583 10.969045 2000-2009 –> 2010-2019 3.4329280 1.5725073 4583.9109 916.560298 7 19
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 425 1.9486541 1787.1659 75.914577 11.470857 2000-2009 –> 2010-2019 3.4420278 1.4933737 4549.3301 218.213945 18 22
Indian (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 425 1.8429181 1739.7455 395.677529 10.786968 2000-2009 –> 2010-2019 3.4506797 1.6077616 4613.3554 893.028284 3 17
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 425 1.9065368 1768.5929 443.756074 11.374050 2000-2009 –> 2010-2019 3.4553530 1.5488161 4585.8013 1031.838638 11 19
Indian (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1193 1.2800028 3988.6007 930.828536 3.937857 1982-1999 –> 2000-2009 2.5042106 1.2242078 8542.0517 1126.097077 2 20
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1193 1.3121212 4047.7325 988.531063 3.930717 1982-1999 –> 2000-2009 2.5126425 1.2005213 8546.4768 1193.299695 4 17
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1193 1.3623347 4137.3384 441.981547 4.567503 1982-1999 –> 2000-2009 2.5379051 1.1755704 8577.2759 607.822179 5 6
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1193 1.3941149 4192.3591 699.619575 4.580599 1982-1999 –> 2000-2009 2.5701789 1.1760640 8633.4721 877.817976 8 10
Indian (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1193 1.2554505 3942.3892 950.190181 4.662487 1982-1999 –> 2000-2009 2.5741392 1.3186887 8704.0031 1145.478739 1 37
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1193 1.4031299 4207.7384 312.767927 4.499977 1982-1999 –> 2000-2009 2.5901089 1.1869790 8674.7183 505.198414 10 20
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1193 1.4190717 4232.6944 311.989131 4.194670 1982-1999 –> 2000-2009 2.6253469 1.2062751 8742.8264 502.047275 11 26
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 1193 1.4640694 4307.1779 199.972028 4.524814 1982-1999 –> 2000-2009 2.6404095 1.1763401 8746.9481 324.533270 14 17
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1193 1.4655171 4311.5360 336.153361 4.362319 1982-1999 –> 2000-2009 2.6493751 1.1838579 8771.1438 424.622505 15 21
Indian (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + silicate 1193 1.3941834 4190.4762 484.758861 4.583314 1982-1999 –> 2000-2009 2.6576916 1.2635083 8830.4022 641.410423 9 36
Indian (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 698 1.4696325 2532.3155 377.158171 8.037051 2000-2009 –> 2010-2019 2.7496353 1.2800028 6520.9162 1307.986707 3 5
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 698 1.4693551 2532.0519 288.398682 8.507730 2000-2009 –> 2010-2019 2.8316898 1.3623347 6669.3903 730.380229 2 7
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 698 1.5248206 2583.7782 364.148303 8.631608 2000-2009 –> 2010-2019 2.8369418 1.3121212 6631.5106 1352.679367 25 29
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 698 1.4597962 2522.9406 340.889998 8.283575 2000-2009 –> 2010-2019 2.8539111 1.3941149 6715.2997 1040.509573 1 9
Indian (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + silicate 698 1.4764503 2536.7767 331.849840 8.005935 2000-2009 –> 2010-2019 2.8706337 1.3941834 6727.2529 816.608701 5 14
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 698 1.4908813 2552.3551 320.557189 8.518311 2000-2009 –> 2010-2019 2.8940112 1.4031299 6760.0935 633.325116 9 19
Indian (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 698 1.6793178 2718.5074 363.508728 8.627909 2000-2009 –> 2010-2019 2.9347684 1.2554505 6660.8966 1313.698908 43 44
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 698 1.4708794 2531.4994 178.469197 8.490549 2000-2009 –> 2010-2019 2.9349488 1.4640694 6838.6772 378.441225 4 18
Indian (27.85,27.95] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 698 1.5773685 2629.0763 316.821420 8.149017 2000-2009 –> 2010-2019 2.9462577 1.3688892 6775.8666 1305.103715 36 43
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate 698 1.5304366 2586.9103 319.290703 8.500078 2000-2009 –> 2010-2019 2.9495083 1.4190717 6819.6046 631.279834 28 39
Indian (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1830 1.3706487 6361.2550 556.281761 4.847115 1982-1999 –> 2000-2009 2.5201560 1.1495073 14366.0736 1010.893332 1 3
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1830 1.3920095 6417.8542 988.700856 5.698677 1982-1999 –> 2000-2009 2.5334644 1.1414549 14386.6242 1682.852155 2 3
Indian (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1830 1.4377810 6534.2644 407.742836 6.150211 1982-1999 –> 2000-2009 2.5872948 1.1495138 14537.1119 810.439978 3 6
Indian (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1830 1.5424220 6793.3903 647.732952 5.347423 1982-1999 –> 2000-2009 2.7056013 1.1631793 14858.8404 1282.548752 8 12
Indian (27.95,28.05] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1830 1.5529272 6816.2334 549.145158 5.859434 1982-1999 –> 2000-2009 2.7180997 1.1651725 14888.4632 1145.608261 9 14
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1830 1.4863350 6657.8220 807.147235 4.958711 1982-1999 –> 2000-2009 2.7181249 1.2317898 15017.1641 1286.206464 5 15
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1830 1.5815199 6885.0091 171.882398 5.360849 1982-1999 –> 2000-2009 2.7981933 1.2166734 15181.0314 252.930604 14 20
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1830 1.5854068 6891.9931 97.345528 5.668660 1982-1999 –> 2000-2009 2.8062264 1.2208197 15203.4614 173.820288 20 27
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1830 1.5834881 6889.5612 147.382884 5.263357 1982-1999 –> 2000-2009 2.8095799 1.2260917 15225.1267 241.660687 15 23
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1830 1.5594094 6833.4792 200.407257 5.721773 1982-1999 –> 2000-2009 2.8123141 1.2529047 15279.9785 306.878390 10 27
Indian (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1191 1.5927511 4502.6439 795.835846 6.612658 2000-2009 –> 2010-2019 2.9633998 1.3706487 10863.8989 1352.117607 5 6
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1191 1.6134255 4533.3641 647.215293 7.269872 2000-2009 –> 2010-2019 3.0054351 1.3920095 10951.2183 1635.916150 15 17
Indian (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1191 1.5795131 4482.7635 526.083288 6.590732 2000-2009 –> 2010-2019 3.0571682 1.4776551 11119.1490 1380.166694 1 5
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1191 1.5917853 4501.1991 801.476826 6.979936 2000-2009 –> 2010-2019 3.0781204 1.4863350 11159.0212 1608.624060 4 9
Indian (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1191 1.6414833 4572.4315 563.632673 6.788895 2000-2009 –> 2010-2019 3.0792643 1.4377810 11106.6960 971.375509 42 45
Indian (27.95,28.05] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1191 1.5963475 4506.0163 288.775150 6.340989 2000-2009 –> 2010-2019 3.0877905 1.4914430 11174.3948 729.819805 8 14
Indian (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 1191 1.5978416 4508.2447 546.406003 6.547915 2000-2009 –> 2010-2019 3.1223761 1.5245346 11256.9421 1325.174392 9 16
Indian (27.95,28.05] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1191 1.5839161 4489.3942 847.017334 6.862499 2000-2009 –> 2010-2019 3.1263381 1.5424220 11282.7845 1494.750286 2 10
Indian (27.95,28.05] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1191 1.5993388 4510.4756 833.572186 7.162448 2000-2009 –> 2010-2019 3.1522659 1.5529272 11326.7091 1382.717344 10 19
Indian (27.95,28.05] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1191 1.5839164 4487.3946 462.248129 6.859864 2000-2009 –> 2010-2019 3.1531272 1.5692108 11341.8062 1096.234262 3 15
Indian (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 952 0.7975396 2284.9290 781.896526 5.121199 1982-1999 –> 2000-2009 1.5810604 0.7835208 5433.7779 1705.917651 1 2
Indian (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 952 0.8229231 2342.5836 776.827168 5.656792 1982-1999 –> 2000-2009 1.6250945 0.8021714 5552.1965 1581.184767 2 4
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 952 0.8680316 2446.1913 284.833505 4.749224 1982-1999 –> 2000-2009 1.6977086 0.8296769 5747.7533 387.580685 5 8
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 952 0.8678891 2445.8787 285.610368 4.726376 1982-1999 –> 2000-2009 1.6988002 0.8309111 5751.4064 400.467928 4 8
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 952 0.8695409 2449.4990 285.925283 4.729567 1982-1999 –> 2000-2009 1.7037822 0.8342413 5765.6984 441.646126 7 14
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 952 0.8655336 2440.7041 268.762514 4.570751 1982-1999 –> 2000-2009 1.7061367 0.8406031 5777.1722 383.582356 3 12
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 952 0.8911441 2494.2247 223.028871 5.334821 1982-1999 –> 2000-2009 1.7231988 0.8320547 5801.4219 324.645456 15 20
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 952 0.8920490 2496.1569 248.594192 5.331696 1982-1999 –> 2000-2009 1.7253818 0.8333329 5807.4495 363.144382 17 23
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 952 0.8946135 2501.6228 200.744964 5.351078 1982-1999 –> 2000-2009 1.7314463 0.8368328 5824.0973 313.528702 20 28
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 952 0.8732512 2457.6061 269.310463 4.598961 1982-1999 –> 2000-2009 1.7320453 0.8587941 5851.1949 367.068157 8 19
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 826 1.3128735 2807.7910 225.643449 7.365652 2000-2009 –> 2010-2019 2.1784071 0.8655336 5248.4951 494.405963 1 2
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 826 1.3137565 2808.9017 232.870376 7.405111 2000-2009 –> 2010-2019 2.1816456 0.8678891 5254.7804 518.480744 2 4
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 826 1.3139157 2809.1018 217.304295 7.415517 2000-2009 –> 2010-2019 2.1819473 0.8680316 5255.2932 502.137800 3 6
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 826 1.3146527 2808.0283 181.334586 7.496486 2000-2009 –> 2010-2019 2.1828510 0.8681983 5252.5851 363.795064 4 8
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 826 1.3155955 2811.2126 212.201379 7.445444 2000-2009 –> 2010-2019 2.1851364 0.8695409 5260.7116 498.126662 5 10
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 826 1.3200409 2816.7852 212.092876 7.478385 2000-2009 –> 2010-2019 2.1932921 0.8732512 5274.3913 481.403339 6 12
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + silicate 826 1.3229609 2818.4355 204.419989 7.565787 2000-2009 –> 2010-2019 2.1969490 0.8739881 5275.6476 472.892258 8 16
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + silicate 826 1.3238228 2819.5115 211.257508 7.527211 2000-2009 –> 2010-2019 2.1971269 0.8733041 5275.2328 451.487540 10 17
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate 826 1.3226996 2818.1092 211.855774 7.577417 2000-2009 –> 2010-2019 2.1972726 0.8745730 5276.5949 492.285549 7 16
Indian (28.05,28.1] 3 cstar_tref ~ sal + temp + silicate 826 1.3240238 2817.7622 173.932479 7.487867 2000-2009 –> 2010-2019 2.1986515 0.8746278 5274.3672 339.737809 11 21
Indian (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1701 0.9485897 4661.6749 473.594938 6.751929 1982-1999 –> 2000-2009 1.9200900 0.9715003 11128.1703 950.614124 1 2
