Last updated: 2021-08-19

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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1 Required data

Required are:

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

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

# remove certain predictor combinations
lm_rm_si <- lm_all %>%
  filter(str_detect(lm_coeff, "silicate_star")) %>%
  mutate(lm_coeff_filter = str_remove(lm_coeff, "silicate_star")) %>%
  filter(str_detect(lm_coeff_filter, "silicate") &
           str_detect(lm_coeff_filter, "nitrate")) %>%
  select(-lm_coeff_filter)

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

lm_rm <- bind_rows(lm_rm_ph, lm_rm_si) %>%
  unique()

lm_all <- anti_join(lm_all, lm_rm)

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

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

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

3 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 56

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 + nitrate + phosphate + phosphate_star 174 3.2578898 918.8063358 232.924572 11.1297490 1982-1999 –> 2000-2009 8.3774402 5.1195504 2385.56079 519.888650 2 3
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 174 3.2429904 917.2111667 50.859699 10.3154616 1982-1999 –> 2000-2009 8.5408410 5.2978506 2400.26128 113.350201 1 3
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 174 3.3963218 933.2877847 55.178541 11.8516434 1982-1999 –> 2000-2009 8.7508235 5.3545016 2421.40084 129.547745 4 7
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 174 3.2580357 916.8219295 49.089958 11.1930099 1982-1999 –> 2000-2009 8.9742051 5.7161694 2434.04694 105.436980 3 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 174 3.5642443 950.0819217 92.462056 12.7048620 1982-1999 –> 2000-2009 9.1276121 5.5633679 2456.40960 262.639022 5 9
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + nitrate + phosphate 174 3.9947766 987.7663108 51.920428 12.3972306 1982-1999 –> 2000-2009 9.9601604 5.9653838 2525.30439 126.126609 6 19
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate 174 4.2362768 1008.1929080 39.837177 16.8517706 1982-1999 –> 2000-2009 10.4486485 6.2123717 2565.04199 61.102474 7 23
Atlantic (-Inf,26] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 174 4.7715038 1049.5968176 191.128494 10.5972341 1982-1999 –> 2000-2009 10.5303736 5.7588698 2570.36439 298.795149 11 17
Atlantic (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate 174 4.7821482 1050.3722833 54.908994 10.8291044 1982-1999 –> 2000-2009 10.5617245 5.7795763 2572.84828 128.709972 12 20
Atlantic (-Inf,26] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 174 4.7016963 1044.4679352 88.865247 11.8621329 1982-1999 –> 2000-2009 10.5977439 5.8960477 2576.44102 258.546932 10 21
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 267 4.5103839 1576.1213103 196.284030 15.2194906 2000-2009 –> 2010-2019 7.7682737 3.2578898 2494.92765 429.208602 1 3
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 267 4.6221396 1589.1911966 39.464908 14.8561287 2000-2009 –> 2010-2019 7.8651300 3.2429904 2506.40236 90.324607 2 3
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 267 4.6557422 1593.0592930 40.859214 15.1309870 2000-2009 –> 2010-2019 8.0520640 3.3963218 2526.34708 96.037756 3 7
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 267 4.8494638 1612.8287684 38.738337 11.6217723 2000-2009 –> 2010-2019 8.1074996 3.2580357 2529.65070 87.828295 4 7
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 267 4.8585854 1615.8322524 93.136389 15.4029812 2000-2009 –> 2010-2019 8.4228297 3.5642443 2565.91417 185.598444 5 10
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + nitrate + phosphate 267 5.1867994 1648.7395566 37.225536 11.8715907 2000-2009 –> 2010-2019 9.1815759 3.9947766 2636.50587 89.145964 12 18
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 267 4.9204978 1620.5939630 37.517669 17.8785181 2000-2009 –> 2010-2019 9.7802827 4.8597849 2676.57055 79.294969 6 21
Atlantic (-Inf,26] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 267 5.1406759 1643.9697412 87.787109 14.6309609 2000-2009 –> 2010-2019 9.8423722 4.7016963 2688.43768 176.652355 7 17
Atlantic (-Inf,26] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 267 5.1467123 1644.5964188 87.073730 13.6622866 2000-2009 –> 2010-2019 9.9182161 4.7715038 2694.19324 278.202224 9 20
Atlantic (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate 267 5.1426631 1644.1761219 37.712766 13.7822013 2000-2009 –> 2010-2019 9.9248113 4.7821482 2694.54841 92.621760 8 20
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 578 3.2085751 3001.9889027 554.753702 13.1045742 1982-1999 –> 2000-2009 7.1102925 3.9017174 6864.00069 880.834772 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 578 3.3134618 3039.1734523 581.579274 13.7675432 1982-1999 –> 2000-2009 7.2699157 3.9564538 6920.46619 974.872824 3 5
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 578 3.4681652 3091.9242466 604.747840 14.2325482 1982-1999 –> 2000-2009 7.5197785 4.0516133 7006.11055 1004.653101 4 7
Atlantic (26,26.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 578 3.2721321 3022.6636621 540.520891 11.7814525 1982-1999 –> 2000-2009 7.7070216 4.4348894 7059.94631 865.866140 2 6
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 578 3.8199732 3201.6143366 135.559345 18.2280634 1982-1999 –> 2000-2009 8.2972904 4.4773172 7252.07451 257.913367 9 14
Atlantic (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 578 3.5010119 3100.8211177 281.599349 12.3695986 1982-1999 –> 2000-2009 8.3245102 4.8234982 7254.35527 439.352873 5 12
Atlantic (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 578 3.5326075 3111.2068681 501.021640 13.1913536 1982-1999 –> 2000-2009 8.3539726 4.8213651 7264.12883 771.215168 7 13
Atlantic (26,26.5] 3 cstar_tref ~ aou + nitrate + phosphate_star 578 3.5016438 3099.0297318 88.973001 12.5983391 1982-1999 –> 2000-2009 8.3978886 4.8962448 7271.28114 208.355031 6 16
Atlantic (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 578 3.6042776 3134.4252331 307.650223 14.0607380 1982-1999 –> 2000-2009 8.4290129 4.8247353 7288.31430 542.091394 8 16
Atlantic (26,26.5] 3 cstar_tref ~ temp + aou + nitrate 578 3.8604354 3211.7945840 63.419891 17.5896586 1982-1999 –> 2000-2009 8.7279743 4.8675390 7375.90794 153.701512 10 19
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 800 5.3323707 4962.3751218 158.755560 46.1147557 2000-2009 –> 2010-2019 8.5409458 3.2085751 7964.36402 713.509262 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 800 5.3391813 4964.4173644 372.783023 45.0138330 2000-2009 –> 2010-2019 8.6526431 3.3134618 8003.59082 954.362297 2 5
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 800 5.4349031 4992.8483709 194.422358 44.0451187 2000-2009 –> 2010-2019 8.9030683 3.4681652 8084.77262 799.170198 4 8
Atlantic (26,26.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 800 5.7837930 5090.3971621 149.980655 51.2439628 2000-2009 –> 2010-2019 9.0559251 3.2721321 8113.06082 690.501547 9 11
Atlantic (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 800 5.6442466 5051.3204130 114.175275 35.5997061 2000-2009 –> 2010-2019 9.1452585 3.5010119 8152.14153 395.774625 6 11
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 800 5.3422421 4963.3343534 81.092763 43.7204321 2000-2009 –> 2010-2019 9.1622154 3.8199732 8164.94869 216.652107 3 12
Atlantic (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 800 5.6433316 5051.0610206 334.825631 35.4646637 2000-2009 –> 2010-2019 9.1759391 3.5326075 8162.26789 835.847271 5 12
Atlantic (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 800 5.6655357 5057.3439858 160.944706 35.7710595 2000-2009 –> 2010-2019 9.2698133 3.6042776 8191.76922 468.594929 8 16
Atlantic (26,26.5] 3 cstar_tref ~ aou + nitrate + phosphate_star 800 5.8927812 5118.2665875 81.617200 43.4041066 2000-2009 –> 2010-2019 9.3944250 3.5016438 8217.29632 170.590202 10 16
Atlantic (26,26.5] 3 cstar_tref ~ temp + aou + nitrate 800 5.6592806 5053.5765136 68.227714 37.9223442 2000-2009 –> 2010-2019 9.5197160 3.8604354 8265.37110 131.647605 7 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 603 2.8929703 3006.3540885 771.077175 23.2324345 1982-1999 –> 2000-2009 6.1538626 3.2608923 6755.30308 1285.769911 1 3
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 603 2.9015287 3009.9165901 788.866403 23.9102717 1982-1999 –> 2000-2009 6.1605966 3.2590679 6758.06192 1292.933603 2 3
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 603 2.9049314 3009.3300569 754.280683 24.4059602 1982-1999 –> 2000-2009 6.2227055 3.3177741 6781.11214 1248.563752 3 8
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + temp + aou + nitrate 603 2.9330152 3020.9332182 185.866702 19.8675582 1982-1999 –> 2000-2009 6.2915695 3.3585543 6810.25820 313.608992 4 11
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 603 3.0398828 3064.0935591 503.491127 28.5689929 1982-1999 –> 2000-2009 6.3043490 3.2644662 6812.61551 875.621213 6 10
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 603 3.1091406 3091.2615598 517.054778 28.2953077 1982-1999 –> 2000-2009 6.3706099 3.2614693 6838.46462 896.763035 7 10
Atlantic (26.5,26.75] 3 cstar_tref ~ aou + nitrate + phosphate_star 603 3.1200932 3093.5025113 218.132567 33.6019858 1982-1999 –> 2000-2009 6.4503527 3.3302595 6868.67835 393.215201 9 15
Atlantic (26.5,26.75] 3 cstar_tref ~ sal + aou + nitrate 603 2.9632680 3031.3088759 122.990364 19.2062261 1982-1999 –> 2000-2009 6.5118616 3.5485936 6897.67237 202.530818 5 14
Atlantic (26.5,26.75] 3 cstar_tref ~ temp + aou + nitrate 603 3.1820123 3117.2014969 143.773797 21.0743516 1982-1999 –> 2000-2009 6.5415058 3.3594935 6904.92798 241.271339 10 18
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 603 3.1186145 3094.9308215 726.131014 22.7017258 1982-1999 –> 2000-2009 6.7920016 3.6733871 7012.92647 1192.981503 8 18
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 669 3.6267839 3636.3470601 435.779971 30.8786496 2000-2009 –> 2010-2019 6.5283126 2.9015287 6646.26365 1224.646374 1 3
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 669 3.6269712 3634.4161788 409.971260 30.6908511 2000-2009 –> 2010-2019 6.5319026 2.9049314 6643.74624 1164.251943 2 5
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 669 3.6747211 3653.9162906 442.556879 30.4749166 2000-2009 –> 2010-2019 6.5676914 2.8929703 6660.27038 1213.634053 4 5
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + temp + aou + nitrate 669 3.6712814 3650.6633050 137.209245 24.4551405 2000-2009 –> 2010-2019 6.6042966 2.9330152 6671.59652 323.075947 3 7
Atlantic (26.5,26.75] 3 cstar_tref ~ sal + aou + nitrate 669 3.6912905 3655.9358115 92.665279 23.6399929 2000-2009 –> 2010-2019 6.6545585 2.9632680 6687.24469 215.655643 5 10
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 669 3.7560455 3681.2043855 333.749731 35.2814253 2000-2009 –> 2010-2019 6.7959284 3.0398828 6745.29794 837.240858 6 12
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 669 3.7834918 3690.9458819 441.249256 31.5295862 2000-2009 –> 2010-2019 6.9021063 3.1186145 6785.87670 1167.380270 7 15
Atlantic (26.5,26.75] 3 cstar_tref ~ aou + nitrate + phosphate_star 669 3.8039480 3696.1605878 170.680244 40.7501025 2000-2009 –> 2010-2019 6.9240413 3.1200932 6789.66310 388.812811 8 17
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 669 3.8379880 3710.0805390 347.551103 35.1902233 2000-2009 –> 2010-2019 6.9471286 3.1091406 6801.34210 864.605881 9 16
Atlantic (26.5,26.75] 3 cstar_tref ~ temp + aou + nitrate 669 3.8664891 3717.9799072 112.258231 25.7511812 2000-2009 –> 2010-2019 7.0485014 3.1820123 6835.18140 256.032028 10 20
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 897 2.8004196 4404.9817755 709.344414 16.4996294 1982-1999 –> 2000-2009 5.6787752 2.8783556 9750.62544 1259.298700 1 2
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + aou + nitrate 897 2.8133813 4413.2661148 74.809277 15.9816581 1982-1999 –> 2000-2009 5.7077797 2.8943984 9770.88197 168.259873 2 4
Atlantic (26.75,27] 3 cstar_tref ~ sal + aou + nitrate 897 2.8151004 4412.3619878 63.665789 16.1199180 1982-1999 –> 2000-2009 5.7821378 2.9670374 9821.36835 146.104208 3 6
Atlantic (26.75,27] 3 cstar_tref ~ aou + nitrate + phosphate_star 897 3.1374719 4606.8664729 218.486284 17.9288111 1982-1999 –> 2000-2009 6.1857361 3.0482642 10074.04881 500.979550 4 8
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate 897 3.1541730 4618.3907574 132.124906 15.4324868 1982-1999 –> 2000-2009 6.5382235 3.3840505 10312.66838 293.262034 5 13
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate_star 897 3.1901184 4638.7198485 29.305272 15.4852082 1982-1999 –> 2000-2009 6.5711157 3.3809973 10331.05319 53.706476 7 13
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 897 3.1923782 4639.9902158 32.418732 15.4865573 1982-1999 –> 2000-2009 6.5735290 3.3811507 10332.42132 66.368800 9 16
Atlantic (26.75,27] 3 cstar_tref ~ sal + aou + phosphate 897 3.1551140 4616.9258886 107.498548 15.3259557 1982-1999 –> 2000-2009 6.5929261 3.4378121 10343.15463 247.626253 6 15
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 897 3.2256534 4658.5928954 36.430160 15.4194240 1982-1999 –> 2000-2009 6.7144486 3.4887952 10418.53109 73.135766 11 21
Atlantic (26.75,27] 3 cstar_tref ~ aou + nitrate + phosphate 897 3.1901558 4636.7408548 498.124599 17.1069238 1982-1999 –> 2000-2009 6.7318894 3.5417336 10427.11801 1020.830178 8 19
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 988 3.1072218 5056.0710947 571.672206 18.6143578 2000-2009 –> 2010-2019 5.9076414 2.8004196 9461.05287 1281.016620 1 2
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + aou + nitrate 988 3.1161404 5061.7346012 82.539381 18.2909254 2000-2009 –> 2010-2019 5.9295216 2.8133813 9475.00072 157.348658 2 4
Atlantic (26.75,27] 3 cstar_tref ~ sal + aou + nitrate 988 3.1265342 5066.3145461 62.175306 18.4464495 2000-2009 –> 2010-2019 5.9416346 2.8151004 9478.67653 125.841095 3 6
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate 988 3.3842912 5224.8520773 746.985778 17.5848943 2000-2009 –> 2010-2019 6.6095829 3.2252916 9883.24374 1666.905899 4 14
Atlantic (26.75,27] 3 cstar_tref ~ aou + nitrate + phosphate_star 988 3.5815416 5334.7901498 228.210342 18.8482400 2000-2009 –> 2010-2019 6.7190135 3.1374719 9941.65662 446.696626 5 9
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate 988 3.6235139 5359.8123975 144.592183 17.5648959 2000-2009 –> 2010-2019 6.7776869 3.1541730 9978.20315 276.717089 6 11
Atlantic (26.75,27] 3 cstar_tref ~ sal + aou + phosphate 988 3.6313304 5362.0703050 103.155195 17.7102385 2000-2009 –> 2010-2019 6.7864443 3.1551140 9978.99619 210.653743 8 14
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate_star 988 3.6393519 5368.4304182 35.519874 17.6931704 2000-2009 –> 2010-2019 6.8294703 3.1901184 10007.15027 64.825146 10 17
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 988 3.6390988 5368.2930085 37.797501 17.6898795 2000-2009 –> 2010-2019 6.8314770 3.1923782 10008.28322 70.216233 9 18
Atlantic (26.75,27] 3 cstar_tref ~ aou + nitrate + phosphate 988 3.6485905 5371.4402325 450.152061 18.2924686 2000-2009 –> 2010-2019 6.8387463 3.1901558 10008.18109 948.276660 12 20
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1047 2.5167907 4917.9869143 389.002955 16.9062348 1982-1999 –> 2000-2009 4.6940426 2.1772519 12902.71025 957.010974 4 5
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1047 2.5138527 4915.5410677 692.032439 16.4503545 1982-1999 –> 2000-2009 4.6993613 2.1855086 12913.99673 1567.909310 3 5
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1047 2.5031838 4906.6351417 419.728496 15.6933770 1982-1999 –> 2000-2009 4.7185629 2.2153791 12954.34067 989.670890 1 8
Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + aou + nitrate 1047 2.5197922 4918.4827767 30.346384 17.4326448 1982-1999 –> 2000-2009 4.7287738 2.2089815 12953.69627 106.996779 5 9
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1047 2.5374959 4933.1434590 150.992547 18.5227700 1982-1999 –> 2000-2009 4.7494788 2.2119829 12973.28302 456.621144 6 11
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1047 2.5524816 4945.4736456 537.153867 18.6447968 1982-1999 –> 2000-2009 4.7531121 2.2006305 12966.94550 1297.277996 7 10
Atlantic (27,27.25] 3 cstar_tref ~ sal + aou + nitrate 1047 2.5528155 4943.7475468 29.301951 18.4885426 1982-1999 –> 2000-2009 4.7669603 2.2141448 12985.43127 97.554051 8 14
Atlantic (27,27.25] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1047 2.5073936 4908.1538425 323.543874 14.6888951 1982-1999 –> 2000-2009 4.7887916 2.2813979 13060.39511 846.652345 2 10
Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1047 2.7172074 5076.4294632 29.629848 17.8295891 1982-1999 –> 2000-2009 5.5078967 2.7906893 13959.71360 78.423582 9 18
Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + aou + phosphate 1047 2.8469705 5174.1162091 49.339942 19.6666908 1982-1999 –> 2000-2009 5.7223430 2.8753725 14165.85435 167.331295 11 21
