Last updated: 2021-06-15

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1 Required data

Required are:

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

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

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

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

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

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

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

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

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

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

3 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 112

4 Fit all models

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

  • cstar_tref

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

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

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

5 Prepare coeffcients

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

5.1 Formatting

# lm_all_fitted <- lm_all_fitted_1

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

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

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

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

5.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

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

5.3 VIF threshold

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

  • 1000

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

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

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

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

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

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

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

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab n_predictors model nr_obs rmse aic vif_max resid_max eras rmse_sum rmse_lag aic_sum vif_max_sum rank rank_sum
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 113 1.8579016 474.6753 354.074761 5.097576 1982-1999 –> 2000-2009 2.9816459 1.1237444 676.0191 397.498933 1 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 113 2.1856671 511.3943 228.274959 5.736312 1982-1999 –> 2000-2009 3.2354766 1.0498095 704.4350 248.156617 5 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 113 2.2277259 515.7019 434.547569 6.020721 1982-1999 –> 2000-2009 3.2625753 1.0348493 706.9916 446.926784 10 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 113 2.2037023 513.2515 206.675635 6.279636 1982-1999 –> 2000-2009 3.3752998 1.1715975 719.6829 329.909142 6 19
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 113 2.3438406 527.1848 346.510804 6.397725 1982-1999 –> 2000-2009 3.3841749 1.0403343 719.1195 363.046873 16 19
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 113 2.4167017 534.1033 332.450202 5.549507 1982-1999 –> 2000-2009 3.4438964 1.0271947 724.4873 351.049921 22 23
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 113 2.3905851 531.6477 270.004604 5.894233 1982-1999 –> 2000-2009 3.5199936 1.1294085 733.6049 351.360451 20 31
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 113 2.3874046 531.3469 141.947781 8.251858 1982-1999 –> 2000-2009 3.6012847 1.2138801 742.1036 401.240276 19 33
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 113 2.4529797 535.4707 56.439394 7.615694 1982-1999 –> 2000-2009 3.6916653 1.2386857 746.6954 62.098347 24 39
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + silicate + phosphate 113 2.2278798 513.7175 42.388942 6.013985 1982-1999 –> 2000-2009 3.7815811 1.5537013 752.5861 50.878029 11 31
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 58 0.6660142 131.4493 119.407051 2.495730 2000-2009 –> 2010-2019 2.5239157 1.8579016 606.1246 473.481812 16 17
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 58 0.5997167 119.2863 103.044884 3.175248 2000-2009 –> 2010-2019 2.8034190 2.2037023 632.5378 309.720519 5 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 58 0.6615272 130.6652 37.700230 2.475243 2000-2009 –> 2010-2019 2.8471942 2.1856671 642.0595 265.975189 15 20
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 58 0.6578455 130.0178 33.028133 2.458526 2000-2009 –> 2010-2019 2.8855714 2.2277259 645.7197 467.575701 13 23
Atlantic (-Inf,26] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 58 0.6383206 126.5228 101.539104 3.350427 2000-2009 –> 2010-2019 2.9530144 2.3146938 650.8796 454.803544 10 24
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 58 0.5856762 116.5382 218.226307 3.012828 2000-2009 –> 2010-2019 2.9730808 2.3874046 647.8851 360.174088 1 20
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 58 0.6026448 119.8513 274.765784 2.745887 2000-2009 –> 2010-2019 2.9932299 2.3905851 651.4990 544.770388 7 27
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 58 0.5860599 116.6142 32.121738 3.116760 2000-2009 –> 2010-2019 3.0027617 2.4167017 650.7176 364.571940 2 24
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 58 0.6601421 130.4221 32.918911 2.468684 2000-2009 –> 2010-2019 3.0039827 2.3438406 657.6069 379.429715 14 30
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 58 0.6969419 134.7147 4.044677 2.506694 2000-2009 –> 2010-2019 3.1499215 2.4529797 670.1854 60.484071 26 50
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 234 3.8674858 1311.0822 173.146806 9.606213 1982-1999 –> 2000-2009 6.9775101 3.1100243 3388.3660 469.553828 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 234 4.0109926 1328.1334 173.496848 10.219007 1982-1999 –> 2000-2009 7.0751200 3.0641274 3393.4041 463.874615 5 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 234 3.9817221 1324.7056 11.862042 10.141099 1982-1999 –> 2000-2009 7.1890119 3.2072898 3426.8724 28.242416 2 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 234 3.9946289 1326.2202 9.498563 10.325831 1982-1999 –> 2000-2009 7.2111674 3.2165385 3430.7136 20.216869 4 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 234 4.0222591 1329.4461 8.577955 10.531635 1982-1999 –> 2000-2009 7.2611090 3.2388500 3439.5248 21.543000 6 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 234 4.1222741 1340.9408 10.797126 10.612326 1982-1999 –> 2000-2009 7.2792048 3.1569308 3430.3201 24.533755 7 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 234 4.1447068 1343.4806 9.535129 10.738891 1982-1999 –> 2000-2009 7.3185846 3.1738778 3437.1859 20.031093 8 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 234 4.1513235 1344.2272 8.835088 10.687848 1982-1999 –> 2000-2009 7.3331925 3.1818690 3439.9642 19.128681 9 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 234 3.9854728 1325.1462 57.430161 10.714327 1982-1999 –> 2000-2009 7.3899911 3.4045184 3475.5322 114.931658 3 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 234 4.2076476 1350.5342 9.514806 10.671519 1982-1999 –> 2000-2009 7.4180265 3.2103789 3453.4788 20.248212 11 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 367 3.2323894 1916.6455 258.703180 11.346938 2000-2009 –> 2010-2019 7.0998751 3.8674858 3227.7277 431.849987 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 367 3.2693354 1924.9875 11.405204 11.469014 2000-2009 –> 2010-2019 7.2510575 3.9817221 3249.6931 23.267246 3 5
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 367 3.2702578 1925.1946 67.427605 11.462573 2000-2009 –> 2010-2019 7.2557305 3.9854728 3250.3408 124.857766 4 7
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 367 3.2690245 1924.9177 9.185522 11.482554 2000-2009 –> 2010-2019 7.2636533 3.9946289 3251.1379 18.684085 2 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 367 3.2827991 1928.0041 258.644315 12.638261 2000-2009 –> 2010-2019 7.2937917 4.0109926 3256.1374 432.141163 7 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 367 3.2766064 1926.6182 9.796421 11.475763 2000-2009 –> 2010-2019 7.2988655 4.0222591 3256.0642 18.374376 6 12
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 367 3.2705575 1923.2619 7.599152 11.354290 2000-2009 –> 2010-2019 7.4263822 4.1558246 3265.9962 14.610391 5 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 367 3.3113842 1934.3677 13.059038 12.710500 2000-2009 –> 2010-2019 7.4336582 4.1222741 3275.3085 23.856164 8 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 367 3.3134121 1934.8171 9.197077 12.719618 2000-2009 –> 2010-2019 7.4581189 4.1447068 3278.2977 18.732206 9 17
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 367 3.3151547 1935.2030 8.435644 12.708674 2000-2009 –> 2010-2019 7.4664782 4.1513235 3279.4302 17.270733 10 19
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 389 2.5471392 1845.3415 74.865999 7.572241 1982-1999 –> 2000-2009 5.4195129 2.8723737 4412.5893 124.965658 3 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 389 2.5121539 1834.5815 75.111235 7.874148 1982-1999 –> 2000-2009 5.4213288 2.9091749 4414.9674 125.440427 1 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 389 2.5155224 1835.6240 74.679619 8.023558 1982-1999 –> 2000-2009 5.4373880 2.9218657 4420.5020 125.214581 2 18
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 389 2.6645481 1880.4010 94.679204 8.528133 1982-1999 –> 2000-2009 5.4411564 2.7766083 4412.6551 165.905640 7 11
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 389 2.7007526 1890.9009 73.344582 8.584403 1982-1999 –> 2000-2009 5.4488282 2.7480756 4412.4952 143.094909 8 11
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 389 2.7944197 1917.4260 84.223847 8.598476 1982-1999 –> 2000-2009 5.5108408 2.7164211 4427.0639 154.695587 12 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 389 2.6055927 1862.9938 86.174101 7.172022 1982-1999 –> 2000-2009 5.5686983 2.9631056 4462.3359 159.131720 4 22
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 389 2.7619267 1908.3266 77.262299 7.535597 1982-1999 –> 2000-2009 5.6284119 2.8664851 4473.4565 132.142921 11 22
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 389 2.6056972 1861.0250 10.091969 7.187997 1982-1999 –> 2000-2009 5.6346000 3.0289028 4481.0324 24.783389 5 25
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 389 2.7302291 1897.3461 4.030074 8.890109 1982-1999 –> 2000-2009 5.6806477 2.9504186 4490.2600 6.924466 10 27
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 464 4.2667218 2677.1599 58.086925 11.615654 2000-2009 –> 2010-2019 7.0286485 2.7619267 4585.4864 135.349225 3 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 464 4.5299332 2732.7112 52.302805 12.273661 2000-2009 –> 2010-2019 7.0420871 2.5121539 4567.2927 127.414040 16 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 464 4.4973688 2726.0160 51.642890 11.943199 2000-2009 –> 2010-2019 7.0445080 2.5471392 4571.3575 126.508888 14 17
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 464 4.3812784 2701.7470 104.767815 11.196612 2000-2009 –> 2010-2019 7.0458266 2.6645481 4582.1480 199.447019 7 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 464 4.5360593 2733.9654 52.441846 12.310092 2000-2009 –> 2010-2019 7.0515817 2.5155224 4569.5894 127.121466 17 19
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 464 4.3669911 2698.7159 98.766101 10.909202 2000-2009 –> 2010-2019 7.0677437 2.7007526 4589.6167 172.110682 6 14
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 464 4.3598236 2697.1915 101.931042 10.761671 2000-2009 –> 2010-2019 7.1542432 2.7944197 4614.6175 186.154889 4 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 464 4.2463231 2672.7126 58.400413 11.173199 2000-2009 –> 2010-2019 7.1557639 2.9094408 4621.5203 133.959445 2 19
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 464 4.6362827 2754.2461 107.753173 11.065118 2000-2009 –> 2010-2019 7.2418754 2.6055927 4617.2399 193.927274 21 25
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 464 4.2427922 2671.9406 57.654964 11.050931 2000-2009 –> 2010-2019 7.2692302 3.0264381 4651.4214 133.519828 1 20
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 603 2.2497016 2703.0618 48.741016 10.921549 1982-1999 –> 2000-2009 3.8946057 1.6449041 6991.1257 91.913291 1 3
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 603 2.2627853 2710.0552 123.825389 8.292722 1982-1999 –> 2000-2009 3.9170687 1.6542834 7010.7986 199.039478 2 5
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 603 2.3509811 2756.1681 173.778055 9.979930 1982-1999 –> 2000-2009 3.9295004 1.5785194 6952.3677 371.441045 8 9
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 603 2.2680788 2712.8732 117.809855 7.687926 1982-1999 –> 2000-2009 3.9683321 1.7002533 7074.7394 192.953455 3 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 603 2.2969705 2728.1387 48.608974 10.993365 1982-1999 –> 2000-2009 3.9930743 1.6961038 7084.5559 91.784796 5 10
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 603 2.2867790 2722.7758 131.281784 7.340916 1982-1999 –> 2000-2009 4.0184809 1.7317020 7125.5123 206.521796 4 12
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 603 2.3219498 2741.1830 48.640531 10.983234 1982-1999 –> 2000-2009 4.0399098 1.7179600 7126.1527 91.817249 6 13
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 603 2.3775009 2767.6960 66.631381 12.376695 1982-1999 –> 2000-2009 4.0703890 1.6928882 7117.8813 218.982685 10 14
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 603 2.3419913 2749.5478 18.564909 12.292517 1982-1999 –> 2000-2009 4.1091856 1.7671943 7195.5274 50.064033 7 16
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 603 2.3770516 2767.4681 3.907343 12.280808 1982-1999 –> 2000-2009 4.1921935 1.8151419 7273.1460 10.062928 9 19
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 873 2.4951514 4087.9207 98.225751 10.324191 2000-2009 –> 2010-2019 4.7579367 2.2627853 6797.9760 222.051140 2 4
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 873 2.4270365 4039.5942 270.867702 9.744290 2000-2009 –> 2010-2019 4.7780175 2.3509811 6795.7623 444.645757 1 9
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 873 2.5151472 4101.8572 97.435244 10.466575 2000-2009 –> 2010-2019 4.7832260 2.2680788 6814.7304 215.245099 3 6
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 873 2.5581855 4131.4814 100.966816 10.621590 2000-2009 –> 2010-2019 4.8449645 2.2867790 6854.2572 232.248600 4 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 873 2.9078260 4355.1571 30.135850 14.115432 2000-2009 –> 2010-2019 5.1575276 2.2497016 7058.2188 78.876866 6 7
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 873 2.9411227 4375.0364 30.241636 14.229345 2000-2009 –> 2010-2019 5.2380932 2.2969705 7103.1752 78.850610 8 13
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 873 2.7354734 4248.4744 112.284434 8.940963 2000-2009 –> 2010-2019 5.2578407 2.5223673 7089.5028 253.607406 5 17
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 873 2.9526717 4381.8791 30.252835 14.244691 2000-2009 –> 2010-2019 5.2746215 2.3219498 7123.0621 78.893366 10 16
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 873 3.0369127 4428.9959 200.097279 14.513261 2000-2009 –> 2010-2019 5.4144136 2.3775009 7196.6919 266.728660 11 21
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 873 2.9497439 4378.1469 23.998454 13.899862 2000-2009 –> 2010-2019 5.4725384 2.5227944 7217.3796 42.925901 9 23
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 967 2.1647875 4251.8983 158.594486 6.424577 1982-1999 –> 2000-2009 3.6321668 1.4673793 9161.2617 318.781468 2 7
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 967 2.1383141 4228.1014 115.595359 5.950446 1982-1999 –> 2000-2009 3.6621726 1.5238585 9240.0416 261.205764 1 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 967 2.3234843 4388.7205 55.880958 11.276096 1982-1999 –> 2000-2009 3.6897113 1.3662270 9104.0932 82.199697 6 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 967 2.3139393 4380.7591 53.666047 11.338656 1982-1999 –> 2000-2009 3.7044120 1.3904727 9143.9086 79.990237 5 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 967 2.4220809 4469.0958 56.480160 10.986458 1982-1999 –> 2000-2009 3.7720141 1.3499332 9151.8825 145.507344 11 12
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 967 2.4033393 4454.0727 353.472299 10.764183 1982-1999 –> 2000-2009 3.7959935 1.3926542 9221.4800 1110.625175 10 14
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 967 2.3506039 4411.1633 122.729238 6.124785 1982-1999 –> 2000-2009 3.8786472 1.5280433 9430.5519 262.167147 7 15
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 967 2.4222152 4467.2031 56.226839 11.016607 1982-1999 –> 2000-2009 3.8949444 1.4727292 9384.4507 139.510746 12 18
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 967 2.3754039 4431.4611 119.756735 6.227370 1982-1999 –> 2000-2009 3.9524125 1.5770085 9536.5168 262.871985 8 17
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 967 2.4925242 4524.5415 55.893874 14.071075 1982-1999 –> 2000-2009 4.1571894 1.6646652 9776.5174 82.428174 14 24
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1287 2.1506581 5637.4498 284.361521 8.049067 2000-2009 –> 2010-2019 4.3154456 2.1647875 9889.3481 442.956007 1 3
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1287 2.2933791 5802.8355 236.028532 7.255217 2000-2009 –> 2010-2019 4.4316932 2.1383141 10030.9369 351.623891 4 5
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1287 2.2243637 5724.1859 289.655862 8.009101 2000-2009 –> 2010-2019 4.5174044 2.2930407 10087.3985 477.658848 2 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1287 2.2770326 5784.4231 124.659518 7.954118 2000-2009 –> 2010-2019 4.5217501 2.2447175 10106.4434 200.877013 3 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1287 2.3684408 5885.7326 59.933563 12.679921 2000-2009 –> 2010-2019 4.6823801 2.3139393 10266.4917 113.599610 9 14
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1287 2.3613854 5878.0533 59.887506 12.618868 2000-2009 –> 2010-2019 4.6848697 2.3234843 10266.7738 115.768464 8 14
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1287 2.3481315 5863.5654 629.253535 12.339550 2000-2009 –> 2010-2019 4.7514708 2.4033393 10317.6381 982.725834 5 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1287 2.3502905 5865.9310 87.950691 12.288211 2000-2009 –> 2010-2019 4.7723714 2.4220809 10335.0268 144.430851 6 17
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1287 2.3577612 5872.0998 79.054349 12.689458 2000-2009 –> 2010-2019 4.7799764 2.4222152 10339.3029 135.281188 7 19
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1287 2.4448224 5967.4330 203.507492 7.874197 2000-2009 –> 2010-2019 4.7954263 2.3506039 10378.5962 326.236730 11 18
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1773 3.1350922 9097.4234 215.855318 13.722607 1982-1999 –> 2000-2009 5.1459030 2.0108107 17306.0576 693.069216 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1773 3.4984014 9486.2335 153.203147 10.630833 1982-1999 –> 2000-2009 5.6214011 2.1229997 17904.9780 443.176424 6 8
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1773 3.4672831 9454.5508 199.083451 11.553384 1982-1999 –> 2000-2009 5.6485305 2.1812474 17978.0439 662.170217 5 8
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1773 3.4155536 9401.2482 43.485929 10.289696 1982-1999 –> 2000-2009 5.6572376 2.2416840 18030.5103 100.638768 3 7
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1773 3.3565470 9339.4527 238.579143 14.459982 1982-1999 –> 2000-2009 5.7220127 2.3654657 18176.7177 823.247358 2 8
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1773 3.4998255 9485.6768 32.422030 10.724010 1982-1999 –> 2000-2009 5.7612129 2.2613873 18146.8057 89.560015 7 12
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1773 3.4663121 9451.5575 191.592039 16.247617 1982-1999 –> 2000-2009 5.8616881 2.3953761 18335.4504 637.349177 4 12
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1773 3.5493806 9537.5335 180.235704 11.471193 1982-1999 –> 2000-2009 5.9418265 2.3924459 18418.6894 546.479260 8 15
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1773 3.7336948 9715.0504 147.801361 13.225901 1982-1999 –> 2000-2009 6.1668009 2.4331062 18659.4254 433.559952 13 22
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1773 3.7157359 9699.9532 216.308283 12.105520 1982-1999 –> 2000-2009 6.1810265 2.4652906 18697.1839 720.543136 12 22
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1998 3.6073293 10810.8173 482.818222 10.101954 2000-2009 –> 2010-2019 6.7424216 3.1350922 19908.2408 698.673540 11 12
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1998 3.6164531 10820.9114 691.104551 12.214512 2000-2009 –> 2010-2019 6.9730001 3.3565470 20160.3641 929.683695 13 15
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1998 3.5708806 10770.2360 55.233117 10.428739 2000-2009 –> 2010-2019 6.9864342 3.4155536 20171.4842 98.719047 8 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1998 3.5194440 10712.2573 740.529024 10.376850 2000-2009 –> 2010-2019 7.1035190 3.5840750 20284.2838 996.448128 4 13
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1998 3.5268625 10720.6714 466.285299 10.923955 2000-2009 –> 2010-2019 7.1146172 3.5877547 20296.3367 627.090248 5 15
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1998 3.6230038 10828.1430 483.310003 11.665935 2000-2009 –> 2010-2019 7.1723843 3.5493806 20365.6764 663.545707 14 22
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1998 3.4438387 10625.4791 50.557404 12.519004 2000-2009 –> 2010-2019 7.1862070 3.7423683 20350.7574 95.850162 1 15