Indian (28.1,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1701 0.9590543 4696.9995 471.266564 8.752151 1982-1999 –> 2000-2009 1.9941932 1.0351389 11456.0265 922.995336 2 4
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1701 0.9824145 4780.8706 128.561893 8.716083 1982-1999 –> 2000-2009 2.0964417 1.1140272 11882.8336 222.289972 3 9
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1701 0.9951101 4824.5527 129.588983 9.581299 1982-1999 –> 2000-2009 2.1020356 1.1069254 11896.8290 222.344951 6 10
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1701 0.9954259 4825.6322 129.773488 9.600531 1982-1999 –> 2000-2009 2.1024225 1.1069966 11898.2069 222.577588 8 13
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1701 0.9968795 4830.5963 129.353382 9.556182 1982-1999 –> 2000-2009 2.1033970 1.1065175 11901.1614 221.533361 10 13
Indian (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1701 1.0126198 4881.8929 102.916696 11.575103 1982-1999 –> 2000-2009 2.1356872 1.1230673 12019.3729 194.811123 24 31
Indian (28.1,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1701 1.0082443 4867.1610 103.333290 11.940263 1982-1999 –> 2000-2009 2.1703689 1.1621246 12163.3338 179.016189 18 27
Indian (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1701 1.0083100 4867.3828 102.839705 11.935945 1982-1999 –> 2000-2009 2.1704502 1.1621402 12163.6176 178.438153 19 29
Indian (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 1701 1.0103678 4874.3186 104.272471 11.948962 1982-1999 –> 2000-2009 2.1725344 1.1621666 12170.6590 180.579635 23 34
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1145 1.0988782 3479.2929 83.157915 5.629719 2000-2009 –> 2010-2019 2.0812926 0.9824145 8260.1635 211.719809 1 3
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1145 1.1031275 3488.1312 83.499041 5.667216 2000-2009 –> 2010-2019 2.0982376 0.9951101 8312.6839 213.088023 2 7
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1145 1.1032616 3488.4095 81.378810 5.670338 2000-2009 –> 2010-2019 2.0986875 0.9954259 8314.0417 211.152298 3 10
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1145 1.1039809 3489.9021 77.111433 5.682665 2000-2009 –> 2010-2019 2.1008604 0.9968795 8320.4985 206.464815 4 13
Indian (28.1,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1145 1.1088195 3497.9170 81.997900 5.719932 2000-2009 –> 2010-2019 2.1144847 1.0056651 8356.3643 185.983263 5 17
Indian (28.1,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1145 1.1105478 3501.4836 82.251031 5.735069 2000-2009 –> 2010-2019 2.1187921 1.0082443 8368.6446 185.584320 6 23
Indian (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1145 1.1106527 3501.6998 78.625398 5.737267 2000-2009 –> 2010-2019 2.1189627 1.0083100 8369.0826 181.465104 7 25
Indian (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 1145 1.1116200 3503.6934 76.914334 5.752624 2000-2009 –> 2010-2019 2.1219878 1.0103678 8378.0120 181.186805 8 30
Indian (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1145 1.1344798 3550.3082 80.466115 5.931962 2000-2009 –> 2010-2019 2.1470996 1.0126198 8432.2011 183.382811 11 34
Indian (28.1,28.2] 3 cstar_tref ~ sal + temp + phosphate_star 1145 1.1370407 3553.4717 71.207532 5.949082 2000-2009 –> 2010-2019 2.1500032 1.0129625 8434.5157 172.967880 12 36
Indian (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1043 0.7103859 2260.6044 151.794782 3.523507 1982-1999 –> 2000-2009 1.5799102 0.8695243 5377.7726 402.390653 1 2
Indian (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1043 0.7112526 2263.1480 155.256679 3.580067 1982-1999 –> 2000-2009 1.5809319 0.8696793 5380.7487 410.576287 2 4
Indian (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1043 0.7117625 2264.6428 208.949472 3.604499 1982-1999 –> 2000-2009 1.5816124 0.8698499 5382.7194 596.374772 3 6
Indian (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1043 0.7120762 2265.5620 267.071639 3.619313 1982-1999 –> 2000-2009 1.5820759 0.8699997 5384.0562 789.120995 4 8
Indian (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1043 0.8091742 2532.2140 219.872646 3.428637 1982-1999 –> 2000-2009 1.7251043 0.9159301 5775.5191 681.804531 8 13
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1043 0.8090290 2531.8396 186.106395 3.411409 1982-1999 –> 2000-2009 1.7252680 0.9162391 5775.9629 476.774727 7 13
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1043 0.8089375 2531.6037 173.785924 3.398821 1982-1999 –> 2000-2009 1.7254492 0.9165117 5776.4487 432.880150 6 13
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1043 0.8087827 2531.2043 171.451595 3.365440 1982-1999 –> 2000-2009 1.7258189 0.9170363 5777.4376 427.135807 5 13
Indian (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1043 0.8295169 2584.0078 243.373435 4.577416 1982-1999 –> 2000-2009 1.8027584 0.9732415 5974.5521 658.554054 9 22
Indian (28.2,28.3] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1043 0.8668080 2673.7375 151.708985 3.782486 1982-1999 –> 2000-2009 1.8141890 0.9473811 5996.9477 399.287187 10 19
Indian (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 698 0.6350847 1361.0586 389.250264 2.253994 2000-2009 –> 2010-2019 1.3468472 0.7117625 3625.7014 598.199735 2 5
Indian (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 698 0.6348043 1360.4420 562.262985 2.253603 2000-2009 –> 2010-2019 1.3468805 0.7120762 3626.0040 829.334624 1 5
Indian (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 698 0.6358060 1362.6432 311.968803 2.249951 2000-2009 –> 2010-2019 1.3470586 0.7112526 3625.7912 467.225482 3 5
Indian (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 698 0.6371099 1365.5030 307.362209 2.247077 2000-2009 –> 2010-2019 1.3474957 0.7103859 3626.1074 459.156991 4 5
Indian (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 698 0.6578756 1410.2779 602.418572 2.188721 2000-2009 –> 2010-2019 1.4670498 0.8091742 3942.4918 822.291218 5 13
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 698 0.6582658 1411.1057 325.401720 2.189732 2000-2009 –> 2010-2019 1.4672948 0.8090290 3942.9452 511.508115 6 13
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 698 0.6589542 1412.5648 305.419635 2.189513 2000-2009 –> 2010-2019 1.4678917 0.8089375 3944.1685 479.205559 7 13
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 698 0.6601693 1415.1366 301.500299 2.192966 2000-2009 –> 2010-2019 1.4689519 0.8087827 3946.3410 472.951894 8 13
Indian (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 698 0.6606980 1416.2542 391.826819 2.545725 2000-2009 –> 2010-2019 1.4902149 0.8295169 4000.2620 635.200253 9 18
Indian (28.2,28.3] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 698 0.6659195 1425.2434 300.958973 2.305422 2000-2009 –> 2010-2019 1.5327274 0.8668080 4098.9809 452.667958 13 23
Indian (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 339 0.4182752 385.0848 523.697910 1.198807 1982-1999 –> 2000-2009 0.9539640 0.5356889 1018.9795 876.186662 1 11
Indian (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 339 0.4933452 497.0020 658.844530 1.896233 1982-1999 –> 2000-2009 1.0027388 0.5093936 1091.6374 1359.122200 3 4
Indian (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 339 0.4946096 498.7374 598.020504 1.898838 1982-1999 –> 2000-2009 1.0040364 0.5094268 1093.4236 1232.818784 4 6
Indian (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 339 0.4914105 494.3379 755.695931 1.620214 1982-1999 –> 2000-2009 1.0049326 0.5135222 1095.2696 1710.209415 2 6
Indian (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 339 0.4956294 500.1340 636.810448 1.910148 1982-1999 –> 2000-2009 1.0051323 0.5095029 1094.9366 1297.021886 5 8
Indian (28.3, Inf] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 339 0.4986040 502.1909 468.098920 1.815101 1982-1999 –> 2000-2009 1.0233491 0.5247451 1117.9857 902.255826 6 15
Indian (28.3, Inf] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 339 0.5186034 528.8548 103.147720 2.198602 1982-1999 –> 2000-2009 1.0567467 0.5381433 1164.3151 190.605735 7 18
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 339 0.5273531 542.1983 279.275782 1.800090 1982-1999 –> 2000-2009 1.0848103 0.5574572 1207.1621 506.661531 10 23
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 339 0.5273308 542.1697 35.529652 1.795921 1982-1999 –> 2000-2009 1.0854028 0.5580720 1207.9933 47.865712 9 24
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 339 0.5273298 542.1684 35.531595 1.795723 1982-1999 –> 2000-2009 1.0854565 0.5581267 1208.0684 47.867111 8 26
Indian (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 293 0.3416034 216.0725 606.667576 1.698416 2000-2009 –> 2010-2019 0.8362130 0.4946096 714.8099 1204.688080 3 6
Indian (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 293 0.3417996 216.4090 599.211750 1.700253 2000-2009 –> 2010-2019 0.8374290 0.4956294 716.5430 1236.022198 6 10
Indian (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 293 0.4464757 372.9650 553.539360 2.553723 2000-2009 –> 2010-2019 0.8647509 0.4182752 758.0498 1077.237270 33 34
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 293 0.3238407 184.7808 220.450308 1.911874 2000-2009 –> 2010-2019 0.8672408 0.5434002 747.3027 256.923768 1 12
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 293 0.3415288 215.9446 361.633826 1.968648 2000-2009 –> 2010-2019 0.8688819 0.5273531 758.1429 640.909609 2 11
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 293 0.3416068 216.0784 203.691425 1.969292 2000-2009 –> 2010-2019 0.8689376 0.5273308 758.2481 239.221077 4 12
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 293 0.3416158 216.0937 203.373947 1.969359 2000-2009 –> 2010-2019 0.8689455 0.5273298 758.2621 238.905542 5 12
Indian (28.3, Inf] 4 cstar_tref ~ temp + aou + silicate + phosphate 293 0.3528646 233.0789 29.691400 1.847934 2000-2009 –> 2010-2019 0.8980483 0.5451836 795.8224 34.368710 9 23
Indian (28.3, Inf] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 293 0.3529637 233.2433 29.587976 1.847470 2000-2009 –> 2010-2019 0.8980803 0.5451166 795.9034 33.385155 10 23
Indian (28.3, Inf] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 293 0.3541040 235.1335 312.838409 1.841518 2000-2009 –> 2010-2019 0.8981944 0.5440904 796.5160 464.286087 11 23
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3458 9.0203533 25039.0068 36.188241 28.184571 1982-1999 –> 2000-2009 19.0669497 10.0465964 36499.8085 57.799940 1 2
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3458 9.1421331 25131.7520 62.046759 29.517116 1982-1999 –> 2000-2009 19.1944378 10.0523047 36594.2987 93.595908 3 5
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3458 9.1420487 25131.6882 66.390158 29.504052 1982-1999 –> 2000-2009 19.1984094 10.0563606 36595.4741 99.069007 2 5
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3458 9.1464646 25135.0280 61.679046 29.801334 1982-1999 –> 2000-2009 19.2269185 10.0804539 36606.1651 92.364604 5 9
Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 3458 9.1425784 25130.0889 12.667443 29.529266 1982-1999 –> 2000-2009 19.2413602 10.0987818 36604.8063 25.603396 4 9
Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3458 9.2430471 25207.6749 107.937647 29.888673 1982-1999 –> 2000-2009 19.3697988 10.1267517 36692.8889 313.561207 12 18
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3458 9.1876627 25166.1095 23.128403 36.683877 1982-1999 –> 2000-2009 19.8996707 10.7120080 36823.9231 44.121791 9 16
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3458 9.1851147 25164.1912 23.701041 37.035460 1982-1999 –> 2000-2009 19.9067031 10.7215885 36824.7511 45.329902 8 17
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3458 9.1833917 25162.8938 35.531119 37.223204 1982-1999 –> 2000-2009 19.9348907 10.7514991 36832.0118 75.707420 7 18
Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3458 9.4307877 25344.7420 15.537472 31.509147 1982-1999 –> 2000-2009 20.1485165 10.7177288 37002.1957 29.108520 19 27
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4792 8.9973133 34668.4457 56.350515 37.626030 2000-2009 –> 2010-2019 18.1488266 9.1515133 59807.2902 118.615053 1 7
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4792 9.1402980 34819.5566 39.059080 34.849087 2000-2009 –> 2010-2019 18.1606514 9.0203533 59858.5634 75.247321 2 3
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4792 9.2801421 34965.0787 57.355558 36.607500 2000-2009 –> 2010-2019 18.4221908 9.1420487 60096.7669 123.745716 4 6
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4792 9.2849973 34970.0916 55.880330 34.613199 2000-2009 –> 2010-2019 18.4271304 9.1421331 60101.8436 117.927090 5 8
Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 4792 9.2909774 34974.2623 24.431304 33.856789 2000-2009 –> 2010-2019 18.4335558 9.1425784 60104.3511 37.098746 7 11
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4792 9.3181827 35004.2846 58.854204 34.388583 2000-2009 –> 2010-2019 18.4646473 9.1464646 60139.3125 120.533250 8 13
Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4792 9.2883868 34973.5896 132.110032 53.624359 2000-2009 –> 2010-2019 18.4994037 9.2110169 60157.2567 246.213268 6 17
Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4792 9.2585520 34942.7557 123.153253 43.370545 2000-2009 –> 2010-2019 18.5015991 9.2430471 60150.4306 231.090900 3 15
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4792 9.4418986 35130.6924 28.873404 44.981469 2000-2009 –> 2010-2019 18.6270132 9.1851147 60294.8836 52.574445 9 17
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4792 9.4483747 35137.2637 62.552306 44.252556 2000-2009 –> 2010-2019 18.6317663 9.1833917 60300.1574 98.083425 10 17
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1982 6.3077262 12939.4695 19.771676 35.167575 1982-1999 –> 2000-2009 11.8265795 5.5188533 20533.5808 40.317859 1 2
Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1982 6.4448719 13024.7331 102.824780 35.213786 1982-1999 –> 2000-2009 11.9863853 5.5415135 20628.7769 209.265491 2 4
Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1982 6.4476001 13026.4108 34.724010 35.229267 1982-1999 –> 2000-2009 11.9891950 5.5415949 20630.4902 67.701725 3 6
Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1982 6.4499496 13025.8550 13.046507 35.329866 1982-1999 –> 2000-2009 11.9916534 5.5417038 20627.9821 23.886296 4 8
Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1982 6.5127383 13066.2570 62.496592 34.379433 1982-1999 –> 2000-2009 12.1254784 5.6127401 20701.2586 107.512898 5 10
Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1982 7.1506459 13436.6638 24.770909 26.955966 1982-1999 –> 2000-2009 13.3378279 6.1871820 21307.8617 52.850682 6 12
Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1982 7.1778150 13449.6966 22.780266 25.811047 1982-1999 –> 2000-2009 13.5744115 6.3965965 21399.5805 48.138267 7 15
Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1982 7.3073911 13522.6177 82.768440 24.587646 1982-1999 –> 2000-2009 13.6465207 6.3391296 21452.6260 179.520973 8 15
Pacific (26,26.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1982 7.4441477 13594.1177 11.318953 21.800689 1982-1999 –> 2000-2009 13.8595369 6.4153892 21551.1126 24.729654 11 20
Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 1982 7.3773720 13558.3992 79.388778 22.271002 1982-1999 –> 2000-2009 14.0350231 6.6576511 21605.2448 175.415992 10 21
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2211 7.2151701 15027.2397 15.556018 29.298573 2000-2009 –> 2010-2019 13.5228963 6.3077262 27966.7092 35.327694 1 2
Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2211 7.3213115 15091.8173 30.952508 30.549560 2000-2009 –> 2010-2019 13.7689116 6.4476001 28118.2281 65.676518 2 5
Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2211 7.3385058 15102.1903 96.457246 30.371104 2000-2009 –> 2010-2019 13.7833776 6.4448719 28126.9234 199.282026 3 5
Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2211 7.4090173 15142.4759 13.411437 30.161341 2000-2009 –> 2010-2019 13.8589669 6.4499496 28168.3309 26.457945 5 9
Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2211 7.3940721 15135.5470 60.284567 30.128369 2000-2009 –> 2010-2019 13.9068103 6.5127383 28201.8040 122.781159 4 9
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2211 7.5625252 15235.1594 22.482312 28.265949 2000-2009 –> 2010-2019 14.8782167 7.3156915 28762.2772 45.300799 6 15
Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2211 7.7288737 15331.3733 23.661284 25.897417 2000-2009 –> 2010-2019 14.8795197 7.1506459 28768.0371 48.432192 7 13
Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2211 7.7288757 15329.3744 20.832743 25.903074 2000-2009 –> 2010-2019 14.9066907 7.1778150 28779.0710 43.613009 8 15
Pacific (26,26.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 2211 7.7419625 15336.8555 19.663956 28.269210 2000-2009 –> 2010-2019 15.1966958 7.4547334 28936.6060 40.221483 9 21
Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2211 7.9838249 15474.8868 77.287553 23.135492 2000-2009 –> 2010-2019 15.2912159 7.3073911 28997.5045 160.055993 12 20
Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1654 5.6104731 10412.9414 44.730075 19.757149 1982-1999 –> 2000-2009 10.5853413 4.9748682 16449.4295 101.186916 1 2
Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1654 5.6434697 10432.3396 42.743424 18.522830 1982-1999 –> 2000-2009 10.6238864 4.9804166 16471.0482 113.933626 4 8
Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1654 5.6526237 10437.7010 18.842514 18.434718 1982-1999 –> 2000-2009 10.6318888 4.9792651 16475.9489 36.476150 6 9
Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1654 5.6260481 10422.1119 26.657055 19.846133 1982-1999 –> 2000-2009 10.6345750 5.0085269 16472.0320 55.856188 2 10
Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1654 5.6325470 10425.9309 61.145128 19.885530 1982-1999 –> 2000-2009 10.6437685 5.0112215 16476.9224 160.427066 3 12
Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1654 5.6526286 10435.7038 15.339504 18.452529 1982-1999 –> 2000-2009 10.6673592 5.0147307 16486.0898 31.620881 7 18
Pacific (26.5,26.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1654 5.6931918 10461.3573 19.124762 17.831329 1982-1999 –> 2000-2009 10.6691465 4.9759547 16498.2804 44.826048 8 10
Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 1654 5.6446345 10431.0223 39.205616 18.829557 1982-1999 –> 2000-2009 10.6711164 5.0264819 16486.0707 100.665024 5 17
Pacific (26.5,26.75] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 1654 5.7015605 10464.2163 15.040774 17.086039 1982-1999 –> 2000-2009 10.6830086 4.9814480 16501.3373 31.298534 9 14
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1654 5.7279238 10481.4768 37.448997 19.316772 1982-1999 –> 2000-2009 10.7109889 4.9830651 16521.2444 77.691144 10 16
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2167 6.0148656 13939.8898 27.917707 18.147145 2000-2009 –> 2010-2019 11.7427894 5.7279238 24421.3666 65.366703 1 11
Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2167 6.1040471 14003.6776 39.445530 16.690716 2000-2009 –> 2010-2019 11.7475168 5.6434697 24436.0172 82.188955 3 7
Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2167 6.0978115 13999.2479 17.327176 16.842569 2000-2009 –> 2010-2019 11.7504352 5.6526237 24436.9489 36.169689 2 8
Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2167 6.1688121 14049.4198 32.957681 18.057886 2000-2009 –> 2010-2019 11.7792852 5.6104731 24462.3612 77.687757 6 7
Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2167 6.1788648 14056.4768 15.987430 17.985890 2000-2009 –> 2010-2019 11.8049129 5.6260481 24478.5887 42.644485 9 11
Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2167 6.1774082 14055.4550 50.630520 18.009890 2000-2009 –> 2010-2019 11.8099552 5.6325470 24481.3859 111.775648 8 11
Pacific (26.5,26.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2167 6.1312911 14022.9784 17.736362 16.911524 2000-2009 –> 2010-2019 11.8244829 5.6931918 24484.3356 36.861124 5 13
Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 2167 6.1822295 14056.8363 38.109937 18.537684 2000-2009 –> 2010-2019 11.8268640 5.6446345 24487.8586 77.315553 10 15
Pacific (26.5,26.75] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2167 6.1847501 14058.6029 12.823975 18.489099 2000-2009 –> 2010-2019 11.8373787 5.6526286 24494.3068 28.163479 11 18
Pacific (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + silicate 2167 6.1208360 14013.5817 11.744215 16.381671 2000-2009 –> 2010-2019 11.8487643 5.7279283 24493.0611 23.997729 4 15
Pacific (26.75,27] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2490 4.5734901 14651.2914 27.169739 15.136679 1982-1999 –> 2000-2009 8.9612075 4.3877173 22413.8687 57.718454 4 5
Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2490 4.5383130 14612.8396 53.104969 17.248854 1982-1999 –> 2000-2009 8.9626374 4.4243243 22397.6336 122.093900 1 4
Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2490 4.5476912 14623.1199 21.336068 16.392370 1982-1999 –> 2000-2009 8.9820900 4.4343988 22413.9959 39.050006 2 7
Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2490 4.5625456 14639.3599 73.891076 18.280281 1982-1999 –> 2000-2009 9.0501105 4.4875649 22462.1050 138.651688 3 10
Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2490 4.5879260 14666.9857 89.988529 18.826185 1982-1999 –> 2000-2009 9.0805461 4.4926200 22492.7414 184.091081 7 15
Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2490 4.5778574 14656.0447 47.435160 18.776419 1982-1999 –> 2000-2009 9.0841309 4.5062734 22489.9145 76.647430 5 16
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2490 4.6976773 14784.7135 39.862470 16.098757 1982-1999 –> 2000-2009 9.1267205 4.4290431 22572.3580 73.937014 10 14
Pacific (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + silicate 2490 4.7173633 14803.5390 14.892050 16.178120 1982-1999 –> 2000-2009 9.1579035 4.4405402 22596.1158 26.357781 12 18
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2490 4.7146426 14802.6660 91.359759 20.725015 1982-1999 –> 2000-2009 9.2740455 4.5594029 22667.8781 157.011617 11 23
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2490 4.7258413 14814.4810 81.806213 21.033838 1982-1999 –> 2000-2009 9.3001654 4.5743241 22688.4298 139.856710 13 28
Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3304 4.6875764 19599.1487 53.369848 14.359840 2000-2009 –> 2010-2019 9.2258895 4.5383130 34211.9884 106.474817 4 5
Pacific (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3304 4.6866587 19597.8549 15.819912 14.349753 2000-2009 –> 2010-2019 9.2343499 4.5476912 34220.9748 37.155980 3 5
Pacific (26.75,27] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3304 4.6834722 19593.3605 22.568318 14.129130 2000-2009 –> 2010-2019 9.2569623 4.5734901 34244.6519 49.738057 1 5
Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3304 4.7081353 19628.0669 59.148869 15.089818 2000-2009 –> 2010-2019 9.2706809 4.5625456 34267.4268 133.039946 6 9
Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3304 4.7111114 19632.2426 30.103524 15.209122 2000-2009 –> 2010-2019 9.2889688 4.5778574 34288.2872 77.538685 8 13
Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3304 4.7108981 19631.9434 84.430319 15.267668 2000-2009 –> 2010-2019 9.2988241 4.5879260 34298.9291 174.418849 7 14
Pacific (26.75,27] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 3304 4.7251058 19649.8427 11.693195 16.097437 2000-2009 –> 2010-2019 9.3142240 4.5891182 34316.1222 24.110429 10 19
Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 3304 4.7584278 19696.2795 11.930729 16.973748 2000-2009 –> 2010-2019 9.3390654 4.5806377 34353.3477 24.629928 13 19
Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 3304 4.7746650 19718.7896 44.239441 17.359156 2000-2009 –> 2010-2019 9.3635198 4.5888548 34384.7834 81.213117 14 22
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3304 4.6861138 19597.0865 30.278734 14.344997 2000-2009 –> 2010-2019 9.3837911 4.6976773 34381.8000 70.141203 2 12
Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4717 3.3916839 24922.2607 31.781583 11.683981 1982-1999 –> 2000-2009 6.7752701 3.3835862 38162.5643 69.526350 1 2
Pacific (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4717 3.3952046 24932.0483 32.929334 11.828174 1982-1999 –> 2000-2009 6.8244010 3.4291965 38239.4885 74.663973 2 5
Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4717 3.4186513 24996.9739 20.132959 11.877017 1982-1999 –> 2000-2009 6.8790701 3.4604188 38349.8592 39.635823 5 13
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4717 3.5938849 25468.5575 23.680462 11.189613 1982-1999 –> 2000-2009 6.9954221 3.4015372 38735.3916 50.167100 11 13
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4717 3.4001982 24945.9135 23.399471 12.448496 1982-1999 –> 2000-2009 7.0738000 3.6736018 38598.5508 49.471275 3 26
Pacific (27,27.25] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 4717 3.4002063 24943.9359 17.559086 12.459468 1982-1999 –> 2000-2009 7.0740484 3.6738421 38594.9011 35.956782 4 28
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4717 3.6489410 25611.9847 38.019532 11.486852 1982-1999 –> 2000-2009 7.0857309 3.4367899 38930.5153 73.171768 13 17
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4717 3.6616163 25644.6987 37.906490 11.464934 1982-1999 –> 2000-2009 7.1132320 3.4516157 38984.8125 82.386193 14 19
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4717 3.6623543 25646.6000 31.176590 11.458346 1982-1999 –> 2000-2009 7.1140928 3.4517385 38986.8922 61.610307 15 21
Pacific (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4717 3.6646947 25650.6269 23.386621 11.424283 1982-1999 –> 2000-2009 7.1165200 3.4518253 38989.0451 49.810847 16 23
Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5651 3.2908739 29513.2564 21.947199 13.765739 2000-2009 –> 2010-2019 6.6825579 3.3916839 54435.5170 53.728782 2 3
Pacific (27,27.25] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5651 3.2907893 29507.7456 24.431307 13.830070 2000-2009 –> 2010-2019 6.6859939 3.3952046 54439.7939 57.360641 1 3
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5651 3.2953199 29528.5149 18.845919 14.659809 2000-2009 –> 2010-2019 6.6955181 3.4001982 54474.4285 42.245390 4 7
Pacific (27,27.25] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 5651 3.3002325 29543.3512 12.572437 14.867881 2000-2009 –> 2010-2019 6.7004387 3.4002063 54487.2871 30.131524 5 9
Pacific (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5651 3.2943219 29519.8695 14.523415 14.171421 2000-2009 –> 2010-2019 6.7129732 3.4186513 54516.8434 34.656374 3 8
Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5651 3.4389517 30010.6972 25.512169 16.160804 2000-2009 –> 2010-2019 6.9460336 3.5070819 55248.5985 69.524699 6 12
Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5651 3.4393022 30006.5408 47.875640 16.218135 2000-2009 –> 2010-2019 6.9490475 3.5097452 55251.6038 109.610919 7 14
Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 5651 3.4394330 30010.2789 13.987272 16.414734 2000-2009 –> 2010-2019 6.9519297 3.5124967 55260.7347 32.118911 8 16
Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5651 3.4428803 30018.2905 22.530421 16.218657 2000-2009 –> 2010-2019 6.9667152 3.5238349 55301.1501 48.028766 9 18
Pacific (27,27.25] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 5651 3.4776299 30129.7716 9.388302 18.282135 2000-2009 –> 2010-2019 7.0643593 3.5867294 55577.5271 20.367263 10 20
Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5736 2.4127981 26396.4528 39.961711 9.464452 1982-1999 –> 2000-2009 4.7182331 2.3054350 41378.3933 114.982854 2 4
Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5736 2.4291753 26474.0572 12.798066 9.459348 1982-1999 –> 2000-2009 4.7230013 2.2938260 41422.4777 24.321228 7 8
Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5736 2.4108637 26387.2515 22.469479 9.420511 1982-1999 –> 2000-2009 4.7451183 2.3342546 41451.6822 46.491615 1 4
Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5736 2.4198079 26429.7333 21.137049 9.872909 1982-1999 –> 2000-2009 4.9683403 2.5485324 42077.3225 43.474368 3 8
Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5736 2.4199034 26430.1863 62.472326 9.891890 1982-1999 –> 2000-2009 4.9708104 2.5509070 42083.9594 142.704813 4 10
Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5736 2.4202911 26432.0238 16.510749 9.928143 1982-1999 –> 2000-2009 4.9770062 2.5567152 42100.8984 27.755192 5 12
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5736 2.4639538 26637.1375 11.973812 10.723227 1982-1999 –> 2000-2009 4.9857044 2.5217506 42214.5794 27.844954 9 13
Pacific (27.25,27.5] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 5736 2.4731873 26678.0473 10.743750 10.900108 1982-1999 –> 2000-2009 5.0520469 2.5788597 42402.1853 25.756532 11 19
Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 5736 2.4255989 26455.1551 19.547988 10.161459 1982-1999 –> 2000-2009 5.0722088 2.6466099 42351.4830 41.165569 6 22
Pacific (27.25,27.5] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 5736 2.4320089 26485.4313 20.179006 10.348113 1982-1999 –> 2000-2009 5.0928230 2.6608142 42417.3007 53.359060 8 25
Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6717 2.5754206 31784.7570 9.820518 11.572324 2000-2009 –> 2010-2019 5.0045959 2.4291753 58258.8143 22.618584 1 8
Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6717 2.5966807 31895.1995 38.525027 11.855585 2000-2009 –> 2010-2019 5.0094789 2.4127981 58291.6523 78.486738 4 6
Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6717 2.5920568 31871.2561 11.593446 12.329870 2000-2009 –> 2010-2019 5.0123478 2.4202911 58303.2798 28.104195 3 8
Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6717 2.5967543 31895.5801 60.316005 12.289438 2000-2009 –> 2010-2019 5.0166577 2.4199034 58325.7664 122.788331 5 9
Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6717 2.5975087 31899.4825 15.779367 12.315565 2000-2009 –> 2010-2019 5.0173166 2.4198079 58329.2157 36.916416 6 9
Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6717 2.6089661 31958.6082 17.355102 12.222131 2000-2009 –> 2010-2019 5.0198298 2.4108637 58345.8598 39.824581 10 11
Pacific (27.25,27.5] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 6717 2.6004271 31912.5679 22.087726 12.194364 2000-2009 –> 2010-2019 5.0324360 2.4320089 58397.9992 42.266732 8 16
Pacific (27.25,27.5] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 6717 2.6090069 31956.8183 15.359236 12.250780 2000-2009 –> 2010-2019 5.0346058 2.4255989 58411.9735 34.907224 11 17
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6717 2.5911034 31866.3143 12.763612 12.215511 2000-2009 –> 2010-2019 5.0550573 2.4639538 58503.4518 24.737424 2 11
Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 6717 2.6030471 31926.0961 11.748302 12.747750 2000-2009 –> 2010-2019 5.0684917 2.4654446 58568.1723 23.557350 9 19
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5386 2.1985443 23784.9387 17.210131 9.422954 1982-1999 –> 2000-2009 4.1184953 1.9199509 34846.9231 34.969071 1 2
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5386 2.2992332 24267.3110 12.566623 8.296395 1982-1999 –> 2000-2009 4.4022621 2.1030289 35815.1109 23.261428 2 4
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5386 2.3027880 24283.9524 37.751175 8.337634 1982-1999 –> 2000-2009 4.4093034 2.1065155 35840.5880 70.945890 4 7
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5386 2.3021211 24280.8327 39.987712 8.328445 1982-1999 –> 2000-2009 4.4096399 2.1075187 35840.0081 75.388000 3 7
Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate 5386 2.3105763 24318.3234 4.650602 8.412266 1982-1999 –> 2000-2009 4.4420134 2.1314371 35935.6938 9.575585 5 10
Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5386 2.5164183 25239.6014 13.079914 10.175782 1982-1999 –> 2000-2009 4.6869162 2.1704980 36955.8381 30.156026 9 15
Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 5386 2.5239964 25269.9921 11.769342 9.977280 1982-1999 –> 2000-2009 4.7504681 2.2264717 37120.0406 22.440230 10 17
Pacific (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5386 2.4951992 25148.3842 68.046597 9.896967 1982-1999 –> 2000-2009 4.8338264 2.3386272 37262.5772 161.144788 6 16
Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5386 2.5016574 25176.2289 31.858892 9.885311 1982-1999 –> 2000-2009 4.8469656 2.3453081 37305.6381 64.943388 7 18
Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5386 2.5053208 25191.9914 15.247968 9.929850 1982-1999 –> 2000-2009 4.8585908 2.3532700 37339.4780 35.676720 8 20
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 7178 2.2527024 32043.2282 21.010790 11.022304 2000-2009 –> 2010-2019 4.4512468 2.1985443 55828.1669 38.220921 8 9
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 7178 2.1714299 31515.7212 11.013180 12.847617 2000-2009 –> 2010-2019 4.4706631 2.2992332 55783.0323 23.579803 1 3
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 7178 2.1738101 31531.4493 36.370442 12.862361 2000-2009 –> 2010-2019 4.4759313 2.3021211 55812.2820 76.358153 2 5
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 7178 2.1792042 31567.0279 36.778190 12.926719 2000-2009 –> 2010-2019 4.4819922 2.3027880 55850.9803 74.529365 3 7
Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate 7178 2.3114049 32410.5352 4.753721 13.786468 2000-2009 –> 2010-2019 4.6219812 2.3105763 56728.8586 9.404323 16 21