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1273 2.9676944 6396.1190521 379.251162 12.3120583 2000-2009 –> 2010-2019 5.4844851 2.5167907 11314.10597 768.254117 1 5
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1273 3.0127305 6434.4654716 615.006434 11.7281652 2000-2009 –> 2010-2019 5.5265832 2.5138527 11350.00654 1307.038873 2 5
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1273 3.0341251 6452.4817424 409.342586 11.4881887 2000-2009 –> 2010-2019 5.5373089 2.5031838 11359.11688 829.071082 3 4
Atlantic (27,27.25] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1273 3.0416693 6456.8044191 402.870354 11.4383689 2000-2009 –> 2010-2019 5.5490630 2.5073936 11364.95826 726.414228 4 6
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1273 3.1273428 6527.5252089 595.363929 11.6268978 2000-2009 –> 2010-2019 5.6798244 2.5524816 11472.99885 1132.517796 5 12
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1273 3.4041664 6743.4677628 234.304211 15.0299162 2000-2009 –> 2010-2019 5.9416623 2.5374959 11676.61122 385.296758 6 12
Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + aou + nitrate 1273 3.4458602 6774.4613804 43.948329 19.4724818 2000-2009 –> 2010-2019 5.9656524 2.5197922 11692.94416 74.294714 7 12
Atlantic (27,27.25] 3 cstar_tref ~ sal + aou + nitrate 1273 3.4892905 6804.3496661 38.575169 19.3388653 2000-2009 –> 2010-2019 6.0421060 2.5528155 11748.09721 67.877119 8 16
Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1273 3.5063379 6818.7582054 367.197528 18.8870166 2000-2009 –> 2010-2019 6.6433320 3.1369941 12196.01253 677.321019 9 27
Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1273 4.1846570 7269.0248799 30.855894 25.9587930 2000-2009 –> 2010-2019 6.9018644 2.7172074 12345.45434 60.485742 19 28
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1573 2.6402524 7532.3518565 187.257384 10.2758512 1982-1999 –> 2000-2009 4.8470476 2.2067952 16286.58924 527.184335 1 3
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1573 2.6668951 7563.9389767 219.397551 10.3166035 1982-1999 –> 2000-2009 4.8582880 2.1913929 16290.48269 594.617852 3 4
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1573 2.6951702 7597.1181085 215.518561 10.1983881 1982-1999 –> 2000-2009 4.9157465 2.2205763 16375.97079 582.306806 5 8
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1573 2.7004620 7601.2889240 206.768425 10.3917268 1982-1999 –> 2000-2009 4.9266778 2.2262158 16388.17073 571.641277 6 10
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1573 2.7779607 7690.3026502 126.629932 11.3007661 1982-1999 –> 2000-2009 5.0381401 2.2601794 16537.05194 421.133552 13 18
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1573 2.7571508 7666.6470097 25.544616 11.2649027 1982-1999 –> 2000-2009 5.0981174 2.3409666 16652.25969 86.817567 12 20
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1573 2.7288494 7634.1873086 217.842317 10.7718014 1982-1999 –> 2000-2009 5.1411116 2.4122622 16738.42422 573.165861 10 19
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1573 2.6568863 7550.1098495 24.089689 10.4140788 1982-1999 –> 2000-2009 5.2255177 2.5686314 16902.69053 95.160594 2 17
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1573 2.6848457 7583.0433679 25.297497 10.3481122 1982-1999 –> 2000-2009 5.2487843 2.5639387 16928.39375 84.236550 4 18
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + phosphate 1573 2.7067111 7608.5607041 23.000095 10.3857089 1982-1999 –> 2000-2009 5.2661576 2.5594465 16946.97741 104.141619 7 19
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1698 3.9451404 9493.6727427 167.880289 52.4959765 2000-2009 –> 2010-2019 6.6120355 2.6668951 17057.61172 387.277841 1 4
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1698 3.9923982 9534.1108022 184.492420 52.7615185 2000-2009 –> 2010-2019 6.6326506 2.6402524 17066.46266 371.749803 4 5
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1698 3.9741236 9518.5304811 168.253977 52.4740242 2000-2009 –> 2010-2019 6.6692939 2.6951702 17115.64859 383.772538 3 8
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1698 3.9512623 9496.9384299 167.703230 54.4378109 2000-2009 –> 2010-2019 6.6801117 2.7288494 17131.12574 385.545547 2 12
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1698 4.0480474 9579.1201071 162.011629 56.6517950 2000-2009 –> 2010-2019 6.7485094 2.7004620 17180.40903 368.780054 6 12
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1698 4.0535097 9583.6994622 106.428886 54.0379785 2000-2009 –> 2010-2019 6.8314704 2.7779607 17274.00211 233.058817 7 20
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1698 4.1083068 9629.3005247 38.162388 41.7384870 2000-2009 –> 2010-2019 6.8654576 2.7571508 17295.94753 63.707003 9 21
Atlantic (27.25,27.5] 3 cstar_tref ~ sal + nitrate + phosphate_star 1698 4.1163517 9633.9441148 25.480205 43.9330740 2000-2009 –> 2010-2019 6.9223179 2.8059661 17353.80364 42.121066 10 24
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1698 4.0041571 9542.0984917 31.440482 51.6585045 2000-2009 –> 2010-2019 7.0959633 3.0918062 17569.14374 56.475361 5 29
Atlantic (27.25,27.5] 3 cstar_tref ~ sal + aou + nitrate 1698 4.0609700 9587.9439128 28.489271 55.6903495 2000-2009 –> 2010-2019 7.1621244 3.1011544 17622.48685 50.251559 8 33
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2071 3.1577926 10654.0183012 267.607746 30.0591588 1982-1999 –> 2000-2009 5.4503203 2.2925277 22140.34258 605.606715 1 2
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2071 3.1675794 10666.8355922 242.438499 29.4086429 1982-1999 –> 2000-2009 5.4990738 2.3314944 22239.15109 536.497189 2 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2071 3.1724263 10673.1686466 542.148429 28.5211720 1982-1999 –> 2000-2009 5.5122654 2.3398392 22263.71244 1046.811833 3 8
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2071 3.1730485 10671.9809601 238.789909 28.7975088 1982-1999 –> 2000-2009 5.5129331 2.3398846 22260.62380 511.388297 5 11
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2071 3.1790526 10681.8111009 219.684143 28.4948820 1982-1999 –> 2000-2009 5.5137888 2.3347363 22261.21585 487.302985 7 10
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + nitrate 2071 3.1828290 10684.7285423 35.285766 27.3737961 1982-1999 –> 2000-2009 5.5175869 2.3347578 22262.18044 70.232262 10 14
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2071 3.1800227 10681.0749120 189.779275 28.5752383 1982-1999 –> 2000-2009 5.5202308 2.3402080 22270.42294 437.404883 9 16
Atlantic (27.5,27.75] 3 cstar_tref ~ sal + aou + nitrate 2071 3.1886346 10690.2767363 30.483762 26.7179565 1982-1999 –> 2000-2009 5.5304575 2.3418230 22281.14430 60.209792 13 21
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2071 3.1724316 10671.1756126 232.600646 28.4829580 1982-1999 –> 2000-2009 5.5426358 2.3702042 22325.50409 478.465296 4 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2071 3.1868040 10689.8981870 23.685735 26.3753769 1982-1999 –> 2000-2009 5.5826246 2.3958206 22399.07154 52.680353 11 21
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2544 4.0424532 14340.7408665 438.728329 33.3018206 2000-2009 –> 2010-2019 7.2148794 3.1724263 25013.90951 980.876758 1 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2544 4.1227813 14440.8537478 155.276298 35.2335302 2000-2009 –> 2010-2019 7.2903607 3.1675794 25107.68934 397.714797 2 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2544 4.1615527 14488.4786784 201.051648 37.0745306 2000-2009 –> 2010-2019 7.3193453 3.1577926 25142.49698 468.659394 3 4
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2544 4.1858820 14516.1375601 150.896534 36.6077053 2000-2009 –> 2010-2019 7.3589305 3.1730485 25188.11852 389.686442 5 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2544 4.1833494 14515.0581861 131.701304 34.5475953 2000-2009 –> 2010-2019 7.3624019 3.1790526 25196.86929 351.385447 4 11
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2544 4.1861838 14516.5043774 21.433432 33.0363325 2000-2009 –> 2010-2019 7.3729878 3.1868040 25206.40256 45.119168 6 17
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2544 4.2501603 14593.6749738 167.721013 40.6607330 2000-2009 –> 2010-2019 7.4225919 3.1724316 25264.85059 400.321659 7 11
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate 2544 4.2987689 14651.5355359 114.940845 47.0223428 2000-2009 –> 2010-2019 7.4766721 3.1779032 25329.84886 270.590163 12 18
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + nitrate 2544 4.2975412 14650.0822839 19.013841 28.0738573 2000-2009 –> 2010-2019 7.4803702 3.1828290 25334.81083 54.299607 11 21
Atlantic (27.5,27.75] 3 cstar_tref ~ sal + nitrate + phosphate 2544 4.3018596 14653.1924558 114.133521 46.5174120 2000-2009 –> 2010-2019 7.4814551 3.1795954 25331.71081 267.776918 13 21
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1299 3.4800738 6940.2473158 723.803362 25.3073174 1982-1999 –> 2000-2009 5.6772934 2.1972196 12937.27537 1636.662663 1 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1299 3.5306184 6977.7092850 93.330759 25.4065808 1982-1999 –> 2000-2009 5.7211267 2.1905083 12966.44097 215.268757 2 4
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1299 3.5511713 6990.7892124 87.036521 26.9510193 1982-1999 –> 2000-2009 5.7488042 2.1976329 12986.32732 193.948030 3 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1299 3.5631037 7001.5041921 132.849567 25.2678706 1982-1999 –> 2000-2009 5.7508077 2.1877040 12986.76176 351.992066 4 5
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1299 3.6049568 7029.8431630 104.157125 26.5343063 1982-1999 –> 2000-2009 5.8031035 2.1981467 13026.01521 240.628465 6 12
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1299 3.6013864 7029.2687369 90.894607 26.6387998 1982-1999 –> 2000-2009 5.8357846 2.2343983 13071.80199 210.845722 5 14
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1299 3.6103184 7033.7042682 93.006918 31.6052899 1982-1999 –> 2000-2009 5.8448569 2.2345385 13074.40770 212.192258 7 17
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1299 3.6464338 7059.5638625 132.476835 32.0631093 1982-1999 –> 2000-2009 5.8796357 2.2332020 13098.64474 348.508094 10 18
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1299 3.6928838 7092.4494505 56.724147 24.9869025 1982-1999 –> 2000-2009 5.8835112 2.1906274 13079.32853 103.685332 14 17
Atlantic (27.75,27.85] 3 cstar_tref ~ sal + nitrate + phosphate 1299 3.6940016 7091.2357307 56.658100 24.8693231 1982-1999 –> 2000-2009 5.8931390 2.1991374 13086.62979 103.056285 15 22
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1658 3.0725007 8441.3829168 967.241371 15.5502004 2000-2009 –> 2010-2019 6.5525745 3.4800738 15381.63023 1691.044733 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1658 3.0933045 8463.7597621 106.559129 16.4005833 2000-2009 –> 2010-2019 6.6239229 3.5306184 15441.46905 199.889888 2 4
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1658 3.1076054 8477.0549449 105.030988 16.7266612 2000-2009 –> 2010-2019 6.6587767 3.5511713 15467.84416 192.067509 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1658 3.1173010 8489.3846054 149.577263 17.1186033 2000-2009 –> 2010-2019 6.6804046 3.5631037 15490.88880 282.426829 4 8
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1658 3.1672832 8540.1309835 133.381051 17.8292753 2000-2009 –> 2010-2019 6.7722400 3.6049568 15569.97415 237.538176 5 11
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1658 3.1729457 8548.0540874 104.105069 18.0537930 2000-2009 –> 2010-2019 6.7743321 3.6013864 15577.32282 194.999676 6 11
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1658 3.2616528 8637.4883189 104.870507 15.4452943 2000-2009 –> 2010-2019 6.8719712 3.6103184 15671.19259 197.877424 7 14
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1658 3.2944605 8670.6760372 149.221403 16.1365132 2000-2009 –> 2010-2019 6.9408942 3.6464338 15730.23990 281.698238 8 18
Atlantic (27.75,27.85] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1658 3.3318800 8708.1278696 239.194490 20.0356522 2000-2009 –> 2010-2019 6.9637657 3.6318857 15757.30584 503.802938 9 17
Atlantic (27.75,27.85] 3 cstar_tref ~ nitrate + phosphate + phosphate_star 1658 3.3513779 8725.4763020 79.878495 23.2148969 2000-2009 –> 2010-2019 6.9978163 3.6464385 15783.04352 144.340585 10 21
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4180 4.6355545 24698.5248393 50.752212 23.8455989 1982-1999 –> 2000-2009 8.4280315 3.7924770 43519.40522 136.704859 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4180 4.6434445 24712.7419889 410.418213 23.9175081 1982-1999 –> 2000-2009 8.4287875 3.7853430 43520.75486 1176.135657 5 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4180 4.6351475 24697.7907517 50.693770 23.7726136 1982-1999 –> 2000-2009 8.4292988 3.7941513 43521.68748 136.221633 1 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4180 4.6399817 24706.5053290 77.696765 23.7666346 1982-1999 –> 2000-2009 8.4457391 3.8057573 43551.27485 229.921071 4 8
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 4180 4.6365374 24698.2971803 40.082411 24.2198499 1982-1999 –> 2000-2009 8.4831555 3.8466182 43614.04938 113.513267 3 9
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4180 4.6605512 24741.4841594 42.426262 24.0499018 1982-1999 –> 2000-2009 8.4987374 3.8381862 43642.23944 99.940259 7 12
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4180 4.6633371 24746.4798697 37.250089 24.4453632 1982-1999 –> 2000-2009 8.5241089 3.8607718 43687.33159 86.566637 8 15
Atlantic (27.85,27.95] 3 cstar_tref ~ sal + aou + nitrate 4180 4.6642552 24746.1255526 27.582163 24.8052467 1982-1999 –> 2000-2009 8.5678767 3.9036215 43760.40830 67.916693 9 17
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 4180 4.6444909 24712.6257062 38.502777 24.0368399 1982-1999 –> 2000-2009 8.5958815 3.9513906 43812.02934 91.079879 6 15
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate 4180 4.6872430 24789.2266032 20.022559 23.1820405 1982-1999 –> 2000-2009 8.8560542 4.1688112 44254.68218 48.055761 11 25
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4522 5.0281398 27453.3931617 72.752776 49.0301938 2000-2009 –> 2010-2019 9.6636943 4.6355545 52151.91800 123.504988 1 3
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4522 5.0484192 27489.7958417 116.076100 51.9400535 2000-2009 –> 2010-2019 9.6884009 4.6399817 52196.30117 193.772865 2 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4522 5.0546260 27500.9082151 72.887570 53.4794765 2000-2009 –> 2010-2019 9.6897735 4.6351475 52198.69897 123.581339 3 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4522 5.0696108 27527.6801882 588.823465 53.2992636 2000-2009 –> 2010-2019 9.7130553 4.6434445 52240.42218 999.241679 4 9
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 4522 5.0862853 27555.3780108 63.624091 49.5528575 2000-2009 –> 2010-2019 9.7307762 4.6444909 52268.00372 102.126868 7 13
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4522 5.0831723 27549.8411483 54.858140 47.8633455 2000-2009 –> 2010-2019 9.7465094 4.6633371 52296.32102 92.108229 6 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate 4522 5.0800117 27544.2160565 24.609503 59.2815233 2000-2009 –> 2010-2019 9.7672547 4.6872430 52333.44266 44.632063 5 16
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4522 5.2117416 27775.7471095 63.425495 42.0535019 2000-2009 –> 2010-2019 9.8722929 4.6605512 52517.23127 105.851756 9 16
Atlantic (27.85,27.95] 3 cstar_tref ~ sal + nitrate + phosphate 4522 5.0879884 27556.4057531 24.486399 52.9167635 2000-2009 –> 2010-2019 9.9102002 4.8222119 52580.95742 44.136642 8 22
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4522 5.2472791 27837.2064747 9.900289 53.3749282 2000-2009 –> 2010-2019 9.9204430 4.6731638 52601.28424 18.650055 10 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2959 1.8571732 12074.8488221 321.532736 10.3329668 1982-1999 –> 2000-2009 3.6653774 1.8082043 25556.33129 736.809986 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2959 1.8847606 12162.1115660 220.518960 11.1722161 1982-1999 –> 2000-2009 3.7374531 1.8526924 25806.34512 538.649002 2 4
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2959 1.9310461 12303.6884137 167.201905 13.6086477 1982-1999 –> 2000-2009 3.8030551 1.8720090 26015.37452 545.479771 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2959 1.9344558 12316.1287657 235.281958 12.6900781 1982-1999 –> 2000-2009 3.8343567 1.8999009 26128.84562 570.246017 4 8
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2959 1.9679621 12415.7555369 115.285702 14.8205394 1982-1999 –> 2000-2009 3.9042610 1.9362989 26353.53991 405.370898 5 10
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2959 2.0161396 12558.8886132 115.861815 16.0894761 1982-1999 –> 2000-2009 3.9994286 1.9832890 26657.23111 413.004098 6 12
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2959 2.1550755 12953.2711866 149.228537 10.2796957 1982-1999 –> 2000-2009 4.4242346 2.2691590 27953.24824 302.370737 7 15