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1998 3.6085448 10810.1635 55.093887 10.678505 2000-2009 –> 2010-2019 7.1968165 3.5882717 20384.3397 87.491352 12 23
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1998 3.7751410 10992.5156 460.536258 10.833790 2000-2009 –> 2010-2019 7.2424241 3.4672831 20447.0663 659.619709 28 33
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1998 3.7990299 11017.7224 314.663699 10.969879 2000-2009 –> 2010-2019 7.2974313 3.4984014 20503.9559 467.866846 29 35
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3379 2.3446051 15361.7932 19.394744 13.377677 1982-1999 –> 2000-2009 3.9776385 1.6330334 29547.1953 35.735957 1 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3379 2.3448984 15362.6387 18.149224 13.193214 1982-1999 –> 2000-2009 3.9776512 1.6327527 29546.7649 34.189909 2 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3379 2.3449687 15362.8411 18.864874 12.832366 1982-1999 –> 2000-2009 3.9782678 1.6332991 29549.4506 34.371206 3 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3379 2.3756674 15450.7381 26.669177 11.892105 1982-1999 –> 2000-2009 4.0079844 1.6323170 29632.8835 61.076344 7 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3379 2.3839142 15474.1569 393.410706 11.829248 1982-1999 –> 2000-2009 4.0591635 1.6752494 29848.9889 1037.322887 8 14
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3379 2.3596144 15402.9174 17.791348 12.575707 1982-1999 –> 2000-2009 4.1249999 1.7653856 30164.7149 32.239580 5 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3379 2.3593808 15402.2484 17.629267 12.788989 1982-1999 –> 2000-2009 4.1263298 1.7669490 30170.6159 31.606842 4 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3379 2.3676671 15425.9415 18.392297 12.018620 1982-1999 –> 2000-2009 4.1409898 1.7733227 30221.0333 32.668196 6 16
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 3379 2.3917363 15494.2951 17.581679 11.202395 1982-1999 –> 2000-2009 4.1429249 1.7511886 30196.1646 31.372713 10 17
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3379 2.4020737 15523.4411 337.081883 11.101161 1982-1999 –> 2000-2009 4.1879450 1.7858712 30370.8681 923.318362 11 22
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3894 2.0646350 16710.6308 996.900221 12.886775 2000-2009 –> 2010-2019 4.4492781 2.3846431 32186.8538 1766.994305 1 13
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3894 2.0654464 16713.6909 795.912461 12.255116 2000-2009 –> 2010-2019 4.4497237 2.3842773 32188.8771 1405.667861 2 13
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3894 2.1042550 16858.6655 918.549644 12.767408 2000-2009 –> 2010-2019 4.4632521 2.3589970 32261.8146 1645.687796 3 7
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 3894 2.1116253 16883.8958 758.168164 12.465133 2000-2009 –> 2010-2019 4.5076860 2.3960607 32390.3986 1337.510325 4 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3894 2.2037908 17218.6070 562.469899 12.898500 2000-2009 –> 2010-2019 4.5630369 2.3592462 32622.4698 1019.728563 5 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3894 2.2297044 17309.6491 19.784728 11.933447 2000-2009 –> 2010-2019 4.5743095 2.3446051 32671.4423 39.179472 7 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3894 2.2333601 17322.4076 20.002624 11.877472 2000-2009 –> 2010-2019 4.5782585 2.3448984 32685.0462 38.151848 8 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3894 2.2624544 17423.2078 19.906606 12.121452 2000-2009 –> 2010-2019 4.6074231 2.3449687 32786.0489 38.771480 9 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3894 2.2866896 17506.1884 631.385771 14.315839 2000-2009 –> 2010-2019 4.6706038 2.3839142 32980.3452 1024.796477 10 20
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3894 2.3077027 17577.4281 31.408264 15.175702 2000-2009 –> 2010-2019 4.6833701 2.3756674 33028.1662 58.077441 11 20
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1320 1.2062582 4255.0589 30.358157 12.485767 1982-1999 –> 2000-2009 2.0415437 0.8352856 7423.4431 66.578929 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1320 1.2426479 4333.5232 27.739945 12.523202 1982-1999 –> 2000-2009 2.1282015 0.8855536 7650.6940 58.696506 3 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1320 1.2445589 4337.5800 24.753100 12.632417 1982-1999 –> 2000-2009 2.1318928 0.8873339 7659.8641 55.013453 4 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1320 1.2472027 4343.1821 27.516669 12.557962 1982-1999 –> 2000-2009 2.1340299 0.8868272 7664.0120 54.901390 5 8
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1320 1.2108119 4263.0062 29.482008 12.427993 1982-1999 –> 2000-2009 2.1590741 0.9482622 7752.3695 62.906180 2 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1320 1.2523141 4353.9795 25.584261 13.451041 1982-1999 –> 2000-2009 2.2087355 0.9564214 7867.1557 57.648798 6 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1320 1.2559537 4359.6411 25.179816 13.517333 1982-1999 –> 2000-2009 2.2538035 0.9978497 7978.7782 55.252255 7 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1320 1.3473639 4545.1138 22.125313 13.945862 1982-1999 –> 2000-2009 2.2573712 0.9100073 7929.6368 47.863406 8 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 1320 1.3653687 4580.1585 21.143530 10.876932 1982-1999 –> 2000-2009 2.3928908 1.0275221 8273.9003 45.990721 9 18
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1320 1.4112519 4667.4174 23.997837 10.839365 1982-1999 –> 2000-2009 2.5037290 1.0924771 8517.2228 51.649370 13 23
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1461 1.1724110 4624.9185 25.474766 5.084366 2000-2009 –> 2010-2019 2.3786692 1.2062582 8879.9774 55.832922 1 2
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1461 1.2153951 4728.1306 21.206231 5.850561 2000-2009 –> 2010-2019 2.4262070 1.2108119 8991.1369 50.688239 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1461 1.2208991 4743.3331 29.314537 5.213873 2000-2009 –> 2010-2019 2.4635470 1.2426479 9076.8563 57.054482 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1461 1.2234618 4749.4601 27.934616 5.216012 2000-2009 –> 2010-2019 2.4706645 1.2472027 9092.6422 55.451285 4 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1461 1.2265900 4756.9216 29.483447 5.233725 2000-2009 –> 2010-2019 2.4711488 1.2445589 9094.5016 54.236546 5 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1461 1.3112941 4952.0428 25.129814 5.750197 2000-2009 –> 2010-2019 2.5636082 1.2523141 9306.0223 50.714075 7 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1461 1.3270668 4984.9799 18.744999 5.744650 2000-2009 –> 2010-2019 2.5830205 1.2559537 9344.6211 43.924815 8 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1461 1.2623106 4838.8003 26.650720 5.084013 2000-2009 –> 2010-2019 2.6096745 1.3473639 9383.9140 48.776033 6 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1461 1.4958523 5334.8166 16.300351 7.527051 2000-2009 –> 2010-2019 2.8865329 1.3906806 9963.4685 41.018352 10 21
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1461 1.4903196 5323.9889 17.929561 7.516541 2000-2009 –> 2010-2019 2.8882200 1.3979004 9966.3111 45.643579 9 21
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1311 2.6559606 6295.6432 37.711491 23.033270 1982-1999 –> 2000-2009 3.3803942 0.7244336 9452.4225 73.616994 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1311 2.6724446 6311.8661 58.607949 23.099305 1982-1999 –> 2000-2009 3.4435289 0.7710843 9647.5055 108.615422 3 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1311 2.6804569 6319.7154 37.228470 23.157164 1982-1999 –> 2000-2009 3.4519044 0.7714475 9656.7045 61.502817 4 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1311 2.7213505 6359.4151 48.615868 23.431051 1982-1999 –> 2000-2009 3.4933453 0.7719948 9698.4366 97.145089 9 13
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1311 2.6808954 6318.1443 14.461416 23.410829 1982-1999 –> 2000-2009 3.5461042 0.8652088 9981.8701 31.894926 5 11
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 1311 2.6565723 6294.2470 36.691096 22.958250 1982-1999 –> 2000-2009 3.5873350 0.9307628 10167.2869 68.827893 2 10
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1311 2.6940438 6330.9725 50.153012 23.453271 1982-1999 –> 2000-2009 3.6297705 0.9357266 10219.2566 92.708884 7 16
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1311 2.6994049 6336.1851 15.858384 23.481100 1982-1999 –> 2000-2009 3.6377705 0.9383656 10232.5404 35.012984 8 18
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1311 2.7261362 6362.0221 48.078752 23.571077 1982-1999 –> 2000-2009 3.6758456 0.9497094 10292.8165 85.632894 10 21
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1311 2.9293603 6550.5406 23.835732 24.669206 1982-1999 –> 2000-2009 3.7016745 0.7723142 9888.7479 47.437388 23 28
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1449 1.1371207 4498.4750 23.067780 8.815103 2000-2009 –> 2010-2019 3.7930813 2.6559606 10794.1182 60.779271 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1449 1.1819705 4610.5801 51.466475 8.987232 2000-2009 –> 2010-2019 3.8544151 2.6724446 10922.4462 110.074424 2 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1449 1.1843597 4616.4320 25.755119 8.987766 2000-2009 –> 2010-2019 3.8648166 2.6804569 10936.1475 62.983588 3 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1449 1.1888693 4627.4456 48.542740 9.004989 2000-2009 –> 2010-2019 3.9102198 2.7213505 10986.8608 97.158608 4 13
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 1449 1.3150986 4917.8799 22.370215 8.353220 2000-2009 –> 2010-2019 3.9716709 2.6565723 11212.1268 59.061310 6 8
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1449 1.2015704 4656.2417 22.449429 8.876596 2000-2009 –> 2010-2019 4.1309306 2.9293603 11206.7824 46.285161 5 28
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1449 1.3534669 5003.2196 22.675436 9.925656 2000-2009 –> 2010-2019 4.1807262 2.8272593 11462.7415 55.197228 7 25
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1449 1.4288540 5160.3010 625.040409 9.828690 2000-2009 –> 2010-2019 4.1978455 2.7689915 11565.2207 1186.379526 8 21
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate 1449 1.4408265 5182.4825 19.236674 9.537828 2000-2009 –> 2010-2019 4.2787064 2.8378799 11649.8354 49.886556 9 30
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1449 1.7822562 5798.7804 23.065272 8.434817 2000-2009 –> 2010-2019 4.4631516 2.6808954 12116.9247 37.526687 12 17
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1414 3.6322668 7674.4735 95.572655 20.858739 1982-1999 –> 2000-2009 6.7628292 3.1305625 16444.1907 172.860784 1 2
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1414 3.6475524 7684.3495 93.068818 20.347423 1982-1999 –> 2000-2009 6.8027395 3.1551871 16478.8628 161.550473 2 4
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1414 3.7669686 7775.4514 70.666317 20.389606 1982-1999 –> 2000-2009 6.9510605 3.1840919 16601.1528 129.101603 11 14
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1414 3.6998773 7726.6296 111.485141 20.189411 1982-1999 –> 2000-2009 6.9755904 3.2757130 16651.3511 198.187431 3 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1414 3.7000770 7726.7822 28.469077 20.187001 1982-1999 –> 2000-2009 6.9765588 3.2764818 16652.3062 51.347257 5 11
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 1414 3.7879635 7789.1693 69.064387 19.765892 1982-1999 –> 2000-2009 6.9844253 3.1964618 16626.1313 122.970780 12 16
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1414 3.7075040 7732.4531 28.815351 20.389970 1982-1999 –> 2000-2009 6.9889083 3.2814043 16663.1113 66.277812 9 16
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1414 3.7000806 7724.7850 21.732322 20.178567 1982-1999 –> 2000-2009 7.0087299 3.3086493 16681.7217 42.379161 6 15
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1414 3.6998965 7724.6443 98.773399 20.170285 1982-1999 –> 2000-2009 7.0098143 3.3099178 16682.8920 183.138012 4 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1414 3.7079886 7730.8227 18.513834 20.487917 1982-1999 –> 2000-2009 7.0125537 3.3045651 16683.5351 37.492786 10 18
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1715 2.7998178 8412.3306 124.863030 17.289319 2000-2009 –> 2010-2019 6.4320846 3.6322668 16086.8041 220.435685 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1715 2.8891785 8520.0938 38.269797 18.411884 2000-2009 –> 2010-2019 6.5892555 3.7000770 16246.8761 66.738875 2 7
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1715 2.8896385 8520.6399 149.012341 18.398677 2000-2009 –> 2010-2019 6.5895158 3.6998773 16247.2695 260.497482 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1715 2.8896753 8520.6835 33.186320 18.499717 2000-2009 –> 2010-2019 6.5971793 3.7075040 16253.1366 62.001672 4 13
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1715 3.0361981 8688.3381 124.420128 17.912168 2000-2009 –> 2010-2019 6.6837505 3.6475524 16372.6877 217.488946 6 8
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1715 2.9829152 8627.6098 27.140432 19.650868 2000-2009 –> 2010-2019 6.6843501 3.7014350 16353.4298 46.291958 5 12
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1715 3.0468861 8700.3912 30.616890 18.941858 2000-2009 –> 2010-2019 6.7548747 3.7079886 16431.2139 49.130725 7 17
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1715 3.0799144 8737.3724 37.642679 18.925022 2000-2009 –> 2010-2019 6.7799950 3.7000806 16462.1573 59.375001 8 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1715 3.0807904 8738.3478 139.312466 18.962821 2000-2009 –> 2010-2019 6.7806869 3.6998965 16462.9920 238.085865 9 13
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + temp + phosphate_star 1715 3.0827242 8738.5001 14.890085 19.151763 2000-2009 –> 2010-2019 6.7850715 3.7023473 16463.0170 24.413755 10 18
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 784 0.5961690 1427.8772 57.455645 4.798624 1982-1999 –> 2000-2009 0.9781277 0.3819588 2302.8285 135.890870 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 784 0.5970101 1428.0878 51.251453 4.746034 1982-1999 –> 2000-2009 0.9794337 0.3824236 2303.3331 129.073962 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 784 0.6327990 1521.3749 212.308559 5.049425 1982-1999 –> 2000-2009 1.0434764 0.4106774 2533.0525 505.637970 3 6
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 784 0.6328539 1519.5111 189.121261 5.036732 1982-1999 –> 2000-2009 1.0486107 0.4157568 2552.3721 448.160202 4 10
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 784 0.6382570 1534.8413 41.486535 5.122156 1982-1999 –> 2000-2009 1.0500729 0.4118159 2551.7399 89.727743 5 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 784 0.6382635 1532.8572 40.669440 5.126915 1982-1999 –> 2000-2009 1.0561123 0.4178488 2575.1845 88.647954 6 13
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 784 0.6455032 1552.5427 187.377336 5.107329 1982-1999 –> 2000-2009 1.0584927 0.4129895 2574.8086 442.686560 7 12
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 784 0.6497789 1560.8947 183.723239 5.277019 1982-1999 –> 2000-2009 1.0748819 0.4251030 2635.6833 436.893337 8 17
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 784 0.7043508 1687.3450 33.633215 6.075085 1982-1999 –> 2000-2009 1.1230197 0.4186689 2733.3702 69.611874 9 17
Atlantic (28.05,28.1] 3 cstar_tref ~ sal + temp + phosphate_star 784 0.7436469 1770.4714 26.691098 6.801364 1982-1999 –> 2000-2009 1.1821301 0.4384832 2901.7073 52.494965 13 23
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 994 0.6687821 2035.0834 105.454892 2.485718 2000-2009 –> 2010-2019 1.2649510 0.5961690 3462.9605 162.910537 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 994 0.7018026 2128.8927 105.363636 2.745763 2000-2009 –> 2010-2019 1.2988126 0.5970101 3556.9806 156.615089 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 994 0.7023705 2132.5010 440.304111 2.715258 2000-2009 –> 2010-2019 1.3351695 0.6327990 3653.8759 652.612670 3 6
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 994 0.7038642 2136.7242 81.602632 2.739803 2000-2009 –> 2010-2019 1.3421212 0.6382570 3671.5655 123.089167 4 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 994 0.7047382 2139.1912 362.101623 2.729151 2000-2009 –> 2010-2019 1.3502414 0.6455032 3691.7339 549.478959 5 12
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 994 0.7445900 2246.5457 336.454121 2.995320 2000-2009 –> 2010-2019 1.3774439 0.6328539 3766.0567 525.575382 7 11
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 994 0.7508242 2263.1213 81.441541 3.071598 2000-2009 –> 2010-2019 1.3890876 0.6382635 3795.9784 122.110981 8 14
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 994 0.7086275 2148.1323 52.885599 2.821710 2000-2009 –> 2010-2019 1.4129783 0.7043508 3835.4773 86.518814 6 15
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 994 0.7760737 2328.8763 332.816182 3.238640 2000-2009 –> 2010-2019 1.4258526 0.6497789 3889.7709 516.539421 10 18
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 994 0.7698695 2314.9197 99.090251 2.795656 2000-2009 –> 2010-2019 1.5072882 0.7374187 4076.2034 150.962914 9 21
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1240 0.5941116 2241.6609 89.924673 4.402543 1982-1999 –> 2000-2009 1.0257707 0.4316591 3619.3596 157.991881 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1240 0.6191972 2344.2256 238.044401 4.533885 1982-1999 –> 2000-2009 1.0760603 0.4568630 3855.6212 435.206743 3 6
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1240 0.6197556 2346.4610 202.779660 4.741639 1982-1999 –> 2000-2009 1.0817647 0.4620091 3884.2463 370.947554 4 9
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1240 0.6224469 2357.2070 53.051445 4.669364 1982-1999 –> 2000-2009 1.0830419 0.4605950 3887.7699 90.749820 5 9
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 1240 0.6309085 2388.6933 88.280028 4.344082 1982-1999 –> 2000-2009 1.0865074 0.4555989 3891.5610 156.292421 6 8
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 1240 0.6189065 2341.0610 77.073960 5.233512 1982-1999 –> 2000-2009 1.1175201 0.4986136 4056.4836 137.442057 2 12
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1240 0.6334027 2398.4785 200.421466 5.047285 1982-1999 –> 2000-2009 1.1295955 0.4961927 4102.4344 368.372747 7 15
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + phosphate 1240 0.6392646 2419.3244 77.073158 4.885442 1982-1999 –> 2000-2009 1.1496859 0.5104212 4187.8890 137.405573 8 19
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1240 0.6408835 2427.5968 209.091396 5.357120 1982-1999 –> 2000-2009 1.1528197 0.5119362 4205.1436 384.828687 9 21
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1240 0.6645827 2517.6497 210.664047 4.427561 1982-1999 –> 2000-2009 1.1537535 0.4891708 4188.0261 381.281418 14 20
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1472 0.6280792 2822.1331 156.892872 2.891879 2000-2009 –> 2010-2019 1.2221908 0.5941116 5063.7940 246.817544 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 1472 0.6286543 2822.8275 153.746865 2.905736 2000-2009 –> 2010-2019 1.2475608 0.6189065 5163.8885 230.820825 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1472 0.6494040 2920.4294 332.384384 2.967745 2000-2009 –> 2010-2019 1.2691596 0.6197556 5266.8904 535.164045 3 7
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1472 0.6513683 2929.3208 426.062952 2.988081 2000-2009 –> 2010-2019 1.2705655 0.6191972 5273.5464 664.107352 4 7
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1472 0.6539021 2940.7510 101.780855 3.008111 2000-2009 –> 2010-2019 1.2763490 0.6224469 5297.9579 154.832301 7 12
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1472 0.6516809 2928.7337 326.506503 2.946482 2000-2009 –> 2010-2019 1.2850837 0.6334027 5327.2122 526.927969 6 13
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1472 0.6513742 2927.3475 357.223004 2.989652 2000-2009 –> 2010-2019 1.2922577 0.6408835 5354.9444 566.314399 5 14
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1472 0.6539365 2938.9057 100.089610 3.004675 2000-2009 –> 2010-2019 1.2961056 0.6421691 5371.4723 145.717164 8 18
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1472 0.6673759 3000.7959 150.888828 3.166801 2000-2009 –> 2010-2019 1.3221421 0.6547662 5483.5403 232.260372 9 20
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1472 0.6772846 3042.1852 75.557129 3.171250 2000-2009 –> 2010-2019 1.3321307 0.6548460 5523.2320 124.323618 10 22
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2158 0.6535289 4300.2482 920.594117 3.600495 1982-1999 –> 2000-2009 1.1510329 0.4975040 7280.4486 1760.930367 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2158 0.6787825 4465.8850 155.447821 3.888036 1982-1999 –> 2000-2009 1.1806885 0.5019060 7484.3621 278.742978 2 4
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2158 0.6789892 4467.1988 950.294894 3.829513 1982-1999 –> 2000-2009 1.1863738 0.5073847 7530.3828 1618.260373 3 6
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 2158 0.6789927 4465.2214 110.202784 3.832678 1982-1999 –> 2000-2009 1.1960709 0.5170782 7604.3373 187.134429 4 8
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2158 0.6961616 4572.9981 335.043792 3.876809 1982-1999 –> 2000-2009 1.2182756 0.5221140 7752.0248 548.392069 5 10