Pacific (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7178 2.1894687 31634.4890 68.953311 10.890417 2000-2009 –> 2010-2019 4.6846679 2.4951992 56782.8731 136.999908 4 10
Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7178 2.1922663 31652.8204 30.774439 10.874114 2000-2009 –> 2010-2019 4.6939237 2.5016574 56829.0493 62.633330 5 12
Pacific (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7178 2.1929033 31656.9914 16.479066 10.874725 2000-2009 –> 2010-2019 4.6982241 2.5053208 56848.9827 31.727033 6 14
Pacific (27.5,27.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 7178 2.2571021 32069.2389 29.818674 12.915796 2000-2009 –> 2010-2019 4.8354075 2.5783054 57568.5546 60.222978 13 24
Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 7178 2.2559884 32062.1534 28.690964 12.850175 2000-2009 –> 2010-2019 4.8373991 2.5814108 57574.4354 59.863896 12 24
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2262 1.3417818 7763.3270 15.817227 6.261502 1982-1999 –> 2000-2009 2.8294538 1.4876720 12041.6495 40.041283 1 2
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2262 1.4541427 8127.1384 20.407829 8.056234 1982-1999 –> 2000-2009 3.0416503 1.5875075 12557.9700 39.720537 3 5
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2262 1.4017536 7961.1414 13.174675 8.308720 1982-1999 –> 2000-2009 3.0504493 1.6486957 12480.7728 35.816311 2 8
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2262 1.4549040 8129.5060 110.970677 8.095136 1982-1999 –> 2000-2009 3.0523440 1.5974400 12574.9825 237.826717 4 7
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2262 1.4557176 8132.0353 48.336560 8.145371 1982-1999 –> 2000-2009 3.0595556 1.6038380 12586.8969 93.548911 5 9
Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate 2262 1.5166516 8315.5467 10.899116 8.906367 1982-1999 –> 2000-2009 3.1589012 1.6422495 12823.9796 22.259587 9 14
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2262 1.5512556 8419.6065 18.478433 7.473883 1982-1999 –> 2000-2009 3.2724044 1.7211488 13040.2193 49.885812 11 18
Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2262 1.5156048 8314.4231 19.432972 5.984710 1982-1999 –> 2000-2009 3.2877556 1.7721508 13003.6021 45.849773 8 19
Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2262 1.5141740 8310.1501 94.523244 5.993992 1982-1999 –> 2000-2009 3.2892827 1.7751087 13003.2450 197.729839 7 19
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2262 1.5552494 8431.2387 54.348598 7.591011 1982-1999 –> 2000-2009 3.2934151 1.7381657 13074.9521 141.584970 12 21
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3241 1.4922515 11806.2138 16.397152 6.881206 2000-2009 –> 2010-2019 2.8940051 1.4017536 19767.3552 29.571827 1 3
Pacific (27.75,27.85] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3241 1.6457163 12440.7345 60.096810 6.738219 2000-2009 –> 2010-2019 3.1538235 1.5081072 20732.7221 117.139173 4 10
Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3241 1.6401879 12418.9232 97.072264 6.671264 2000-2009 –> 2010-2019 3.1543619 1.5141740 20729.0733 191.595508 2 9
Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3241 1.6406368 12420.6971 21.307325 6.668391 2000-2009 –> 2010-2019 3.1562416 1.5156048 20735.1202 40.740297 3 11
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3241 1.8573254 13224.8089 20.494308 7.409000 2000-2009 –> 2010-2019 3.1991073 1.3417818 20988.1359 36.311535 10 11
Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + silicate 3241 1.6541737 12471.9604 16.396818 6.214447 2000-2009 –> 2010-2019 3.2169499 1.5627762 20923.0408 29.556481 5 20
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3241 1.7841697 12964.3339 112.735107 7.862015 2000-2009 –> 2010-2019 3.2390737 1.4549040 21093.8399 223.705784 6 10
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3241 1.7853600 12968.6570 19.145160 7.848018 2000-2009 –> 2010-2019 3.2395028 1.4541427 21095.7953 39.552990 7 10
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3241 1.7949805 13003.4916 48.761112 7.914184 2000-2009 –> 2010-2019 3.2506981 1.4557176 21135.5269 97.097672 9 14
Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 3241 1.7947273 13000.5775 10.258219 7.435883 2000-2009 –> 2010-2019 3.3776048 1.5828775 21509.4769 20.760363 8 25
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2864 0.9312389 7733.6204 21.935429 4.723027 1982-1999 –> 2000-2009 2.2311758 1.2999370 12791.3833 42.991708 2 3
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2864 0.9312356 7733.6004 197.067229 4.726989 1982-1999 –> 2000-2009 2.2384022 1.3071666 12808.0016 406.623617 1 3
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2864 0.9312399 7733.6266 41.940802 4.732312 1982-1999 –> 2000-2009 2.2475129 1.3162730 12828.8551 81.926605 3 6
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2864 0.9935541 8104.6384 13.397328 5.289651 1982-1999 –> 2000-2009 2.3169089 1.3233548 13215.9641 32.129734 4 8
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2864 1.0205321 8258.0966 15.140704 5.598231 1982-1999 –> 2000-2009 2.3748866 1.3543545 13438.8871 34.276200 6 11
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2864 1.0216692 8264.4754 66.528522 5.616753 1982-1999 –> 2000-2009 2.3919106 1.3702414 13480.2518 145.551628 9 15
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2864 1.0217165 8264.7404 32.342144 5.618143 1982-1999 –> 2000-2009 2.3920916 1.3703751 13480.8094 73.018121 10 17
Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate 2864 1.0226056 8267.7230 8.967163 5.642934 1982-1999 –> 2000-2009 2.3929874 1.3703818 13481.8068 17.597984 11 19
Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate 2864 1.0158010 8229.4804 6.063534 6.040477 1982-1999 –> 2000-2009 2.4228480 1.4070470 13522.7756 13.933283 5 14
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2864 1.0206101 8258.5346 11.388123 6.142915 1982-1999 –> 2000-2009 2.4315904 1.4109802 13562.2042 25.777887 7 17
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3610 1.3388062 12365.3757 179.471591 8.707164 2000-2009 –> 2010-2019 2.2700418 0.9312356 20098.9761 376.538819 2 3
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3610 1.3399935 12371.7756 18.738007 8.736094 2000-2009 –> 2010-2019 2.2712324 0.9312389 20105.3960 40.673435 3 5
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3610 1.3457296 12402.6164 38.330942 8.800830 2000-2009 –> 2010-2019 2.2769695 0.9312399 20136.2430 80.271744 4 7
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3610 1.2757268 12016.9220 10.972611 8.719698 2000-2009 –> 2010-2019 2.2963369 1.0206101 20275.4566 22.360734 1 8
Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 3610 1.3603832 12478.8098 6.027793 9.314050 2000-2009 –> 2010-2019 2.3811572 1.0207740 20736.2638 11.864722 5 13
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3610 1.5134703 13250.7418 13.866001 10.557596 2000-2009 –> 2010-2019 2.5070244 0.9935541 21355.3801 27.263329 12 16
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3610 1.6392752 13827.2515 16.851165 11.448202 2000-2009 –> 2010-2019 2.6598073 1.0205321 22085.3481 31.991869 14 20
Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate 3610 1.6471047 13859.6536 6.299001 11.006493 2000-2009 –> 2010-2019 2.6629057 1.0158010 22089.1340 12.362536 18 23
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3610 1.6452722 13853.6162 82.461621 11.511300 2000-2009 –> 2010-2019 2.6669414 1.0216692 22118.0916 148.990144 15 24
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3610 1.6456049 13855.0764 35.949079 11.518407 2000-2009 –> 2010-2019 2.6673214 1.0217165 22119.8168 68.291224 16 26
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4123 0.8746955 10610.5968 20.164090 6.601933 1982-1999 –> 2000-2009 2.1181283 1.2434328 18144.1226 34.902840 8 9
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4123 0.8737078 10601.2810 13.990623 6.637856 1982-1999 –> 2000-2009 2.1183822 1.2446743 18139.3914 28.247661 3 5
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4123 0.8740135 10604.1653 387.620278 6.639615 1982-1999 –> 2000-2009 2.1273998 1.2533863 18174.3188 676.051256 4 8
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4123 0.8767516 10629.9579 12.916592 6.118773 1982-1999 –> 2000-2009 2.1291686 1.2524170 18196.5575 29.660543 10 13
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4123 0.8741639 10605.5837 31.730803 6.624415 1982-1999 –> 2000-2009 2.1294087 1.2552448 18182.5443 54.078375 5 10
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4123 0.8731441 10595.9584 20.423137 6.667397 1982-1999 –> 2000-2009 2.1299881 1.2568440 18178.7680 40.082628 2 8
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4123 0.8730030 10594.6257 260.228626 6.678510 1982-1999 –> 2000-2009 2.1309887 1.2579857 18181.6066 546.439669 1 9
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 4123 0.8808138 10666.0753 5.835074 5.897633 1982-1999 –> 2000-2009 2.1384678 1.2576539 18249.8445 13.595291 11 18
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate 4123 0.8811668 10669.3790 8.997129 6.298627 1982-1999 –> 2000-2009 2.1399243 1.2587575 18257.1775 17.339825 12 21
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 4123 0.8750803 10612.2237 13.824194 6.410299 1982-1999 –> 2000-2009 2.1532121 1.2781319 18270.1927 27.010772 9 19
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5632 1.2028365 18077.1872 15.473308 9.452602 2000-2009 –> 2010-2019 2.0775319 0.8746955 28687.7840 35.637397 1 9
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5632 1.2042393 18090.3166 261.813104 9.437166 2000-2009 –> 2010-2019 2.0782528 0.8740135 28694.4820 649.433382 3 7
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5632 1.2077320 18122.9383 24.326313 9.477541 2000-2009 –> 2010-2019 2.0818958 0.8741639 28728.5220 56.057115 4 9
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5632 1.2672366 18664.6736 18.985413 10.505328 2000-2009 –> 2010-2019 2.1439882 0.8767516 29294.6315 31.902004 6 16
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 5632 1.2704218 18690.9502 7.536558 10.479641 2000-2009 –> 2010-2019 2.1512356 0.8808138 29357.0255 13.371632 7 18
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5632 1.2951041 18909.6936 17.402682 10.875060 2000-2009 –> 2010-2019 2.1688120 0.8737078 29510.9746 31.393305 8 11
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5632 1.2988247 18942.0066 296.188804 10.875792 2000-2009 –> 2010-2019 2.1718277 0.8730030 29536.6323 556.417430 9 10
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5632 1.3010552 18961.3338 24.852398 10.912381 2000-2009 –> 2010-2019 2.1741993 0.8731441 29557.2922 45.275536 10 12
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate 5632 1.3160576 19088.4754 8.208888 11.260540 2000-2009 –> 2010-2019 2.1972244 0.8811668 29757.8544 17.206018 11 23
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 5632 1.2031400 18080.0292 15.838002 8.960127 2000-2009 –> 2010-2019 2.2079693 1.0048293 29834.3232 27.349089 2 16
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2283 0.6823266 4747.5344 24.729460 4.020781 1982-1999 –> 2000-2009 1.9223388 1.2400122 9657.1773 49.575200 3 4