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 2959 2.2514066 13212.0617981 135.590533 19.7224328 1982-1999 –> 2000-2009 4.4349273 2.1835207 27954.43885 234.421672 9 16
Atlantic (27.95,28.05] 3 cstar_tref ~ aou + nitrate + phosphate_star 2959 2.1598821 12964.4556281 93.293597 11.4436869 1982-1999 –> 2000-2009 4.4423012 2.2824191 28001.44754 239.496252 8 17
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate 2959 2.2811302 13287.6813480 20.130195 21.6922943 1982-1999 –> 2000-2009 4.5678691 2.2867389 28337.33444 39.734239 10 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3384 2.7330636 16422.0801114 370.214794 9.0086502 2000-2009 –> 2010-2019 4.5902368 1.8571732 28496.92893 691.747530 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3384 2.7730505 16520.3839037 260.141666 9.0957228 2000-2009 –> 2010-2019 4.6578111 1.8847606 28682.49547 480.660626 2 4
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3384 2.7890545 16557.3314945 222.925330 8.8759202 2000-2009 –> 2010-2019 4.7201006 1.9310461 28861.01991 390.127235 3 6
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3384 2.7974671 16577.7150282 171.554864 8.7686319 2000-2009 –> 2010-2019 4.7654292 1.9679621 28993.47056 286.840565 4 9
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3384 2.8330914 16665.3577809 262.871369 10.0044196 2000-2009 –> 2010-2019 4.7675472 1.9344558 28981.48655 498.153327 5 9
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3384 2.8352947 16668.6193307 186.610974 9.6296870 2000-2009 –> 2010-2019 4.8514343 2.0161396 29227.50794 302.472789 6 13
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3384 2.8810968 16779.0776238 920.750679 10.6648654 2000-2009 –> 2010-2019 4.8665235 1.9854267 29249.12067 1560.396652 7 13
Atlantic (27.95,28.05] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3384 2.9027942 16827.8561177 355.286330 12.7193317 2000-2009 –> 2010-2019 4.9659881 2.0631939 29523.27671 742.719021 8 16
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 3384 2.9220959 16872.7099609 115.823228 9.3960488 2000-2009 –> 2010-2019 5.0771714 2.1550755 29825.98115 265.051765 9 18
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 3384 3.0728284 17213.1222253 20.966580 16.2207705 2000-2009 –> 2010-2019 5.3242350 2.2514066 30425.18402 156.557113 10 21
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1429 1.9394441 5962.4694712 202.997585 10.4983518 1982-1999 –> 2000-2009 3.4556637 1.5162196 12373.83257 383.683798 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1429 1.9425580 5967.0545686 190.434416 10.5824825 1982-1999 –> 2000-2009 3.4559838 1.5134257 12371.98826 362.970390 3 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1429 1.9379672 5960.2922021 209.227475 10.4670369 1982-1999 –> 2000-2009 3.4591506 1.5211834 12383.04918 511.303598 1 4
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1429 1.9760240 6013.8722297 171.748133 9.9962063 1982-1999 –> 2000-2009 3.5926919 1.6166680 12646.85207 341.708415 4 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1429 2.0809410 6161.7263839 202.779790 11.1586053 1982-1999 –> 2000-2009 3.7461243 1.6651833 12897.78027 377.200369 5 11
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 1429 2.1982507 6318.4640019 67.564900 15.1683804 1982-1999 –> 2000-2009 3.7547694 1.5565187 12819.27043 99.752603 15 19
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1429 2.0965816 6183.1272136 145.094944 11.3843552 1982-1999 –> 2000-2009 3.7948908 1.6983091 12987.84803 344.512717 6 15
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1429 2.1073870 6197.8189919 180.810124 11.0895600 1982-1999 –> 2000-2009 3.8465631 1.7391761 13085.43122 360.112403 7 22
Atlantic (28.05,28.1] 3 cstar_tref ~ sal + nitrate + phosphate 1429 2.1145948 6205.5773681 136.088852 11.4451239 1982-1999 –> 2000-2009 3.8603222 1.7457274 13104.29631 310.009930 8 27
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1429 2.1290666 6227.0701931 88.003723 11.0450816 1982-1999 –> 2000-2009 3.8618330 1.7327664 13101.81109 255.828224 9 19
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2006 1.9370029 8359.2825208 313.562110 16.1698509 2000-2009 –> 2010-2019 3.8764469 1.9394441 14321.75199 516.559695 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2006 1.9387622 8362.9249056 345.265071 16.1726662 2000-2009 –> 2010-2019 3.8767294 1.9379672 14323.21711 554.492546 3 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2006 1.9358596 8356.9138980 252.419802 16.1413910 2000-2009 –> 2010-2019 3.8784177 1.9425580 14323.96847 442.854218 1 4
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2006 2.0322344 8549.8345721 228.381035 17.4794536 2000-2009 –> 2010-2019 4.0082584 1.9760240 14563.70680 400.129168 5 9
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2006 2.0350249 8555.3396406 170.507688 18.5032420 2000-2009 –> 2010-2019 4.1640914 2.1290666 14782.40983 258.511411 6 15
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 2006 1.9717371 8428.5880402 59.872798 18.8472876 2000-2009 –> 2010-2019 4.1699877 2.1982507 14747.05204 127.437698 4 19
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2006 2.0390408 8563.2491506 209.572038 18.6395643 2000-2009 –> 2010-2019 4.1740089 2.1349681 14798.23041 356.318054 8 18
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2006 2.0961299 8674.0334177 311.121406 20.4318901 2000-2009 –> 2010-2019 4.1770708 2.0809410 14835.75980 513.901196 11 16
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2006 2.0389985 8563.1658570 161.132990 18.7318034 2000-2009 –> 2010-2019 4.1828721 2.1438736 14810.04381 294.118424 7 20
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2006 2.1147149 8709.4485332 249.265076 21.0433689 2000-2009 –> 2010-2019 4.2112966 2.0965816 14892.57575 394.360020 14 20
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1215 1.3295253 4154.1380580 623.433367 5.2250244 1982-1999 –> 2000-2009 2.5133186 1.1837933 8832.69039 930.355726 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1215 1.3303061 4155.5646856 609.576884 5.1030235 1982-1999 –> 2000-2009 2.5155034 1.1851973 8837.59940 836.116596 2 4
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 1215 1.3307029 4154.2893174 50.015190 4.9347999 1982-1999 –> 2000-2009 2.5168103 1.1861074 8836.57933 81.374724 3 7
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1215 1.3397364 4170.7297835 249.613788 5.8904916 1982-1999 –> 2000-2009 2.5255943 1.1858579 8852.40163 371.974593 6 9
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1215 1.3342216 4162.7063368 280.948642 5.1866491 1982-1999 –> 2000-2009 2.5264382 1.1922166 8862.09017 538.164867 4 11
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1215 1.3346886 4161.5567029 256.250713 5.3123234 1982-1999 –> 2000-2009 2.5342521 1.1995636 8876.99018 513.185270 5 19
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1215 1.3539610 4196.3940693 564.988946 6.0064984 1982-1999 –> 2000-2009 2.5402001 1.1862392 8879.01046 854.262077 7 12
Atlantic (28.1,28.15] 3 cstar_tref ~ sal + aou + nitrate 1215 1.3612987 4207.5277960 9.829138 5.3761811 1982-1999 –> 2000-2009 2.5513428 1.1900441 8897.55296 28.041492 8 14
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1215 1.3717820 4228.1695319 71.993523 6.9046599 1982-1999 –> 2000-2009 2.6050303 1.2332483 9024.96727 134.432153 9 26
Atlantic (28.1,28.15] 3 cstar_tref ~ sal + nitrate + phosphate_star 1215 1.3729734 4228.2789755 32.879505 6.7832834 1982-1999 –> 2000-2009 2.6144937 1.2415203 9042.71762 74.299188 10 28
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2366 1.3766044 8240.8584356 539.897054 10.4564505 2000-2009 –> 2010-2019 2.7061297 1.3295253 12394.99649 1163.330420 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2366 1.3872538 8277.3241360 388.937543 10.5860919 2000-2009 –> 2010-2019 2.7214753 1.3342216 12440.03047 669.886185 6 10
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2366 1.3946749 8302.5706133 524.703451 10.1012913 2000-2009 –> 2010-2019 2.7249810 1.3303061 12458.13530 1134.280335 8 10
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2366 1.3795978 8249.1369628 538.416034 10.5136068 2000-2009 –> 2010-2019 2.7335588 1.3539610 12445.53103 1103.404980 4 11
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2366 1.4023544 8326.5549049 388.930559 10.6618720 2000-2009 –> 2010-2019 2.7370429 1.3346886 12488.11161 645.181271 10 15
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2366 1.4318589 8425.0797452 261.864396 7.3964582 2000-2009 –> 2010-2019 2.7715953 1.3397364 12595.80953 511.478185 13 19
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2366 1.4209574 8388.9146907 75.813625 5.9670299 2000-2009 –> 2010-2019 2.7927394 1.3717820 12617.08422 147.807148 12 21
Atlantic (28.1,28.15] 3 cstar_tref ~ sal + nitrate + phosphate_star 2366 1.4358908 8436.3856452 49.510079 6.0301510 2000-2009 –> 2010-2019 2.8088641 1.3729734 12664.66462 82.389584 14 24
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 2366 1.5110300 8679.7465389 46.797200 3.8199071 2000-2009 –> 2010-2019 2.8417328 1.3307029 12834.03586 96.812389 16 19
Atlantic (28.1,28.15] 3 cstar_tref ~ sal + aou + nitrate 2366 1.5160794 8693.5331663 25.017868 3.7821522 2000-2009 –> 2010-2019 2.8773781 1.3612987 12901.06096 34.847006 17 25
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 699 0.4541756 892.2745997 52.523659 2.4146129 1982-1999 –> 2000-2009 0.7968378 0.3426623 1421.29647 66.546011 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 699 0.4978805 1020.7175869 263.605769 3.1455086 1982-1999 –> 2000-2009 0.8489829 0.3511024 1585.89754 307.714111 2 4
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 699 0.4999594 1026.5427756 72.503992 3.0989302 1982-1999 –> 2000-2009 0.9021526 0.4021932 1793.60290 107.084441 3 10
Atlantic (28.15,28.2] 3 cstar_tref ~ sal + nitrate + phosphate_star 699 0.5006528 1026.4802404 64.052242 3.1528750 1982-1999 –> 2000-2009 0.9247520 0.4240992 1870.35026 89.926303 4 13
Atlantic (28.15,28.2] 3 cstar_tref ~ sal + aou + nitrate 699 0.6076867 1297.3381155 40.346708 2.9259248 1982-1999 –> 2000-2009 0.9665084 0.3588217 1892.83512 50.162759 10 13
Atlantic (28.15,28.2] 3 cstar_tref ~ aou + nitrate + phosphate_star 699 0.6956799 1486.3898416 190.315051 4.0901570 1982-1999 –> 2000-2009 1.0576732 0.3619933 2094.96389 218.509313 12 17
Atlantic (28.15,28.2] 3 cstar_tref ~ temp + aou + nitrate 699 0.6970017 1489.0436925 14.446721 4.0817298 1982-1999 –> 2000-2009 1.0582199 0.3612182 2094.43251 19.594763 13 17
Atlantic (28.15,28.2] 2 cstar_tref ~ aou + nitrate 699 0.7000240 1493.0923348 3.447664 4.1873159 1982-1999 –> 2000-2009 1.0620177 0.3619938 2099.66839 5.588260 14 20
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 699 0.5813721 1237.4508628 37.357422 4.0923620 1982-1999 –> 2000-2009 1.1169842 0.5356121 2430.21682 53.193850 5 18
Atlantic (28.15,28.2] 3 cstar_tref ~ temp + nitrate + phosphate_star 699 0.7056430 1506.2692127 38.737978 4.0653281 1982-1999 –> 2000-2009 1.1204701 0.4148271 2317.29002 55.866133 15 23
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1084 0.5070906 1616.0445707 15.393769 1.6921650 2000-2009 –> 2010-2019 0.9612662 0.4541756 2508.31917 67.917428 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1084 0.5288266 1707.0374586 35.536156 1.6504304 2000-2009 –> 2010-2019 1.0287860 0.4999594 2733.58023 108.040148 2 5
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1084 0.5309531 1715.7380297 54.784856 2.0064245 2000-2009 –> 2010-2019 1.0288336 0.4978805 2736.45562 318.390625 3 5
Atlantic (28.15,28.2] 3 cstar_tref ~ sal + nitrate + phosphate_star 1084 0.5315272 1716.0806904 26.876972 1.9041131 2000-2009 –> 2010-2019 1.0321799 0.5006528 2742.56093 90.929214 4 8
Atlantic (28.15,28.2] 3 cstar_tref ~ sal + aou + nitrate 1084 0.5728606 1878.4379905 11.184319 2.5461708 2000-2009 –> 2010-2019 1.1805473 0.6076867 3175.77611 51.531027 5 15
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1084 0.6215917 2057.4357295 15.737278 2.4876397 2000-2009 –> 2010-2019 1.2029638 0.5813721 3294.88659 53.094700 7 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1084 0.6242805 2066.7936808 33.830393 2.5027145 2000-2009 –> 2010-2019 1.2095749 0.5852944 3313.64465 102.692051 8 14
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1084 0.6250568 2069.4880474 116.596887 2.5176435 2000-2009 –> 2010-2019 1.2120512 0.5869944 3320.39350 688.367716 9 16
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 1084 0.6258428 2072.2122992 15.685784 2.5123768 2000-2009 –> 2010-2019 1.2153505 0.5895077 3329.09089 72.360825 11 19
Atlantic (28.15,28.2] 3 cstar_tref ~ sal + phosphate + phosphate_star 1084 0.6313932 2089.3551174 27.735247 2.7126481 2000-2009 –> 2010-2019 1.2308265 0.5994333 3367.57584 91.398746 12 21
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 935 0.4378836 1123.1648805 304.789984 2.1602784 1982-1999 –> 2000-2009 0.7407151 0.3028315 1481.78148 719.555836 3 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 935 0.4370400 1119.5587801 499.744610 2.1707465 1982-1999 –> 2000-2009 0.7410251 0.3039852 1484.01579 1139.335567 1 7
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 935 0.4373517 1120.8920490 517.391593 2.1664941 1982-1999 –> 2000-2009 0.7412790 0.3039273 1485.05682 1236.689202 2 7
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 935 0.4393745 1129.5211426 571.045869 2.1512443 1982-1999 –> 2000-2009 0.7417728 0.3023983 1485.93879 1245.969687 4 5
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate 935 0.4518220 1179.7619941 290.377497 2.8378396 1982-1999 –> 2000-2009 0.7560937 0.3042716 1543.66573 726.970139 5 14
Atlantic (28.2, Inf] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 935 0.4986751 1364.2680110 549.764978 4.0392576 1982-1999 –> 2000-2009 0.8013844 0.3027093 1720.26487 1224.661293 6 8
Atlantic (28.2, Inf] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 935 0.5009069 1372.6185883 289.432053 4.2041308 1982-1999 –> 2000-2009 0.8039698 0.3030629 1730.40859 704.197710 7 11
Atlantic (28.2, Inf] 4 cstar_tref ~ temp + aou + nitrate + phosphate 935 0.5017297 1375.6876470 297.305983 4.2640045 1982-1999 –> 2000-2009 0.8058161 0.3040864 1738.65615 704.881299 8 16
Atlantic (28.2, Inf] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 935 0.5023011 1377.8161569 297.601271 4.2972653 1982-1999 –> 2000-2009 0.8063091 0.3040080 1740.38843 865.012655 9 16
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 935 0.5034563 1382.1118085 239.522947 2.5588805 1982-1999 –> 2000-2009 0.9458964 0.4424402 2321.07015 520.157598 10 35
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1295 0.2233787 -193.0654125 443.377937 2.4937265 2000-2009 –> 2010-2019 0.6607304 0.4373517 927.82664 960.769529 1 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1295 0.2239152 -186.8525280 350.071602 2.4946826 2000-2009 –> 2010-2019 0.6609552 0.4370400 932.70625 849.816212 3 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1295 0.2273716 -147.1789221 349.377268 2.4920473 2000-2009 –> 2010-2019 0.6652551 0.4378836 975.98596 654.167252 6 9
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1295 0.2353929 -59.3822305 330.348932 2.5035699 2000-2009 –> 2010-2019 0.6872149 0.4518220 1120.37976 620.726429 12 16
Atlantic (28.2, Inf] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1295 0.2257250 -168.0032607 875.932567 2.5307332 2000-2009 –> 2010-2019 0.7244001 0.4986751 1196.26475 1425.697545 5 10
Atlantic (28.2, Inf] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1295 0.2236154 -192.3230709 243.802523 2.5186908 2000-2009 –> 2010-2019 0.7259165 0.5023011 1185.49309 541.403794 2 10
Atlantic (28.2, Inf] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1295 0.2242137 -185.4025342 325.467836 2.5227950 2000-2009 –> 2010-2019 0.7259434 0.5017297 1190.28511 622.773819 4 11
Atlantic (28.2, Inf] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1295 0.2276328 -146.2046340 242.522315 2.5186728 2000-2009 –> 2010-2019 0.7285397 0.5009069 1226.41395 531.954368 7 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1295 0.2331397 -84.2929312 69.639359 2.3666583 2000-2009 –> 2010-2019 0.9115095 0.6783698 1855.44478 464.844930 10 23
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1295 0.2306563 -112.0297467 83.217868 2.3547293 2000-2009 –> 2010-2019 0.9125068 0.6818505 1837.27850 499.661982 8 23
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 348 3.6421740 1901.2174204 777.559604 13.4809807 1982-1999 –> 2000-2009 8.4251719 4.7829979 5376.66445 1326.049862 1 2
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 348 3.6451070 1901.7776823 390.869653 13.3237885 1982-1999 –> 2000-2009 8.4798727 4.8347657 5389.71227 708.408104 2 4
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 348 3.6782000 1908.0679707 641.878608 13.3359287 1982-1999 –> 2000-2009 8.5812953 4.9030953 5412.28205 971.344767 4 7
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 348 3.7187370 1913.6965478 53.359894 15.5444504 1982-1999 –> 2000-2009 8.7611018 5.0423648 5448.40044 109.072189 5 9