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2158 0.7059201 4633.0776 343.272815 3.897649 1982-1999 –> 2000-2009 1.2373741 0.5314540 7885.1199 563.811322 6 12
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2158 0.7266071 4757.7405 529.119540 4.019614 1982-1999 –> 2000-2009 1.2736675 0.5470604 8128.9681 872.203129 7 15
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2158 0.7372036 4820.2287 110.100791 4.134249 1982-1999 –> 2000-2009 1.2961117 0.5589080 8279.6872 202.490104 8 17
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2158 0.7684372 5001.3194 753.187263 4.684694 1982-1999 –> 2000-2009 1.3100419 0.5416047 8333.2731 1153.531853 9 16
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2158 0.7812642 5072.7692 161.244747 6.278895 1982-1999 –> 2000-2009 1.4326017 0.6513375 9164.4589 299.445388 10 22
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2865 0.6527941 5700.7102 244.661932 3.325047 2000-2009 –> 2010-2019 1.3315766 0.6787825 10166.5951 400.109754 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 2865 0.6590479 5753.3423 157.390313 2.965231 2000-2009 –> 2010-2019 1.3380406 0.6789927 10218.5636 267.593096 2 4
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2865 0.6830023 5957.9146 312.082038 3.180626 2000-2009 –> 2010-2019 1.3791639 0.6961616 10530.9127 647.125830 3 6
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2865 0.6908765 6023.5968 319.435060 3.206227 2000-2009 –> 2010-2019 1.3967965 0.7059201 10656.6744 662.707875 5 9
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2865 0.6926713 6038.4632 194.187971 3.696252 2000-2009 –> 2010-2019 1.4298749 0.7372036 10858.6919 304.288762 6 12
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2865 0.7073940 6158.9785 612.590586 3.303374 2000-2009 –> 2010-2019 1.4340012 0.7266071 10916.7190 1141.710126 7 12
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2865 0.6843511 5971.2195 868.687082 3.627171 2000-2009 –> 2010-2019 1.4527883 0.7684372 10972.5389 1621.874345 4 11
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2865 0.7894598 6789.9097 245.641457 3.048407 2000-2009 –> 2010-2019 1.5746864 0.7852266 11884.5132 392.789665 8 17
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2865 0.8108210 6942.8913 249.843716 3.277420 2000-2009 –> 2010-2019 1.5920853 0.7812642 12015.6605 411.088462 13 21
Atlantic (28.15,28.2] 3 cstar_tref ~ temp + aou + nitrate 2865 0.7944870 6822.2815 157.306268 2.917600 2000-2009 –> 2010-2019 1.5956049 0.8011179 11999.3595 259.761185 9 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2645 0.7730614 6158.5558 182.210748 4.527328 1982-1999 –> 2000-2009 1.2839099 0.5108485 11321.1517 390.453314 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2645 0.7833392 6228.4223 50.958618 4.467527 1982-1999 –> 2000-2009 1.3036386 0.5202995 11517.3223 88.870969 2 4
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2645 0.7849151 6237.0539 31.514534 4.436857 1982-1999 –> 2000-2009 1.3057683 0.5208532 11531.2830 62.561578 3 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2645 0.8209142 6476.2735 633.917968 4.349360 1982-1999 –> 2000-2009 1.3496103 0.5286962 11875.4780 999.267173 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2645 0.8220026 6483.2826 635.662996 4.351643 1982-1999 –> 2000-2009 1.3507248 0.5287222 11882.8262 993.532733 5 10
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2645 0.8220656 6481.6884 89.984366 4.355005 1982-1999 –> 2000-2009 1.3511123 0.5290467 11883.4591 184.094890 6 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2645 0.8251271 6501.3526 10.697342 4.335309 1982-1999 –> 2000-2009 1.3539160 0.5287889 11899.7651 30.522899 7 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2645 0.8265027 6510.1645 305.688815 4.383857 1982-1999 –> 2000-2009 1.3563569 0.5298542 11922.4436 512.122074 8 16
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2645 0.8271050 6516.0176 651.700818 4.379764 1982-1999 –> 2000-2009 1.3582654 0.5311605 11947.2625 1016.422492 9 18
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 2645 0.8586742 6710.1703 10.085041 4.418741 1982-1999 –> 2000-2009 1.3906870 0.5320128 12148.4619 29.663818 10 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4656 0.6559939 9301.1807 713.806088 4.113312 2000-2009 –> 2010-2019 1.4290553 0.7730614 15459.7366 896.016837 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4656 0.6991503 9894.4876 308.625629 4.043197 2000-2009 –> 2010-2019 1.4824894 0.7833392 16122.9099 359.584248 3 5
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 4656 0.7045759 9964.4734 256.947569 3.907592 2000-2009 –> 2010-2019 1.4894910 0.7849151 16201.5273 288.462104 4 7
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4656 0.7340897 10348.5924 887.914143 4.227225 2000-2009 –> 2010-2019 1.5550038 0.8209142 16824.8659 1521.832111 7 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4656 0.7338307 10345.3067 861.260606 4.231681 2000-2009 –> 2010-2019 1.5558333 0.8220026 16828.5893 1496.923602 6 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4656 0.7349020 10356.8914 713.369565 4.235827 2000-2009 –> 2010-2019 1.5569677 0.8220656 16838.5797 803.353931 9 15
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 4656 0.7349007 10356.8743 71.045399 4.182416 2000-2009 –> 2010-2019 1.5600278 0.8251271 16858.2270 81.742742 8 15
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4656 0.7386147 10403.8162 857.419245 4.161764 2000-2009 –> 2010-2019 1.5651174 0.8265027 16913.9807 1163.108060 10 18
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 4656 0.7396939 10415.4119 16.169105 4.107700 2000-2009 –> 2010-2019 1.5983681 0.8586742 17125.5822 26.254145 11 20
Atlantic (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4656 0.6957848 9849.5552 740.898442 5.450796 2000-2009 –> 2010-2019 1.6392057 0.9434209 17061.6357 1607.155486 2 15
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 243 1.2466734 810.7568 27.826227 6.096295 1982-1999 –> 2000-2009 2.8580031 1.6113297 2584.2432 60.622863 1 2
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 243 1.2480611 811.2975 24.233416 6.093527 1982-1999 –> 2000-2009 2.8621270 1.6140659 2586.3584 54.011794 2 4
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 243 1.2614575 816.4863 243.072798 6.053723 1982-1999 –> 2000-2009 2.8902112 1.6287538 2599.9537 498.630846 3 6
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 243 1.4739965 892.1611 53.500973 7.376497 1982-1999 –> 2000-2009 3.4557658 1.9817693 2857.6788 72.552265 11 15
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 243 1.4741727 892.2192 36.781776 7.375835 1982-1999 –> 2000-2009 3.4583529 1.9841802 2858.8652 48.139012 12 17
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 243 1.4840456 895.4632 366.797663 7.339380 1982-1999 –> 2000-2009 3.4851932 2.0011477 2870.0111 436.928736 14 20
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 243 1.5540376 915.8604 27.810970 7.749636 1982-1999 –> 2000-2009 3.7984779 2.2444404 2994.8827 40.573569 15 22
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 243 1.5549764 916.1539 23.974020 7.748877 1982-1999 –> 2000-2009 3.8001606 2.2451842 2995.4837 32.021808 16 24
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 243 1.5696935 920.7320 240.573437 7.722035 1982-1999 –> 2000-2009 3.8248107 2.2551172 3004.1584 309.287003 17 26
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 243 1.3787375 859.6919 24.193168 6.726746 1982-1999 –> 2000-2009 3.8605410 2.4818035 3034.0054 53.680837 6 16
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 171 1.2929481 587.1453 24.477075 3.139696 2000-2009 –> 2010-2019 2.5396215 1.2466734 1397.9021 52.303302 1 2
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 171 1.2939543 587.4114 21.328008 3.141117 2000-2009 –> 2010-2019 2.5420154 1.2480611 1398.7088 45.561424 2 4
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 171 1.3094460 591.4816 181.463542 3.166575 2000-2009 –> 2010-2019 2.5709034 1.2614575 1407.9679 424.536339 3 6
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 171 1.6763942 675.9696 23.268031 4.854027 2000-2009 –> 2010-2019 3.0551317 1.3787375 1535.6615 47.461199 5 11
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 171 1.6747915 675.6425 19.057906 3.861982 2000-2009 –> 2010-2019 3.1487880 1.4739965 1567.8037 72.558880 4 15
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 171 1.6768833 676.0694 10.395968 3.869098 2000-2009 –> 2010-2019 3.1510560 1.4741727 1568.2886 47.177745 6 18
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 171 1.7064752 682.0520 74.451558 3.926615 2000-2009 –> 2010-2019 3.1905207 1.4840456 1577.5153 441.249220 7 21
Indian (-Inf,26] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 171 2.1400311 759.4775 32.256343 5.077756 2000-2009 –> 2010-2019 3.4841126 1.3440815 1606.7971 60.118927 14 18
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 171 1.9340533 722.8663 14.822165 4.899816 2000-2009 –> 2010-2019 3.4880908 1.5540376 1638.7267 42.633136 9 24
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 171 1.9346121 722.9651 8.718886 4.897374 2000-2009 –> 2010-2019 3.4895885 1.5549764 1639.1190 32.692906 10 26
Indian (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 432 1.5866350 1638.7986 23.377845 4.895775 1982-1999 –> 2000-2009 3.3898676 1.8032326 5103.4351 36.781020 1 2
Indian (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 432 1.5874211 1639.2266 15.263844 4.902494 1982-1999 –> 2000-2009 3.3986929 1.8112718 5111.5052 27.762102 2 4
Indian (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 432 1.5949130 1643.2947 127.121106 4.951647 1982-1999 –> 2000-2009 3.4464876 1.8515747 5153.3817 252.773677 3 6
Indian (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 432 1.6337231 1664.0672 13.700992 5.200133 1982-1999 –> 2000-2009 3.6743235 2.0406004 5341.1569 26.075961 4 8
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 432 1.6346256 1664.5444 13.765648 5.211908 1982-1999 –> 2000-2009 3.6788034 2.0441778 5344.6434 26.212389 5 10
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 432 1.6445822 1669.7911 160.545655 5.328976 1982-1999 –> 2000-2009 3.7146622 2.0700800 5371.5224 251.287141 6 12
Indian (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 432 1.6495045 1670.3732 10.946054 4.908230 1982-1999 –> 2000-2009 3.8558589 2.2063545 5479.6345 22.037822 7 17
Indian (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 432 1.6509884 1671.1501 10.058581 4.915446 1982-1999 –> 2000-2009 3.8633204 2.2123320 5485.0595 21.242272 8 19
Indian (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 432 1.6696524 1680.8627 119.305648 4.969696 1982-1999 –> 2000-2009 3.9192839 2.2496315 5523.4958 203.751589 9 21
Indian (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 432 1.8859721 1788.1220 18.396664 6.436868 1982-1999 –> 2000-2009 4.3908862 2.5049141 5817.4195 30.840204 10 23
Indian (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 301 1.1838613 969.8074 16.048382 3.709710 2000-2009 –> 2010-2019 2.7704963 1.5866350 2608.6060 39.426227 1 2
Indian (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 301 1.1848132 970.2912 13.116132 3.716507 2000-2009 –> 2010-2019 2.7722343 1.5874211 2609.5178 28.379976 2 4
Indian (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 301 1.2062818 981.1017 147.143782 3.826338 2000-2009 –> 2010-2019 2.8011948 1.5949130 2624.3964 274.264888 3 6
Indian (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 301 1.2195458 987.6851 11.602088 3.266652 2000-2009 –> 2010-2019 2.8532689 1.6337231 2651.7523 25.303080 4 8
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 301 1.2196940 987.7582 11.632703 3.265768 2000-2009 –> 2010-2019 2.8543196 1.6346256 2652.3026 25.398350 5 10
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 301 1.2247327 990.2400 111.878665 3.228800 2000-2009 –> 2010-2019 2.8693149 1.6445822 2660.0311 272.424320 6 12
Indian (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 301 1.2265326 989.1241 10.373016 3.363650 2000-2009 –> 2010-2019 2.8760371 1.6495045 2659.4973 21.319070 7 14
Indian (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 301 1.2270438 989.3749 10.422992 3.369971 2000-2009 –> 2010-2019 2.8780322 1.6509884 2660.5251 20.481574 8 16
Indian (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 301 1.2438336 997.5563 111.565088 3.527465 2000-2009 –> 2010-2019 2.9134860 1.6696524 2678.4190 230.870736 9 18
Indian (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 301 1.3674268 1056.5853 14.220932 4.254238 2000-2009 –> 2010-2019 3.2533989 1.8859721 2844.7073 32.617597 10 20
Indian (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 499 1.2688351 1667.7237 59.933824 4.566266 1982-1999 –> 2000-2009 2.5917069 1.3228718 4375.9309 81.677387 6 7
Indian (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 499 1.2696809 1668.3888 45.455449 4.575522 1982-1999 –> 2000-2009 2.5938577 1.3241768 4378.1598 61.449647 7 9
Indian (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 499 1.2823309 1678.2828 202.495679 4.659544 1982-1999 –> 2000-2009 2.6190692 1.3367383 4403.0280 419.000114 8 11
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 499 1.2353292 1641.0155 16.779474 4.839917 1982-1999 –> 2000-2009 2.7564526 1.5211234 4570.6983 30.201953 3 7
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 499 1.2350281 1640.7722 22.351919 4.709331 1982-1999 –> 2000-2009 2.7875682 1.5525401 4602.8780 37.638156 1 6
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 499 1.2350922 1640.8240 18.264771 4.712249 1982-1999 –> 2000-2009 2.7878868 1.5527947 4603.1898 33.657340 2 8
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 499 1.2411712 1645.7240 233.136133 4.788206 1982-1999 –> 2000-2009 2.8013818 1.5602106 4615.6463 376.750887 5 13
Indian (26.5,26.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 499 1.2362239 1639.7380 13.014976 4.787909 1982-1999 –> 2000-2009 2.8140026 1.5777787 4625.4191 21.715215 4 13
Indian (26.5,26.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 499 1.2950028 1686.0965 10.189764 4.790375 1982-1999 –> 2000-2009 2.8536439 1.5586411 4652.4226 23.413321 9 16
Indian (26.5,26.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 499 1.3296190 1712.4233 19.938646 4.520269 1982-1999 –> 2000-2009 2.9173020 1.5876830 4708.0291 34.964137 11 21
Indian (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 273 0.7653481 642.7266 19.085165 2.351313 2000-2009 –> 2010-2019 2.0341832 1.2688351 2310.4503 79.018989 2 8
Indian (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 273 0.7655902 642.8994 16.101788 2.350948 2000-2009 –> 2010-2019 2.0352711 1.2696809 2311.2881 61.557237 3 10
Indian (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 273 0.7602326 639.0650 185.423059 2.350265 2000-2009 –> 2010-2019 2.0425635 1.2823309 2317.3478 387.918738 1 9
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 273 0.8094136 673.2913 14.177435 2.208963 2000-2009 –> 2010-2019 2.0447427 1.2353292 2314.3068 30.956909 4 7
Indian (26.5,26.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 273 0.8111309 672.4485 13.207854 2.212773 2000-2009 –> 2010-2019 2.1061337 1.2950028 2358.5450 23.397618 5 14
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 273 0.9570202 764.7542 15.503952 3.074150 2000-2009 –> 2010-2019 2.1920483 1.2350281 2405.5265 37.855871 7 8
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 273 0.9571022 764.8010 15.550378 3.073337 2000-2009 –> 2010-2019 2.1921944 1.2350922 2405.6250 33.815149 8 10
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 273 0.9563584 764.3765 139.331708 3.084060 2000-2009 –> 2010-2019 2.1975296 1.2411712 2410.1005 372.467841 6 11
Indian (26.5,26.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 273 0.9643343 766.9112 14.688949 3.106418 2000-2009 –> 2010-2019 2.2939532 1.3296190 2479.3345 34.627595 10 21
Indian (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 273 0.9649654 767.2684 14.762642 3.107046 2000-2009 –> 2010-2019 2.2942866 1.3293212 2479.4682 31.473269 11 21
Indian (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 900 1.0931270 2728.3657 16.713182 3.911020 1982-1999 –> 2000-2009 2.3077587 1.2146317 6169.1836 27.582486 1 5
Indian (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 900 1.1915327 2883.5221 84.942050 4.105900 1982-1999 –> 2000-2009 2.3794890 1.1879563 6277.1735 124.469454 6 7
Indian (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 900 1.1917863 2883.9053 68.746169 4.087716 1982-1999 –> 2000-2009 2.3798052 1.1880188 6277.6685 99.380953 7 9
Indian (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 900 1.2002015 2896.5703 215.843807 4.152585 1982-1999 –> 2000-2009 2.3902410 1.1900395 6293.9431 455.836180 9 12
Indian (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 900 1.1938154 2884.9673 10.494198 3.762791 1982-1999 –> 2000-2009 2.4113749 1.2175595 6328.8988 20.874684 8 13
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 900 1.0982023 2736.7035 30.270267 3.785636 1982-1999 –> 2000-2009 2.4743464 1.3761442 6442.6914 47.403909 2 8
Indian (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 900 1.0988350 2737.7403 36.629447 3.787046 1982-1999 –> 2000-2009 2.4753926 1.3765575 6444.3661 54.268392 3 10
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 900 1.1019126 2742.7746 208.149339 3.805960 1982-1999 –> 2000-2009 2.4838545 1.3819419 6457.6921 345.232758 4 12
Indian (26.75,27] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 900 1.1719325 2851.6667 14.652914 3.346541 1982-1999 –> 2000-2009 2.6079347 1.4360022 6646.0891 24.428387 5 17
Indian (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 900 1.3119130 3054.7648 29.241492 3.916233 1982-1999 –> 2000-2009 2.6977588 1.3858458 6773.6741 46.328768 11 20
Indian (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 397 1.0913907 1210.0747 12.570630 4.703680 2000-2009 –> 2010-2019 2.1845178 1.0931270 3938.4404 29.283812 4 5
Indian (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 397 0.9954076 1136.9824 53.078959 4.574186 2000-2009 –> 2010-2019 2.1869403 1.1915327 4020.5046 138.021008 2 8
Indian (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 397 0.9879111 1130.9802 280.134172 4.585020 2000-2009 –> 2010-2019 2.1881126 1.2002015 4027.5505 495.977980 1 10
Indian (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 397 0.9963816 1137.7590 42.952154 4.573837 2000-2009 –> 2010-2019 2.1881679 1.1917863 4021.6643 111.698323 3 10
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 397 1.1347344 1240.9977 24.907456 4.538493 2000-2009 –> 2010-2019 2.2329366 1.0982023 3977.7012 55.177723 8 10
Indian (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 397 1.1345219 1240.8490 26.663812 4.541969 2000-2009 –> 2010-2019 2.2333569 1.0988350 3978.5893 63.293259 7 10
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 397 1.1338621 1240.3871 184.818137 4.555279 2000-2009 –> 2010-2019 2.2357746 1.1019126 3983.1617 392.967476 6 10
Indian (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 397 1.1065458 1219.0243 12.457423 4.750127 2000-2009 –> 2010-2019 2.3003612 1.1938154 4103.9916 22.951620 5 13
Indian (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 397 1.1459600 1246.8139 24.596121 4.575644 2000-2009 –> 2010-2019 2.4578730 1.3119130 4301.5788 53.837612 11 22
Indian (26.75,27] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 397 1.1447815 1245.9970 26.362514 4.577070 2000-2009 –> 2010-2019 2.4584754 1.3136938 4303.2035 61.931794 10 22
Indian (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 979 2.0508997 4198.6711 124.496974 9.703856 1982-1999 –> 2000-2009 3.8845401 1.8336405 9109.7058 209.565209 2 5
Indian (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 979 2.0535101 4201.1617 108.331993 9.696453 1982-1999 –> 2000-2009 3.8867491 1.8332390 9111.6670 179.496119 3 5
Indian (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 979 2.0592656 4206.6418 272.712805 9.737154 1982-1999 –> 2000-2009 3.8901769 1.8309113 9114.0750 709.122873 4 5
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 979 2.1832063 4321.0774 37.743145 8.712403 1982-1999 –> 2000-2009 4.0530675 1.8698612 9279.4105 54.247569 6 10
Indian (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 979 2.2714622 4396.6713 17.337011 7.787083 1982-1999 –> 2000-2009 4.1613978 1.8899356 9378.8251 33.575010 8 19
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 979 2.3098740 4431.5055 50.121229 9.952126 1982-1999 –> 2000-2009 4.1892198 1.8793459 9402.0725 107.615342 9 14
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 979 2.3099032 4431.5303 43.650850 9.941694 1982-1999 –> 2000-2009 4.1892712 1.8793679 9402.1257 90.792399 10 16
Indian (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 979 2.3103510 4429.9098 20.747245 9.617768 1982-1999 –> 2000-2009 4.1926065 1.8822556 9402.2176 33.035668 11 19
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 979 2.3119197 4433.2388 555.993565 9.939078 1982-1999 –> 2000-2009 4.1931149 1.8811952 9406.1841 1066.244532 13 20
Indian (27,27.25] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 979 2.3119089 4431.2296 33.687249 10.167254 1982-1999 –> 2000-2009 4.1991324 1.8872235 9409.9110 78.783788 12 21
Indian (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 487 1.8102005 1974.0544 121.979413 6.844677 2000-2009 –> 2010-2019 3.8611002 2.0508997 6172.7254 246.476387 5 7
Indian (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 487 1.8092818 1973.5599 106.306764 6.849628 2000-2009 –> 2010-2019 3.8627919 2.0535101 6174.7216 214.638757 4 7