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2283 0.6822541 4747.0491 24.775645 4.021213 1982-1999 –> 2000-2009 1.9273970 1.2451428 9669.0627 55.233446 2 4
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2283 0.6822220 4746.8345 272.343175 4.021442 1982-1999 –> 2000-2009 1.9327159 1.2504938 9681.6958 538.243393 1 4
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2283 0.7300955 5056.5011 23.448981 3.863651 1982-1999 –> 2000-2009 2.0149126 1.2848171 10072.4877 46.899999 8 12
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2283 0.6999045 4863.6728 24.969739 3.998371 1982-1999 –> 2000-2009 2.0150402 1.3151356 9949.5363 65.099012 4 14
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2283 0.7298420 5054.9157 23.462060 3.864425 1982-1999 –> 2000-2009 2.0203183 1.2904763 10084.0696 49.410658 7 13
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate 2283 0.7003782 4864.7617 14.028635 3.988575 1982-1999 –> 2000-2009 2.0232076 1.3228294 9966.1012 34.629105 5 16
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2283 0.7297927 5054.6076 279.360285 3.864598 1982-1999 –> 2000-2009 2.0242293 1.2944366 10092.9417 562.944769 6 14
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2283 0.7471909 5160.1829 23.070250 3.856169 1982-1999 –> 2000-2009 2.0330089 1.2858181 10176.5026 46.257443 12 17
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2283 0.7469149 5158.4959 23.091988 3.857005 1982-1999 –> 2000-2009 2.0384515 1.2915366 10188.1104 46.272021 11 18
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3825 0.9493076 10470.9085 27.052678 9.069600 2000-2009 –> 2010-2019 1.6316342 0.6823266 15218.4429 51.782139 1 4
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3825 0.9506536 10481.7474 27.104975 9.137466 2000-2009 –> 2010-2019 1.6329077 0.6822541 15228.7965 51.880620 3 5
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3825 0.9511331 10485.6048 242.220709 9.151803 2000-2009 –> 2010-2019 1.6333551 0.6822220 15232.4393 514.563884 4 5
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 3825 0.9590009 10548.6254 37.225075 8.756330 2000-2009 –> 2010-2019 1.6589054 0.6999045 15412.2982 62.194814 10 14
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate 3825 0.9595701 10551.1651 16.685301 8.824986 2000-2009 –> 2010-2019 1.6599483 0.7003782 15415.9268 30.713936 11 16
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3825 0.9503143 10479.0166 27.140860 8.882771 2000-2009 –> 2010-2019 1.6804098 0.7300955 15535.5177 50.589841 2 10
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3825 0.9516202 10489.5216 27.158709 8.950499 2000-2009 –> 2010-2019 1.6814622 0.7298420 15544.4373 50.620769 5 12
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3825 0.9520691 10493.1293 250.274415 8.964581 2000-2009 –> 2010-2019 1.6818618 0.7297927 15547.7369 529.634700 6 12
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate 3825 0.9599583 10554.2593 17.278679 8.641791 2000-2009 –> 2010-2019 1.6938917 0.7339334 15632.6997 30.463897 12 21
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3825 0.9543275 10509.2546 26.261373 8.906048 2000-2009 –> 2010-2019 1.7015184 0.7471909 15669.4375 49.331623 7 19
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4378 1.0309739 12705.3178 21.227105 4.763499 1982-1999 –> 2000-2009 2.4173142 1.3863403 21192.4892 30.234086 4 5
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4378 1.0302898 12699.5063 141.277153 4.772345 1982-1999 –> 2000-2009 2.4184530 1.3881632 21193.0557 242.547661 1 4
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4378 1.0310703 12706.1363 21.222352 4.764154 1982-1999 –> 2000-2009 2.4185433 1.3874731 21197.2719 30.228101 5 7
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4378 1.0303847 12700.3121 141.716344 4.772964 1982-1999 –> 2000-2009 2.4196480 1.3892633 21197.7068 243.955650 2 7
Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 4378 1.0318442 12710.7058 12.917802 4.739387 1982-1999 –> 2000-2009 2.4200539 1.3882097 21202.4179 21.215034 7 11
Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 4378 1.0319484 12711.5901 12.928606 4.739954 1982-1999 –> 2000-2009 2.4213002 1.3893518 21207.2940 21.224242 8 14
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4378 1.0313791 12708.7586 136.537521 4.765327 1982-1999 –> 2000-2009 2.4230947 1.3917156 21214.7141 206.909335 6 13
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4378 1.0307661 12703.5529 344.017119 4.773172 1982-1999 –> 2000-2009 2.4245131 1.3937470 21216.5880 549.122547 3 11
Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 4378 1.0322786 12714.3918 103.865634 4.740838 1982-1999 –> 2000-2009 2.4260768 1.3937982 21225.6053 160.281075 9 18
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4378 1.0442482 12817.3358 21.217214 5.845723 1982-1999 –> 2000-2009 2.4381922 1.3939441 21331.0573 31.966362 10 20
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6471 1.1506507 20194.0229 19.898416 13.112382 2000-2009 –> 2010-2019 2.1816246 1.0309739 32899.3407 41.125521 1 5
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6471 1.1506571 20194.0943 19.893096 13.115061 2000-2009 –> 2010-2019 2.1817274 1.0310703 32900.2306 41.115448 2 7
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6471 1.1507130 20194.7229 112.843888 13.134917 2000-2009 –> 2010-2019 2.1820921 1.0313791 32903.4815 249.381409 3 9
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6471 1.1624569 20326.1371 206.569298 12.983105 2000-2009 –> 2010-2019 2.1927468 1.0302898 33025.6433 347.846451 5 6
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6471 1.1624746 20326.3337 207.340413 12.985406 2000-2009 –> 2010-2019 2.1928593 1.0303847 33026.6459 349.056757 6 8
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6471 1.1626623 20328.4237 427.061595 13.003685 2000-2009 –> 2010-2019 2.1934284 1.0307661 33031.9765 771.078714 7 10
Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 6471 1.1634107 20334.7507 12.642700 12.904357 2000-2009 –> 2010-2019 2.1952548 1.0318442 33045.4565 25.560502 8 15
Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 6471 1.1634305 20334.9713 12.652400 12.907704 2000-2009 –> 2010-2019 2.1953789 1.0319484 33046.5613 25.581006 9 17
Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 6471 1.1635663 20336.4824 62.101511 12.928616 2000-2009 –> 2010-2019 2.1958450 1.0322786 33050.8742 165.967144 10 19
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6471 1.1571358 20266.7585 19.856174 13.255031 2000-2009 –> 2010-2019 2.2013839 1.0442482 33084.0943 41.073388 4 14
Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2112 0.5343126 3360.1019 701.169424 2.646100 1982-1999 –> 2000-2009 2.3667067 1.8323942 8127.7733 1238.563160 3 9
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2112 0.5388220 3395.6012 502.419551 2.652994 1982-1999 –> 2000-2009 2.3724090 1.8335870 8164.8006 1008.291833 8 16
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2112 0.5348348 3364.2283 525.350827 2.643077 1982-1999 –> 2000-2009 2.3784628 1.8436280 8146.2506 1056.848203 4 22
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2112 0.5500033 3482.3580 501.376143 2.694291 1982-1999 –> 2000-2009 2.3860873 1.8360841 8254.7528 1032.129679 12 22
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2112 0.9817702 5929.8830 12.920462 3.937694 1982-1999 –> 2000-2009 2.8120721 1.8303020 10694.8720 25.033395 17 20
Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2112 1.0283803 6123.8050 4.654193 3.685122 1982-1999 –> 2000-2009 2.8649385 1.8365583 10894.8062 8.741263 19 30
Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2112 1.0954244 6392.5794 29.796067 4.316037 1982-1999 –> 2000-2009 2.9221892 1.8267648 11153.0264 45.380738 22 23
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2112 1.0964271 6396.4444 12.971169 4.347147 1982-1999 –> 2000-2009 2.9243803 1.8279531 11158.4182 24.001755 24 26
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2112 1.0957870 6393.9777 9.390078 4.330198 1982-1999 –> 2000-2009 2.9270499 1.8312629 11160.1991 17.978359 23 28
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2112 1.0950624 6391.1836 16.043679 4.309595 1982-1999 –> 2000-2009 2.9328248 1.8377623 11165.7237 28.570595 21 35
Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3419 0.9333466 9245.0256 684.667941 15.815553 2000-2009 –> 2010-2019 1.4676592 0.5343126 12605.1274 1385.837365 1 4
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3419 0.9340053 9249.8499 562.594795 15.817472 2000-2009 –> 2010-2019 1.4688401 0.5348348 12614.0781 1087.945622 2 6
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3419 0.9356658 9261.9960 562.698691 15.811582 2000-2009 –> 2010-2019 1.4744878 0.5388220 12657.5972 1065.118242 3 11
Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3419 0.9512044 9374.6221 647.620083 15.914065 2000-2009 –> 2010-2019 1.4837096 0.5325052 12720.4115 1208.549928 7 9
Pacific (28.2,28.3] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3419 0.9517703 9378.6886 754.486654 15.927672 2000-2009 –> 2010-2019 1.4839678 0.5321975 12722.0366 1413.457263 8 9
Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3419 0.9494239 9361.8102 606.983154 15.873763 2000-2009 –> 2010-2019 1.4848483 0.5354244 12730.6924 1101.119310 6 12
Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3419 0.9456138 9334.3133 599.318984 15.709800 2000-2009 –> 2010-2019 1.4922749 0.5466612 12790.9260 1102.164432 5 15
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3419 0.9425565 9312.1695 565.518798 15.824606 2000-2009 –> 2010-2019 1.4925598 0.5500033 12794.5275 1066.894941 4 16
Pacific (28.2,28.3] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3419 0.9620517 9450.1594 562.418438 16.439376 2000-2009 –> 2010-2019 1.4974950 0.5354433 12817.1904 1066.545357 11 18
Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3419 0.9627556 9455.1603 676.159187 16.457546 2000-2009 –> 2010-2019 1.4978568 0.5351012 12819.4922 1293.057998 12 17
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 277 0.3388820 200.6068 316.053218 1.435552 1982-1999 –> 2000-2009 1.0963282 0.7574461 805.7150 1162.519600 1 12
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 277 0.3393956 201.4458 326.333305 1.436005 1982-1999 –> 2000-2009 1.0973577 0.7579620 806.9068 1224.539425 2 14
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 277 0.3398246 202.1455 322.821254 1.436928 1982-1999 –> 2000-2009 1.1007472 0.7609227 809.6259 1205.423542 3 17
Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 277 0.3398865 202.2464 520.496806 1.437663 1982-1999 –> 2000-2009 1.1008213 0.7609348 809.7350 1347.271452 4 19
Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 277 0.3449341 208.4133 322.729406 1.550814 1982-1999 –> 2000-2009 1.1058690 0.7609349 813.9020 1056.123581 5 21
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 277 0.4155501 313.5957 10.466158 1.627165 1982-1999 –> 2000-2009 1.1309246 0.7153745 889.1022 21.824158 9 10
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 277 0.4808700 394.4763 11.025517 1.873847 1982-1999 –> 2000-2009 1.2068603 0.7259903 977.6132 22.838224 12 14