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 348 3.7329686 1916.3550585 28.577284 15.5711197 1982-1999 –> 2000-2009 8.8100038 5.0770352 5459.00762 54.023920 6 11
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 348 3.7662921 1922.5405542 212.562674 15.5998254 1982-1999 –> 2000-2009 8.9327929 5.1665008 5485.45618 398.750363 7 13
Indian (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 348 3.8565173 1939.0173317 591.405146 15.6602049 1982-1999 –> 2000-2009 9.1888165 5.3322991 5538.57373 1108.298054 8 15
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 348 3.6483855 1900.4034064 25.526786 12.8815424 1982-1999 –> 2000-2009 9.4418649 5.7934794 5596.18243 54.472977 3 14
Indian (-Inf,26] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 348 4.6918439 2075.4758731 271.887817 20.9311756 1982-1999 –> 2000-2009 10.0408263 5.3489825 5678.65594 515.369701 10 18
Indian (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 348 4.8363756 2096.5924739 174.009783 21.2600681 1982-1999 –> 2000-2009 10.4330838 5.5967082 5752.28835 336.539318 11 20
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 192 5.0334007 1179.4531984 451.401431 16.9740043 2000-2009 –> 2010-2019 8.6755747 3.6421740 3080.67062 1228.961036 1 2
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 192 5.0515665 1180.8365771 209.097592 17.1729508 2000-2009 –> 2010-2019 8.6966735 3.6451070 3082.61426 599.967244 2 4
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 192 5.0941189 1184.0576995 406.272857 17.3862834 2000-2009 –> 2010-2019 8.7723189 3.6782000 3092.12567 1048.151465 3 7
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 192 5.1418014 1185.6353321 70.849973 19.8695856 2000-2009 –> 2010-2019 8.8605384 3.7187370 3099.33188 124.209867 4 9
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 192 5.1612001 1187.0813400 31.627592 20.0540666 2000-2009 –> 2010-2019 8.8941687 3.7329686 3103.43640 60.204877 5 11
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 192 5.2221682 1191.5908684 245.242070 20.5168491 2000-2009 –> 2010-2019 8.9884604 3.7662921 3114.13142 457.804744 6 13
Indian (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 192 5.3420906 1200.3093546 550.033587 21.1016516 2000-2009 –> 2010-2019 9.1986079 3.8565173 3139.32669 1141.438733 7 15
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 192 5.8827340 1237.3286972 29.534889 25.1492329 2000-2009 –> 2010-2019 9.5311195 3.6483855 3137.73210 55.061675 8 11
Indian (-Inf,26] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 192 5.8951709 1238.1396733 252.773734 15.0012146 2000-2009 –> 2010-2019 10.5870148 4.6918439 3313.61555 524.661551 9 19
Indian (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 192 6.1085357 1251.7922379 127.736852 15.0219065 2000-2009 –> 2010-2019 10.9449113 4.8363756 3348.38471 301.746636 10 21
Indian (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 662 4.7476386 3954.9997100 191.082532 21.4793965 1982-1999 –> 2000-2009 9.6920527 4.9444141 9381.85116 383.236940 1 2
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 662 4.7515431 3956.0881369 107.865030 21.4488488 1982-1999 –> 2000-2009 9.7413742 4.9898312 9399.34318 219.600216 2 4
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 662 4.7592143 3958.2239701 232.007281 21.3977679 1982-1999 –> 2000-2009 9.8183305 5.0591162 9426.21781 429.309078 3 6
Indian (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 662 5.1007462 4047.9828078 129.114616 22.3517690 1982-1999 –> 2000-2009 10.2656519 5.1649057 9551.10353 320.131347 7 11
Indian (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 662 5.1366775 4057.2767879 81.398994 22.3093801 1982-1999 –> 2000-2009 10.3785804 5.2419029 9586.94466 190.092083 8 13
Indian (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 662 5.1867745 4070.1269221 175.800266 22.2358039 1982-1999 –> 2000-2009 10.5295535 5.3427790 9633.99085 365.279492 9 15
Indian (26,26.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 662 4.9768731 4015.4322154 37.554006 20.0127305 1982-1999 –> 2000-2009 10.8597308 5.8828577 9752.05245 69.276061 4 11
Indian (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 662 4.9794769 4016.1247231 20.286961 19.9965105 1982-1999 –> 2000-2009 10.8947534 5.9152764 9762.60403 36.285537 5 13
Indian (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate 662 4.9905723 4019.0716136 181.814617 19.9247361 1982-1999 –> 2000-2009 11.0229662 6.0323939 9800.72355 341.557558 6 15
Indian (26,26.5] 3 cstar_tref ~ temp + phosphate + phosphate_star 662 5.8387476 4224.8942389 32.221368 21.5654750 1982-1999 –> 2000-2009 12.0915260 6.2527783 10068.91842 61.399552 11 21
Indian (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 314 5.1947545 1939.8171992 261.622681 19.4998508 2000-2009 –> 2010-2019 9.9423931 4.7476386 5894.81691 452.705213 1 2
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 314 5.2125409 1941.9637503 132.435579 19.4940790 2000-2009 –> 2010-2019 9.9640840 4.7515431 5898.05189 240.300608 2 4
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 314 5.2587702 1947.5088368 411.764518 19.7506976 2000-2009 –> 2010-2019 10.0179845 4.7592143 5905.73281 643.771799 3 6
Indian (26,26.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 314 5.3582454 1957.2771685 42.903122 15.8218637 2000-2009 –> 2010-2019 10.3351186 4.9768731 5972.70938 80.457127 4 8
Indian (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 314 5.3706514 1958.7295021 21.528281 15.8479185 2000-2009 –> 2010-2019 10.3501284 4.9794769 5974.85423 41.815242 5 10
Indian (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate 314 5.4231552 1964.8390492 221.331775 15.9693894 2000-2009 –> 2010-2019 10.4137275 4.9905723 5983.91066 403.146392 7 13
Indian (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 314 5.3963074 1961.7223539 227.466368 22.4163612 2000-2009 –> 2010-2019 10.4970536 5.1007462 6009.70516 356.580984 6 13
Indian (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 314 5.4426022 1967.0869782 117.420056 22.4060493 2000-2009 –> 2010-2019 10.5792797 5.1366775 6024.36377 198.819050 8 16
Indian (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 314 5.5462174 1978.9303336 395.337328 22.7125538 2000-2009 –> 2010-2019 10.7329918 5.1867745 6049.05726 571.137594 9 18
Indian (26,26.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 314 5.9058296 2018.3836715 14.436821 15.1391975 2000-2009 –> 2010-2019 11.2846922 5.3788626 6136.65776 34.432891 12 22
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 973 3.2177256 5049.4955099 124.621135 17.7683448 1982-1999 –> 2000-2009 7.2111742 3.9934486 10463.21696 244.762289 1 2
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 973 3.2182992 5049.8423580 92.970839 17.7201579 1982-1999 –> 2000-2009 7.2157990 3.9974998 10465.51668 172.275846 2 4
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 973 3.2203696 5051.0938465 136.063955 17.5987413 1982-1999 –> 2000-2009 7.2275969 4.0072273 10471.44922 296.042136 3 6
Indian (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 973 3.4098560 5160.3543052 84.698424 18.3438768 1982-1999 –> 2000-2009 7.4944755 4.0846195 10615.55218 204.086487 7 11
Indian (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 973 3.4154970 5163.5709790 73.146267 18.2625612 1982-1999 –> 2000-2009 7.5070028 4.0915058 10622.01316 152.442289 8 13
Indian (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 973 3.4269552 5170.0884211 135.714470 18.1637811 1982-1999 –> 2000-2009 7.5336144 4.1066592 10635.65061 278.441539 9 15
Indian (26.5,26.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 973 3.3840813 5145.5888772 19.806843 14.8916631 1982-1999 –> 2000-2009 7.7500753 4.3659940 10729.09166 38.492119 4 11
Indian (26.5,26.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 973 3.3842506 5145.6862097 11.611714 14.8839726 1982-1999 –> 2000-2009 7.7519192 4.3676686 10729.92760 29.320000 5 13
Indian (26.5,26.75] 4 cstar_tref ~ sal + temp + aou + phosphate 973 3.3868402 5147.1747251 100.363475 14.7885706 1982-1999 –> 2000-2009 7.7748143 4.3879741 10740.34940 240.768032 6 15
Indian (26.5,26.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 973 3.4878220 5204.3483562 14.695596 16.2904462 1982-1999 –> 2000-2009 8.0113641 4.5235421 10856.12680 30.854854 10 23
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 332 4.2576951 1918.1305457 225.307866 12.7580947 2000-2009 –> 2010-2019 7.4780646 3.2203696 6969.22439 361.371821 1 4
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 332 4.2611283 1918.6657441 118.816613 12.7796888 2000-2009 –> 2010-2019 7.4788539 3.2177256 6968.16125 243.437748 3 4
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 332 4.2613288 1918.6969936 74.759000 12.7844431 2000-2009 –> 2010-2019 7.4796280 3.2182992 6968.53935 167.729839 5 7
Indian (26.5,26.75] 4 cstar_tref ~ sal + temp + aou + phosphate 332 4.2578353 1916.1524153 158.367563 12.7061419 2000-2009 –> 2010-2019 7.6446755 3.3868402 7063.32714 258.731038 2 8
Indian (26.5,26.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 332 4.2611880 1916.6750609 15.188394 12.7456193 2000-2009 –> 2010-2019 7.6452694 3.3840813 7062.26394 34.995237 4 8
Indian (26.5,26.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 332 4.2614023 1916.7084521 11.275170 12.7467892 2000-2009 –> 2010-2019 7.6456529 3.3842506 7062.39466 22.886883 6 11
Indian (26.5,26.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 332 4.2694949 1917.9682132 10.463707 13.0665829 2000-2009 –> 2010-2019 7.7573169 3.4878220 7122.31657 25.159303 7 17
Indian (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 332 4.5019636 1953.1722504 114.313318 12.6267376 2000-2009 –> 2010-2019 7.9118195 3.4098560 7113.52656 199.011742 9 16
Indian (26.5,26.75] 3 cstar_tref ~ sal + temp + phosphate_star 332 4.3367790 1926.3507741 9.326184 11.9887813 2000-2009 –> 2010-2019 7.9171069 3.5803279 7179.63940 19.215339 8 19
Indian (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 332 4.5019902 1953.1761710 72.215981 12.6649038 2000-2009 –> 2010-2019 7.9174872 3.4154970 7116.74715 145.362249 10 18
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 934 2.9553427 4688.7692620 406.011673 7.6877763 1982-1999 –> 2000-2009 5.6330317 2.6776891 11409.62981 577.124324 1 2
Indian (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 934 2.9627006 4693.4142719 180.038840 7.7145402 1982-1999 –> 2000-2009 5.6414733 2.6787727 11415.40365 269.144062 2 5
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 934 2.9629449 4693.5683044 164.265617 7.7177039 1982-1999 –> 2000-2009 5.6416537 2.6787088 11415.49111 249.640157 3 5
Indian (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 934 2.9631277 4691.6835184 47.046433 7.7221041 1982-1999 –> 2000-2009 5.6442899 2.6811622 11414.16050 75.890402 4 10
Indian (26.75,27] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 934 2.9660796 4693.5435216 162.499323 7.6747507 1982-1999 –> 2000-2009 5.6463508 2.6802712 11415.09322 231.747610 6 10
Indian (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 934 2.9660596 4693.5309299 160.565730 7.6740382 1982-1999 –> 2000-2009 5.6470401 2.6809805 11415.81889 234.962567 5 10
Indian (26.75,27] 3 cstar_tref ~ sal + nitrate + phosphate_star 934 2.9660866 4691.5479396 17.166436 7.6763675 1982-1999 –> 2000-2009 5.6521539 2.6860673 11417.12449 23.591096 7 14
Indian (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate 934 2.9828613 4704.0826509 264.019448 7.7092961 1982-1999 –> 2000-2009 5.6941332 2.7112719 11457.71698 379.184194 10 20
Indian (26.75,27] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 934 2.9879874 4707.2900649 60.596943 7.8091953 1982-1999 –> 2000-2009 5.6973315 2.7093442 11458.93998 88.411572 16 25
Indian (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate_star 934 2.9903554 4708.7698881 60.383034 7.7990869 1982-1999 –> 2000-2009 5.6995080 2.7091526 11460.22256 88.358896 17 25
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 534 2.4588554 2490.3016246 228.622530 9.5560763 2000-2009 –> 2010-2019 5.4141980 2.9553427 7179.07089 634.634203 1 2
Indian (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 534 2.4622669 2491.7823695 76.007210 9.6955014 2000-2009 –> 2010-2019 5.4249675 2.9627006 7185.19664 256.046050 3 5
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 534 2.4639012 2492.4910277 75.177074 9.7434358 2000-2009 –> 2010-2019 5.4268461 2.9629449 7186.05933 239.442690 5 8
Indian (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate 534 2.4588614 2488.3042319 144.325569 9.5537157 2000-2009 –> 2010-2019 5.4417227 2.9828613 7192.38688 408.345017 2 12
Indian (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 534 2.4822066 2498.3963292 66.676476 9.4905472 2000-2009 –> 2010-2019 5.4482662 2.9660596 7191.92726 227.242206 7 12
Indian (26.75,27] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 534 2.4624201 2489.8488220 36.105759 9.6861740 2000-2009 –> 2010-2019 5.4504075 2.9879874 7197.13889 96.702702 4 20
Indian (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate_star 534 2.4640893 2490.5725545 36.003991 9.7310163 2000-2009 –> 2010-2019 5.4544447 2.9903554 7199.34244 96.387026 6 23
Indian (26.75,27] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 534 2.4937292 2503.3426026 60.932463 9.3215598 2000-2009 –> 2010-2019 5.4598088 2.9660796 7196.88612 223.431786 9 15
Indian (26.75,27] 3 cstar_tref ~ sal + aou + phosphate_star 534 2.4849357 2497.5698990 15.263470 9.4947171 2000-2009 –> 2010-2019 5.4846004 2.9996647 7210.14606 46.182450 8 29
Indian (26.75,27] 3 cstar_tref ~ sal + phosphate + phosphate_star 534 2.5036026 2505.5627608 17.268438 9.2755865 2000-2009 –> 2010-2019 5.5079328 3.0043302 7221.04202 51.930364 10 34
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 921 1.4717419 3339.5195918 271.112684 4.3480545 1982-1999 –> 2000-2009 2.8200384 1.3482965 8335.08295 409.300044 2 3
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 921 1.4716074 3339.3512106 425.767776 4.3741755 1982-1999 –> 2000-2009 2.8207893 1.3491819 8336.81832 627.702883 1 3
Indian (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 921 1.4727060 3338.7258477 126.467084 4.3443896 1982-1999 –> 2000-2009 2.8221230 1.3494169 8334.69814 208.541445 3 6
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 921 1.4739712 3342.3076233 877.975350 4.0793280 1982-1999 –> 2000-2009 2.8248567 1.3508854 8343.43411 1188.425139 6 10
Indian (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 921 1.4728666 3338.9265927 332.116847 4.2532585 1982-1999 –> 2000-2009 2.8391589 1.3662923 8370.94051 527.613505 4 13
Indian (27,27.25] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 921 1.4732014 3339.3452610 218.557762 4.2013202 1982-1999 –> 2000-2009 2.8394860 1.3662846 8371.34275 347.018366 5 13
Indian (27,27.25] 3 cstar_tref ~ temp + nitrate + phosphate_star 921 1.4760395 3340.8904258 88.919816 4.0938970 1982-1999 –> 2000-2009 2.8423987 1.3663592 8371.04634 123.984578 7 17
Indian (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 921 1.4761925 3343.0814509 717.261527 4.1612174 1982-1999 –> 2000-2009 2.8436907 1.3674982 8377.65366 1013.737015 8 19
Indian (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate 921 1.5250713 3403.0845757 125.925487 4.7350226 1982-1999 –> 2000-2009 2.8780563 1.3529850 8406.71476 201.262833 9 15
Indian (27,27.25] 3 cstar_tref ~ temp + nitrate + phosphate 921 1.5280737 3404.7073433 117.926411 4.5884644 1982-1999 –> 2000-2009 2.8959224 1.3678487 8438.02276 193.040156 10 22
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 578 1.8103763 2340.4190976 196.716366 5.3220357 2000-2009 –> 2010-2019 3.2821183 1.4717419 5679.93869 467.829050 1 3
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 578 1.8108362 2340.7127011 285.779907 5.3131232 2000-2009 –> 2010-2019 3.2824436 1.4716074 5680.06391 711.547683 2 3
Indian (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 578 1.8108369 2338.7131502 107.348529 5.3125123 2000-2009 –> 2010-2019 3.2835429 1.4727060 5677.43900 233.815613 3 6
Indian (27,27.25] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 578 1.8152300 2341.5142231 174.089823 5.2366971 2000-2009 –> 2010-2019 3.2884314 1.4732014 5680.85948 392.647586 4 9
Indian (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 578 1.8160710 2342.0496785 281.984519 5.2263930 2000-2009 –> 2010-2019 3.2889376 1.4728666 5680.97627 614.101366 5 9
Indian (27,27.25] 3 cstar_tref ~ temp + nitrate + phosphate_star 578 1.8161562 2340.1039177 42.290978 5.2183315 2000-2009 –> 2010-2019 3.2921957 1.4760395 5680.99434 131.210794 6 13
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 578 1.8236588 2348.8695595 534.594309 5.3576783 2000-2009 –> 2010-2019 3.2976301 1.4739712 5691.17718 1412.569659 7 13
Indian (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 578 1.8291287 2350.3316671 534.006836 5.2658664 2000-2009 –> 2010-2019 3.3053212 1.4761925 5693.41312 1251.268364 8 16
Indian (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate 578 1.8693132 2375.4531160 108.827981 6.0587412 2000-2009 –> 2010-2019 3.3943845 1.5250713 5778.53769 234.753468 9 18