Indian (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 487 1.8164581 1977.4155 497.914612 6.885567 2000-2009 –> 2010-2019 3.8757238 2.0592656 6184.0574 770.627417 6 10
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 487 1.8310884 1985.2290 20.283356 6.499376 2000-2009 –> 2010-2019 4.0142947 2.1832063 6306.3064 58.026501 7 13
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 487 1.9269058 2034.9079 53.960426 8.132463 2000-2009 –> 2010-2019 4.0398579 2.1129521 6291.9420 148.327834 22 27
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 487 1.7903151 1963.2956 40.056337 6.816032 2000-2009 –> 2010-2019 4.1002183 2.3099032 6394.8259 83.707187 1 11
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 487 1.7912176 1963.7865 46.346834 6.814804 2000-2009 –> 2010-2019 4.1010916 2.3098740 6395.2919 96.468063 2 11
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 487 1.7934321 1964.9899 529.890699 6.828963 2000-2009 –> 2010-2019 4.1053519 2.3119197 6398.2287 1085.884264 3 16
Indian (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 487 1.8434211 1989.7671 19.753449 6.540486 2000-2009 –> 2010-2019 4.1148832 2.2714622 6386.4384 37.090460 11 19
Indian (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 487 1.8342657 1984.9176 35.904617 7.027261 2000-2009 –> 2010-2019 4.1462523 2.3119866 6416.2131 65.346224 8 22
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1083 1.8518324 4422.0572 118.905080 9.160121 1982-1999 –> 2000-2009 3.3014921 1.4496597 10036.0136 238.159162 5 6
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1083 1.8529820 4423.4015 135.961109 9.054184 1982-1999 –> 2000-2009 3.3029783 1.4499964 10038.0841 252.610453 6 9
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1083 1.8493164 4419.1124 96.273007 8.784451 1982-1999 –> 2000-2009 3.3095707 1.4602543 10055.8461 131.979392 2 24
Indian (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1083 1.8624773 4434.4724 199.323641 9.332043 1982-1999 –> 2000-2009 3.3133377 1.4508605 10051.0187 399.276669 10 15
Indian (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1083 1.8631148 4433.2138 112.007593 9.344669 1982-1999 –> 2000-2009 3.3145628 1.4514480 10049.0264 168.618120 11 20
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1083 1.8498180 4419.6998 142.588076 8.873290 1982-1999 –> 2000-2009 3.3146081 1.4647901 10066.1346 202.304438 3 33
Indian (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1083 1.8637085 4435.9039 184.247795 9.207202 1982-1999 –> 2000-2009 3.3147646 1.4510561 10052.8719 384.008445 12 19
Indian (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1083 1.8640803 4434.3359 100.615991 9.210316 1982-1999 –> 2000-2009 3.3158162 1.4517359 10050.7690 161.389516 13 23
Indian (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1083 1.8657244 4436.2455 398.051786 9.329929 1982-1999 –> 2000-2009 3.3185372 1.4528128 10054.9980 1093.238370 15 26
Indian (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1083 1.8595323 4429.0448 68.737865 7.735661 1982-1999 –> 2000-2009 3.3223282 1.4627959 10069.2180 87.883008 8 34
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 582 1.3749543 2036.2859 197.665092 4.207597 2000-2009 –> 2010-2019 3.2240767 1.8491224 6455.1712 416.801171 1 2
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 582 1.3799243 2040.4858 858.117559 4.142529 2000-2009 –> 2010-2019 3.2315854 1.8516611 6462.3428 1598.873255 2 7
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 582 1.3809477 2041.3487 145.555611 4.159318 2000-2009 –> 2010-2019 3.2327800 1.8518324 6463.4060 264.460691 3 9
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 582 1.3826027 2042.7429 133.771599 4.174574 2000-2009 –> 2010-2019 3.2355847 1.8529820 6466.1444 269.732708 4 12
Indian (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 582 1.3993775 2054.7805 99.925087 4.517524 2000-2009 –> 2010-2019 3.2512099 1.8518324 6474.8377 200.471287 8 15
Indian (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 582 1.4052459 2061.6516 263.022067 3.997928 2000-2009 –> 2010-2019 3.2677231 1.8624773 6496.1240 462.345708 10 22
Indian (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 582 1.4061731 2062.4193 247.028022 3.952167 2000-2009 –> 2010-2019 3.2698816 1.8637085 6498.3232 431.275817 12 26
Indian (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 582 1.4051688 2061.5877 832.896875 4.004651 2000-2009 –> 2010-2019 3.2699650 1.8647963 6498.7554 1388.890366 9 25
Indian (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 582 1.4061586 2060.4074 191.919834 3.941562 2000-2009 –> 2010-2019 3.2824713 1.8763126 6508.9104 357.092369 11 33
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 582 1.4371850 2087.8113 75.501663 4.747314 2000-2009 –> 2010-2019 3.2870029 1.8498180 6507.5111 218.089739 16 19
Indian (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1565 1.2963349 5267.6408 624.146788 7.282860 1982-1999 –> 2000-2009 2.3104771 1.0141422 10652.4561 809.729016 2 3
Indian (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1565 1.2994904 5275.2506 556.596024 7.098992 1982-1999 –> 2000-2009 2.3137142 1.0142238 10660.3675 714.729062 5 7
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1565 1.2961579 5267.2134 656.397024 7.280752 1982-1999 –> 2000-2009 2.3202072 1.0240493 10688.4650 1045.588862 1 16
Indian (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1565 1.2963985 5265.7944 619.135967 7.280064 1982-1999 –> 2000-2009 2.3210570 1.0246585 10687.2750 710.455611 3 20
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1565 1.2994450 5275.1412 582.975938 7.089351 1982-1999 –> 2000-2009 2.3230432 1.0235982 10694.7415 1030.380456 4 16
Indian (27.5,27.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1565 1.2996338 5273.5960 547.346339 7.085485 1982-1999 –> 2000-2009 2.3235911 1.0239573 10692.5109 645.049340 6 20
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1565 1.3154889 5313.5498 243.374825 5.914754 1982-1999 –> 2000-2009 2.3337933 1.0183044 10713.7161 353.848409 7 15
Indian (27.5,27.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1565 1.3158353 5312.3739 48.149187 5.956430 1982-1999 –> 2000-2009 2.3351089 1.0192737 10714.1059 80.874921 9 18
Indian (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1565 1.3155264 5311.6390 210.562784 5.910702 1982-1999 –> 2000-2009 2.3456489 1.0301225 10753.0529 251.734663 8 29
Indian (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1565 1.3169280 5314.9721 710.303243 7.423567 1982-1999 –> 2000-2009 2.3460636 1.0291356 10752.7934 1559.360200 11 31
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 757 1.2440164 2492.8475 548.765235 4.494902 2000-2009 –> 2010-2019 2.5401743 1.2961579 7760.0609 1205.162258 3 4
Indian (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 757 1.2463316 2495.6626 464.488817 4.668739 2000-2009 –> 2010-2019 2.5426665 1.2963349 7763.3034 1088.635605 6 8
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 757 1.2453015 2494.4107 458.390172 4.486602 2000-2009 –> 2010-2019 2.5447465 1.2994450 7769.5519 1041.366110 4 8
Indian (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 757 1.2461654 2495.4607 393.899506 4.661767 2000-2009 –> 2010-2019 2.5456558 1.2994904 7770.7113 950.495531 5 10
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 757 1.2368681 2484.1228 192.628319 4.363125 2000-2009 –> 2010-2019 2.5523570 1.3154889 7797.6726 436.003144 1 9
Indian (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 757 1.2402491 2488.2556 955.570830 4.835627 2000-2009 –> 2010-2019 2.5556998 1.3154507 7801.7146 1717.108900 2 9
Indian (27.5,27.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 757 1.2465357 2493.9105 79.948116 4.699120 2000-2009 –> 2010-2019 2.5623710 1.3158353 7806.2844 128.097303 7 17
Indian (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 757 1.2473961 2494.9551 129.968823 4.474148 2000-2009 –> 2010-2019 2.5629225 1.3155264 7806.5941 340.531607 8 17
Indian (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 757 1.2827297 2537.2444 463.827852 5.363211 2000-2009 –> 2010-2019 2.5791283 1.2963985 7803.0389 1082.963819 11 14
Indian (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 757 1.2627063 2513.4245 886.765368 5.382948 2000-2009 –> 2010-2019 2.5796343 1.3169280 7828.3966 1597.068611 9 21
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 604 0.9359699 1648.1421 171.118722 5.680689 1982-1999 –> 2000-2009 1.5952639 0.6592940 3205.7653 361.999747 3 4
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 604 0.9274126 1637.0469 226.110655 5.275352 1982-1999 –> 2000-2009 1.6313277 0.7039150 3295.5218 431.620507 2 4
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 604 0.9273808 1637.0054 189.578959 5.248807 1982-1999 –> 2000-2009 1.6326388 0.7052580 3298.4157 395.442420 1 4
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 604 0.9370280 1647.5069 104.820971 5.887563 1982-1999 –> 2000-2009 1.7398942 0.8028662 3506.5387 292.478072 4 12
Indian (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 604 1.2217091 1967.9807 112.306619 6.759395 1982-1999 –> 2000-2009 1.9545716 0.7328625 3686.5184 314.608375 5 9
Indian (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 604 1.2959292 2039.2252 114.527161 6.755937 1982-1999 –> 2000-2009 2.0447247 0.7487954 3790.8848 313.625270 9 14
Indian (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 604 1.2784477 2022.8189 179.107951 4.437400 1982-1999 –> 2000-2009 2.0655978 0.7871501 3851.4062 310.538987 8 14
Indian (27.75,27.85] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 604 1.2779561 2022.3542 150.021828 4.338507 1982-1999 –> 2000-2009 2.0659983 0.7880422 3852.6860 304.064346 7 14
Indian (27.75,27.85] 3 cstar_tref ~ aou + silicate + phosphate 604 1.3534288 2089.6684 125.163231 3.996322 1982-1999 –> 2000-2009 2.1773088 0.8238800 3986.4889 281.541657 12 22
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate 604 1.3796474 2114.8459 98.676423 5.532937 1982-1999 –> 2000-2009 2.1827693 0.8031219 3974.3681 264.393909 15 24
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 372 0.9077581 997.6879 377.892678 4.228780 2000-2009 –> 2010-2019 1.8351708 0.9274126 2634.7348 604.003334 2 4
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 372 0.9078312 997.7479 377.848663 4.240076 2000-2009 –> 2010-2019 1.8352120 0.9273808 2634.7532 567.427622 3 4
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 372 0.9011382 992.2424 336.961596 4.600473 2000-2009 –> 2010-2019 1.8371081 0.9359699 2640.3844 508.080319 1 4
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 372 0.9928792 1062.3735 322.052933 4.260398 2000-2009 –> 2010-2019 1.9299072 0.9370280 2709.8803 426.873904 4 8
Indian (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 372 1.0783828 1123.8344 367.156089 5.515778 2000-2009 –> 2010-2019 2.3000919 1.2217091 3091.8151 479.462708 7 12
Indian (27.75,27.85] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 372 1.0412786 1097.7846 124.781952 3.608587 2000-2009 –> 2010-2019 2.3192346 1.2779561 3120.1388 274.803780 6 13
Indian (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 372 1.0411394 1097.6851 153.453759 3.603468 2000-2009 –> 2010-2019 2.3195871 1.2784477 3120.5040 332.561711 5 13
Indian (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 372 1.1353886 1162.1596 357.220497 5.833448 2000-2009 –> 2010-2019 2.4313178 1.2959292 3201.3848 471.747658 9 18
Indian (27.75,27.85] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 372 1.0915532 1132.8659 134.862992 3.778160 2000-2009 –> 2010-2019 2.4653710 1.3738178 3242.5967 293.410312 8 22
Indian (27.75,27.85] 3 cstar_tref ~ aou + silicate + phosphate 372 1.1755900 1186.0473 183.311366 4.276460 2000-2009 –> 2010-2019 2.5290188 1.3534288 3275.7156 308.474598 11 23
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 774 1.2338064 2535.7579 201.291700 8.371906 1982-1999 –> 2000-2009 1.9636773 0.7298709 4380.2743 334.483929 1 3
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 774 1.2418352 2545.7986 293.546189 8.355651 1982-1999 –> 2000-2009 1.9716267 0.7297915 4390.1346 423.908510 2 3
Indian (27.85,27.95] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 774 1.2874076 2599.5890 100.686072 8.464257 1982-1999 –> 2000-2009 2.0175819 0.7301743 4442.7946 211.437392 5 8
Indian (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 774 1.3043199 2619.7922 111.519898 8.351469 1982-1999 –> 2000-2009 2.0345444 0.7302245 4463.1117 224.199263 6 10
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 774 1.2755625 2587.2804 223.399285 8.000350 1982-1999 –> 2000-2009 2.0470712 0.7715087 4523.7831 326.223004 3 8
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 774 1.2781836 2588.4579 150.550292 7.826118 1982-1999 –> 2000-2009 2.1121454 0.8339618 4652.0188 252.804714 4 11
Indian (27.85,27.95] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 774 1.3934930 2722.1643 115.247436 8.210810 1982-1999 –> 2000-2009 2.1973034 0.8038104 4724.6706 217.616308 7 13
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate 774 1.5537690 2890.6950 109.354147 7.737277 1982-1999 –> 2000-2009 2.4182409 0.8644720 5013.8300 187.259726 11 19
Indian (27.85,27.95] 3 cstar_tref ~ sal + silicate + phosphate_star 774 1.5279779 2862.7840 72.975871 6.613818 1982-1999 –> 2000-2009 2.4598814 0.9319035 5108.4520 175.105602 9 18
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + silicate 774 1.7317307 3058.5566 143.253232 6.605538 1982-1999 –> 2000-2009 2.7014772 0.9697465 5372.2220 229.357533 23 33
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 391 1.1542195 1235.7678 167.323148 8.131158 2000-2009 –> 2010-2019 2.3880259 1.2338064 3771.5257 368.614848 1 2
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 391 1.1548164 1236.1721 167.327829 8.149176 2000-2009 –> 2010-2019 2.3966516 1.2418352 3781.9707 460.874018 2 4
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 391 1.1678621 1244.9566 151.123833 8.345180 2000-2009 –> 2010-2019 2.4434246 1.2755625 3832.2370 374.523118 3 6
Indian (27.85,27.95] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 391 1.2155106 1274.2284 163.457995 8.287741 2000-2009 –> 2010-2019 2.5029182 1.2874076 3873.8174 264.144067 4 9
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 391 1.2292209 1282.9995 148.529863 7.860914 2000-2009 –> 2010-2019 2.5074045 1.2781836 3871.4575 299.080155 5 9
Indian (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 391 1.2426374 1291.4885 164.900123 8.260274 2000-2009 –> 2010-2019 2.5469573 1.3043199 3911.2807 276.420021 6 12
Indian (27.85,27.95] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 391 1.2684140 1307.5440 151.118780 8.638496 2000-2009 –> 2010-2019 2.6619071 1.3934930 4029.7083 266.366216 7 14
Indian (27.85,27.95] 3 cstar_tref ~ sal + silicate + phosphate_star 391 1.4723233 1422.1201 147.735860 7.803255 2000-2009 –> 2010-2019 3.0003012 1.5279779 4284.9041 220.711731 8 17
Indian (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 391 1.6788224 1528.7584 813.561601 4.459981 2000-2009 –> 2010-2019 3.1743269 1.4955045 4362.2888 1644.790529 10 18
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate 391 1.6334930 1505.3535 115.389434 6.187253 2000-2009 –> 2010-2019 3.1872620 1.5537690 4396.0485 224.743580 9 20
Indian (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 858 1.1216320 2645.8691 789.325588 7.183499 1982-1999 –> 2000-2009 1.9275465 0.8059145 5198.5387 937.241057 2 3
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 858 1.0952457 2605.0180 793.477610 5.889944 1982-1999 –> 2000-2009 1.9864971 0.8912514 5370.0566 934.294135 1 7
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 858 1.5524201 3203.6212 244.913549 8.565107 1982-1999 –> 2000-2009 2.4236528 0.8712327 5920.7261 385.336413 5 7
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 858 1.5586888 3210.5364 325.713532 8.735198 1982-1999 –> 2000-2009 2.4304322 0.8717434 5928.8778 464.829526 7 10
Indian (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 858 1.5634759 3213.7986 104.494479 7.697213 1982-1999 –> 2000-2009 2.4357558 0.8722799 5931.4381 209.687441 8 13
Indian (27.95,28.05] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 858 1.5685802 3219.3917 108.083528 7.912424 1982-1999 –> 2000-2009 2.4403277 0.8717476 5935.7432 220.505765 11 15
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 858 1.5529331 3204.1881 258.181922 9.721244 1982-1999 –> 2000-2009 2.5085906 0.9556575 6116.4479 408.588854 6 13
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 858 1.5672525 3217.9386 192.306821 9.266329 1982-1999 –> 2000-2009 2.5275603 0.9603079 6138.4411 311.983490 10 18
Indian (27.95,28.05] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 858 1.6201269 3274.8762 93.917837 7.880507 1982-1999 –> 2000-2009 2.6248446 1.0047178 6290.7676 227.301238 12 21
Indian (27.95,28.05] 3 cstar_tref ~ sal + silicate + phosphate_star 858 1.6223857 3275.2670 70.832509 7.852463 1982-1999 –> 2000-2009 2.6659169 1.0435312 6369.1351 159.170806 13 24
Indian (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 462 1.2641155 1541.6595 916.343934 7.017844 2000-2009 –> 2010-2019 2.3857475 1.1216320 4187.5287 1705.669522 1 3
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 462 1.3283846 1587.4816 842.612024 4.347443 2000-2009 –> 2010-2019 2.4236303 1.0952457 4192.4996 1636.089634 2 3
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 462 1.3596958 1609.0084 140.653779 7.576753 2000-2009 –> 2010-2019 2.9121159 1.5524201 4812.6295 385.567329 3 7
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 462 1.3597049 1609.0146 164.364521 7.519554 2000-2009 –> 2010-2019 2.9183937 1.5586888 4819.5510 490.078053 4 10
Indian (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 462 1.3633988 1609.5214 107.747877 6.900905 2000-2009 –> 2010-2019 2.9268747 1.5634759 4823.3200 212.242356 6 13
Indian (27.95,28.05] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 462 1.3606586 1607.6624 112.265234 7.174477 2000-2009 –> 2010-2019 2.9292388 1.5685802 4827.0541 220.348762 5 15
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 462 1.4016271 1637.0728 135.887706 8.542644 2000-2009 –> 2010-2019 2.9545602 1.5529331 4841.2609 394.069628 7 12
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 462 1.4181210 1645.8827 111.114576 9.289019 2000-2009 –> 2010-2019 2.9853735 1.5672525 4863.8213 303.421397 8 17
Indian (27.95,28.05] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 462 1.4219270 1648.3592 126.746062 7.057365 2000-2009 –> 2010-2019 3.0420539 1.6201269 4923.2354 220.663898 9 20
Indian (27.95,28.05] 3 cstar_tref ~ sal + silicate + phosphate_star 462 1.5122374 1703.2566 97.382335 6.532571 2000-2009 –> 2010-2019 3.1346230 1.6223857 4978.5236 168.214843 11 23
Indian (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + silicate 459 1.1163553 1415.6291 863.807022 3.251930 1982-1999 –> 2000-2009 2.0573772 0.9410219 3214.9541 1167.531842 1 7
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 459 1.2392088 1511.4719 981.615847 3.182193 1982-1999 –> 2000-2009 2.1309456 0.8917368 3240.0021 1384.201716 2 3
Indian (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 459 1.2598065 1526.6052 616.670060 3.310441 1982-1999 –> 2000-2009 2.1730026 0.9131961 3286.4293 925.821058 3 5
Indian (28.05,28.1] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 459 1.2633794 1529.2050 691.122825 3.251225 1982-1999 –> 2000-2009 2.1883604 0.9249810 3305.9037 1033.301936 4 7
Indian (28.05,28.1] 3 cstar_tref ~ temp + aou + nitrate 459 1.2664108 1529.4050 559.596169 3.323915 1982-1999 –> 2000-2009 2.2132446 0.9468338 3334.8328 834.380903 5 13
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate 459 1.3094970 1562.1179 465.511018 4.614370 1982-1999 –> 2000-2009 2.3690934 1.0595964 3517.6218 829.345449 6 21
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 459 1.4272371 1643.1553 255.566048 5.063087 1982-1999 –> 2000-2009 2.4727929 1.0455558 3583.1044 604.282180 8 20
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 459 1.5388503 1712.2762 303.870735 4.683142 1982-1999 –> 2000-2009 2.4774107 0.9385604 3510.1543 624.001475 15 20
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 459 1.5460485 1716.5603 261.480440 4.800254 1982-1999 –> 2000-2009 2.4797325 0.9336840 3507.5831 579.678914 17 21
Indian (28.05,28.1] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 459 1.4355345 1646.4768 77.806184 5.076073 1982-1999 –> 2000-2009 2.4932824 1.0577479 3599.6828 292.847784 10 24
Indian (28.05,28.1] 3 cstar_tref ~ temp + aou + nitrate 285 1.2496092 945.8085 935.127917 3.549527 2000-2009 –> 2010-2019 2.5160200 1.2664108 2475.2136 1494.724087 1 2
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate 285 1.3018094 971.1354 981.139877 3.782116 2000-2009 –> 2010-2019 2.6113064 1.3094970 2533.2533 1446.650895 7 9
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 285 1.3024468 973.4144 309.044337 3.508024 2000-2009 –> 2010-2019 2.7296839 1.4272371 2616.5697 564.610385 8 11
Indian (28.05,28.1] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 285 1.3212275 979.5749 254.361803 3.499073 2000-2009 –> 2010-2019 2.7567620 1.4355345 2626.0516 332.167987 11 15
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 285 1.2573922 953.3477 314.405210 3.542225 2000-2009 –> 2010-2019 2.7962425 1.5388503 2665.6239 618.275945 3 12
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 285 1.2549937 952.2594 310.846482 3.522236 2000-2009 –> 2010-2019 2.8010422 1.5460485 2668.8197 572.326922 2 13