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 277 0.4809460 394.5638 4.982394 1.873622 1982-1999 –> 2000-2009 1.2084020 0.7274560 978.7454 13.851403 13 16
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 277 0.4809790 394.6018 30.367284 1.873565 1982-1999 –> 2000-2009 1.2086245 0.7276455 978.9184 68.232033 15 19
Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 277 0.4809772 394.5998 131.448591 1.873768 1982-1999 –> 2000-2009 1.2090007 0.7280235 979.1853 226.586791 14 19
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 828 0.4526655 1051.2136 6.079250 3.314452 2000-2009 –> 2010-2019 0.8682156 0.4155501 1364.8093 16.545408 1 5
Pacific (28.3, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 828 0.5303102 1313.3727 934.068074 2.686643 2000-2009 –> 2010-2019 0.9071719 0.3768617 1572.8288 1629.301784 11 12
Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 828 0.5319701 1318.5479 692.633838 2.680422 2000-2009 –> 2010-2019 0.9124035 0.3804334 1583.2298 1280.452665 12 14
Pacific (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 828 0.5349143 1327.6880 677.567815 2.692251 2000-2009 –> 2010-2019 0.9196267 0.3847124 1598.5664 1249.123718 13 16
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 828 0.4745794 1129.5018 31.101591 3.315869 2000-2009 –> 2010-2019 0.9555584 0.4809790 1524.1036 61.468875 2 12
Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 828 0.4746055 1129.5929 128.562262 3.316682 2000-2009 –> 2010-2019 0.9555827 0.4809772 1524.1926 260.010853 3 12
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 828 0.4746932 1129.8987 5.866308 3.319371 2000-2009 –> 2010-2019 0.9556392 0.4809460 1524.4626 10.848702 4 12
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 828 0.4748789 1130.5464 6.322468 3.324705 2000-2009 –> 2010-2019 0.9557489 0.4808700 1525.0227 17.347984 5 12
Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + silicate + phosphate 828 0.4767849 1135.1800 14.539501 3.321457 2000-2009 –> 2010-2019 0.9578281 0.4810432 1527.8557 32.202689 6 17
Pacific (28.3, Inf] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 828 0.5440269 1353.6613 565.399057 2.633657 2000-2009 –> 2010-2019 0.9625832 0.4185563 1669.2504 1110.590197 14 19

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2009 8.9738544 4377.4393
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 10.0459200 4871.9330
Atlantic (26,26.5] 1982-1999 –> 2000-2009 13.0241822 3989.5496
Atlantic (26,26.5] 2000-2009 –> 2010-2019 11.2446531 4205.0470
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 10.1840989 3527.5899
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 11.0660623 3134.4663
Atlantic (26.75,27] 1982-1999 –> 2000-2009 10.5986039 7377.4682
Atlantic (26.75,27] 2000-2009 –> 2010-2019 10.8601223 6448.7356
Atlantic (27,27.25] 1982-1999 –> 2000-2009 8.6450681 12419.1308
Atlantic (27,27.25] 2000-2009 –> 2010-2019 9.8429398 11610.2180
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 7.3843560 23685.7216
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 8.7198746 23425.9672
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 8.9437522 38163.1941
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 10.8507813 41700.0013
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 7.2044367 14333.3651
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 9.2539344 17424.0392
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 7.5581801 30060.7031
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 9.7270331 38572.4722
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 7.1467649 45170.8036
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 7.6057008 46522.3738
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 7.1454466 10392.9338
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 8.2980119 12266.7866
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 8.6989882 9982.8092
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 10.3611815 12908.2274
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 8.4442038 7074.7072
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 9.0814435 9356.8255
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 4.7513208 10135.4426
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 4.6335187 12408.3558
Indian (-Inf,26] 1982-1999 –> 2000-2009 6.3584477 6848.5862
Indian (-Inf,26] 2000-2009 –> 2010-2019 5.2736224 4240.0439
Indian (26,26.5] 1982-1999 –> 2000-2009 5.4973645 9394.6022
Indian (26,26.5] 2000-2009 –> 2010-2019 5.3929770 5754.6545
Indian (26.5,26.75] 1982-1999 –> 2000-2009 5.2275352 9089.3591
Indian (26.5,26.75] 2000-2009 –> 2010-2019 5.4270537 6289.5764
Indian (26.75,27] 1982-1999 –> 2000-2009 6.0420420 10349.1025
Indian (26.75,27] 2000-2009 –> 2010-2019 5.4644727 6360.2995
Indian (27,27.25] 1982-1999 –> 2000-2009 4.8572807 9315.6328
Indian (27,27.25] 2000-2009 –> 2010-2019 4.7119917 5751.9540
Indian (27.25,27.5] 1982-1999 –> 2000-2009 4.3883021 15517.8307
Indian (27.25,27.5] 2000-2009 –> 2010-2019 4.4041383 10068.0269
Indian (27.5,27.75] 1982-1999 –> 2000-2009 3.4901518 13362.1219
Indian (27.5,27.75] 2000-2009 –> 2010-2019 3.7427514 10229.5706
Indian (27.75,27.85] 1982-1999 –> 2000-2009 2.7939466 5827.9461
Indian (27.75,27.85] 2000-2009 –> 2010-2019 3.3916974 4540.9546
Indian (27.85,27.95] 1982-1999 –> 2000-2009 2.5862008 8676.9318
Indian (27.85,27.95] 2000-2009 –> 2010-2019 2.8802306 6711.9508
Indian (27.95,28.05] 1982-1999 –> 2000-2009 2.7009055 14894.3876
Indian (27.95,28.05] 2000-2009 –> 2010-2019 3.0825286 11158.2620
Indian (28.05,28.1] 1982-1999 –> 2000-2009 1.6924655 5731.2168
Indian (28.05,28.1] 2000-2009 –> 2010-2019 2.1893279 5264.8099
Indian (28.1,28.2] 1982-1999 –> 2000-2009 2.0967621 11868.0211
Indian (28.1,28.2] 2000-2009 –> 2010-2019 2.1150408 8354.6208
Indian (28.2,28.3] 1982-1999 –> 2000-2009 1.6843118 5660.2165
Indian (28.2,28.3] 2000-2009 –> 2010-2019 1.4282413 3837.8793
Indian (28.3, Inf] 1982-1999 –> 2000-2009 1.0306570 1129.9771
Indian (28.3, Inf] 2000-2009 –> 2010-2019 0.8706722 759.9600
Pacific (-Inf,26] 1982-1999 –> 2000-2009 19.5187655 36707.6323
Pacific (-Inf,26] 2000-2009 –> 2010-2019 18.4316785 60101.0856
Pacific (26,26.5] 1982-1999 –> 2000-2009 12.8372612 21043.8514
Pacific (26,26.5] 2000-2009 –> 2010-2019 14.3993302 28482.5491
Pacific (26.5,26.75] 1982-1999 –> 2000-2009 10.6521080 16483.8404
Pacific (26.5,26.75] 2000-2009 –> 2010-2019 11.7972384 24467.6231
Pacific (26.75,27] 1982-1999 –> 2000-2009 9.0979557 22519.5041
Pacific (26.75,27] 2000-2009 –> 2010-2019 9.2976276 34296.8312
Pacific (27,27.25] 1982-1999 –> 2000-2009 7.0051587 38657.2021
Pacific (27,27.25] 2000-2009 –> 2010-2019 6.8355567 54899.3484
Pacific (27.25,27.5] 1982-1999 –> 2000-2009 4.9305293 41990.0282
Pacific (27.25,27.5] 2000-2009 –> 2010-2019 5.0270817 58373.6185
Pacific (27.5,27.75] 1982-1999 –> 2000-2009 4.5758481 36426.1896
Pacific (27.5,27.75] 2000-2009 –> 2010-2019 4.6251437 56560.7215
Pacific (27.75,27.85] 1982-1999 –> 2000-2009 3.1335212 12718.8270
Pacific (27.75,27.85] 2000-2009 –> 2010-2019 3.1881369 20871.0087
Pacific (27.85,27.95] 1982-1999 –> 2000-2009 2.3440314 13261.0939
Pacific (27.85,27.95] 2000-2009 –> 2010-2019 2.4659738 21112.0106
Pacific (27.95,28.05] 1982-1999 –> 2000-2009 2.1315069 18197.4524
Pacific (27.95,28.05] 2000-2009 –> 2010-2019 2.1452937 29295.9522
Pacific (28.05,28.1] 1982-1999 –> 2000-2009 1.9951620 9953.7685
Pacific (28.05,28.1] 2000-2009 –> 2010-2019 1.6655894 15443.7733
Pacific (28.1,28.2] 1982-1999 –> 2000-2009 2.4227189 21217.8200
Pacific (28.1,28.2] 2000-2009 –> 2010-2019 2.1912341 33001.4305
Pacific (28.2,28.3] 1982-1999 –> 2000-2009 2.6887121 9892.0623
Pacific (28.2,28.3] 2000-2009 –> 2010-2019 1.4843699 12727.2079
Pacific (28.3, Inf] 1982-1999 –> 2000-2009 1.1464935 884.9449
Pacific (28.3, Inf] 2000-2009 –> 2010-2019 0.9350358 1541.4322

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)

Version Author Date
b5955e0 Donghe-Zhu 2021-08-18
cceae84 Donghe-Zhu 2021-08-18
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9b7a798 Donghe-Zhu 2021-08-06
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1c501fd Donghe-Zhu 2021-07-30
68bce3f Donghe-Zhu 2021-07-30
400c457 Donghe-Zhu 2021-07-29
3ba7852 Donghe-Zhu 2021-07-29
ec68363 Donghe-Zhu 2021-07-28
d3018f6 Donghe-Zhu 2021-07-28
b8ba2c4 Donghe-Zhu 2021-07-28
a4ddd84 Donghe-Zhu 2021-07-27
7ef49ab Donghe-Zhu 2021-07-27
da818c0 Donghe-Zhu 2021-07-27
8623898 Donghe-Zhu 2021-07-27
f84b77c Donghe-Zhu 2021-07-27
70ad9a5 Donghe-Zhu 2021-07-27
0d0b48d Donghe-Zhu 2021-07-27
d0d97c6 Donghe-Zhu 2021-07-27
829510d Donghe-Zhu 2021-07-27
780627d Donghe-Zhu 2021-07-27
e9838c9 Donghe-Zhu 2021-07-27
2777f33 Donghe-Zhu 2021-07-27
d19760f Donghe-Zhu 2021-07-27
cac5680 Donghe-Zhu 2021-07-23
7bb279a Donghe-Zhu 2021-07-23
d52eac4 Donghe-Zhu 2021-07-23
dcf34b1 Donghe-Zhu 2021-07-23
419cb72 Donghe-Zhu 2021-07-22
9447d10 Donghe-Zhu 2021-07-22
639c9a0 Donghe-Zhu 2021-07-22
25bb96f Donghe-Zhu 2021-07-22
cdc98a3 Donghe-Zhu 2021-07-22
e4805a1 Donghe-Zhu 2021-07-22
7957fd1 Donghe-Zhu 2021-07-21
b94be4e Donghe-Zhu 2021-07-21
9950e70 Donghe-Zhu 2021-07-21
698b6f0 Donghe-Zhu 2021-07-20
d84a1cb Donghe-Zhu 2021-07-20
4dce223 Donghe-Zhu 2021-07-20
6f28c0c Donghe-Zhu 2021-07-20
db1e7b7 Donghe-Zhu 2021-07-19
ff0575d Donghe-Zhu 2021-07-19
5d60eac Donghe-Zhu 2021-07-19
57d0420 Donghe-Zhu 2021-07-16
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 
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
b5955e0 Donghe-Zhu 2021-08-18
cceae84 Donghe-Zhu 2021-08-18
1cdb694 Donghe-Zhu 2021-08-18
9b7a798 Donghe-Zhu 2021-08-06
90f70da Donghe-Zhu 2021-08-06
496fa02 Donghe-Zhu 2021-08-05
19ecfe2 Donghe-Zhu 2021-08-05
3253031 Donghe-Zhu 2021-08-05
6c70952 Donghe-Zhu 2021-08-01
2666bd7 Donghe-Zhu 2021-08-01
e51cfa2 Donghe-Zhu 2021-08-01
78cbc18 Donghe-Zhu 2021-08-01
c55d4d7 Donghe-Zhu 2021-08-01
26741db Donghe-Zhu 2021-08-01
ca539b5 Donghe-Zhu 2021-08-01
1e98138 Donghe-Zhu 2021-08-01
777b9e9 Donghe-Zhu 2021-08-01
b110c47 Donghe-Zhu 2021-08-01
3611a48 Donghe-Zhu 2021-08-01
af832ef Donghe-Zhu 2021-07-31
016f9ed Donghe-Zhu 2021-07-31
2080ac5 Donghe-Zhu 2021-07-31
50f0a16 Donghe-Zhu 2021-07-31
1682579 Donghe-Zhu 2021-07-31
9fa8832 Donghe-Zhu 2021-07-31
4abf542 Donghe-Zhu 2021-07-31
a2483f0 Donghe-Zhu 2021-07-31
3300527 Donghe-Zhu 2021-07-31
afeb6fd Donghe-Zhu 2021-07-31
cb3ef32 Donghe-Zhu 2021-07-31
6528618 Donghe-Zhu 2021-07-31
f50925e Donghe-Zhu 2021-07-31
f4de2f3 Donghe-Zhu 2021-07-30
43bc7b4 Donghe-Zhu 2021-07-30
f8c34a8 Donghe-Zhu 2021-07-30
4f897c4 Donghe-Zhu 2021-07-30
0f6e960 Donghe-Zhu 2021-07-30
fe067ea Donghe-Zhu 2021-07-30
fbca39a Donghe-Zhu 2021-07-30
f945f95 Donghe-Zhu 2021-07-30
a3006cd Donghe-Zhu 2021-07-30
a55ffdc Donghe-Zhu 2021-07-30
d5e4458 Donghe-Zhu 2021-07-30
10a97ef Donghe-Zhu 2021-07-30
1c501fd Donghe-Zhu 2021-07-30
68bce3f Donghe-Zhu 2021-07-30
400c457 Donghe-Zhu 2021-07-29
3ba7852 Donghe-Zhu 2021-07-29
ec68363 Donghe-Zhu 2021-07-28
d3018f6 Donghe-Zhu 2021-07-28
b8ba2c4 Donghe-Zhu 2021-07-28
a4ddd84 Donghe-Zhu 2021-07-27
7ef49ab Donghe-Zhu 2021-07-27
da818c0 Donghe-Zhu 2021-07-27
8623898 Donghe-Zhu 2021-07-27
f84b77c Donghe-Zhu 2021-07-27
70ad9a5 Donghe-Zhu 2021-07-27
0d0b48d Donghe-Zhu 2021-07-27
d0d97c6 Donghe-Zhu 2021-07-27