Indian (27,27.25] 3 cstar_tref ~ temp + nitrate + phosphate 578 1.8757323 2377.4159764 74.600285 5.9985287 2000-2009 –> 2010-2019 3.4038060 1.5280737 5782.12332 192.526696 10 20
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1170 1.6486465 4504.2099936 926.058613 10.8689016 1982-1999 –> 2000-2009 3.3003852 1.6517388 11091.07492 1635.861706 1 2
Indian (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1170 1.7506045 4642.6253276 210.910579 8.6682877 1982-1999 –> 2000-2009 3.4490275 1.6984229 11322.86681 379.379712 2 11
Indian (27.25,27.5] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1170 1.8013581 4709.5017709 906.299964 11.4548779 1982-1999 –> 2000-2009 3.4691367 1.6677787 11327.43714 1615.188891 3 7
Indian (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1170 1.8518466 4774.1850656 922.020620 10.3231670 1982-1999 –> 2000-2009 3.5127771 1.6609306 11378.04035 1775.364772 5 7
Indian (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1170 1.9003408 4834.6739341 856.829675 10.7651613 1982-1999 –> 2000-2009 3.5633263 1.6629855 11442.76038 1500.110451 10 13
Indian (27.25,27.5] 3 cstar_tref ~ sal + nitrate + phosphate_star 1170 1.8662682 4790.3377474 39.335696 9.5530882 1982-1999 –> 2000-2009 3.5784590 1.7121908 11496.20700 54.860347 6 17
Indian (27.25,27.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1170 1.8390221 4757.9236990 213.786630 7.6028954 1982-1999 –> 2000-2009 3.5802519 1.7412298 11523.34393 381.816342 4 17
Indian (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1170 1.8978844 4831.6472746 321.758471 8.6107889 1982-1999 –> 2000-2009 3.5908697 1.6929853 11500.91542 473.601851 8 15
Indian (27.25,27.5] 3 cstar_tref ~ sal + aou + nitrate 1170 1.8995806 4831.7377293 89.809965 8.8338195 1982-1999 –> 2000-2009 3.5936254 1.6940447 11501.14658 119.076911 9 17
Indian (27.25,27.5] 3 cstar_tref ~ sal + temp + nitrate 1170 1.9311155 4870.2650832 39.683689 9.4414550 1982-1999 –> 2000-2009 3.6312221 1.7001065 11551.89706 70.663500 13 23
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 674 1.9569980 2831.7920616 787.894944 7.4215882 2000-2009 –> 2010-2019 3.6056445 1.6486465 7336.00206 1713.953556 1 2
Indian (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 674 2.0539284 2894.9578773 227.654511 5.4946925 2000-2009 –> 2010-2019 3.8045329 1.7506045 7537.58320 438.565090 5 7
Indian (27.25,27.5] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 674 2.0134101 2868.0997556 771.218377 7.4038407 2000-2009 –> 2010-2019 3.8147681 1.8013581 7577.60153 1677.518341 2 5
Indian (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 674 2.0517316 2893.5153533 954.306256 6.5416584 2000-2009 –> 2010-2019 3.9035782 1.8518466 7667.70042 1876.326875 4 9
Indian (27.25,27.5] 3 cstar_tref ~ sal + nitrate + phosphate_star 674 2.0900075 2916.4311566 21.891302 6.0237309 2000-2009 –> 2010-2019 3.9562758 1.8662682 7706.76890 61.226998 7 13
Indian (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate 674 2.0644644 2901.8550104 697.602541 6.5611694 2000-2009 –> 2010-2019 3.9648052 1.9003408 7736.52894 1554.432216 6 16
Indian (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 674 2.0298325 2879.0501456 785.840020 7.8157796 2000-2009 –> 2010-2019 3.9735381 1.9437056 7766.52152 1701.005451 3 17
Indian (27.25,27.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 674 2.1495546 2956.3005182 232.422495 6.2206223 2000-2009 –> 2010-2019 3.9885768 1.8390221 7714.22422 446.209125 14 18
Indian (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 674 2.1038277 2927.3154871 228.527461 6.0981034 2000-2009 –> 2010-2019 4.0017121 1.8978844 7758.96276 550.285932 8 16
Indian (27.25,27.5] 3 cstar_tref ~ sal + aou + nitrate 674 2.1039140 2925.3707654 44.987114 6.0993147 2000-2009 –> 2010-2019 4.0034946 1.8995806 7757.10849 134.797079 9 18
Indian (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1544 1.2445286 5071.2032658 748.255941 5.8706431 1982-1999 –> 2000-2009 2.5035630 1.2590344 11586.67929 1746.200352 1 2
Indian (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1544 1.2765460 5147.6421251 648.606041 5.9724129 1982-1999 –> 2000-2009 2.5356320 1.2590860 11661.27957 1101.097368 8 10
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1544 1.2472398 5077.9231408 818.178494 5.6147099 1982-1999 –> 2000-2009 2.5403136 1.2930738 11698.56019 1796.611153 2 6
Indian (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1544 1.2585723 5103.8541433 21.704432 5.3186801 1982-1999 –> 2000-2009 2.5553162 1.2967439 11733.66397 40.043032 4 9
Indian (27.5,27.75] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1544 1.2812367 5158.9682433 321.948373 5.5447036 1982-1999 –> 2000-2009 2.5560282 1.2747915 11721.47316 575.130144 10 13
Indian (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1544 1.2678925 5126.6376850 22.346151 5.2615794 1982-1999 –> 2000-2009 2.5650178 1.2971253 11757.60671 40.135932 6 12
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1544 1.2661514 5124.3942035 752.579748 5.8428062 1982-1999 –> 2000-2009 2.5653078 1.2991565 11763.53111 1720.778699 5 13
Indian (27.5,27.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1544 1.2474195 5076.3680421 365.734574 5.6769825 1982-1999 –> 2000-2009 2.5680411 1.3206216 11778.10402 923.942504 3 17
Indian (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1544 1.2752642 5144.5399268 20.959630 5.3519440 1982-1999 –> 2000-2009 2.5731964 1.2979322 11777.96035 43.943150 7 14
Indian (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 1544 1.2920806 5184.9938015 96.021148 5.4890548 1982-1999 –> 2000-2009 2.5983803 1.3062997 11843.74596 167.432320 12 23
Indian (27.5,27.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 900 1.6504380 3467.9625800 486.336581 5.2332801 2000-2009 –> 2010-2019 2.8978575 1.2474195 8544.33062 852.071154 1 2
Indian (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 900 1.6573389 3475.4732053 24.240005 5.1379125 2000-2009 –> 2010-2019 2.9159112 1.2585723 8579.32735 45.944438 2 4
Indian (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 900 1.6632714 3481.9048788 22.943439 5.1059359 2000-2009 –> 2010-2019 2.9311639 1.2678925 8608.54256 45.289589 4 7
Indian (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 900 1.6597821 3478.1247331 744.106030 4.9498849 2000-2009 –> 2010-2019 2.9363281 1.2765460 8625.76686 1392.712072 3 8
Indian (27.5,27.75] 3 cstar_tref ~ sal + nitrate + phosphate_star 900 1.6647085 3481.4594665 8.965306 4.9861271 2000-2009 –> 2010-2019 2.9422387 1.2775302 8629.48137 16.769511 5 11
Indian (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 900 1.6723842 3491.7398643 30.728588 5.1518938 2000-2009 –> 2010-2019 2.9476485 1.2752642 8636.27979 51.688219 7 11
Indian (27.5,27.75] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 900 1.6744888 3494.0035873 337.756296 5.0532585 2000-2009 –> 2010-2019 2.9557255 1.2812367 8652.97183 659.704669 8 15
Indian (27.5,27.75] 3 cstar_tref ~ sal + aou + phosphate_star 900 1.6747014 3492.2321411 12.232288 5.0579054 2000-2009 –> 2010-2019 2.9581428 1.2834414 8654.50940 22.141533 9 17
Indian (27.5,27.75] 3 cstar_tref ~ sal + phosphate + phosphate_star 900 1.6782655 3496.0588454 8.787410 5.0782190 2000-2009 –> 2010-2019 2.9735135 1.2952480 8686.61347 16.470893 10 20
Indian (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 900 1.6845970 3504.8368515 88.841217 5.1984720 2000-2009 –> 2010-2019 2.9766776 1.2920806 8689.83065 184.862365 11 20
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate_star 759 1.0416673 2227.9173806 20.299860 4.0638660 1982-1999 –> 2000-2009 1.9285454 0.8868781 4759.76546 35.012629 1 5
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 759 1.0440762 2231.4237948 25.489444 4.0877283 1982-1999 –> 2000-2009 1.9308525 0.8867763 4763.04923 42.294091 2 5
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 759 1.0484933 2237.8322774 75.624029 4.0956938 1982-1999 –> 2000-2009 1.9351022 0.8866089 4769.09151 141.924900 3 5
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 759 1.0546991 2246.7906106 22.513710 4.2048761 1982-1999 –> 2000-2009 1.9420844 0.8873853 4779.74790 38.890946 4 9
Indian (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 759 1.0646992 2261.1156064 766.537655 4.2029739 1982-1999 –> 2000-2009 1.9508807 0.8861815 4791.43940 1235.396686 5 6
Indian (27.75,27.85] 3 cstar_tref ~ sal + temp + phosphate 759 1.0848435 2287.5680941 6.473263 3.8012578 1982-1999 –> 2000-2009 1.9882916 0.9034481 4853.32781 18.436051 12 19
Indian (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 759 1.0767743 2278.2348333 244.055273 4.1519579 1982-1999 –> 2000-2009 1.9930693 0.9162951 4873.38692 884.717149 6 15
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 759 1.1049436 2317.4363976 139.198696 4.2468389 1982-1999 –> 2000-2009 1.9948723 0.8899288 4855.94625 224.201840 17 23
Indian (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 759 1.0777434 2279.6004554 250.516205 4.1044666 1982-1999 –> 2000-2009 1.9950773 0.9173339 4876.95067 876.165525 7 18
Indian (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 759 1.0821535 2285.7994392 209.297115 4.1513951 1982-1999 –> 2000-2009 1.9988222 0.9166686 4881.74229 779.346068 11 21
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate_star 481 0.8931009 1268.2592196 19.169425 2.4426873 2000-2009 –> 2010-2019 1.9347681 1.0416673 3496.17660 39.469284 4 5
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 481 0.8914791 1266.5107553 22.879997 2.4497814 2000-2009 –> 2010-2019 1.9355553 1.0440762 3497.93455 48.369440 3 5
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 481 0.8943019 1269.5520800 100.279265 2.4372351 2000-2009 –> 2010-2019 1.9427952 1.0484933 3507.38436 175.903294 6 9
Indian (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 481 0.8794745 1253.4685029 661.615524 2.3727657 2000-2009 –> 2010-2019 1.9441737 1.0646992 3514.58411 1428.153180 1 6
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 481 0.8898102 1264.7082043 21.862116 2.4313524 2000-2009 –> 2010-2019 1.9445094 1.0546991 3511.49881 44.375825 2 6
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 481 0.8963376 1271.7393432 130.908961 2.4815785 2000-2009 –> 2010-2019 2.0012812 1.1049436 3589.17574 270.107657 7 20
Indian (27.75,27.85] 3 cstar_tref ~ sal + temp + phosphate 481 0.9356242 1311.0060985 15.378563 2.5686105 2000-2009 –> 2010-2019 2.0204677 1.0848435 3598.57419 21.851827 10 19
Indian (27.75,27.85] 3 cstar_tref ~ temp + nitrate + phosphate_star 481 0.9510593 1326.7467904 18.098897 2.6988842 2000-2009 –> 2010-2019 2.0292462 1.0781869 3604.97184 39.701372 11 17
Indian (27.75,27.85] 3 cstar_tref ~ temp + aou + phosphate_star 481 0.9639858 1339.7339769 15.875837 2.7267117 2000-2009 –> 2010-2019 2.0451263 1.0811405 3622.11170 36.090290 15 22
Indian (27.75,27.85] 3 cstar_tref ~ temp + phosphate + phosphate_star 481 0.9634543 1339.2034287 20.372719 2.7278210 2000-2009 –> 2010-2019 2.0455132 1.0820589 3622.87006 45.861853 14 22
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate 962 1.0833489 2896.0676068 287.430025 9.5712398 1982-1999 –> 2000-2009 1.7393788 0.6560299 5339.70356 749.746921 1 2
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 962 1.0940562 2914.9900112 26.685979 9.7884425 1982-1999 –> 2000-2009 1.7511412 0.6570851 5362.54405 38.807640 2 4
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 962 1.0975146 2921.0624074 33.643073 9.8127132 1982-1999 –> 2000-2009 1.7573440 0.6598294 5378.77764 48.738998 4 7
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 962 1.1035962 2931.6944258 27.993403 9.8416593 1982-1999 –> 2000-2009 1.7736490 0.6700527 5426.89412 41.724481 7 12
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 962 1.1059344 2935.7664272 95.831746 9.9150290 1982-1999 –> 2000-2009 1.7750260 0.6690916 5427.46668 167.426233 11 15
Indian (27.85,27.95] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 962 1.1161620 2953.4775879 863.285727 9.9204576 1982-1999 –> 2000-2009 1.8015299 0.6853680 5503.77482 1449.439093 14 20
Indian (27.85,27.95] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 962 1.1039952 2932.3898098 272.761238 9.6477894 1982-1999 –> 2000-2009 1.8187072 0.7147121 5584.89738 637.180742 8 15
Indian (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 962 1.1025592 2929.8856837 247.323828 9.5413257 1982-1999 –> 2000-2009 1.8226534 0.7200941 5600.68361 543.242983 5 13
Indian (27.85,27.95] 3 cstar_tref ~ temp + nitrate + phosphate_star 962 1.1044522 2931.1861740 27.976772 9.7345926 1982-1999 –> 2000-2009 1.8394818 0.7350296 5650.03340 41.064198 9 19
Indian (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + phosphate 962 1.1132818 2948.5065370 231.298906 9.7092530 1982-1999 –> 2000-2009 1.8408605 0.7275787 5644.51388 544.657791 12 21
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate 626 0.6401803 1230.1123473 727.701164 2.6541494 2000-2009 –> 2010-2019 1.7235293 1.0833489 4126.17995 1015.131190 1 2
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 626 0.6554200 1259.5672446 14.666457 2.7852131 2000-2009 –> 2010-2019 1.7494761 1.0940562 4174.55726 41.352436 2 4
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 626 0.6573445 1263.2381204 18.407898 2.8061995 2000-2009 –> 2010-2019 1.7548591 1.0975146 4184.30053 52.050971 3 7
Indian (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 626 0.6642217 1276.2686280 522.460201 2.3580556 2000-2009 –> 2010-2019 1.7667809 1.1025592 4206.15431 769.784029 5 10
Indian (27.85,27.95] 3 cstar_tref ~ temp + aou + phosphate_star 626 0.6642704 1274.3604420 11.389162 2.4040766 2000-2009 –> 2010-2019 1.7671349 1.1028645 4202.77874 37.590176 6 12
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 626 0.6612753 1270.7024938 88.545504 2.9100289 2000-2009 –> 2010-2019 1.7672097 1.1059344 4206.46892 184.377250 4 15
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 626 0.6656192 1278.8999723 13.999921 2.9012758 2000-2009 –> 2010-2019 1.7692154 1.1035962 4210.59440 41.993325 7 14
Indian (27.85,27.95] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 626 0.6657778 1279.1982562 597.432831 2.4778314 2000-2009 –> 2010-2019 1.7697730 1.1039952 4211.58807 870.194069 8 16
Indian (27.85,27.95] 3 cstar_tref ~ temp + phosphate + phosphate_star 626 0.6658447 1277.3241354 14.606475 2.4270975 2000-2009 –> 2010-2019 1.7711740 1.1053293 4210.03763 47.081718 9 19
Indian (27.85,27.95] 3 cstar_tref ~ temp + nitrate + phosphate_star 626 0.6674089 1280.2618426 13.163457 2.7221605 2000-2009 –> 2010-2019 1.7718611 1.1044522 4211.44802 41.140229 10 19
Indian (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1483 1.1699875 4686.2131257 572.044269 6.0000070 1982-1999 –> 2000-2009 1.6439915 0.4740040 7331.32775 1235.722255 5 8
Indian (27.95,28.05] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1483 1.1752420 4699.5037269 574.817860 6.1377130 1982-1999 –> 2000-2009 1.6456810 0.4704391 7315.05527 1403.834544 13 15
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1483 1.1659584 4675.9815070 91.561898 6.3626589 1982-1999 –> 2000-2009 1.6501303 0.4841719 7404.20995 106.848564 2 11
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1483 1.1716855 4690.5146429 282.406393 6.4503987 1982-1999 –> 2000-2009 1.6525739 0.4808883 7392.09528 410.440832 8 15
Indian (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1483 1.1788116 4708.4988290 489.186331 6.1564072 1982-1999 –> 2000-2009 1.6529970 0.4741855 7355.11219 1190.418098 17 21
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1483 1.1700597 4686.3962373 166.841233 6.3879940 1982-1999 –> 2000-2009 1.6534815 0.4834218 7408.55314 197.699389 6 14
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1483 1.1805248 4712.8063314 117.324297 6.4359153 1982-1999 –> 2000-2009 1.6562931 0.4757683 7372.46930 140.571557 19 25
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 1483 1.1953141 4749.7328620 824.348509 6.7381102 1982-1999 –> 2000-2009 1.6608426 0.4655285 7324.19318 1082.218786 29 30
Indian (27.95,28.05] 3 cstar_tref ~ temp + aou + nitrate 1483 1.2115949 4787.8585930 130.663511 6.8033848 1982-1999 –> 2000-2009 1.6860207 0.4744258 7434.45592 224.952651 33 38
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1483 1.1572238 4653.6785217 363.522865 6.0703013 1982-1999 –> 2000-2009 1.7092869 0.5520631 7895.77410 873.513520 1 11
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 942 0.6542293 1885.9039872 24.187729 5.3802892 2000-2009 –> 2010-2019 1.8201877 1.1659584 6561.88549 115.749627 2 4
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 942 0.6547522 1887.4092691 39.558957 5.3867617 2000-2009 –> 2010-2019 1.8248120 1.1700597 6573.80551 206.400190 3 8
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 942 0.6576104 1895.6154074 150.583592 5.4548378 2000-2009 –> 2010-2019 1.8292959 1.1716855 6586.13005 432.989985 5 12
Indian (27.95,28.05] 3 cstar_tref ~ temp + aou + phosphate_star 942 0.6570557 1892.0257744 22.993712 5.4730074 2000-2009 –> 2010-2019 1.8303467 1.1732909 6584.60153 78.597986 4 13