Indian (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 285 1.2828287 962.7635 254.410994 3.551941 2000-2009 –> 2010-2019 2.8291546 1.5463259 2677.4885 377.028855 5 17
Indian (28.05,28.1] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 285 1.2924594 967.0267 280.047164 3.554083 2000-2009 –> 2010-2019 2.8315021 1.5390427 2677.4177 408.845171 6 16
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate 285 1.2825755 962.6510 237.936177 3.352630 2000-2009 –> 2010-2019 2.8606139 1.5780384 2696.0121 362.949778 4 20
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + silicate 285 1.3441875 989.3951 190.454989 3.435633 2000-2009 –> 2010-2019 2.8644565 1.5202690 2688.5192 261.284452 13 20
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1330 0.9092154 3535.2158 488.427536 3.062408 1982-1999 –> 2000-2009 1.5167482 0.6075328 6734.4551 850.342886 1 3
Indian (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1330 0.9244499 3579.4164 837.950427 3.002840 1982-1999 –> 2000-2009 1.5294956 0.6050457 6764.4624 1396.366237 3 4
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1330 0.9279988 3589.6084 465.344204 3.061261 1982-1999 –> 2000-2009 1.5494314 0.6214326 6867.1175 1000.285873 5 9
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1330 0.9274686 3588.0882 596.025406 3.070409 1982-1999 –> 2000-2009 1.5494600 0.6219914 6868.7070 1013.515124 4 9
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1330 0.9237840 3577.4997 572.592010 3.087502 1982-1999 –> 2000-2009 1.5559654 0.6321814 6914.3438 1052.995195 2 9
Indian (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1330 0.9354994 3609.0216 455.473344 2.879159 1982-1999 –> 2000-2009 1.5588565 0.6233570 6895.2290 816.264628 6 12
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 1330 0.9787933 3729.3600 303.356581 3.556918 1982-1999 –> 2000-2009 1.5866302 0.6078369 6928.3308 582.378561 7 10
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1330 1.0286207 3861.4383 286.517263 3.524458 1982-1999 –> 2000-2009 1.6796097 0.6509891 7297.7177 775.624874 8 16
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1330 1.0289674 3862.3350 393.438624 3.519934 1982-1999 –> 2000-2009 1.6803983 0.6514309 7300.9616 678.496829 9 18
Indian (28.1,28.2] 3 cstar_tref ~ temp + aou + nitrate 1330 1.0315931 3867.1140 210.921384 3.395973 1982-1999 –> 2000-2009 1.6831952 0.6516021 7304.6501 411.569766 10 20
Indian (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 851 0.8125446 2075.7245 801.269149 3.118060 2000-2009 –> 2010-2019 1.7369944 0.9244499 5655.1409 1639.219576 1 4
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 851 0.8244386 2100.4579 974.223948 3.378850 2000-2009 –> 2010-2019 1.7519072 0.9274686 5688.5461 1570.249354 2 6
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 851 0.8265285 2104.7668 882.933656 3.383296 2000-2009 –> 2010-2019 1.7545273 0.9279988 5694.3752 1348.277860 3 8
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 851 0.8340018 2120.0868 956.921196 3.419238 2000-2009 –> 2010-2019 1.7577858 0.9237840 5697.5865 1529.513205 4 6
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 851 0.8491693 2150.7619 784.202561 3.390432 2000-2009 –> 2010-2019 1.7583847 0.9092154 5685.9777 1272.630097 5 6
Indian (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 851 0.8495637 2149.5524 782.433199 3.386287 2000-2009 –> 2010-2019 1.7850632 0.9354994 5758.5740 1237.906543 6 12
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 851 0.9460058 2332.5611 587.751321 4.317853 2000-2009 –> 2010-2019 1.9247991 0.9787933 6061.9211 891.107902 9 16
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 851 0.9987581 2424.9184 638.071082 3.192005 2000-2009 –> 2010-2019 2.0277256 1.0289674 6287.2534 1031.509706 11 20
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 851 1.0036115 2433.1692 561.205819 3.136246 2000-2009 –> 2010-2019 2.0322322 1.0286207 6294.6075 847.723082 13 21
Indian (28.1,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 851 1.0084489 2441.3530 602.296034 3.130494 2000-2009 –> 2010-2019 2.0404917 1.0320429 6311.6264 966.744409 14 25
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2292 0.4584960 2943.7941 189.815402 1.699773 1982-1999 –> 2000-2009 0.8340469 0.3755509 6098.1340 303.381679 6 7
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2292 0.4596596 2955.4127 402.715463 1.682626 1982-1999 –> 2000-2009 0.8390324 0.3793728 6182.0881 606.797185 7 9
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2292 0.4614848 2973.5784 451.009690 1.678400 1982-1999 –> 2000-2009 0.8415279 0.3800432 6212.8665 608.184146 9 13
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2292 0.4617759 2976.4697 257.081851 1.682633 1982-1999 –> 2000-2009 0.8417487 0.3799728 6214.4340 437.829712 10 13
Indian (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + nitrate 2292 0.4625507 2982.1540 163.433359 1.707051 1982-1999 –> 2000-2009 0.8444878 0.3819372 6254.9570 273.425897 12 17
Indian (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2292 0.4736235 3092.5955 434.254442 1.956418 1982-1999 –> 2000-2009 0.8572049 0.3835814 6398.0874 769.426996 15 22
Indian (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2292 0.4737046 3093.3808 766.924335 1.968549 1982-1999 –> 2000-2009 0.8572456 0.3835410 6398.1205 950.464560 16 22
Indian (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2292 0.4737513 3093.8324 738.713634 1.979718 1982-1999 –> 2000-2009 0.8577007 0.3839495 6406.1758 981.441435 17 25
Indian (28.2,28.3] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2292 0.4739918 3094.1589 321.690638 1.901740 1982-1999 –> 2000-2009 0.8589241 0.3849323 6422.7656 461.662989 19 28
Indian (28.2,28.3] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2292 0.4740533 3094.7542 186.493464 1.875393 1982-1999 –> 2000-2009 0.8590358 0.3849825 6424.2923 330.672085 20 31
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1813 0.4715328 2433.1657 162.895809 2.730952 2000-2009 –> 2010-2019 0.8968503 0.4253175 5032.6296 216.197595 15 19
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1813 0.4511701 2273.0985 202.188303 2.689485 2000-2009 –> 2010-2019 0.9096661 0.4584960 5216.8925 392.003705 2 7
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1813 0.4528835 2286.8431 303.978757 2.434807 2000-2009 –> 2010-2019 0.9125431 0.4596596 5242.2557 706.694220 3 9
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1813 0.4532759 2289.9833 273.178412 2.423341 2000-2009 –> 2010-2019 0.9150519 0.4617759 5266.4530 530.260264 4 13
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1813 0.4551939 2305.2941 280.343733 2.427451 2000-2009 –> 2010-2019 0.9166787 0.4614848 5278.8725 731.353423 5 13
Indian (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1813 0.4554297 2307.1714 631.301207 2.291307 2000-2009 –> 2010-2019 0.9175304 0.4621007 5286.8642 1225.445864 6 16
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1813 0.4556097 2308.6045 612.261315 2.260642 2000-2009 –> 2010-2019 0.9316479 0.4760382 5424.5120 1262.524982 7 28
Indian (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 1813 0.4562412 2311.6266 566.082723 2.251241 2000-2009 –> 2010-2019 0.9368055 0.4805644 5468.9126 1147.783087 9 34
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1813 0.5185025 2777.4763 213.621375 2.995256 2000-2009 –> 2010-2019 0.9399620 0.4214596 5335.1703 265.129986 26 27
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1813 0.5188963 2780.2291 214.748641 2.993367 2000-2009 –> 2010-2019 0.9407472 0.4218510 5342.1784 271.348897 28 30
Indian (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2556 0.5856434 4532.4676 850.541186 2.212998 1982-1999 –> 2000-2009 0.9539873 0.3683439 6806.3044 1464.978957 1 4
Indian (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2556 0.5961378 4623.2611 532.936424 2.215222 1982-1999 –> 2000-2009 0.9680161 0.3718783 6948.4555 972.857497 2 7
Indian (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2556 0.5985349 4643.7752 382.206739 2.198956 1982-1999 –> 2000-2009 0.9686791 0.3701442 6943.8341 677.735675 3 7
Indian (28.3, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2556 0.6135337 4770.2989 741.466472 2.197931 1982-1999 –> 2000-2009 0.9861560 0.3726223 7106.2427 1610.307367 8 14
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2556 0.6079539 4723.5953 112.945187 2.217741 1982-1999 –> 2000-2009 1.0031169 0.3951630 7375.4049 237.149991 4 14
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2556 0.6108333 4747.7492 82.952715 2.192709 1982-1999 –> 2000-2009 1.0064791 0.3956458 7406.1265 167.260365 5 16
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2556 0.6156866 4788.2055 98.400622 2.180777 1982-1999 –> 2000-2009 1.0094971 0.3938106 7421.5778 202.091723 11 20
Indian (28.3, Inf] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2556 0.6110589 4747.6372 87.076948 2.238645 1982-1999 –> 2000-2009 1.0125768 0.4015179 7483.2463 179.578974 6 23
Indian (28.3, Inf] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 2556 0.6137255 4769.8971 49.694460 2.211714 1982-1999 –> 2000-2009 1.0158443 0.4021188 7513.5484 125.177319 9 28
Indian (28.3, Inf] 4 cstar_tref ~ temp + aou + silicate + phosphate 2556 0.6181707 4806.7892 75.550266 2.197008 1982-1999 –> 2000-2009 1.0189655 0.4007949 7532.7053 152.871166 12 28
Indian (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1764 0.5878907 3145.8913 791.254701 3.842007 2000-2009 –> 2010-2019 1.1735341 0.5856434 7678.3589 1641.795887 2 3
Indian (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1764 0.5880412 3146.7946 497.173748 3.836876 2000-2009 –> 2010-2019 1.1841791 0.5961378 7770.0557 1030.110172 3 5
Indian (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1764 0.5883353 3148.5583 332.322835 3.841040 2000-2009 –> 2010-2019 1.1868702 0.5985349 7792.3334 714.529574 5 8
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1764 0.5887771 3151.2065 97.519808 3.864636 2000-2009 –> 2010-2019 1.1967310 0.6079539 7874.8017 210.464995 6 10
Indian (28.3, Inf] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1764 0.5889078 3149.9898 51.796546 3.869839 2000-2009 –> 2010-2019 1.1999667 0.6110589 7897.6270 138.873494 7 13
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1764 0.5892029 3153.7574 72.486572 3.861865 2000-2009 –> 2010-2019 1.2000362 0.6108333 7901.5066 155.439288 8 13
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1764 0.5909742 3164.3473 275.095183 3.922013 2000-2009 –> 2010-2019 1.2024922 0.6115180 7917.8240 623.115254 14 21
Indian (28.3, Inf] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1764 0.5893386 3152.5696 43.722818 3.867065 2000-2009 –> 2010-2019 1.2030641 0.6137255 7922.4668 93.417278 10 19
Indian (28.3, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1764 0.5914331 3167.0859 677.748710 3.844272 2000-2009 –> 2010-2019 1.2049668 0.6135337 7937.3848 1419.215182 16 24
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1764 0.5893295 3154.5149 88.369789 3.863454 2000-2009 –> 2010-2019 1.2050160 0.6156866 7942.7204 186.770412 9 20
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2234 4.5911901 13163.6717 25.996049 21.213520 1982-1999 –> 2000-2009 8.8338162 4.2426261 18069.5903 49.303750 1 2
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2234 4.9711912 13518.9679 32.298750 25.091960 1982-1999 –> 2000-2009 9.3112318 4.3400406 18463.6603 65.781854 2 5
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2234 4.9762734 13523.5334 29.603058 25.223321 1982-1999 –> 2000-2009 9.3287251 4.3524517 18473.1031 57.648363 3 7
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2234 5.0539167 13592.7080 38.461515 25.172912 1982-1999 –> 2000-2009 9.3314218 4.2775051 18512.6108 75.578460 5 7
Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 2234 5.0026420 13545.1463 18.828173 26.665058 1982-1999 –> 2000-2009 9.3694490 4.3668070 18498.3401 34.316477 4 9
Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2234 5.1753865 13698.8252 120.579817 26.154719 1982-1999 –> 2000-2009 10.4547464 5.2793599 18978.1509 268.926719 6 13
Pacific (-Inf,26] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2234 5.5280366 13993.3499 38.091564 23.128258 1982-1999 –> 2000-2009 10.6575104 5.1294737 19223.4822 75.156038 7 13
Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2234 5.7865483 14197.5520 33.729050 24.477614 1982-1999 –> 2000-2009 11.2222100 5.4356618 19526.7110 69.448660 9 17
Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2234 5.8502913 14246.5012 30.940449 24.360261 1982-1999 –> 2000-2009 11.3909771 5.5406858 19608.3462 63.179859 11 20
Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + silicate 2234 5.8953353 14278.7706 23.301337 25.125924 1982-1999 –> 2000-2009 11.5057034 5.6103681 19659.9623 42.563072 13 23
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3493 4.3124876 20136.8477 31.386225 53.769311 2000-2009 –> 2010-2019 8.9036777 4.5911901 33300.5194 57.382273 1 2
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3493 4.5061661 20443.7553 35.277714 52.110294 2000-2009 –> 2010-2019 9.4773573 4.9711912 33962.7232 67.576465 2 4
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3493 4.5114711 20451.9749 31.166538 53.210768 2000-2009 –> 2010-2019 9.4877445 4.9762734 33975.5083 60.769595 3 6
Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 3493 4.5518428 20512.2122 24.105350 58.851064 2000-2009 –> 2010-2019 9.5544848 5.0026420 34057.3585 42.933523 4 8
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3493 4.5854075 20565.5372 41.211949 57.139243 2000-2009 –> 2010-2019 9.6393242 5.0539167 34158.2452 79.673464 5 10
Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3493 4.6485083 20661.0175 179.743725 55.364400 2000-2009 –> 2010-2019 9.8238948 5.1753865 34359.8427 300.323542 6 12
Pacific (-Inf,26] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3493 4.8957365 21023.0206 43.061028 54.684698 2000-2009 –> 2010-2019 10.4237732 5.5280366 35016.3705 81.152592 7 14
Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3493 5.1247073 21342.3414 183.610607 33.277956 2000-2009 –> 2010-2019 10.7736111 5.6489038 35432.3288 319.808021 11 19
Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3493 5.0134094 21188.9484 37.408079 48.631336 2000-2009 –> 2010-2019 10.7999577 5.7865483 35386.5005 71.137129 8 17
Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3493 5.0178445 21195.1258 29.540591 46.780673 2000-2009 –> 2010-2019 10.8681357 5.8502913 35441.6269 60.481040 9 20
Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2062 3.1793061 10635.7806 27.513638 13.904162 1982-1999 –> 2000-2009 6.1749363 2.9956302 16869.5628 46.015471 2 4
Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2062 3.1615309 10612.6590 41.557183 14.222556 1982-1999 –> 2000-2009 6.1756008 3.0140699 16861.6112 68.103384 1 4
Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2062 3.2467037 10722.2908 80.749022 13.086117 1982-1999 –> 2000-2009 6.2276833 2.9809797 16943.9538 168.553702 3 4
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2062 3.2662401 10747.0318 88.181366 15.781232 1982-1999 –> 2000-2009 6.2964944 3.0302543 17009.2221 178.238056 6 10
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2062 3.2506384 10727.2858 45.553536 16.450233 1982-1999 –> 2000-2009 6.3200172 3.0693788 17021.1885 76.096880 4 11
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2062 3.2544517 10732.1207 47.919205 16.617856 1982-1999 –> 2000-2009 6.3454684 3.0910167 17043.3890 78.885761 5 13
Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2062 3.3569822 10858.0414 26.045461 15.457410 1982-1999 –> 2000-2009 6.4718620 3.1148798 17186.3205 43.725192 8 18
Pacific (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 2062 3.3493231 10848.6216 33.897158 15.717324 1982-1999 –> 2000-2009 6.4792929 3.1299698 17188.8474 55.140264 7 18
Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 2062 3.3998333 10910.3502 77.217665 14.648611 1982-1999 –> 2000-2009 6.4962613 3.0964280 17223.9422 161.537577 9 18
Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2062 3.5501792 11090.8026 754.658442 12.762409 1982-1999 –> 2000-2009 6.5839515 3.0337723 17355.8611 1622.263699 10 15
Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2575 3.1252022 13189.9532 26.443269 17.371721 2000-2009 –> 2010-2019 6.2867331 3.1615309 23802.6122 68.000452 4 5
Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2575 3.1372913 13209.8364 21.945302 16.938462 2000-2009 –> 2010-2019 6.3165974 3.1793061 23845.6170 49.458940 5 7
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2575 3.0717563 13101.1184 27.954960 19.054665 2000-2009 –> 2010-2019 6.3223948 3.2506384 23828.4041 73.508497 1 5
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2575 3.0809850 13116.5676 28.922862 19.334646 2000-2009 –> 2010-2019 6.3354367 3.2544517 23848.6883 76.842067 3 8
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2575 3.0785967 13112.5738 97.466394 17.875477 2000-2009 –> 2010-2019 6.3448367 3.2662401 23859.6056 185.647760 2 8
Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2575 3.1976106 13307.9132 82.898246 19.352356 2000-2009 –> 2010-2019 6.4443142 3.2467037 24030.2040 163.647268 6 9
Pacific (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 2575 3.2995778 13467.5753 21.938193 18.622743 2000-2009 –> 2010-2019 6.6489009 3.3493231 24316.1969 55.835351 7 14
Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2575 3.3012503 13470.1850 17.987348 18.288404 2000-2009 –> 2010-2019 6.6582325 3.3569822 24328.2264 44.032809 8 16
Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 2575 3.3354411 13523.2488 82.162004 17.177906 2000-2009 –> 2010-2019 6.7352744 3.3998333 24433.5990 159.379669 9 18
Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2575 3.4369316 13679.6158 792.763313 32.857336 2000-2009 –> 2010-2019 6.9871108 3.5501792 24770.4184 1547.421754 10 20
Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1715 2.5557580 8099.4957 936.327016 18.995039 1982-1999 –> 2000-2009 4.1796446 1.6238866 12297.9623 1762.011108 1 2
Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1715 2.6058649 8164.0918 586.159084 19.922770 1982-1999 –> 2000-2009 4.2832518 1.6773869 12431.8061 1139.369139 4 6
Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1715 2.5796951 8131.4714 216.526357 15.336947 1982-1999 –> 2000-2009 4.2939866 1.7142915 12449.0200 402.656642 2 5
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1715 2.5887264 8143.4586 157.399305 11.879915 1982-1999 –> 2000-2009 4.3492396 1.7605132 12519.4861 275.480138 3 7
Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 1715 2.6430343 8212.6708 142.728187 11.958658 1982-1999 –> 2000-2009 4.4149533 1.7719190 12600.8925 252.490584 6 11
Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1715 2.6434592 8215.2223 44.970952 15.268130 1982-1999 –> 2000-2009 4.4304281 1.7869689 12624.0340 71.808242 7 13
Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1715 2.6604144 8237.1521 64.621141 15.186750 1982-1999 –> 2000-2009 4.4678866 1.8074723 12671.0396 99.795848 9 16
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1715 2.6419436 8213.2551 70.382013 11.955290 1982-1999 –> 2000-2009 4.4725364 1.8305929 12675.0805 122.522969 5 13
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1715 2.6542338 8229.1743 74.358795 11.969808 1982-1999 –> 2000-2009 4.5026450 1.8484112 12712.2908 128.723411 8 18
Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1715 2.6996082 8285.3150 29.402398 11.980491 1982-1999 –> 2000-2009 4.5368317 1.8372235 12753.0874 46.867668 10 19
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2364 2.5988509 11238.3095 133.647884 11.164162 2000-2009 –> 2010-2019 5.1875773 2.5887264 19381.7681 291.047189 1 4
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2364 2.6441033 11319.9270 55.566837 11.078507 2000-2009 –> 2010-2019 5.2860468 2.6419436 19533.1821 125.948851 2 7
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2364 2.6565762 11342.1778 57.206009 11.055564 2000-2009 –> 2010-2019 5.3108100 2.6542338 19571.3522 131.564804 3 11
Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2364 2.7650444 11531.3855 135.727454 11.735122 2000-2009 –> 2010-2019 5.3447395 2.5796951 19662.8569 352.253811 4 6
Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2364 2.8180050 11621.0874 748.789739 14.359195 2000-2009 –> 2010-2019 5.3737630 2.5557580 19720.5831 1685.116755 6 7
Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 2364 2.7726504 11542.3732 117.602833 11.003040 2000-2009 –> 2010-2019 5.4156847 2.6430343 19755.0440 260.331020 5 11
Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2364 2.8255728 11631.7675 608.707150 14.365981 2000-2009 –> 2010-2019 5.4314376 2.6058649 19795.8593 1194.866235 9 13
Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2364 2.8210916 11626.2632 24.872924 11.383894 2000-2009 –> 2010-2019 5.4645508 2.6434592 19841.4855 69.843876 7 14
Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2364 2.8366039 11652.1897 34.837119 11.258558 2000-2009 –> 2010-2019 5.4970182 2.6604144 19889.3417 99.458260 10 19
Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2364 2.8252026 11631.1481 21.734839 10.848785 2000-2009 –> 2010-2019 5.5248109 2.6996082 19916.4631 51.137238 8 18
Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2384 2.7837978 11661.0542 147.360818 13.320497 1982-1999 –> 2000-2009 4.8506281 2.0668302 17466.4318 291.070563 1 4