829510d Donghe-Zhu 2021-07-27
780627d Donghe-Zhu 2021-07-27
e9838c9 Donghe-Zhu 2021-07-27
2777f33 Donghe-Zhu 2021-07-27
d19760f Donghe-Zhu 2021-07-27
cac5680 Donghe-Zhu 2021-07-23
7bb279a Donghe-Zhu 2021-07-23
d52eac4 Donghe-Zhu 2021-07-23
dcf34b1 Donghe-Zhu 2021-07-23
419cb72 Donghe-Zhu 2021-07-22
9447d10 Donghe-Zhu 2021-07-22
639c9a0 Donghe-Zhu 2021-07-22
25bb96f Donghe-Zhu 2021-07-22
cdc98a3 Donghe-Zhu 2021-07-22
e4805a1 Donghe-Zhu 2021-07-22
7957fd1 Donghe-Zhu 2021-07-21
b94be4e Donghe-Zhu 2021-07-21
9950e70 Donghe-Zhu 2021-07-21
698b6f0 Donghe-Zhu 2021-07-20
d84a1cb Donghe-Zhu 2021-07-20
4dce223 Donghe-Zhu 2021-07-20
6f28c0c Donghe-Zhu 2021-07-20
db1e7b7 Donghe-Zhu 2021-07-19
ff0575d Donghe-Zhu 2021-07-19
5d60eac Donghe-Zhu 2021-07-19
57d0420 Donghe-Zhu 2021-07-16
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] 10 10 5 8 4 5 5
(26,26.5] 6 10 7 5 5 10 6
(26.5,26.75] 7 8 6 5 7 10 6
(26.75,27] 8 9 5 3 7 9 7
(27,27.25] 7 10 6 6 4 4 10
(27.25,27.5] 9 10 4 4 5 9 6
(27.5,27.75] 9 10 3 5 5 9 6
(27.75,27.85] 9 10 6 8 3 5 6
(27.85,27.95] 8 10 6 7 5 5 8
(27.95,28.05] 5 4 6 8 10 6 8
(28.05,28.1] 7 2 6 7 6 10 8
(28.1,28.15] 8 3 6 6 9 7 7
(28.15,28.2] 6 5 3 7 5 10 9
(28.2, Inf] 6 5 4 6 10 9 7
total 105.00 106.00 73.00 85.00 85.00 108.00 99.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 10 10 5 8 4 5 5
(26,26.5] 6 10 7 5 5 10 6
(26.5,26.75] 7 10 5 4 6 10 6
(26.75,27] 8 9 5 4 6 10 6
(27,27.25] 7 10 5 6 3 5 10
(27.25,27.5] 9 10 4 4 4 10 5
(27.5,27.75] 8 10 5 6 4 10 5
(27.75,27.85] 7 10 5 5 3 10 7
(27.85,27.95] 9 10 6 5 5 7 7
(27.95,28.05] 7 5 8 5 10 7 6
(28.05,28.1] 8 5 9 6 5 5 5
(28.1,28.15] 9 2 7 6 7 7 6
(28.15,28.2] 6 4 4 6 5 10 10
(28.2, Inf] 6 5 4 5 10 9 8
total 107.00 110.00 79.00 75.00 77.00 115.00 92.00
Indian - 1982-1999 --> 2000-2009
(-Inf,26] 7 4 6 6 10 4 10
(26,26.5] 6 4 6 7 10 4 10
(26.5,26.75] 7 10 7 6 4 4 9
(26.75,27] 7 10 7 6 6 7 6
(27,27.25] 7 10 7 6 6 5 7
(27.25,27.5] 8 8 7 6 10 5 4
(27.5,27.75] 9 5 9 4 10 4 5
(27.75,27.85] 9 2 8 7 8 5 6
(27.85,27.95] 7 9 3 5 8 6 9
(27.95,28.05] 8 5 4 8 10 6 6
(28.05,28.1] 7 4 4 7 10 6 8
(28.1,28.2] 6 3 4 8 10 6 8
(28.2,28.3] 8 10 7 7 5 5 7
(28.3, Inf] 8 7 6 6 5 10 6
total 104.00 91.00 85.00 89.00 112.00 77.00 101.00
Indian - 2000-2009 --> 2010-2019
(-Inf,26] 6 4 6 7 10 4 10
(26,26.5] 5 5 5 7 10 5 10
(26.5,26.75] 5 10 5 7 6 6 9
(26.75,27] 7 10 7 6 6 7 6
(27,27.25] 8 10 6 6 6 5 7
(27.25,27.5] 9 7 6 6 10 5 5
(27.5,27.75] 9 5 9 4 10 4 5
(27.75,27.85] 8 5 7 5 6 6 10
(27.85,27.95] 6 10 4 4 7 6 9
(27.95,28.05] 8 7 5 8 6 7 4
(28.05,28.1] 4 3 3 4 10 10 10
(28.1,28.2] 4 2 4 8 10 5 10
(28.2,28.3] 8 10 7 7 5 5 7
(28.3, Inf] 8 4 5 6 5 10 9
total 95.00 92.00 79.00 85.00 107.00 85.00 111.00
Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 7 6 6 6 10 4 9
(26,26.5] 9 10 4 4 4 10 5
(26.5,26.75] 7 10 6 6 4 10 4
(26.75,27] 7 10 5 6 7 8 6
(27,27.25] 4 10 6 6 10 6 6
(27.25,27.5] 5 10 8 5 5 10 4
(27.5,27.75] 6 10 6 6 7 5 8
(27.75,27.85] 6 8 6 5 8 6 10
(27.85,27.95] 5 6 7 4 10 6 10
(27.95,28.05] 5 5 7 5 10 5 10
(28.05,28.1] 5 5 7 6 10 4 10
(28.1,28.2] 6 4 6 7 10 4 10
(28.2,28.3] 6 6 6 8 10 5 8
(28.3, Inf] 7 6 7 7 10 5 7
total 85.00 106.00 87.00 81.00 115.00 88.00 107.00
Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 8 7 6 5 10 5 8
(26,26.5] 7 10 5 4 4 10 7
(26.5,26.75] 8 10 5 5 5 10 4
(26.75,27] 7 10 6 6 4 10 4
(27,27.25] 4 10 8 5 5 10 5
(27.25,27.5] 5 10 8 5 4 10 5
(27.5,27.75] 5 10 8 5 5 4 10
(27.75,27.85] 7 10 5 4 6 6 10
(27.85,27.95] 6 7 6 4 10 5 10
(27.95,28.05] 5 6 7 4 10 6 10
(28.05,28.1] 5 5 7 5 10 5 10
(28.1,28.2] 6 4 6 7 10 4 10
(28.2,28.3] 8 10 8 7 4 4 7
(28.3, Inf] 7 5 8 6 6 10 6
total 88.00 114.00 93.00 72.00 93.00 99.00 106.00

6.4 RMSE alternatives

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

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

Version Author Date
b5955e0 Donghe-Zhu 2021-08-18
cceae84 Donghe-Zhu 2021-08-18
1cdb694 Donghe-Zhu 2021-08-18
9b7a798 Donghe-Zhu 2021-08-06
90f70da Donghe-Zhu 2021-08-06
496fa02 Donghe-Zhu 2021-08-05
19ecfe2 Donghe-Zhu 2021-08-05
3253031 Donghe-Zhu 2021-08-05
6c70952 Donghe-Zhu 2021-08-01
2666bd7 Donghe-Zhu 2021-08-01
e51cfa2 Donghe-Zhu 2021-08-01
78cbc18 Donghe-Zhu 2021-08-01
c55d4d7 Donghe-Zhu 2021-08-01
26741db Donghe-Zhu 2021-08-01
ca539b5 Donghe-Zhu 2021-08-01
1e98138 Donghe-Zhu 2021-08-01
777b9e9 Donghe-Zhu 2021-08-01
b110c47 Donghe-Zhu 2021-08-01
3611a48 Donghe-Zhu 2021-08-01
af832ef Donghe-Zhu 2021-07-31
016f9ed Donghe-Zhu 2021-07-31
2080ac5 Donghe-Zhu 2021-07-31
50f0a16 Donghe-Zhu 2021-07-31
1682579 Donghe-Zhu 2021-07-31
9fa8832 Donghe-Zhu 2021-07-31
4abf542 Donghe-Zhu 2021-07-31
a2483f0 Donghe-Zhu 2021-07-31
3300527 Donghe-Zhu 2021-07-31
afeb6fd Donghe-Zhu 2021-07-31
cb3ef32 Donghe-Zhu 2021-07-31
6528618 Donghe-Zhu 2021-07-31
f50925e Donghe-Zhu 2021-07-31
f4de2f3 Donghe-Zhu 2021-07-30
43bc7b4 Donghe-Zhu 2021-07-30
f8c34a8 Donghe-Zhu 2021-07-30
4f897c4 Donghe-Zhu 2021-07-30
0f6e960 Donghe-Zhu 2021-07-30
fe067ea Donghe-Zhu 2021-07-30
fbca39a Donghe-Zhu 2021-07-30
f945f95 Donghe-Zhu 2021-07-30
a3006cd Donghe-Zhu 2021-07-30
a55ffdc Donghe-Zhu 2021-07-30
d5e4458 Donghe-Zhu 2021-07-30
10a97ef Donghe-Zhu 2021-07-30
1c501fd Donghe-Zhu 2021-07-30
68bce3f Donghe-Zhu 2021-07-30
400c457 Donghe-Zhu 2021-07-29
3ba7852 Donghe-Zhu 2021-07-29
ec68363 Donghe-Zhu 2021-07-28
d3018f6 Donghe-Zhu 2021-07-28
b8ba2c4 Donghe-Zhu 2021-07-28
a4ddd84 Donghe-Zhu 2021-07-27
7ef49ab Donghe-Zhu 2021-07-27
da818c0 Donghe-Zhu 2021-07-27
8623898 Donghe-Zhu 2021-07-27
f84b77c Donghe-Zhu 2021-07-27
70ad9a5 Donghe-Zhu 2021-07-27
0d0b48d Donghe-Zhu 2021-07-27
d0d97c6 Donghe-Zhu 2021-07-27
829510d Donghe-Zhu 2021-07-27
780627d Donghe-Zhu 2021-07-27
e9838c9 Donghe-Zhu 2021-07-27
2777f33 Donghe-Zhu 2021-07-27
d19760f Donghe-Zhu 2021-07-27
cac5680 Donghe-Zhu 2021-07-23
7bb279a Donghe-Zhu 2021-07-23
d52eac4 Donghe-Zhu 2021-07-23
dcf34b1 Donghe-Zhu 2021-07-23
419cb72 Donghe-Zhu 2021-07-22
9447d10 Donghe-Zhu 2021-07-22
639c9a0 Donghe-Zhu 2021-07-22
25bb96f Donghe-Zhu 2021-07-22
cdc98a3 Donghe-Zhu 2021-07-22
e4805a1 Donghe-Zhu 2021-07-22
7957fd1 Donghe-Zhu 2021-07-21
b94be4e Donghe-Zhu 2021-07-21
9950e70 Donghe-Zhu 2021-07-21
698b6f0 Donghe-Zhu 2021-07-20
d84a1cb Donghe-Zhu 2021-07-20
4dce223 Donghe-Zhu 2021-07-20
6f28c0c Donghe-Zhu 2021-07-20
db1e7b7 Donghe-Zhu 2021-07-19
ff0575d Donghe-Zhu 2021-07-19
5d60eac Donghe-Zhu 2021-07-19
57d0420 Donghe-Zhu 2021-07-16
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
b5955e0 Donghe-Zhu 2021-08-18
cceae84 Donghe-Zhu 2021-08-18
1cdb694 Donghe-Zhu 2021-08-18
9b7a798 Donghe-Zhu 2021-08-06
90f70da Donghe-Zhu 2021-08-06
496fa02 Donghe-Zhu 2021-08-05
19ecfe2 Donghe-Zhu 2021-08-05
3253031 Donghe-Zhu 2021-08-05
6c70952 Donghe-Zhu 2021-08-01
2666bd7 Donghe-Zhu 2021-08-01
e51cfa2 Donghe-Zhu 2021-08-01
78cbc18 Donghe-Zhu 2021-08-01
c55d4d7 Donghe-Zhu 2021-08-01
26741db Donghe-Zhu 2021-08-01
ca539b5 Donghe-Zhu 2021-08-01
1e98138 Donghe-Zhu 2021-08-01
777b9e9 Donghe-Zhu 2021-08-01
b110c47 Donghe-Zhu 2021-08-01
3611a48 Donghe-Zhu 2021-08-01
af832ef Donghe-Zhu 2021-07-31
016f9ed Donghe-Zhu 2021-07-31
2080ac5 Donghe-Zhu 2021-07-31
50f0a16 Donghe-Zhu 2021-07-31
1682579 Donghe-Zhu 2021-07-31
9fa8832 Donghe-Zhu 2021-07-31
4abf542 Donghe-Zhu 2021-07-31
a2483f0 Donghe-Zhu 2021-07-31
3300527 Donghe-Zhu 2021-07-31
afeb6fd Donghe-Zhu 2021-07-31
cb3ef32 Donghe-Zhu 2021-07-31
6528618 Donghe-Zhu 2021-07-31
f50925e Donghe-Zhu 2021-07-31
f4de2f3 Donghe-Zhu 2021-07-30
43bc7b4 Donghe-Zhu 2021-07-30
f8c34a8 Donghe-Zhu 2021-07-30
4f897c4 Donghe-Zhu 2021-07-30
0f6e960 Donghe-Zhu 2021-07-30
fe067ea Donghe-Zhu 2021-07-30
fbca39a Donghe-Zhu 2021-07-30
f945f95 Donghe-Zhu 2021-07-30
a3006cd Donghe-Zhu 2021-07-30
a55ffdc Donghe-Zhu 2021-07-30
d5e4458 Donghe-Zhu 2021-07-30
10a97ef Donghe-Zhu 2021-07-30
1c501fd Donghe-Zhu 2021-07-30
68bce3f Donghe-Zhu 2021-07-30
400c457 Donghe-Zhu 2021-07-29
3ba7852 Donghe-Zhu 2021-07-29
ec68363 Donghe-Zhu 2021-07-28
d3018f6 Donghe-Zhu 2021-07-28
b8ba2c4 Donghe-Zhu 2021-07-28
a4ddd84 Donghe-Zhu 2021-07-27
7ef49ab Donghe-Zhu 2021-07-27
da818c0 Donghe-Zhu 2021-07-27
8623898 Donghe-Zhu 2021-07-27
f84b77c Donghe-Zhu 2021-07-27
70ad9a5 Donghe-Zhu 2021-07-27
0d0b48d Donghe-Zhu 2021-07-27
d0d97c6 Donghe-Zhu 2021-07-27
829510d Donghe-Zhu 2021-07-27
780627d Donghe-Zhu 2021-07-27
e9838c9 Donghe-Zhu 2021-07-27
2777f33 Donghe-Zhu 2021-07-27
d19760f Donghe-Zhu 2021-07-27
cac5680 Donghe-Zhu 2021-07-23
7bb279a Donghe-Zhu 2021-07-23
d52eac4 Donghe-Zhu 2021-07-23
dcf34b1 Donghe-Zhu 2021-07-23
419cb72 Donghe-Zhu 2021-07-22
9447d10 Donghe-Zhu 2021-07-22
639c9a0 Donghe-Zhu 2021-07-22
25bb96f Donghe-Zhu 2021-07-22
cdc98a3 Donghe-Zhu 2021-07-22
e4805a1 Donghe-Zhu 2021-07-22
7957fd1 Donghe-Zhu 2021-07-21
b94be4e Donghe-Zhu 2021-07-21
9950e70 Donghe-Zhu 2021-07-21
698b6f0 Donghe-Zhu 2021-07-20
d84a1cb Donghe-Zhu 2021-07-20
4dce223 Donghe-Zhu 2021-07-20
6f28c0c Donghe-Zhu 2021-07-20
db1e7b7 Donghe-Zhu 2021-07-19
ff0575d Donghe-Zhu 2021-07-19
5d60eac Donghe-Zhu 2021-07-19
57d0420 Donghe-Zhu 2021-07-16
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_1.33       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_1.1.3      tibble_3.1.3     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         utf8_1.1.4               R6_2.5.0                
[10] nortest_1.0-4            DBI_1.1.0                colorspace_2.0-0        
[13] withr_2.3.0              gridExtra_2.3            tidyselect_1.1.0        
[16] curl_4.3                 compiler_4.0.3           git2r_0.27.1            
[19] cli_2.2.0                rvest_0.3.6              xml2_1.3.2              
[22] sass_0.2.0               labeling_0.4.2           scales_1.1.1            
[25] checkmate_2.0.0          goftest_1.2-2            digest_0.6.27           
[28] foreign_0.8-80           rmarkdown_2.10           rio_0.5.16              
[31] pkgconfig_2.0.3          htmltools_0.5.0          highr_0.8               
[34] dbplyr_1.4.4             rlang_0.4.10             readxl_1.3.1            
[37] rstudioapi_0.13          farver_2.0.3             generics_0.1.0          
[40] jsonlite_1.7.2           zip_2.1.1                magrittr_2.0.1          
[43] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[46] fansi_0.4.1              abind_1.4-5              lifecycle_1.0.0         
[49] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[52] MASS_7.3-53              plyr_1.8.6               grid_4.0.3              
[55] blob_1.2.1               parallel_4.0.3           promises_1.1.1          
[58] crayon_1.3.4             lattice_0.20-41          haven_2.3.1             
[61] hms_0.5.3                pillar_1.6.2             reprex_0.3.0            
[64] glue_1.4.2               evaluate_0.14            RcppArmadillo_0.10.1.2.2
[67] data.table_1.13.6        modelr_0.1.8             vctrs_0.3.8             
[70] tweenr_1.0.2             httpuv_1.5.4             cellranger_1.1.0        
[73] gtable_0.3.0             polyclip_1.10-0          reshape_0.8.8           
[76] assertthat_0.2.1         openxlsx_4.2.3           xfun_0.25               
[79] RcppEigen_0.3.3.9.1      later_1.2.0              viridisLite_0.3.0       
[82] ellipsis_0.3.2           here_1.0.1