Indian (27.95,28.05] 3 cstar_tref ~ temp + phosphate + phosphate_star 942 0.6576674 1893.7788195 27.776544 5.4803502 2000-2009 –> 2010-2019 1.8339742 1.1763068 6593.96869 92.934558 6 18
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 942 0.6541307 1885.6199082 29.677267 5.3919120 2000-2009 –> 2010-2019 1.8346555 1.1805248 6598.42624 147.001565 1 15
Indian (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 942 0.6592513 1898.3108074 24.392291 5.5070681 2000-2009 –> 2010-2019 1.8406105 1.1813592 6611.21269 81.980744 7 24
Indian (27.95,28.05] 3 cstar_tref ~ temp + aou + phosphate 942 0.6600676 1900.6419606 76.925577 5.5336856 2000-2009 –> 2010-2019 1.8408683 1.1808007 6612.14137 176.857434 8 23
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 942 0.6842655 1970.4731125 593.425494 5.9518168 2000-2009 –> 2010-2019 1.8414893 1.1572238 6624.15163 956.948359 12 13
Indian (27.95,28.05] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 942 0.6848253 1972.0138792 916.831241 5.7729881 2000-2009 –> 2010-2019 1.8526373 1.1678119 6652.70664 1422.447436 13 17
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 1071 0.7567236 2454.2683007 667.328245 3.7592871 1982-1999 –> 2000-2009 1.1943186 0.4375951 4190.37696 1116.319890 6 7
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1071 0.7527451 2442.9770059 457.974838 3.9410633 1982-1999 –> 2000-2009 1.2001592 0.4474141 4243.66028 693.781220 3 14
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1071 0.7510335 2438.1010519 136.592186 4.0440960 1982-1999 –> 2000-2009 1.2003184 0.4492849 4250.92671 165.628669 2 17
Indian (28.05,28.1] 3 cstar_tref ~ temp + aou + nitrate 1071 0.7636357 2471.7450964 315.173540 3.6651741 1982-1999 –> 2000-2009 1.2012332 0.4375975 4205.87028 667.605328 10 12
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1071 0.7530619 2443.8782231 233.120612 4.0644660 1982-1999 –> 2000-2009 1.2016444 0.4485825 4252.15129 280.892744 4 17
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1071 0.7459411 2423.5277472 881.414351 4.3054458 1982-1999 –> 2000-2009 1.2027044 0.4567632 4284.39163 1813.051463 1 20
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1071 0.7601230 2463.8693024 192.106155 4.2421134 1982-1999 –> 2000-2009 1.2053954 0.4452724 4250.58955 229.814126 8 17
Indian (28.05,28.1] 3 cstar_tref ~ sal + temp + phosphate 1071 0.7530642 2441.8848945 34.987176 4.0762539 1982-1999 –> 2000-2009 1.2099188 0.4568546 4301.33101 47.534715 5 25
Indian (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate 1071 0.7693295 2487.6570244 192.944153 3.7758850 1982-1999 –> 2000-2009 1.2167767 0.4474472 4286.55574 376.715017 11 23
Indian (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate_star 1071 0.7701626 2489.9754265 95.191213 3.7871677 1982-1999 –> 2000-2009 1.2194696 0.4493070 4300.94420 123.315839 12 28
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 734 0.4880522 1041.9571340 57.846384 3.8722325 2000-2009 –> 2010-2019 1.2390858 0.7510335 3480.05819 194.438570 2 3
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 734 0.4882023 1042.4083402 76.078037 3.8723056 2000-2009 –> 2010-2019 1.2412641 0.7530619 3486.28656 309.198649 3 6
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 734 0.4922477 1054.5225361 311.369360 3.8076323 2000-2009 –> 2010-2019 1.2449927 0.7527451 3497.49954 769.344198 9 11
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 734 0.4877528 1041.0563279 59.254315 3.8609162 2000-2009 –> 2010-2019 1.2478759 0.7601230 3504.92563 251.360469 1 8
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 734 0.4926529 1055.7306129 596.360525 3.5633056 2000-2009 –> 2010-2019 1.2493765 0.7567236 3509.99891 1263.688770 10 15
Indian (28.05,28.1] 3 cstar_tref ~ sal + temp + phosphate 734 0.5509235 1217.8399390 20.886786 3.5657289 2000-2009 –> 2010-2019 1.3039877 0.7530642 3659.72483 55.873962 13 17
Indian (28.05,28.1] 3 cstar_tref ~ sal + temp + phosphate_star 734 0.4892177 1043.4585227 21.132885 3.9043696 2000-2009 –> 2010-2019 1.3050961 0.8158784 3656.94939 62.237494 7 25
Indian (28.05,28.1] 3 cstar_tref ~ sal + aou + phosphate_star 734 0.4884054 1041.0191866 28.622936 3.9082736 2000-2009 –> 2010-2019 1.3076628 0.8192574 3663.36279 103.789170 5 24
Indian (28.05,28.1] 3 cstar_tref ~ sal + nitrate + phosphate_star 734 0.4882286 1040.4876419 28.042700 3.9064661 2000-2009 –> 2010-2019 1.3085049 0.8202763 3665.49369 102.140612 4 24
Indian (28.05,28.1] 3 cstar_tref ~ sal + phosphate + phosphate_star 734 0.4885490 1041.4505012 28.678181 3.9078488 2000-2009 –> 2010-2019 1.3096290 0.8210801 3668.55438 101.696823 6 27
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3154 0.8575491 7995.2708039 291.432183 10.8710024 1982-1999 –> 2000-2009 1.2878360 0.4302869 12760.56562 522.856163 2 3
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3154 0.8572344 7992.9556900 324.745004 10.6966691 1982-1999 –> 2000-2009 1.2895219 0.4322875 12796.53806 524.790634 1 3
Indian (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3154 0.8618342 8026.7126892 530.520789 10.8726137 1982-1999 –> 2000-2009 1.2956155 0.4337813 12858.76835 1283.393339 4 7
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3154 0.8684510 8074.9578428 278.853841 10.9989960 1982-1999 –> 2000-2009 1.3025522 0.4341012 12913.09804 500.472316 6 10
Indian (28.1,28.2] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 3154 0.8793532 8151.6530453 263.537650 10.9317272 1982-1999 –> 2000-2009 1.3138726 0.4345194 12995.74232 449.196893 9 14
Indian (28.1,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 3154 0.8663820 8057.9118832 265.344459 11.0387729 1982-1999 –> 2000-2009 1.3143206 0.4479386 13153.05106 456.151227 5 11
Indian (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 3154 0.9059010 8339.2744666 60.420878 11.9000853 1982-1999 –> 2000-2009 1.3701846 0.4642836 13730.23133 127.539389 10 17
Indian (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 3154 0.8575608 7993.3566765 55.724986 10.8457771 1982-1999 –> 2000-2009 1.3722624 0.5147016 14235.23273 115.923191 3 18
Indian (28.1,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3154 0.9143197 8397.6253030 509.024383 11.9852745 1982-1999 –> 2000-2009 1.3839493 0.4696296 13883.08076 1223.057188 11 21
Indian (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3154 0.9176555 8420.5977791 23.283698 12.0352402 1982-1999 –> 2000-2009 1.3860162 0.4683607 13883.72077 39.035693 12 20
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2101 0.5176691 3209.7026481 275.224309 5.2087975 2000-2009 –> 2010-2019 1.3752182 0.8575491 11204.97345 566.656491 1 3
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2101 0.5211964 3238.2371968 260.037648 5.2692988 2000-2009 –> 2010-2019 1.3784308 0.8572344 11231.19289 584.782652 2 3
Indian (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2101 0.5270173 3284.9064910 995.036829 5.4608783 2000-2009 –> 2010-2019 1.3888515 0.8618342 11311.61918 1525.557619 3 7
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2101 0.5293992 3303.8555112 266.692650 5.5330940 2000-2009 –> 2010-2019 1.3978502 0.8684510 11378.81335 545.546491 4 10
Indian (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2101 0.5487608 3452.7900877 83.998037 4.4202574 2000-2009 –> 2010-2019 1.4063215 0.8575608 11446.14676 139.723023 6 9
Indian (28.1,28.2] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2101 0.5315003 3318.4989688 207.056446 5.5131074 2000-2009 –> 2010-2019 1.4108534 0.8793532 11470.15201 470.594096 5 14
Indian (28.1,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2101 0.5517730 3475.7928994 259.890879 5.5604733 2000-2009 –> 2010-2019 1.4181550 0.8663820 11533.70478 525.235338 7 12
Indian (28.1,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2101 0.5921952 3772.8723159 248.223635 4.8602596 2000-2009 –> 2010-2019 1.4620923 0.8698971 11856.32512 533.755382 8 15
Indian (28.1,28.2] 3 cstar_tref ~ sal + aou + nitrate 2101 0.6000682 3826.3681916 63.667370 4.4571959 2000-2009 –> 2010-2019 1.4701213 0.8700531 11908.95199 101.287800 9 17
Indian (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 2101 0.6007266 3832.9758364 93.017265 5.9799355 2000-2009 –> 2010-2019 1.5066276 0.9059010 12172.25030 153.438144 10 20
Indian (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + phosphate_star 799 0.2460453 38.6847424 30.524585 1.2800110 1982-1999 –> 2000-2009 0.3630148 0.1169696 -1144.34370 44.840795 1 5
Indian (28.2,28.3] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 799 0.2497952 62.8556034 26.822221 1.2520557 1982-1999 –> 2000-2009 0.3672131 0.1174179 -1113.88302 41.163237 2 8
Indian (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + phosphate 799 0.2502302 65.6360117 34.268627 1.2422913 1982-1999 –> 2000-2009 0.3678517 0.1176215 -1108.25453 48.402925 3 10
Indian (28.2,28.3] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 799 0.2508921 69.8577849 309.604281 1.2434337 1982-1999 –> 2000-2009 0.3682816 0.1173895 -1107.27944 398.635041 4 9
Indian (28.2,28.3] 3 cstar_tref ~ sal + phosphate + phosphate_star 799 0.2608499 130.0549750 19.206174 1.2384524 1982-1999 –> 2000-2009 0.3786637 0.1178139 -1043.14975 33.378858 7 15
Indian (28.2,28.3] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 799 0.2604881 129.8370162 27.045945 1.6498318 1982-1999 –> 2000-2009 0.3930921 0.1326040 -846.94604 40.594142 6 23
Indian (28.2,28.3] 3 cstar_tref ~ sal + aou + phosphate 799 0.2562422 101.5753322 28.820908 1.3485419 1982-1999 –> 2000-2009 0.3943028 0.1380607 -810.91179 38.227909 5 26
Indian (28.2,28.3] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 799 0.2704574 189.8539512 321.160146 1.7253161 1982-1999 –> 2000-2009 0.4010930 0.1306356 -811.51543 398.442624 13 28
Indian (28.2,28.3] 4 cstar_tref ~ sal + temp + nitrate + phosphate 799 0.2624326 141.7216381 777.288722 1.0063211 1982-1999 –> 2000-2009 0.4058705 0.1434379 -705.95010 1270.930445 8 30
Indian (28.2,28.3] 3 cstar_tref ~ sal + nitrate + phosphate 799 0.2640616 149.6100301 745.040501 1.0104767 1982-1999 –> 2000-2009 0.4096918 0.1456302 -675.12472 1237.050811 9 32
Indian (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + phosphate_star 554 0.0910799 -1070.6047706 27.875342 0.4916359 2000-2009 –> 2010-2019 0.3371251 0.2460453 -1031.92003 58.399927 5 6
Indian (28.2,28.3] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 554 0.0910372 -1071.1241299 59.269924 0.4989735 2000-2009 –> 2010-2019 0.3408323 0.2497952 -1008.26853 86.092145 3 5
Indian (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + phosphate 554 0.0910453 -1071.0254523 80.380228 0.4969084 2000-2009 –> 2010-2019 0.3412755 0.2502302 -1005.38944 114.648855 4 7
Indian (28.2,28.3] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 554 0.0910366 -1071.1313617 287.427298 0.4991905 2000-2009 –> 2010-2019 0.3419287 0.2508921 -1001.27358 597.031580 2 6
Indian (28.2,28.3] 3 cstar_tref ~ sal + phosphate + phosphate_star 554 0.0912261 -1070.8273132 39.995657 0.4764816 2000-2009 –> 2010-2019 0.3520759 0.2608499 -940.77234 59.201830 6 13
Indian (28.2,28.3] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 554 0.0924573 -1053.9737922 49.977626 0.5298655 2000-2009 –> 2010-2019 0.3529453 0.2604881 -924.13678 77.023571 7 13
Indian (28.2,28.3] 3 cstar_tref ~ sal + aou + phosphate 554 0.0989114 -981.2085363 17.862648 0.3335904 2000-2009 –> 2010-2019 0.3551535 0.2562422 -879.63320 46.683556 13 18
Indian (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + nitrate 554 0.0899779 -1084.0920266 90.956638 0.5465894 2000-2009 –> 2010-2019 0.3563492 0.2663713 -918.56507 129.763375 1 11
Indian (28.2,28.3] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 554 0.0933489 -1043.3397729 246.733881 0.5001824 2000-2009 –> 2010-2019 0.3638063 0.2704574 -853.48582 567.894027 8 19
Indian (28.2,28.3] 3 cstar_tref ~ sal + aou + nitrate 554 0.0953037 -1022.3768472 20.067946 0.4190673 2000-2009 –> 2010-2019 0.3666012 0.2712975 -829.56670 52.226528 10 22
Indian (28.3, Inf] 3 cstar_tref ~ temp + aou + phosphate 56 0.0013607 -570.2526910 33.821684 0.0044871 1982-1999 –> 2000-2009 0.0088808 0.0075201 -1219.78680 102.537802 11 12
Indian (28.3, Inf] 3 cstar_tref ~ temp + phosphate + phosphate_star 56 0.0013667 -569.7611098 59.917443 0.0045159 1982-1999 –> 2000-2009 0.0089517 0.0075850 -1217.66267 100.589640 12 14
Indian (28.3, Inf] 3 cstar_tref ~ aou + phosphate + phosphate_star 56 0.0013669 -569.7433285 76.110540 0.0045168 1982-1999 –> 2000-2009 0.0089525 0.0075856 -1217.62968 918.850467 13 16
Indian (28.3, Inf] 3 cstar_tref ~ temp + aou + phosphate_star 56 0.0013869 -568.1170647 25.204242 0.0046141 1982-1999 –> 2000-2009 0.0091331 0.0077463 -1212.02242 100.867648 14 19
Indian (28.3, Inf] 2 cstar_tref ~ phosphate + phosphate_star 56 0.0016918 -547.8596747 51.874625 0.0040070 1982-1999 –> 2000-2009 0.0092872 0.0075954 -1197.50219 59.960777 17 21
Indian (28.3, Inf] 3 cstar_tref ~ temp + nitrate + phosphate_star 56 0.0009458 -610.9828108 41.515703 0.0036675 1982-1999 –> 2000-2009 0.0115174 0.0105716 -1195.80618 83.746179 1 7
Indian (28.3, Inf] 3 cstar_tref ~ aou + nitrate + phosphate_star 56 0.0009459 -610.9821474 53.757091 0.0036692 1982-1999 –> 2000-2009 0.0116256 0.0106798 -1193.87023 941.516055 2 9
Indian (28.3, Inf] 2 cstar_tref ~ nitrate + phosphate_star 56 0.0009615 -611.1415383 34.972526 0.0035164 1982-1999 –> 2000-2009 0.0118323 0.0108708 -1192.66142 46.274535 3 11
Indian (28.3, Inf] 3 cstar_tref ~ temp + aou + nitrate 56 0.0011693 -587.2289738 36.351364 0.0029965 1982-1999 –> 2000-2009 0.0149733 0.0138040 -1121.36205 130.318729 7 16
Indian (28.3, Inf] 2 cstar_tref ~ nitrate + phosphate 56 0.0033639 -470.8802639 997.752189 0.0078225 1982-1999 –> 2000-2009 0.0311611 0.0277973 -874.01739 1300.050094 19 29
Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3238 7.6866088 22410.7164571 109.037828 127.3689020 1982-1999 –> 2000-2009 16.3689582 8.6823495 34103.42900 258.640532 1 2
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3238 8.2405009 22861.3258606 53.842462 133.0020028 1982-1999 –> 2000-2009 17.5756622 9.3351613 34790.51999 105.520495 2 5
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3238 8.3641136 22957.7485118 53.591176 127.0408929 1982-1999 –> 2000-2009 17.6901942 9.3260806 34883.76801 106.366231 3 5
Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 3238 8.5558971 23102.5619893 26.916792 104.4103073 1982-1999 –> 2000-2009 17.8914368 9.3355398 35029.88837 51.456416 4 8
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3238 9.0947326 23500.0814109 69.839704 123.6393014 1982-1999 –> 2000-2009 19.1912561 10.0965235 35685.02645 133.824274 5 10
Pacific (-Inf,26] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3238 10.3499858 24335.3617349 85.061278 130.2485284 1982-1999 –> 2000-2009 20.5038256 10.1538398 36536.77227 174.665289 8 14
Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3238 10.3089654 24309.6442429 53.567709 130.6720331 1982-1999 –> 2000-2009 20.6078846 10.2989192 36557.33283 103.839383 7 14
Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3238 10.3073798 24308.6481023 53.523263 130.6843663 1982-1999 –> 2000-2009 20.6395680 10.3321882 36566.85707 102.423828 6 14
Pacific (-Inf,26] 3 cstar_tref ~ temp + aou + nitrate 3238 10.3791688 24351.5958850 26.783713 115.3827865 1982-1999 –> 2000-2009 20.7815591 10.4023903 36629.89358 51.277583 9 18
Pacific (-Inf,26] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3238 10.4861073 24419.9779371 68.866066 129.0733117 1982-1999 –> 2000-2009 21.2485371 10.7624298 36811.26754 132.711726 10 20
Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4970 8.4284951 35306.5343301 144.421173 116.9245682 2000-2009 –> 2010-2019 16.1151039 7.6866088 57717.25079 253.459001 1 2
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4970 8.6702938 35587.6816555 64.505937 139.8485927 2000-2009 –> 2010-2019 16.9107948 8.2405009 58449.00752 118.348399 2 4
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4970 8.6980800 35619.4859520 73.950032 133.7646005 2000-2009 –> 2010-2019 17.0621936 8.3641136 58577.23446 127.541208 3 6
Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 4970 8.7035981 35623.7900108 31.590377 128.6578719 2000-2009 –> 2010-2019 17.2594952 8.5558971 58726.35200 58.507170 4 8
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4970 9.5935580 36593.5018630 103.194335 141.8009201 2000-2009 –> 2010-2019 18.6882906 9.0947326 60093.58327 173.034039 5 10
Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4970 10.1721068 37173.5635217 64.151187 135.8719089 2000-2009 –> 2010-2019 20.4794866 10.3073798 61482.21162 117.674450 7 13
Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4970 10.1715943 37173.0627490 73.942336 136.7548379 2000-2009 –> 2010-2019 20.4805597 10.3089654 61482.70699 127.510045 6 13
Pacific (-Inf,26] 3 cstar_tref ~ temp + aou + nitrate 4970 10.1726069 37172.0522333 31.576512 134.3857868 2000-2009 –> 2010-2019 20.5517757 10.3791688 61523.64812 58.360226 8 17