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2384 2.9038715 11862.4007 206.333322 12.593987 1982-1999 –> 2000-2009 4.8545703 1.9506988 17511.6415 444.028795 5 6
Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2384 2.8813419 11825.2641 710.744818 14.957778 1982-1999 –> 2000-2009 4.9107439 2.0294020 17581.2993 1318.696717 4 6
Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2384 2.8271917 11734.8045 39.063862 14.440083 1982-1999 –> 2000-2009 5.0092076 2.1820159 17686.6114 76.739334 2 8
Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2384 2.8350246 11747.9962 56.776418 14.493642 1982-1999 –> 2000-2009 5.0373682 2.2023437 17724.8399 107.973944 3 11
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2384 3.0049149 12025.4874 142.338939 13.798793 1982-1999 –> 2000-2009 5.1634167 2.1585018 17948.0402 310.107607 8 13
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2384 3.0173587 12045.1915 163.095379 13.838959 1982-1999 –> 2000-2009 5.2075587 2.1902000 18007.1063 354.727863 9 16
Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2384 3.0925024 12160.4784 710.097445 14.661486 1982-1999 –> 2000-2009 5.2303266 2.1378242 18055.0416 1311.516533 13 17
Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2384 3.1170149 12198.1226 145.644373 14.351019 1982-1999 –> 2000-2009 5.3904039 2.2733891 18258.6902 287.871294 16 25
Pacific (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2384 3.0781432 12138.2879 484.137705 13.729329 1982-1999 –> 2000-2009 5.4258955 2.3477524 18285.7597 940.932226 12 22
Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2889 2.7726845 14105.1237 165.437383 17.647698 2000-2009 –> 2010-2019 5.5564824 2.7837978 25766.1779 312.798201 1 2
Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2889 2.7996613 14156.1720 30.011419 18.652497 2000-2009 –> 2010-2019 5.6268530 2.8271917 25890.9765 69.075281 2 4
Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2889 2.8063781 14170.0128 46.021386 18.711781 2000-2009 –> 2010-2019 5.6414026 2.8350246 25918.0090 102.797804 3 6
Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2889 2.8755119 14310.5775 817.422814 15.056798 2000-2009 –> 2010-2019 5.7568538 2.8813419 26135.8417 1528.167632 4 8
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2889 3.0857277 14718.1137 49.158293 13.890570 2000-2009 –> 2010-2019 6.0704509 2.9847232 26711.4540 118.738385 5 11
Pacific (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2889 3.1091550 14759.8003 14.525182 14.380919 2000-2009 –> 2010-2019 6.1110659 3.0019109 26778.5187 34.513206 6 13
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2889 3.2340253 14994.4248 238.174142 20.082097 2000-2009 –> 2010-2019 6.1378967 2.9038715 26856.8255 444.507464 13 18
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2889 3.1417739 14827.2094 159.742090 10.569061 2000-2009 –> 2010-2019 6.1960489 3.0542750 26930.3818 291.264155 7 17
Pacific (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 2889 3.1749655 14885.9316 120.426889 11.280926 2000-2009 –> 2010-2019 6.2418027 3.0668372 27006.6744 221.616423 9 20
Pacific (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2889 3.1663176 14865.0291 570.483860 14.245418 2000-2009 –> 2010-2019 6.2444608 3.0781432 27003.3170 1054.621564 8 20
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3246 2.6531141 15560.2146 238.996511 10.701774 1982-1999 –> 2000-2009 4.7570975 2.1039834 22443.1751 488.624832 2 5
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3246 2.7042140 15684.0638 103.588445 11.177082 1982-1999 –> 2000-2009 4.7738139 2.0695999 22514.6930 220.267960 6 7
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3246 2.7070522 15690.8740 118.260152 11.191959 1982-1999 –> 2000-2009 4.7784124 2.0713602 22524.2034 251.456705 7 9
Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3246 2.6599342 15576.8815 156.942479 10.112569 1982-1999 –> 2000-2009 4.8991661 2.2392319 22657.7084 314.244088 3 11
Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3246 2.6754201 15612.5679 153.796244 10.542820 1982-1999 –> 2000-2009 4.9181920 2.2427718 22696.4117 303.485488 5 14
Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3246 2.7178843 15716.7996 23.906742 10.776728 1982-1999 –> 2000-2009 4.9484314 2.2305470 22785.2844 48.528887 8 12
Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3246 2.7193886 15720.3918 35.757128 10.777209 1982-1999 –> 2000-2009 4.9519252 2.2325366 22791.7081 70.778423 9 15
Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3246 2.7225379 15725.9057 23.905602 11.008459 1982-1999 –> 2000-2009 4.9530853 2.2305474 22792.3910 45.912092 10 15
Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3246 2.7243474 15730.2190 35.750279 11.021427 1982-1999 –> 2000-2009 4.9568929 2.2325455 22799.5481 68.530229 11 18
Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3246 2.6173132 15472.0158 658.769145 9.202252 1982-1999 –> 2000-2009 4.9636882 2.3463749 22701.2846 1246.314705 1 11
Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3879 2.3465738 17639.3600 822.750865 9.518903 2000-2009 –> 2010-2019 4.9638870 2.6173132 33111.3758 1481.520010 1 2
Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3879 2.3519798 17655.2123 813.981338 9.802808 2000-2009 –> 2010-2019 5.0122297 2.6602499 33230.8643 1469.970128 2 6
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3879 2.3647236 17699.1344 315.157319 10.974495 2000-2009 –> 2010-2019 5.0178377 2.6531141 33259.3490 554.153831 3 5
Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3879 2.3915674 17786.7051 178.110179 10.721885 2000-2009 –> 2010-2019 5.0515016 2.6599342 33363.5866 335.052658 4 7
Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3879 2.3922728 17786.9932 175.377371 10.612969 2000-2009 –> 2010-2019 5.0676930 2.6754201 33399.5612 329.173615 5 10
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3879 2.4364725 17931.0220 91.695586 11.454401 2000-2009 –> 2010-2019 5.1406864 2.7042140 33615.0858 195.284031 6 12
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3879 2.4401145 17942.6099 104.660032 11.460657 2000-2009 –> 2010-2019 5.1471667 2.7070522 33633.4839 222.920184 7 14
Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3879 2.4499107 17973.6932 21.649899 11.506360 2000-2009 –> 2010-2019 5.1677950 2.7178843 33690.4928 45.556641 8 16
Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3879 2.4523744 17981.4911 33.640648 11.514472 2000-2009 –> 2010-2019 5.1717630 2.7193886 33701.8828 69.397775 9 18
Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3879 2.4573549 17995.2307 21.268121 11.148747 2000-2009 –> 2010-2019 5.1798928 2.7225379 33721.1364 45.173724 10 20
Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4368 2.3240979 19777.1950 100.601069 8.490210 1982-1999 –> 2000-2009 4.4243239 2.1002260 30548.5708 199.277599 1 4
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4368 2.4300030 20166.4759 24.300695 9.190006 1982-1999 –> 2000-2009 4.5047327 2.0747297 30877.0501 42.144989 4 5
Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4368 2.3750259 19966.5598 37.959527 8.650641 1982-1999 –> 2000-2009 4.5231992 2.1481733 30850.3036 69.941433 2 10
Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4368 2.3998353 20057.3423 39.866574 8.708002 1982-1999 –> 2000-2009 4.5625788 2.1627435 30974.7358 73.541388 3 15
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4368 2.5000061 20414.5842 471.270405 10.161836 1982-1999 –> 2000-2009 4.5940101 2.0940040 31171.1906 1152.455686 5 7
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4368 2.5340565 20532.7666 51.143326 10.276416 1982-1999 –> 2000-2009 4.6477235 2.1136669 31335.8989 105.413038 6 10
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4368 2.5351119 20536.4043 56.459013 10.288191 1982-1999 –> 2000-2009 4.6508946 2.1157827 31344.5169 116.463932 7 12
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4368 2.5485873 20582.7175 326.301830 9.879479 1982-1999 –> 2000-2009 4.8203707 2.2717834 31744.9670 836.802614 9 23
Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4368 2.7104502 21120.6415 252.075166 10.172681 1982-1999 –> 2000-2009 4.8361160 2.1256657 31951.9529 618.107485 18 24
Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4368 2.5460448 20571.9979 22.563350 10.493610 1982-1999 –> 2000-2009 4.8373873 2.2913425 31774.9224 38.048549 8 26
Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5079 2.4988058 23730.4056 97.396413 12.122554 2000-2009 –> 2010-2019 4.8229037 2.3240979 43507.6005 197.997482 1 2
Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5079 2.5523854 23945.9120 32.960665 12.116582 2000-2009 –> 2010-2019 4.9274113 2.3750259 43912.4718 70.920191 4 6
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5079 2.5333759 23869.9747 19.544243 15.006555 2000-2009 –> 2010-2019 4.9633790 2.4300030 44036.4506 43.844938 2 6
Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5079 2.5831181 24067.4917 34.325124 12.121044 2000-2009 –> 2010-2019 4.9829534 2.3998353 44124.8340 74.191698 5 8
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5079 2.5489701 23932.3104 606.821627 15.933734 2000-2009 –> 2010-2019 5.0489762 2.5000061 44346.8946 1078.092031 3 8
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5079 2.5896040 24092.9651 56.383706 16.154388 2000-2009 –> 2010-2019 5.1236605 2.5340565 44625.7318 107.527032 6 12
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5079 2.5904995 24096.4773 62.830236 16.141320 2000-2009 –> 2010-2019 5.1256114 2.5351119 44632.8816 119.289249 7 14
Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 5079 2.5958016 24115.2467 16.127555 15.901610 2000-2009 –> 2010-2019 5.1418464 2.5460448 44687.2447 38.690905 8 16
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5079 2.6726344 24413.5482 37.007631 13.577541 2000-2009 –> 2010-2019 5.2403664 2.5677320 45061.6443 80.340969 11 22
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5079 2.7281393 24622.3475 326.972633 13.615950 2000-2009 –> 2010-2019 5.2767266 2.5485873 45205.0650 653.274463 17 26
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4897 1.7365795 19316.5625 70.527770 8.443919 1982-1999 –> 2000-2009 3.5529721 1.8163926 29465.9597 128.400761 1 2
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4897 1.7402106 19337.0199 70.538679 8.407744 1982-1999 –> 2000-2009 3.5568850 1.8166744 29487.1971 127.071753 2 5
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4897 1.7428500 19351.8634 639.930585 8.324114 1982-1999 –> 2000-2009 3.5594501 1.8166001 29501.8348 1533.588629 3 5
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4897 1.8013361 19675.1340 65.972240 7.643919 1982-1999 –> 2000-2009 3.6183275 1.8169914 29826.1883 113.228176 4 8
Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + silicate 4897 1.8013970 19673.4651 57.038412 7.652648 1982-1999 –> 2000-2009 3.6191845 1.8177875 29824.7218 92.335456 5 10
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4897 1.9237634 20319.1351 50.368921 7.795513 1982-1999 –> 2000-2009 3.7435015 1.8197382 30477.7846 82.124455 6 12
Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 4897 1.9641274 20520.5049 38.561233 8.170971 1982-1999 –> 2000-2009 3.7873680 1.8232406 30686.8224 63.110982 7 14
Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4897 2.0967837 21162.6066 46.011320 8.339343 1982-1999 –> 2000-2009 3.9570259 1.8602422 31431.9428 76.713878 8 16
Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4897 2.1182168 21262.2117 43.869688 8.394399 1982-1999 –> 2000-2009 3.9812349 1.8630181 31539.0452 73.242097 9 18
Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 4897 2.1845998 21562.4352 34.954872 9.156417 1982-1999 –> 2000-2009 4.0933042 1.9087044 31959.0815 59.535888 10 23
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5510 2.1891094 24284.8154 76.292533 11.067968 2000-2009 –> 2010-2019 3.9256889 1.7365795 43601.3780 146.820303 1 2
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5510 2.1932691 24305.7353 76.341617 11.113116 2000-2009 –> 2010-2019 3.9334796 1.7402106 43642.7552 146.880295 2 4
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5510 2.1963964 24321.4374 557.126126 11.149998 2000-2009 –> 2010-2019 3.9392464 1.7428500 43673.3007 1197.056711 3 6
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 5510 2.2596848 24634.4859 59.989828 11.886570 2000-2009 –> 2010-2019 4.0610210 1.8013361 44309.6199 125.962068 4 8
Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + silicate 5510 2.2603570 24635.7635 56.989930 11.845181 2000-2009 –> 2010-2019 4.0617540 1.8013970 44309.2286 114.028342 5 10
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5510 2.3757008 25186.2255 48.070113 12.712804 2000-2009 –> 2010-2019 4.2994641 1.9237634 45505.3607 98.439034 6 12
Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 5510 2.4008214 25300.1392 35.093387 13.412789 2000-2009 –> 2010-2019 4.3649488 1.9641274 45820.6440 73.654620 7 14
Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5510 2.4795350 25657.6456 42.240251 14.098899 2000-2009 –> 2010-2019 4.5763187 2.0967837 46820.2523 88.251571 8 16
Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5510 2.4966359 25733.3876 39.998938 14.339012 2000-2009 –> 2010-2019 4.6148527 2.1182168 46995.5993 83.868626 9 18
Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 5510 2.5331439 25891.3649 28.895619 15.185546 2000-2009 –> 2010-2019 4.7177437 2.1845998 47453.8001 63.850492 10 20
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1843 1.4625873 6645.6505 48.705322 7.309759 1982-1999 –> 2000-2009 3.0629339 1.6003466 10317.0619 101.914193 1 4
Pacific (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1843 1.4718420 6668.9005 88.048120 7.361616 1982-1999 –> 2000-2009 3.0652003 1.5933583 10331.8394 242.493381 5 6
Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1843 1.4745831 6675.7588 94.681414 7.382497 1982-1999 –> 2000-2009 3.0693389 1.5947558 10340.3950 259.417303 9 11
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1843 1.4633440 6647.5570 79.197353 7.260663 1982-1999 –> 2000-2009 3.0764603 1.6131163 10334.3551 221.843561 2 9
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1843 1.4653620 6652.6365 129.273875 7.180582 1982-1999 –> 2000-2009 3.0766237 1.6112617 10337.2075 327.782376 3 9
Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1843 1.4769309 6681.6229 484.724394 7.525655 1982-1999 –> 2000-2009 3.0800723 1.6031414 10356.4123 1056.737997 10 14
Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + silicate 1843 1.4683469 6658.1372 47.367533 7.042023 1982-1999 –> 2000-2009 3.0816428 1.6132959 10343.1508 94.432548 4 12
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1843 1.4739410 6674.1533 83.266564 7.414259 1982-1999 –> 2000-2009 3.0901201 1.6161791 10364.6237 149.535828 7 16
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1843 1.4741893 6674.7743 81.642391 7.430485 1982-1999 –> 2000-2009 3.0907540 1.6165647 10365.7066 145.140836 8 18
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1843 1.4732445 6672.4113 939.287923 7.384533 1982-1999 –> 2000-2009 3.0912518 1.6180073 10365.0704 1802.270496 6 17
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2064 1.7391226 8155.7339 76.704057 8.131146 2000-2009 –> 2010-2019 3.2024666 1.4633440 14803.2909 155.901410 1 3
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2064 1.7422595 8163.1730 47.292442 7.450463 2000-2009 –> 2010-2019 3.2048468 1.4625873 14808.8235 95.997763 5 6
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2064 1.7431777 8165.3480 133.735602 8.580752 2000-2009 –> 2010-2019 3.2085397 1.4653620 14817.9845 263.009477 7 10
Pacific (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2064 1.7405664 8159.1595 83.892840 8.349545 2000-2009 –> 2010-2019 3.2124084 1.4718420 14828.0600 171.940960 2 7
Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2064 1.7418721 8162.2551 89.302969 8.508821 2000-2009 –> 2010-2019 3.2164552 1.4745831 14838.0139 183.984383 4 12
Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2064 1.7412115 8160.6893 442.951809 8.418493 2000-2009 –> 2010-2019 3.2181424 1.4769309 14842.3122 927.676203 3 12
Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 2064 1.7432321 8163.4769 88.713350 8.552012 2000-2009 –> 2010-2019 3.2215766 1.4783445 14846.6259 182.830487 8 18
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2064 1.7479672 8176.6744 102.023137 7.696234 2000-2009 –> 2010-2019 3.2219082 1.4739410 14850.8278 185.289701 10 16
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2064 1.7479634 8176.6655 102.843955 7.700127 2000-2009 –> 2010-2019 3.2221527 1.4741893 14851.4398 184.486345 9 16
Pacific (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 2064 1.7428810 8162.6454 75.698818 8.312789 2000-2009 –> 2010-2019 3.2283453 1.4854643 14863.5040 154.166817 6 21
Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2181 1.3689922 7573.4045 372.909594 5.006278 1982-1999 –> 2000-2009 2.7767806 1.4077884 11496.7323 1018.083909 3 6
Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2181 1.3687500 7572.6327 191.618523 5.200671 1982-1999 –> 2000-2009 2.7995056 1.4307556 11531.8861 678.582024 2 10
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2181 1.4023915 7678.5467 57.256842 5.310529 1982-1999 –> 2000-2009 2.8043846 1.4019931 11592.7168 122.265852 8 9
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2181 1.3546666 7527.5184 237.056471 5.520006 1982-1999 –> 2000-2009 2.8048444 1.4501778 11516.7052 700.037562 1 11
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2181 1.4032450 7681.2004 56.887420 5.288784 1982-1999 –> 2000-2009 2.8059987 1.4027537 11596.5747 123.058227 9 11
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2181 1.4073235 7693.8602 833.380043 5.207511 1982-1999 –> 2000-2009 2.8206160 1.4132925 11625.8509 1646.710343 10 16
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2181 1.4132144 7712.0810 46.913084 5.074181 1982-1999 –> 2000-2009 2.8233220 1.4101076 11639.0631 107.994566 11 15
Pacific (27.85,27.95] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2181 1.3792718 7606.0357 177.797091 5.213310 1982-1999 –> 2000-2009 2.8241859 1.4449141 11587.1500 617.809760 5 14
Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2181 1.4142411 7713.2489 10.572497 5.086929 1982-1999 –> 2000-2009 2.8246153 1.4103741 11638.6506 30.782595 12 17
Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate 2181 1.3691889 7572.0312 152.906117 5.083818 1982-1999 –> 2000-2009 2.8254053 1.4562164 11568.4430 456.217566 4 16
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2601 1.5266834 9596.2723 343.652277 8.056408 2000-2009 –> 2010-2019 2.8813500 1.3546666 17123.7907 580.708747 1 2
Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2601 1.5514717 9680.0571 282.853829 6.792815 2000-2009 –> 2010-2019 2.9202217 1.3687500 17252.6898 474.472352 2 4
Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2601 1.5585288 9703.6656 441.182371 6.538035 2000-2009 –> 2010-2019 2.9275210 1.3689922 17277.0701 814.091965 4 7
Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate 2601 1.5634038 9717.9120 221.428219 6.707965 2000-2009 –> 2010-2019 2.9325928 1.3691889 17289.9432 374.334336 5 9
Pacific (27.85,27.95] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2601 1.5644375 9723.3501 258.980135 6.300451 2000-2009 –> 2010-2019 2.9437092 1.3792718 17329.3858 436.777226 6 11
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2601 1.5676562 9734.0421 247.961968 6.458675 2000-2009 –> 2010-2019 2.9630713 1.3954150 17390.8349 422.358063 8 14
Pacific (27.85,27.95] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 2601 1.5682266 9733.9344 244.425167 6.341302 2000-2009 –> 2010-2019 2.9644838 1.3962572 17391.3591 418.780288 9 16
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2601 1.5911597 9811.4553 82.737887 8.692422 2000-2009 –> 2010-2019 2.9935512 1.4023915 17490.0020 139.994729 10 18
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2601 1.5920348 9814.3157 84.311785 8.660422 2000-2009 –> 2010-2019 2.9952798 1.4032450 17495.5161 141.199205 11 20
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2601 1.6013838 9844.7743 68.003880 7.341708 2000-2009 –> 2010-2019 3.0145982 1.4132144 17556.8553 114.916964 12 22
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2415 1.1965643 7734.2377 66.506287 6.981254 1982-1999 –> 2000-2009 2.1725663 0.9760020 11254.3825 142.435610 2 3
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2415 1.1976640 7738.6748 65.798895 6.989919 1982-1999 –> 2000-2009 2.1747928 0.9771287 11261.7202 138.795309 3 5
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2415 1.2034590 7761.9885 657.712414 7.053509 1982-1999 –> 2000-2009 2.1889635 0.9855045 11306.4917 1283.317712 4 8
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2415 1.2290896 7863.7754 56.537690 6.424130 1982-1999 –> 2000-2009 2.2101144 0.9810248 11396.8248 119.816668 6 9
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2415 1.1776509 7657.2829 551.747012 6.862775 1982-1999 –> 2000-2009 2.2712567 1.0936059 11463.4480 1144.936377 1 8
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 2415 1.2097233 7785.0648 385.747547 7.800053 1982-1999 –> 2000-2009 2.3318234 1.1221001 11653.8942 756.156915 5 15
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2415 1.2808290 8060.9346 13.503346 5.347799 1982-1999 –> 2000-2009 2.3470240 1.0661950 11801.2839 26.409226 10 15
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2415 1.2564573 7968.1433 16.291395 8.587610 1982-1999 –> 2000-2009 2.3487122 1.0922549 11769.2008 32.388511 7 13
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2415 1.2585491 7976.1778 15.683638 8.628644 1982-1999 –> 2000-2009 2.3537295 1.0951804 11783.9598 30.943678 8 16
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 2415 1.2650561 8001.0857 538.500443 8.708676 1982-1999 –> 2000-2009 2.3711810 1.1061249 11833.8663 1048.368718 9 18
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3939 1.4046567 13869.2865 733.111346 5.067139 2000-2009 –> 2010-2019 2.5823076 1.1776509 21526.5694 1284.858358 1 2
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3939 1.4261199 13988.7521 131.626265 4.989155 2000-2009 –> 2010-2019 2.6226842 1.1965643 21722.9898 198.132552 2 4
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3939 1.4269984 13993.6035 132.023871 4.973413 2000-2009 –> 2010-2019 2.6246624 1.1976640 21732.2783 197.822766 3 6
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3939 1.4333432 14028.5536 734.246666 4.971459 2000-2009 –> 2010-2019 2.6368022 1.2034590 21790.5421 1391.959080 5 9
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3939 1.4316810 14019.4126 123.933084 4.830991 2000-2009 –> 2010-2019 2.6607707 1.2290896 21883.1880 180.470774 4 10
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 3939 1.4824028 14291.6848 723.730939 6.096106 2000-2009 –> 2010-2019 2.6921260 1.2097233 22076.7496 1109.478487 7 12
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3939 1.4351350 14036.3956 31.015125 4.599749 2000-2009 –> 2010-2019 2.7159641 1.2808290 22097.3303 44.518471 6 16
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3939 1.5001701 14385.5451 34.705881 5.931737 2000-2009 –> 2010-2019 2.7566274 1.2564573 22353.6883 50.997276 8 15
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3939 1.5041686 14406.5151 33.294515 5.946525 2000-2009 –> 2010-2019 2.7627177 1.2585491 22382.6930 48.978153 9 17
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 3939 1.5089259 14431.3917 732.654477 5.917506 2000-2009 –> 2010-2019 2.7739820 1.2650561 22432.4774 1271.154920 11 20
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1443 0.9393765 3928.5693 494.206780 4.592278 1982-1999 –> 2000-2009 1.6190307 0.6796542 5578.4727 1223.389589 1 4
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1443 0.9437019 3941.8276 73.970310 4.601611 1982-1999 –> 2000-2009 1.6228675 0.6791656 5590.5919 199.758464 2 4
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1443 0.9444883 3944.2316 77.794686 4.599128 1982-1999 –> 2000-2009 1.6236467 0.6791583 5592.9790 216.166830 3 4
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1443 0.9540804 3973.3933 52.000773 4.375701 1982-1999 –> 2000-2009 1.6407987 0.6867183 5639.6755 142.408018 4 8
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1443 1.0342187 4204.1597 427.359136 5.918535 1982-1999 –> 2000-2009 1.7805382 0.7463195 6000.2776 1017.607790 8 13
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1443 1.0396622 4219.3100 20.463555 5.935005 1982-1999 –> 2000-2009 1.7859827 0.7463205 6015.4299 46.601416 9 15
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1443 1.0416843 4224.9178 20.549868 5.945547 1982-1999 –> 2000-2009 1.7881333 0.7464490 6021.3105 46.769437 10 17
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1443 0.9884393 4075.4979 529.670153 5.032880 1982-1999 –> 2000-2009 1.8093780 0.8209387 6024.5626 1354.875337 5 21
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1443 1.0189993 4161.3741 22.246972 3.861572 1982-1999 –> 2000-2009 1.8155525 0.7965533 6060.6741 49.720642 7 20
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 1443 0.9889972 4075.1266 281.911526 5.167524 1982-1999 –> 2000-2009 1.8261359 0.8371386 6053.1446 686.762521 6 23
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2208 1.2386298 7225.0820 191.067069 4.909319 2000-2009 –> 2010-2019 2.1823317 0.9437019 11166.9096 265.037379 3 5
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2208 1.2385807 7224.9071 198.542326 4.904365 2000-2009 –> 2010-2019 2.1830691 0.9444883 11169.1387 276.337012 2 5
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2208 1.2477352 7257.4263 680.739212 5.136505 2000-2009 –> 2010-2019 2.1871117 0.9393765 11185.9956 1174.945991 5 6
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2208 1.2383805 7224.1933 140.862965 4.890570 2000-2009 –> 2010-2019 2.1924609 0.9540804 11197.5866 192.863738 1 5
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2208 1.2386460 7223.1397 34.492406 4.912336 2000-2009 –> 2010-2019 2.2576452 1.0189993 11384.5138 56.739378 4 11
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2208 1.3116826 7478.1408 677.324583 5.108672 2000-2009 –> 2010-2019 2.3001219 0.9884393 11553.6388 1206.994735 6 11
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 2208 1.3533815 7614.3420 557.805255 5.431229 2000-2009 –> 2010-2019 2.3423788 0.9889972 11689.4686 839.716781 7 13
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2208 1.3739044 7680.8042 33.831912 5.871217 2000-2009 –> 2010-2019 2.4155887 1.0416843 11905.7220 54.381780 8 18
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2208 1.3765734 7689.3745 33.688011 5.883122 2000-2009 –> 2010-2019 2.4162356 1.0396622 11908.6845 54.151566 9 18
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 2208 1.3828404 7709.4334 666.840697 5.870397 2000-2009 –> 2010-2019 2.4170591 1.0342187 11913.5931 1094.199834 10 18
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3453 0.8683777 8838.5556 27.691146 3.520103 1982-1999 –> 2000-2009 1.4706035 0.6022259 12118.6799 73.762493 2 3
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3453 0.8685952 8840.2856 36.286193 3.673617 1982-1999 –> 2000-2009 1.4811640 0.6125688 12181.4066 91.969806 3 6
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3453 0.8689479 8843.0890 41.463541 3.670152 1982-1999 –> 2000-2009 1.4812295 0.6122816 12182.5302 103.878498 4 6
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3453 0.8653203 8814.1983 304.083704 3.661806 1982-1999 –> 2000-2009 1.4812331 0.6159128 12174.8204 838.181232 1 5
Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3453 0.8929234 9029.0542 8.513358 4.540995 1982-1999 –> 2000-2009 1.5682697 0.6753463 12717.6508 26.027099 5 10
Pacific (28.1,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 3453 0.9985522 9801.1836 303.809472 5.641363 1982-1999 –> 2000-2009 1.6858215 0.6872693 13552.4672 832.492323 7 13
Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3453 0.9992524 9808.0244 444.463370 5.491228 1982-1999 –> 2000-2009 1.6915928 0.6923404 13587.6413 1185.974817 8 15
Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3453 1.0045366 9844.4484 528.519098 5.538488 1982-1999 –> 2000-2009 1.6978271 0.6932905 13628.9774 1439.379887 9 18
Pacific (28.1,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 3453 1.0093260 9875.2967 29.609252 5.630035 1982-1999 –> 2000-2009 1.7019012 0.6925752 13654.1281 75.097868 10 18
Pacific (28.1,28.2] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 3453 1.0121173 9894.3685 34.121322 5.639275 1982-1999 –> 2000-2009 1.7057614 0.6936441 13678.7241 87.118534 11 21
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4564 0.8528949 11513.6326 742.518417 3.446213 2000-2009 –> 2010-2019 1.7182152 0.8653203 20327.8310 1046.602120 1 2
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4564 0.8537691 11522.9841 85.367204 3.494147 2000-2009 –> 2010-2019 1.7223643 0.8685952 20363.2696 121.653397 2 5
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4564 0.8538208 11523.5370 86.793238 3.494907 2000-2009 –> 2010-2019 1.7227687 0.8689479 20366.6259 128.256779 3 7
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4564 0.8550689 11536.8707 73.546428 3.454870 2000-2009 –> 2010-2019 1.7234466 0.8683777 20375.4263 101.237574 4 6
Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 4564 0.8599492 11586.8206 23.815866 3.234501 2000-2009 –> 2010-2019 1.7528726 0.8929234 20615.8748 32.329223 5 10
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4564 1.0370378 13298.0418 582.865578 3.628284 2000-2009 –> 2010-2019 2.0313325 0.9942947 23071.7175 826.240733 6 12
Pacific (28.1,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 4564 1.1635557 14346.7857 732.102178 6.773999 2000-2009 –> 2010-2019 2.1621079 0.9985522 24147.9694 1035.911650 10 17
Pacific (28.1,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 4564 1.1794665 14470.7585 59.643891 7.064847 2000-2009 –> 2010-2019 2.1887925 1.0093260 24346.0552 89.253143 11 19
Pacific (28.1,28.2] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 4564 1.1835537 14502.3355 67.106212 7.138709 2000-2009 –> 2010-2019 2.1956710 1.0121173 24396.7040 101.227534 12 21
Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4564 1.2020948 14644.2226 55.590705 7.320281 2000-2009 –> 2010-2019 2.2345140 1.0324192 24675.7466 80.141298 16 26
Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8692 0.4816985 11982.9112 440.547248 6.047452 1982-1999 –> 2000-2009 1.0450859 0.5633874 19566.0814 1219.008471 2 3
Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8692 0.4866267 12159.8627 355.559273 6.163747 1982-1999 –> 2000-2009 1.0616148 0.5749881 19925.5722 1088.326464 3 7
Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8692 0.4889206 12241.6145 301.661405 6.210384 1982-1999 –> 2000-2009 1.0645933 0.5756727 20017.9818 888.062306 4 9
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 8692 0.5128284 13071.5490 196.189177 5.097264 1982-1999 –> 2000-2009 1.0799918 0.5671634 20714.5446 449.280616 8 10
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 8692 0.5049266 12801.6055 10.463116 5.260451 1982-1999 –> 2000-2009 1.0806147 0.5756882 20578.2130 32.214767 6 12
Pacific (28.2,28.3] 4 cstar_tref ~ temp + aou + silicate + phosphate 8692 0.5150007 13143.0308 196.106602 5.480223 1982-1999 –> 2000-2009 1.0825414 0.5675407 20789.9826 449.180915 9 12
Pacific (28.2,28.3] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 8692 0.5074509 12886.2980 4.596350 5.670688 1982-1999 –> 2000-2009 1.0831712 0.5757203 20661.4056 21.959810 7 14
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 8692 0.5153907 13158.1906 12.772154 5.175458 1982-1999 –> 2000-2009 1.0924481 0.5770574 20956.0734 33.696504 10 18
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 8692 0.5156298 13166.2527 12.753310 5.183459 1982-1999 –> 2000-2009 1.0939272 0.5782974 20983.3602 35.771462 11 21
Pacific (28.2,28.3] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 8692 0.5183485 13255.6710 4.897664 5.611765 1982-1999 –> 2000-2009 1.0955733 0.5772248 21054.1517 21.811066 12 21
Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12884 0.5848776 22756.4719 629.656162 5.315485 2000-2009 –> 2010-2019 1.0553893 0.4705117 34330.9017 1059.308716 2 3
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 12884 0.5865184 22828.6584 18.476900 3.756673 2000-2009 –> 2010-2019 1.0914449 0.5049266 35630.2639 28.940016 5 11
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 12884 0.5822729 22641.4610 236.138095 3.754396 2000-2009 –> 2010-2019 1.0951013 0.5128284 35713.0100 432.327272 1 9
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 12884 0.5850091 22762.2636 19.850952 3.818587 2000-2009 –> 2010-2019 1.1003998 0.5153907 35920.4542 32.623106 4 14
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 12884 0.5848911 22757.0664 19.801179 3.818134 2000-2009 –> 2010-2019 1.1005209 0.5156298 35923.3191 32.554490 3 14
Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 12884 0.6047995 23619.5542 587.746478 5.438942 2000-2009 –> 2010-2019 1.1056665 0.5008671 36280.8314 887.193361 7 12
Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 12884 0.5898319 22971.8245 10.211385 3.584216 2000-2009 –> 2010-2019 1.1321791 0.5423472 37014.2718 14.975139 6 21
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 12884 0.6164613 24111.6857 747.891117 4.107056 2000-2009 –> 2010-2019 1.1966667 0.5802055 39329.1334 1176.739008 8 25
Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 12884 0.6192468 24225.8606 583.815751 4.609683 2000-2009 –> 2010-2019 1.2006323 0.5813854 39476.6255 880.211077 9 27
Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + silicate + phosphate 12884 0.6346120 24857.4308 235.433958 5.592245 2000-2009 –> 2010-2019 1.2017605 0.5671484 39677.1974 429.374322 10 26
Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2612 0.8237703 6413.7919 507.242385 3.757743 1982-1999 –> 2000-2009 1.7977204 0.9739501 12722.0876 1422.921219 3 4
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2612 0.8214401 6398.9934 294.386049 3.763499 1982-1999 –> 2000-2009 1.8229368 1.0014967 12833.3556 857.356453 1 3
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2612 0.8247272 6419.8566 431.624181 3.761344 1982-1999 –> 2000-2009 1.8320557 1.0073285 12880.4627 1237.379175 4 7
Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2612 0.8248548 6418.6648 326.745413 3.760259 1982-1999 –> 2000-2009 1.8669269 1.0420721 13030.5412 494.749211 5 10
Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate 2612 0.8585355 6627.7329 137.371635 3.674214 1982-1999 –> 2000-2009 1.8714864 1.0129508 13111.4969 348.361262 25 29
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2612 0.8273702 6436.5708 65.309190 3.507772 1982-1999 –> 2000-2009 1.8887539 1.0613837 13133.4448 157.194086 7 14
Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2612 0.8271007 6432.8692 284.711153 3.703808 1982-1999 –> 2000-2009 1.9075385 1.0804378 13208.1673 489.674740 6 16
Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2612 0.8720879 6711.5516 478.288013 3.842979 1982-1999 –> 2000-2009 1.9144859 1.0423981 13326.8418 1077.221268 34 40
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2612 0.8452286 6548.1292 116.702670 3.290250 1982-1999 –> 2000-2009 1.9175701 1.0723415 13291.4287 257.007225 15 23
Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2612 0.8231951 6410.1425 372.102639 3.428616 1982-1999 –> 2000-2009 1.9463821 1.1231870 13362.8340 1293.519324 2 17
Pacific (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4522 1.1988881 14487.4124 748.881271 5.832801 2000-2009 –> 2010-2019 2.0148213 0.8159332 20851.2666 1207.365426 1 5
Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4522 1.2050873 14534.0564 703.889795 5.619293 2000-2009 –> 2010-2019 2.0167892 0.8117019 20870.7496 1134.967140 6 7
Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4522 1.2020380 14511.1432 643.453060 5.875038 2000-2009 –> 2010-2019 2.0168284 0.8147904 20867.6756 1035.149399 2 4
Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4522 1.2025767 14515.1953 657.665059 5.665655 2000-2009 –> 2010-2019 2.0178794 0.8153027 20875.0112 1046.476642 3 6
Pacific (28.3, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4522 1.2029743 14518.1850 889.417595 5.858746 2000-2009 –> 2010-2019 2.0189124 0.8159381 20882.0705 1448.435515 4 9
Pacific (28.3, Inf] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 4522 1.2030869 14517.0310 641.307985 5.841140 2000-2009 –> 2010-2019 2.0200014 0.8169146 20885.1645 1029.479159 5 12
Pacific (28.3, Inf] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 4522 1.2055493 14535.5230 661.633764 5.784563 2000-2009 –> 2010-2019 2.0216027 0.8160534 20898.1470 1045.716437 7 13
Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4522 1.2104495 14574.2100 889.003324 6.025233 2000-2009 –> 2010-2019 2.0323342 0.8218846 20976.0299 1404.689481 8 19
Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4522 1.2138583 14599.6435 530.535284 5.684912 2000-2009 –> 2010-2019 2.0370534 0.8231951 21009.7860 902.637923 9 21
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4522 1.2180973 14631.1715 650.140796 5.362424 2000-2009 –> 2010-2019 2.0381280 0.8200307 21021.1944 1041.843655 11 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 3.4277594 722.5725
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 2.9136091 645.5215
Atlantic (26,26.5] 1982-1999 –> 2000-2009 7.2452918 3431.5362
Atlantic (26,26.5] 2000-2009 –> 2010-2019 7.3247611 3259.0134
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 5.5191413 4440.7358
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 7.1101508 4597.0290
Atlantic (26.75,27] 1982-1999 –> 2000-2009 4.0132740 7095.1807
Atlantic (26.75,27] 2000-2009 –> 2010-2019 5.0979180 7005.0756
Atlantic (27,27.25] 1982-1999 –> 2000-2009 3.8139664 9315.0704
Atlantic (27,27.25] 2000-2009 –> 2010-2019 4.6252788 10201.7956
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 5.7707640 18165.3862
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 7.1015255 20287.2505
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 4.0723895 29924.8680
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 4.5546942 32580.1463
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 2.2211272 7871.7077
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 2.5741292 9309.9451
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 3.5547673 9923.7587
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 4.0645564 11285.3204
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 6.9473210 16616.5255
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 6.6676764 16337.9584
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 1.0594358 2566.4080
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 1.3703947 3740.0603
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 1.1056520 3987.8535
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 1.2813545 5312.6478
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 1.2482239 7944.3063
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 1.4524619 11022.0229
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 1.3403989 11792.9453
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 1.5431560 16623.5634
Indian (-Inf,26] 1982-1999 –> 2000-2009 3.4293643 2838.5641
Indian (-Inf,26] 2000-2009 –> 2010-2019 3.0659829 1533.8491
Indian (26,26.5] 1982-1999 –> 2000-2009 3.7332187 5373.1254
Indian (26,26.5] 2000-2009 –> 2010-2019 2.8841783 2664.9755
Indian (26.5,26.75] 1982-1999 –> 2000-2009 2.7522872 4553.5402
Indian (26.5,26.75] 2000-2009 –> 2010-2019 2.1432907 2379.1993
Indian (26.75,27] 1982-1999 –> 2000-2009 2.4607956 6411.1381
Indian (26.75,27] 2000-2009 –> 2010-2019 2.2666516 4065.6386
Indian (27,27.25] 1982-1999 –> 2000-2009 4.0839276 9301.6194
Indian (27,27.25] 2000-2009 –> 2010-2019 4.0221566 6312.0751
Indian (27.25,27.5] 1982-1999 –> 2000-2009 3.3127996 10052.3980
Indian (27.25,27.5] 2000-2009 –> 2010-2019 3.2552281 6483.1526
Indian (27.5,27.75] 1982-1999 –> 2000-2009 2.3272705 10700.9484
Indian (27.5,27.75] 2000-2009 –> 2010-2019 2.5565356 7790.7329
Indian (27.75,27.85] 1982-1999 –> 2000-2009 1.9090095 3644.8594
Indian (27.75,27.85] 2000-2009 –> 2010-2019 2.1802019 2967.1908
Indian (27.85,27.95] 1982-1999 –> 2000-2009 2.1923550 4707.1292
Indian (27.85,27.95] 2000-2009 –> 2010-2019 2.6809179 4011.5239
Indian (27.95,28.05] 1982-1999 –> 2000-2009 2.3971124 5920.0172
Indian (27.95,28.05] 2000-2009 –> 2010-2019 2.8612611 4726.9424
Indian (28.05,28.1] 1982-1999 –> 2000-2009 2.3055242 3410.0268
Indian (28.05,28.1] 2000-2009 –> 2010-2019 2.7596784 2632.4969
Indian (28.1,28.2] 1982-1999 –> 2000-2009 1.5889790 6987.5975
Indian (28.1,28.2] 2000-2009 –> 2010-2019 1.8569911 5913.5609
Indian (28.2,28.3] 1982-1999 –> 2000-2009 0.8490955 6301.1921
Indian (28.2,28.3] 2000-2009 –> 2010-2019 0.9217483 5289.4741
Indian (28.3, Inf] 1982-1999 –> 2000-2009 0.9943318 7253.7446
Indian (28.3, Inf] 2000-2009 –> 2010-2019 1.1956856 7863.5079
Pacific (-Inf,26] 1982-1999 –> 2000-2009 10.1405791 18901.3957
Pacific (-Inf,26] 2000-2009 –> 2010-2019 9.9751961 34509.1024
Pacific (26,26.5] 1982-1999 –> 2000-2009 6.3571568 17070.3899
Pacific (26,26.5] 2000-2009 –> 2010-2019 6.5079832 24106.3572
Pacific (26.5,26.75] 1982-1999 –> 2000-2009 4.3931404 12573.4699
Pacific (26.5,26.75] 2000-2009 –> 2010-2019 5.3836439 19706.7936
Pacific (26.75,27] 1982-1999 –> 2000-2009 5.1080120 17852.5462
Pacific (26.75,27] 2000-2009 –> 2010-2019 5.9583318 26499.8176
Pacific (27,27.25] 1982-1999 –> 2000-2009 4.8900705 22670.6408
Pacific (27,27.25] 2000-2009 –> 2010-2019 5.0920453 33472.6819
Pacific (27.25,27.5] 1982-1999 –> 2000-2009 4.6401337 31257.4109
Pacific (27.25,27.5] 2000-2009 –> 2010-2019 5.0653835 44414.0819
Pacific (27.5,27.75] 1982-1999 –> 2000-2009 3.7469254 30420.0578
Pacific (27.5,27.75] 2000-2009 –> 2010-2019 4.2494518 45213.1939
Pacific (27.75,27.85] 1982-1999 –> 2000-2009 3.0784398 10345.5823
Pacific (27.75,27.85] 2000-2009 –> 2010-2019 3.2156842 14835.0882
Pacific (27.85,27.95] 1982-1999 –> 2000-2009 2.8109658 11579.3773
Pacific (27.85,27.95] 2000-2009 –> 2010-2019 2.9536379 17359.7447
Pacific (27.95,28.05] 1982-1999 –> 2000-2009 2.2770164 11552.5072
Pacific (27.95,28.05] 2000-2009 –> 2010-2019 2.6828644 21999.8506
Pacific (28.05,28.1] 1982-1999 –> 2000-2009 1.7312064 5857.7118
Pacific (28.05,28.1] 2000-2009 –> 2010-2019 2.2894003 11507.5251
Pacific (28.1,28.2] 1982-1999 –> 2000-2009 1.5965404 12947.7026
Pacific (28.1,28.2] 2000-2009 –> 2010-2019 1.9452085 22268.7220
Pacific (28.2,28.3] 1982-1999 –> 2000-2009 1.0779562 20524.7367
Pacific (28.2,28.3] 2000-2009 –> 2010-2019 1.1279761 36929.6008
Pacific (28.3, Inf] 1982-1999 –> 2000-2009 1.8765857 13090.0660
Pacific (28.3, Inf] 2000-2009 –> 2010-2019 2.0234351 20913.7095