Pacific (-Inf,26] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4970 10.3569884 37352.6043138 115.280383 124.9272790 2000-2009 –> 2010-2019 20.7069742 10.3499858 61687.96605 200.341660 9 17
Pacific (-Inf,26] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 4970 10.5044924 37493.1709306 101.871594 148.1679441 2000-2009 –> 2010-2019 20.9905996 10.4861073 61913.14887 170.737660 10 20
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2288 8.4473361 16271.5655223 86.979379 41.4861701 1982-1999 –> 2000-2009 17.5229899 9.0756538 27072.17856 195.730054 1 2
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2288 8.6644879 16387.7121021 25.827200 49.5747798 1982-1999 –> 2000-2009 17.9098804 9.2453925 27243.47014 47.205510 2 4
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2288 8.8513637 16485.3580954 42.265381 55.1246869 1982-1999 –> 2000-2009 18.2131541 9.3617903 27378.34954 77.746530 3 8
Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2288 10.2668051 17162.1817955 452.595603 44.3642662 1982-1999 –> 2000-2009 19.5134271 9.2466221 28016.33558 990.752108 4 7
Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2288 10.3574482 17202.4048830 84.756828 53.7067880 1982-1999 –> 2000-2009 19.7088052 9.3513570 28090.07784 193.435647 6 10
Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2288 10.4887224 17260.0383993 19.367580 61.0968970 1982-1999 –> 2000-2009 19.9724426 9.4837202 28189.53963 40.745158 7 13
Pacific (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2288 10.6049942 17310.4860955 41.315902 66.0397461 1982-1999 –> 2000-2009 20.1841236 9.5791295 28269.77725 76.796320 9 16
Pacific (26,26.5] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2288 10.3436378 17196.2993046 787.624793 37.8546115 1982-1999 –> 2000-2009 20.2681394 9.9245016 28261.00005 1739.463081 5 13
Pacific (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate 2288 10.5988914 17307.8520373 79.643780 46.1875195 1982-1999 –> 2000-2009 20.6556558 10.0567644 28411.95168 161.440429 8 17
Pacific (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2288 10.8047304 17395.8697010 21.838845 53.5744907 1982-1999 –> 2000-2009 20.9888097 10.1840792 28537.40789 33.390630 10 21
Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2706 9.1173070 19654.7596092 529.609014 38.6429745 2000-2009 –> 2010-2019 17.3242619 8.2069549 35794.21976 1433.368647 1 2
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2706 9.4272092 19835.6590976 58.837610 38.5605797 2000-2009 –> 2010-2019 17.8745453 8.4473361 36107.22462 145.816989 2 4
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2706 9.7363479 20010.2826018 19.475967 47.6534541 2000-2009 –> 2010-2019 18.4008357 8.6644879 36397.99470 45.303167 3 6
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2706 10.0537691 20183.9077274 36.647322 55.5507004 2000-2009 –> 2010-2019 18.9051328 8.8513637 36669.26582 78.912703 4 8
Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2706 11.3124372 20820.2810830 322.046393 43.8134261 2000-2009 –> 2010-2019 21.5792423 10.2668051 37982.46288 774.641997 5 10
Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2706 11.5235935 20920.3694100 58.731726 54.7901457 2000-2009 –> 2010-2019 21.8810416 10.3574482 38122.77429 143.488553 6 13
Pacific (26,26.5] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 2706 11.5496533 20932.5944662 504.080723 57.1900366 2000-2009 –> 2010-2019 21.8932911 10.3436378 38128.89377 1291.705516 7 13
Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2706 11.7802234 21039.5719786 19.368181 64.2796859 2000-2009 –> 2010-2019 22.2689459 10.4887224 38299.61038 38.735761 8 16
Pacific (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2706 12.0406823 21157.9268171 36.578623 71.9274161 2000-2009 –> 2010-2019 22.6456765 10.6049942 38468.41291 77.894525 9 19
Pacific (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate 2706 12.1107840 21189.3445136 52.050480 57.6777670 2000-2009 –> 2010-2019 22.7096755 10.5988914 38497.19655 131.694260 10 19
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1749 9.5011858 12852.9023107 303.241918 40.1792015 1982-1999 –> 2000-2009 18.3824738 8.8812880 21189.56695 700.009420 4 5
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1749 9.4967161 12851.2563070 81.676772 41.0718891 1982-1999 –> 2000-2009 18.3977759 8.9010599 21193.05784 134.092180 2 4
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1749 9.4929826 12849.8808816 99.364235 41.4303696 1982-1999 –> 2000-2009 18.4000449 8.9070622 21193.23963 163.883994 1 4
Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1749 9.4995546 12850.3017002 24.133849 40.3664689 1982-1999 –> 2000-2009 18.4451574 8.9456028 21201.63416 42.819315 3 7
Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1749 9.5012214 12850.9154080 17.793846 40.0899647 1982-1999 –> 2000-2009 18.4838040 8.9825826 21211.77739 33.022471 5 10
Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + aou + nitrate 1749 9.5012458 12850.9243749 19.792307 40.0623954 1982-1999 –> 2000-2009 18.5032881 9.0020423 21216.78529 35.029537 6 14
Pacific (26.5,26.75] 3 cstar_tref ~ sal + temp + nitrate 1749 9.5013477 12848.9619039 17.416861 40.0673400 1982-1999 –> 2000-2009 18.5452247 9.0438770 21223.53308 32.549878 7 20
Pacific (26.5,26.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1749 9.5017928 12851.1257607 13.743730 42.3508180 1982-1999 –> 2000-2009 18.5581023 9.0563095 21230.87029 32.457992 8 22
Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1749 9.5618710 12873.1733732 52.584979 44.2125690 1982-1999 –> 2000-2009 18.5627156 9.0008447 21238.72695 86.670369 11 18
Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1749 9.5785793 12879.2804068 47.021897 44.1377502 1982-1999 –> 2000-2009 18.5816008 9.0030215 21245.39258 77.708492 13 22
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2144 11.6807583 16638.0675903 68.253720 37.9589672 2000-2009 –> 2010-2019 21.1737410 9.4929826 29487.94847 167.617954 1 2
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2144 11.6815665 16638.3642593 54.851318 37.8795670 2000-2009 –> 2010-2019 21.1782826 9.4967161 29489.62057 136.528091 2 4
Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2144 11.6819587 16636.5082375 18.871650 37.7733318 2000-2009 –> 2010-2019 21.1815134 9.4995546 29486.80994 43.005499 3 6
Pacific (26.5,26.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2144 11.6821727 16636.5867807 14.540055 38.0255131 2000-2009 –> 2010-2019 21.1839655 9.5017928 29487.71254 28.283785 4 12
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2144 11.6845617 16639.4635915 272.642547 37.6635140 2000-2009 –> 2010-2019 21.1857476 9.5011858 29492.36590 575.884465 5 9
Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate 2144 11.6850504 16637.6429294 13.993094 37.5137005 2000-2009 –> 2010-2019 21.1862718 9.5012214 29488.55834 31.786939 7 12
Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + aou + nitrate 2144 11.6857904 16637.9144710 15.195547 37.4123174 2000-2009 –> 2010-2019 21.1870362 9.5012458 29488.83885 34.987854 8 14
Pacific (26.5,26.75] 3 cstar_tref ~ sal + temp + nitrate 2144 11.6906397 16637.6934853 13.832635 37.3046422 2000-2009 –> 2010-2019 21.1919874 9.5013477 29486.65539 31.249496 9 16
Pacific (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2144 11.6850217 16637.6323985 11.174105 37.9521283 2000-2009 –> 2010-2019 21.2003817 9.5153600 29493.74923 21.014688 6 15
Pacific (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2144 11.6993266 16642.8785834 115.986170 37.5366510 2000-2009 –> 2010-2019 21.2598436 9.5605170 29515.55662 224.372423 11 21
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2438 6.4291438 16006.2068255 46.966143 27.2673697 1982-1999 –> 2000-2009 12.5673919 6.1382481 24485.45198 103.067537 1 2
Pacific (26.75,27] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2438 6.4366905 16009.9270090 12.639319 26.5848591 1982-1999 –> 2000-2009 12.5755892 6.1388987 24487.44966 24.912178 3 5
Pacific (26.75,27] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2438 6.4346983 16008.4176229 28.704693 27.7114875 1982-1999 –> 2000-2009 12.5774601 6.1427618 24487.58720 60.259111 2 5
Pacific (26.75,27] 3 cstar_tref ~ temp + phosphate + phosphate_star 2438 6.4547694 16021.6032282 7.626562 26.9091439 1982-1999 –> 2000-2009 12.5975786 6.1428091 24498.79298 14.358185 4 8
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2438 6.4569362 16027.2397369 40.756782 27.0461373 1982-1999 –> 2000-2009 12.6278694 6.1709332 24520.38830 89.996443 5 10
Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2438 6.4635786 16030.2531848 9.259843 26.3971294 1982-1999 –> 2000-2009 12.6351108 6.1715323 24521.65591 17.857811 6 12
Pacific (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2438 6.4664210 16032.3970046 27.351693 27.6260594 1982-1999 –> 2000-2009 12.6394128 6.1729918 24524.41877 57.216591 7 14
Pacific (26.75,27] 3 cstar_tref ~ temp + aou + phosphate_star 2438 6.4887115 16047.1762277 5.862683 26.7634822 1982-1999 –> 2000-2009 12.6617141 6.1730026 24537.20258 10.518176 8 16
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2438 6.5014034 16060.7043243 110.065299 26.2629443 1982-1999 –> 2000-2009 12.7247356 6.2233322 24575.98918 247.055666 9 18
Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2438 6.5055467 16061.8108299 63.311847 25.7328987 1982-1999 –> 2000-2009 12.7289122 6.2233655 24575.10967 142.768006 10 20
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3055 6.7620274 20355.2359549 28.340389 29.5746410 2000-2009 –> 2010-2019 13.1911712 6.4291438 36361.44278 75.306532 1 2
Pacific (26.75,27] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3055 6.7690495 20359.5755612 17.152639 30.5929300 2000-2009 –> 2010-2019 13.2037477 6.4346983 36367.99318 45.857332 2 4
Pacific (26.75,27] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3055 6.7909790 20379.3315205 10.564358 28.5488346 2000-2009 –> 2010-2019 13.2276695 6.4366905 36389.25853 23.203677 3 6
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3055 6.7919821 20382.2336895 24.618976 29.4019535 2000-2009 –> 2010-2019 13.2489183 6.4569362 36409.47343 65.375758 4 9
Pacific (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3055 6.8024789 20389.6660925 16.437085 30.6490235 2000-2009 –> 2010-2019 13.2688999 6.4664210 36422.06310 43.788778 5 12
Pacific (26.75,27] 3 cstar_tref ~ temp + phosphate + phosphate_star 3055 6.8275318 20410.1199653 5.377856 30.5731128 2000-2009 –> 2010-2019 13.2823012 6.4547694 36431.72319 13.004417 7 11
Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3055 6.8211258 20406.3863928 7.814247 28.3586125 2000-2009 –> 2010-2019 13.2847044 6.4635786 36436.63958 17.074090 6 12
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3055 6.8531045 20443.6421995 80.233065 28.9850302 2000-2009 –> 2010-2019 13.3545079 6.5014034 36504.34652 190.298363 8 17
Pacific (26.75,27] 3 cstar_tref ~ temp + aou + phosphate_star 3055 6.8672372 20445.5380313 4.103656 30.6274139 2000-2009 –> 2010-2019 13.3559487 6.4887115 36492.71426 9.966339 9 17
Pacific (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate 3055 6.8680570 20454.9588579 55.859721 30.4676529 2000-2009 –> 2010-2019 13.3838703 6.5158132 36524.45852 132.209813 10 21
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3568 4.0636606 20144.8181300 31.418406 14.3202385 1982-1999 –> 2000-2009 7.7980377 3.7343772 31761.66114 46.423440 1 3
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3568 4.0690372 20154.2535735 227.952340 14.2918516 1982-1999 –> 2000-2009 7.8016930 3.7326557 31769.14165 409.056112 3 4
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3568 4.0662481 20149.3604442 31.372463 14.3254355 1982-1999 –> 2000-2009 7.8020048 3.7357567 31767.76953 46.374783 2 5
Pacific (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate 3568 4.1169720 20235.8270202 15.235703 13.6184932 1982-1999 –> 2000-2009 7.8613710 3.7443990 31862.03359 21.805593 8 12
Pacific (27,27.25] 4 cstar_tref ~ sal + temp + aou + nitrate 3568 4.0873665 20184.3260479 24.480461 13.6863232 1982-1999 –> 2000-2009 7.8730072 3.7856406 31856.97759 34.098939 7 14
Pacific (27,27.25] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3568 4.0744579 20161.7536028 9.356073 14.5434559 1982-1999 –> 2000-2009 7.8927789 3.8183211 31870.85085 16.030129 4 13
Pacific (27,27.25] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3568 4.0779314 20167.8346272 9.593015 14.5609824 1982-1999 –> 2000-2009 7.8988446 3.8209131 31879.80918 16.316595 5 16
Pacific (27,27.25] 4 cstar_tref ~ sal + temp + aou + phosphate 3568 4.0818214 20174.6384806 112.972756 14.5414910 1982-1999 –> 2000-2009 7.9020503 3.8202288 31885.85364 195.910769 6 16
Pacific (27,27.25] 3 cstar_tref ~ sal + temp + aou 3568 4.1268332 20250.8990581 2.950048 13.7132132 1982-1999 –> 2000-2009 7.9512999 3.8244667 31964.81519 6.065423 9 21
Pacific (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 3568 4.2244073 20419.6577053 17.753702 14.8620913 1982-1999 –> 2000-2009 7.9989610 3.7745537 32079.87337 25.502404 12 17
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3925 4.3214150 22641.7931929 22.406479 16.2440873 2000-2009 –> 2010-2019 8.3850756 4.0636606 42786.61132 53.824885 1 2
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3925 4.3247142 22647.7840435 22.402413 16.2511644 2000-2009 –> 2010-2019 8.3909623 4.0662481 42797.14449 53.774876 2 4
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3925 4.3305037 22658.2858150 131.876644 16.2362008 2000-2009 –> 2010-2019 8.3995409 4.0690372 42812.53939 359.828984 3 6
Pacific (27,27.25] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3925 4.3387064 22671.1409636 6.223238 16.5426089 2000-2009 –> 2010-2019 8.4131643 4.0744579 42832.89457 15.579311 4 8
Pacific (27,27.25] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3925 4.3430342 22678.9672781 6.423878 16.5619322 2000-2009 –> 2010-2019 8.4209656 4.0779314 42846.80191 16.016894 5 10
Pacific (27,27.25] 4 cstar_tref ~ sal + temp + aou + phosphate 3925 4.3499968 22691.5421540 65.440251 16.5606482 2000-2009 –> 2010-2019 8.4318183 4.0818214 42866.18063 178.413007 6 12
Pacific (27,27.25] 4 cstar_tref ~ sal + temp + aou + nitrate 3925 4.4248283 22825.4345063 17.637232 15.2827647 2000-2009 –> 2010-2019 8.5121948 4.0873665 43009.76055 42.117693 7 14
Pacific (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate 3925 4.4872599 22935.4191002 10.628031 15.8382652 2000-2009 –> 2010-2019 8.6042319 4.1169720 43171.24612 25.863734 8 16
Pacific (27,27.25] 3 cstar_tref ~ sal + temp + aou 3925 4.5226567 22995.0992145 2.343417 15.3478228 2000-2009 –> 2010-2019 8.6494899 4.1268332 43245.99827 5.293465 15 24
Pacific (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3925 4.4879628 22936.6486514 8.289699 15.8962664 2000-2009 –> 2010-2019 8.6556385 4.1676757 43259.82421 19.917349 9 19
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4740 2.5190889 22224.0834452 58.721299 10.3338659 1982-1999 –> 2000-2009 4.7369835 2.2178946 33958.06205 82.038517 1 2
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4740 2.5213676 22232.6550112 58.513785 10.4856246 1982-1999 –> 2000-2009 4.7397918 2.2184242 33967.89670 81.788616 2 4
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4740 2.5252247 22247.1462189 351.345866 10.7579022 1982-1999 –> 2000-2009 4.7449610 2.2197363 33985.51571 609.657201 3 6
Pacific (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4740 2.6390390 22663.0697643 70.162702 9.4132173 1982-1999 –> 2000-2009 4.8725958 2.2335568 34432.27372 136.913187 4 8
Pacific (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4740 2.6553689 22721.5496723 25.182591 9.7741528 1982-1999 –> 2000-2009 4.9055414 2.2501725 34529.96085 31.941318 5 10
Pacific (27.25,27.5] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 4740 2.6755088 22793.1804104 16.869790 10.0317105 1982-1999 –> 2000-2009 4.9348294 2.2593206 34623.05471 22.057852 8 14
Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 4740 2.6726833 22783.1635879 36.799464 11.6631907 1982-1999 –> 2000-2009 5.0016761 2.3289929 34773.70449 45.208316 6 18
Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 4740 2.7509041 23056.6302000 4.502192 11.2695767 1982-1999 –> 2000-2009 5.0531564 2.3022523 34986.08205 7.816855 9 16
Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 4740 2.7510404 23057.0996420 5.910527 11.2690183 1982-1999 –> 2000-2009 5.0533993 2.3023589 34986.79645 9.346284 10 18
Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + phosphate 4740 2.7514747 23058.5961395 104.628020 11.2787224 1982-1999 –> 2000-2009 5.0539935 2.3025188 34988.66029 150.348586 11 20
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5107 2.3095450 23056.6723998 47.737059 12.6798616 2000-2009 –> 2010-2019 4.8286339 2.5190889 45280.75584 106.458358 3 4
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5107 2.3093579 23055.8450411 47.483272 12.6844839 2000-2009 –> 2010-2019 4.8307255 2.5213676 45288.50005 105.997057 2 4