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

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26] 6 4 6 5 10 9 8
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 7 5 7 6 6 9 8
(26.75,27] 8 4 7 7 3 10 8
(27,27.25] 7 5 7 6 7 10 7
(27.25,27.5] 7 10 5 6 4 5 10
(27.5,27.75] 6 2 6 8 10 5 8
(27.75,27.85] 6 3 5 5 10 8 8
(27.85,27.95] 5 2 5 7 10 6 9
(27.95,28.05] 4 4 4 8 8 5 10
(28.05,28.1] 4 2 4 8 10 5 10
(28.1,28.15] 5 2 7 6 7 6 10
(28.15,28.2] 9 9 4 5 4 5 8
(28.2, Inf] 9 10 3 4 10 3 5
total 90.00 68.00 76.00 88.00 109.00 92.00 117.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 6 5 6 6 10 9 7
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 7 7 7 6 7 7 9
(26.75,27] 8 5 8 6 5 10 6
(27,27.25] 8 5 6 6 8 10 6
(27.25,27.5] 7 10 4 6 7 8 7
(27.5,27.75] 7 6 7 6 10 6 7
(27.75,27.85] 5 4 4 6 10 10 6
(27.85,27.95] 7 4 4 5 10 9 7
(27.95,28.05] 4 2 4 8 10 5 10
(28.05,28.1] 5 3 4 7 10 6 10
(28.1,28.15] 5 3 4 7 10 6 10
(28.15,28.2] 8 9 3 4 5 5 9
(28.2, Inf] 10 10 2 4 9 4 5
total 95.00 79.00 69.00 83.00 121.00 100.00 107.00
Indian - 1982-1999 --> 2000-2009
(-Inf,26] 6 4 6 7 10 4 10
(26,26.5] 6 4 6 7 4 10 10
(26.5,26.75] 4 5 5 8 5 10 10
(26.75,27] 5 5 4 8 5 10 10
(27,27.25] 4 10 5 8 5 5 10
(27.25,27.5] 4 10 5 8 5 4 10
(27.5,27.75] 4 10 4 9 4 4 10
(27.75,27.85] 4 1 5 8 7 10 7
(27.85,27.95] 3 2 3 8 10 10 6
(27.95,28.05] 2 4 4 9 10 10 5
(28.05,28.1] 5 8 3 6 6 5 9
(28.1,28.2] 9 10 4 3 5 3 10
(28.2,28.3] 8 10 5 5 5 4 10
(28.3, Inf] 7 4 7 7 3 10 9
total 71.00 87.00 66.00 101.00 84.00 99.00 126.00
Indian - 2000-2009 --> 2010-2019
(-Inf,26] 5 5 6 8 9 5 10
(26,26.5] 6 4 6 7 4 10 10
(26.5,26.75] 5 5 5 8 4 10 10
(26.75,27] 5 5 5 8 4 10 10
(27,27.25] 5 10 5 7 5 6 10
(27.25,27.5] 7 10 5 4 6 6 10
(27.5,27.75] 5 10 4 8 4 5 10
(27.75,27.85] 4 2 4 9 6 10 7
(27.85,27.95] 2 3 4 9 9 10 6
(27.95,28.05] 2 4 4 9 10 10 5
(28.05,28.1] 3 5 4 6 9 8 7
(28.1,28.2] 8 10 5 4 5 3 10
(28.2,28.3] 4 8 6 6 10 7 8
(28.3, Inf] 6 5 7 7 4 10 9
total 67.00 86.00 70.00 100.00 89.00 110.00 122.00
Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 8 10 5 5 6 5 9
(26,26.5] 7 3 7 7 4 10 9
(26.5,26.75] 8 4 7 7 3 10 8
(26.75,27] 8 9 8 7 3 5 7
(27,27.25] 7 10 7 7 3 4 9
(27.25,27.5] 6 9 6 6 9 6 7
(27.5,27.75] 6 4 5 5 10 10 7
(27.75,27.85] 5 7 5 5 10 10 7
(27.85,27.95] 6 6 4 6 10 10 6
(27.95,28.05] 6 3 4 6 10 6 10
(28.05,28.1] 6 3 4 6 10 6 10
(28.1,28.2] 5 3 5 8 5 10 10
(28.2,28.3] 6 5 5 7 4 10 10
(28.3, Inf] 6 9 7 6 10 4 5
total 90.00 85.00 79.00 88.00 97.00 106.00 114.00
Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 8 9 6 6 7 5 8
(26,26.5] 7 3 7 7 4 10 9
(26.5,26.75] 8 4 7 7 3 10 8
(26.75,27] 7 7 7 6 3 9 8
(27,27.25] 8 10 7 7 3 4 8
(27.25,27.5] 5 9 6 6 10 6 7
(27.5,27.75] 6 4 5 5 10 10 7
(27.75,27.85] 5 8 5 5 10 10 5
(27.85,27.95] 5 8 5 5 10 10 5
(27.95,28.05] 6 3 4 6 10 6 10
(28.05,28.1] 6 3 4 6 10 6 10
(28.1,28.2] 5 3 4 7 6 10 10
(28.2,28.3] 4 5 7 5 10 10 6
(28.3, Inf] 6 10 8 6 4 10 4
total 86.00 86.00 82.00 84.00 100.00 116.00 105.00

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
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
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
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fb8a752 Donghe-Zhu 2020-12-23
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sessionInfo()
R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

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

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

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

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

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