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5107 2.3092114 23055.1969834 269.618650 12.6861954 2000-2009 –> 2010-2019 4.8344361 2.5252247 45302.34320 620.964515 1 4
Pacific (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 5107 2.3198762 23100.2605366 47.626354 12.9440413 2000-2009 –> 2010-2019 4.9589152 2.6390390 45763.33030 117.789056 5 9
Pacific (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 5107 2.3199153 23100.4325725 13.570697 12.9841190 2000-2009 –> 2010-2019 4.9752842 2.6553689 45821.98224 38.753288 6 11
Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 5107 2.3173906 23089.3108540 22.220374 13.0224525 2000-2009 –> 2010-2019 4.9900739 2.6726833 45872.47444 59.019839 4 10
Pacific (27.25,27.5] 3 cstar_tref ~ sal + aou + nitrate 5107 2.3199482 23098.5774385 11.232165 12.9691061 2000-2009 –> 2010-2019 4.9945262 2.6745780 45886.45905 30.896779 7 14
Pacific (27.25,27.5] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 5107 2.3235486 23116.4165653 8.962036 13.0320274 2000-2009 –> 2010-2019 4.9990574 2.6755088 45909.59698 25.831826 8 16
Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 5107 2.3378735 23179.1934869 3.982250 13.3476324 2000-2009 –> 2010-2019 5.0889139 2.7510404 46236.29313 9.892777 10 19
Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + phosphate 5107 2.3380013 23179.7517170 56.269488 13.3449929 2000-2009 –> 2010-2019 5.0894759 2.7514747 46238.34786 160.897508 11 21
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4987 1.1261805 15351.7218363 104.761201 9.5118268 1982-1999 –> 2000-2009 2.4280630 1.3018825 24903.54768 140.244755 1 2
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4987 1.1272713 15361.3770382 103.898613 9.6679568 1982-1999 –> 2000-2009 2.4378785 1.3106073 24951.06142 139.282154 2 4
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4987 1.1280992 15368.6999262 274.394978 9.7978458 1982-1999 –> 2000-2009 2.4522580 1.3241588 25016.68992 424.152412 3 6
Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 4987 1.1593840 15639.5363375 3.343010 9.7728288 1982-1999 –> 2000-2009 2.6310936 1.4717096 25884.33524 5.976524 4 8
Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 4987 1.1596185 15641.5528775 4.467468 9.8648359 1982-1999 –> 2000-2009 2.6349111 1.4752926 25900.13437 7.934316 5 10
Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 4987 1.1598680 15643.6993774 95.985463 9.9619002 1982-1999 –> 2000-2009 2.6430519 1.4831838 25932.51768 139.317782 6 12
Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 4987 1.1637311 15676.8638586 360.753184 10.9381520 1982-1999 –> 2000-2009 2.6834467 1.5197156 26103.59697 655.916917 7 14
Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + nitrate 4987 1.2047528 16022.3934473 99.128241 12.6341269 1982-1999 –> 2000-2009 3.1327810 1.9280282 27797.96685 130.135439 8 24
Pacific (27.5,27.75] 3 cstar_tref ~ sal + temp + aou 4987 1.2139625 16096.3495459 1.181527 12.4134236 1982-1999 –> 2000-2009 3.1435390 1.9295765 27874.47268 3.117694 9 26
Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4987 1.3129645 16880.2891811 4.815061 9.4230291 1982-1999 –> 2000-2009 3.2154951 1.9025306 28580.40466 9.029624 10 25
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6111 1.3066300 20625.0563447 85.871092 19.5112695 2000-2009 –> 2010-2019 2.4328105 1.1261805 35976.77818 190.632293 1 2
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6111 1.3098550 20655.1852712 84.766748 19.7130022 2000-2009 –> 2010-2019 2.4371262 1.1272713 36016.56231 188.665361 2 4
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6111 1.3131346 20685.7486661 263.284366 19.9411750 2000-2009 –> 2010-2019 2.4412338 1.1280992 36054.44859 537.679344 3 6
Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 6111 1.3317593 20855.8801192 4.007157 17.6805537 2000-2009 –> 2010-2019 2.4911433 1.1593840 36495.41646 7.350167 4 8
Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 6111 1.3332065 20869.1541791 5.293104 17.8514613 2000-2009 –> 2010-2019 2.4928249 1.1596185 36510.70706 9.760572 5 10
Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 6111 1.3351732 20887.1703249 83.337199 18.0831657 2000-2009 –> 2010-2019 2.4950412 1.1598680 36530.86970 179.322662 6 12
Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 6111 1.3541218 21059.4041431 357.621177 19.9022230 2000-2009 –> 2010-2019 2.5178529 1.1637311 36736.26800 718.374361 7 14
Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + nitrate 6111 1.4072805 21530.0249016 78.760749 18.6845709 2000-2009 –> 2010-2019 2.6120333 1.2047528 37552.41835 177.888990 8 16
Pacific (27.5,27.75] 3 cstar_tref ~ sal + temp + aou 6111 1.4080737 21534.9116297 1.334765 18.3395344 2000-2009 –> 2010-2019 2.6220362 1.2139625 37631.26118 2.516293 9 18
Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 6111 1.4555859 21942.5094495 5.910458 14.8791245 2000-2009 –> 2010-2019 2.7685504 1.3129645 38822.79863 10.725520 10 20
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2408 0.8373074 5992.4598896 969.717358 3.1701413 1982-1999 –> 2000-2009 2.0509716 1.2136641 10331.40626 1420.561793 2 3
Pacific (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2408 0.8414282 6014.1037183 877.037971 3.1526549 1982-1999 –> 2000-2009 2.0552952 1.2138669 10351.49812 1310.710150 5 7
Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2408 0.8433771 6025.2453293 890.110099 3.1381434 1982-1999 –> 2000-2009 2.0634611 1.2200840 10376.34113 1328.604574 6 11
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2408 0.8372538 5992.1513532 968.506178 3.1614317 1982-1999 –> 2000-2009 2.0722338 1.2349800 10377.79332 1418.255314 1 9
Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2408 0.8436673 6026.9021082 871.195289 3.1395524 1982-1999 –> 2000-2009 2.0794484 1.2357811 10412.28327 1302.680115 7 16
Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2408 0.8801410 6230.7342840 1.372683 3.0175857 1982-1999 –> 2000-2009 2.0977253 1.2175843 10576.32951 3.957565 15 18
Pacific (27.75,27.85] 3 cstar_tref ~ temp + phosphate + phosphate_star 2408 0.8801413 6228.7358592 1.306831 3.0173824 1982-1999 –> 2000-2009 2.0977298 1.2175885 10572.34031 2.852571 16 20
Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2408 0.8800360 6230.1595316 1.418648 3.0152042 1982-1999 –> 2000-2009 2.1016344 1.2215983 10584.58211 3.948330 13 19
Pacific (27.75,27.85] 3 cstar_tref ~ temp + aou + phosphate_star 2408 0.8800486 6228.2286515 1.394359 3.0165455 1982-1999 –> 2000-2009 2.1016763 1.2216277 10580.71562 2.919209 14 21
Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2408 0.8373304 5992.5921635 967.287859 3.1320851 1982-1999 –> 2000-2009 2.1134428 1.2761123 10466.10576 1848.851569 3 17
Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 3214 1.1157666 9837.0706887 208.687999 13.3870629 2000-2009 –> 2010-2019 1.9535201 0.8377536 15830.09609 407.714536 1 2
Pacific (27.75,27.85] 3 cstar_tref ~ temp + aou + nitrate 3214 1.1160527 9836.7190874 208.576917 13.2968225 2000-2009 –> 2010-2019 1.9610611 0.8450084 15869.27060 381.086995 2 4
Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3214 1.1621195 10098.7151557 2.210360 11.3282630 2000-2009 –> 2010-2019 2.0422606 0.8801410 16329.44944 3.583043 3 11
Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3214 1.1632276 10104.8414273 2.158387 11.3945686 2000-2009 –> 2010-2019 2.0432637 0.8800360 16335.00096 3.577034 4 10
Pacific (27.75,27.85] 3 cstar_tref ~ temp + phosphate + phosphate_star 3214 1.1665101 10120.9547394 1.722663 11.0312540 2000-2009 –> 2010-2019 2.0466514 0.8801413 16349.69060 3.029494 5 14
Pacific (27.75,27.85] 3 cstar_tref ~ temp + aou + phosphate_star 3214 1.1671931 10124.7174483 1.884027 11.1137127 2000-2009 –> 2010-2019 2.0472418 0.8800486 16352.94610 3.278385 6 13
Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 3214 1.1675854 10128.8773712 156.769270 11.7172769 2000-2009 –> 2010-2019 2.0473509 0.8797655 16357.55631 317.632301 7 11
Pacific (27.75,27.85] 3 cstar_tref ~ temp + aou + phosphate 3214 1.1700965 10140.6871643 156.561054 11.4771323 2000-2009 –> 2010-2019 2.0500710 0.8799745 16368.51031 306.939353 8 13
Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3214 1.1846193 10221.9781835 805.879790 12.5972124 2000-2009 –> 2010-2019 2.0632221 0.8786028 16444.28784 1455.676898 9 12
Pacific (27.75,27.85] 3 cstar_tref ~ aou + phosphate + phosphate_star 3214 1.1846955 10220.3917370 559.390876 12.5668741 2000-2009 –> 2010-2019 2.0680189 0.8833233 16466.50753 1045.730386 10 20
Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3210 0.5879807 5712.1723356 563.972720 2.7930898 1982-1999 –> 2000-2009 1.4714479 0.8834673 10249.03335 1173.475452 3 4
Pacific (27.85,27.95] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3210 0.5872897 5704.6239140 595.340442 2.7837777 1982-1999 –> 2000-2009 1.4777045 0.8904148 10268.85390 1256.264973 2 4
Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3210 0.5855320 5685.3805442 1.890772 2.7939813 1982-1999 –> 2000-2009 1.5157367 0.9302047 10402.35868 5.182138 1 4
Pacific (27.85,27.95] 3 cstar_tref ~ temp + nitrate + phosphate_star 3210 0.5920365 5754.3047788 1.671772 2.8558141 1982-1999 –> 2000-2009 1.5349212 0.9428847 10516.58942 4.544315 4 8
Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3210 0.6158001 6008.9580976 1.861256 2.9421211 1982-1999 –> 2000-2009 1.5881652 0.9723651 10880.81377 5.089209 5 10
Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3210 0.6158716 6009.7033836 1.674352 2.9422367 1982-1999 –> 2000-2009 1.5925861 0.9767145 10897.15292 4.736957 6 12
Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 3210 0.6161011 6012.0951360 179.011092 2.9426262 1982-1999 –> 2000-2009 1.6094925 0.9933915 10958.69948 272.248721 7 14
Pacific (27.85,27.95] 3 cstar_tref ~ temp + phosphate + phosphate_star 3210 0.6163250 6012.4282063 1.605828 2.9610496 1982-1999 –> 2000-2009 1.6216454 1.0053204 10998.73972 4.372828 10 18
Pacific (27.85,27.95] 3 cstar_tref ~ temp + aou + phosphate_star 3210 0.6162132 6011.2637942 1.441210 2.9575221 1982-1999 –> 2000-2009 1.6276446 1.0114314 11018.74968 4.043024 9 18
Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3210 0.6170764 6022.2509183 546.534945 2.9444373 1982-1999 –> 2000-2009 1.6404136 1.0233371 11072.62513 1174.327267 11 21
Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4555 0.7244475 10001.9582853 1.893088 5.5904265 2000-2009 –> 2010-2019 1.3099795 0.5855320 15687.33883 3.783860 1 2
Pacific (27.85,27.95] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 4555 0.7443426 10248.7669986 950.778353 4.4834157 2000-2009 –> 2010-2019 1.3316323 0.5872897 15953.39091 1546.118795 2 4
Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4555 0.7446209 10252.1727424 882.569516 4.4694346 2000-2009 –> 2010-2019 1.3326016 0.5879807 15964.34508 1446.542236 3 6
Pacific (27.85,27.95] 3 cstar_tref ~ temp + nitrate + phosphate_star 4555 0.7451263 10256.3533939 1.885515 4.4115210 2000-2009 –> 2010-2019 1.3371627 0.5920365 16010.65817 3.557287 4 8
Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 4555 0.7491218 10307.0733549 1.849728 6.0652740 2000-2009 –> 2010-2019 1.3649219 0.6158001 16316.03145 3.710984 5 10
Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 4555 0.7496453 10313.4372761 1.641774 6.1097936 2000-2009 –> 2010-2019 1.3655169 0.6158716 16323.14066 3.316126 6 12
Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 4555 0.7517661 10339.1734890 185.849988 6.2999150 2000-2009 –> 2010-2019 1.3678672 0.6161011 16351.26863 364.861079 7 14
Pacific (27.85,27.95] 3 cstar_tref ~ temp + aou + phosphate 4555 0.7562567 10391.4295966 180.050944 5.6574013 2000-2009 –> 2010-2019 1.3723789 0.6161222 16401.74480 349.480559 8 16
Pacific (27.85,27.95] 3 cstar_tref ~ temp + aou + phosphate_star 4555 0.7567612 10397.5045260 1.627313 5.3317375 2000-2009 –> 2010-2019 1.3729744 0.6162132 16408.76832 3.068523 9 18
Pacific (27.85,27.95] 3 cstar_tref ~ temp + phosphate + phosphate_star 4555 0.7569905 10400.2638025 1.834221 5.2485934 2000-2009 –> 2010-2019 1.3733154 0.6163250 16412.69201 3.440049 10 20
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 6356 0.4410796 7644.3935615 5.054538 3.0887259 1982-1999 –> 2000-2009 1.0149498 0.5738702 14224.83223 17.053507 1 2
Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 6356 0.4533242 7992.4761997 332.595080 3.3440795 1982-1999 –> 2000-2009 1.0273177 0.5739935 14574.54943 852.722336 3 5
Pacific (27.95,28.05] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 6356 0.4538364 8006.8327800 346.710735 3.4308153 1982-1999 –> 2000-2009 1.0304383 0.5766019 14623.39113 922.464469 4 7
Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate 6356 0.4500580 7900.5550900 650.758485 3.1037633 1982-1999 –> 2000-2009 1.0416622 0.5916042 14712.47900 1560.730331 2 8
Pacific (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 6356 0.4578738 8117.4191394 4.650013 4.0001940 1982-1999 –> 2000-2009 1.0456286 0.5877548 14877.69229 16.089866 7 11
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 6356 0.4581916 8128.2384324 5.165507 3.2193174 1982-1999 –> 2000-2009 1.0483673 0.5901757 14921.77554 16.598733 9 14
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 6356 0.4580236 8123.5784131 4.007525 3.2218783 1982-1999 –> 2000-2009 1.0514162 0.5933926 14958.46080 14.304858 8 15
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 6356 0.4576629 8113.5627648 104.066502 3.2277711 1982-1999 –> 2000-2009 1.0585501 0.6008872 15043.90817 229.367155 6 14
Pacific (27.95,28.05] 3 cstar_tref ~ temp + phosphate + phosphate_star 6356 0.4604059 8187.5241094 4.346641 3.1992205 1982-1999 –> 2000-2009 1.0978414 0.6374355 15564.97243 14.926593 12 21
Pacific (27.95,28.05] 3 cstar_tref ~ temp + aou + phosphate_star 6356 0.4597686 8169.9155785 3.343098 3.2041691 1982-1999 –> 2000-2009 1.1039422 0.6441736 15627.34241 12.822174 11 21
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 8151 0.5231035 12580.2324539 8.407374 2.9702309 2000-2009 –> 2010-2019 0.9641831 0.4410796 20224.62602 13.461911 1 2
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 8151 0.5383017 13047.1183189 7.698429 3.1535095 2000-2009 –> 2010-2019 0.9964932 0.4581916 21175.35675 12.863936 2 7
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 8151 0.5387330 13060.1743470 5.727609 3.1845672 2000-2009 –> 2010-2019 0.9967566 0.4580236 21183.75276 9.735135 3 7
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 8151 0.5399995 13098.4544333 180.136467 3.2726331 2000-2009 –> 2010-2019 0.9976624 0.4576629 21212.01720 284.202969 4 6
Pacific (27.95,28.05] 3 cstar_tref ~ temp + aou + phosphate 8151 0.5607469 13711.0617506 176.472002 3.0868761 2000-2009 –> 2010-2019 1.0192928 0.4585459 21847.12789 277.163300 5 11
Pacific (27.95,28.05] 3 cstar_tref ~ temp + aou + phosphate_star 8151 0.5639480 13803.8614416 5.396770 3.1104895 2000-2009 –> 2010-2019 1.0237166 0.4597686 21973.77702 8.739869 6 13
Pacific (27.95,28.05] 3 cstar_tref ~ temp + phosphate + phosphate_star 8151 0.5653277 13843.6937609 7.478630 3.1216075 2000-2009 –> 2010-2019 1.0257335 0.4604059 22031.21787 11.825271 7 15
Pacific (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 8151 0.5816848 14308.6781861 8.052821 4.1772175 2000-2009 –> 2010-2019 1.0395585 0.4578738 22426.09733 12.702834 8 11
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 8151 0.5897618 14535.4845465 109.422311 4.4447313 2000-2009 –> 2010-2019 1.1278104 0.5380486 24706.05128 175.099589 9 18
Pacific (27.95,28.05] 3 cstar_tref ~ temp + aou + nitrate 8151 0.5898890 14537.0007052 107.989690 4.5220553 2000-2009 –> 2010-2019 1.1331227 0.5432337 24827.48483 162.290890 10 20
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 4191 0.2895946 1517.9548197 7.407374 1.7459906 1982-1999 –> 2000-2009 0.7021053 0.4125107 4019.01095 33.291975 5 6
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 4191 0.2893590 1511.1321263 6.801983 1.7464137 1982-1999 –> 2000-2009 0.7024036 0.4130446 4018.22342 29.508354 4 6
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 4191 0.2884349 1484.3193251 58.414227 1.7473595 1982-1999 –> 2000-2009 0.7033502 0.4149153 4012.49558 143.332710 1 4
Pacific (28.05,28.1] 3 cstar_tref ~ sal + aou + phosphate 4191 0.2884418 1482.5219627 57.280391 1.7498436 1982-1999 –> 2000-2009 0.7033602 0.4149184 4008.73249 132.559134 2 6
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4191 0.2886031 1489.2076073 7.281383 1.7983991 1982-1999 –> 2000-2009 0.7074606 0.4188574 4061.50660 33.924509 3 8
Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4191 0.3025468 1884.7003220 849.293028 1.6544562 1982-1999 –> 2000-2009 0.7224796 0.4199328 4468.96338 1524.108407 6 12
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 4191 0.3026727 1888.1869528 41.331052 1.5883125 1982-1999 –> 2000-2009 0.7273519 0.4246792 4524.89298 109.578258 7 14
Pacific (28.05,28.1] 3 cstar_tref ~ sal + aou + nitrate 4191 0.3031931 1900.5859188 40.264438 1.6119858 1982-1999 –> 2000-2009 0.7285979 0.4254048 4543.25690 100.841174 8 16
Pacific (28.05,28.1] 3 cstar_tref ~ sal + aou + phosphate_star 4191 0.3365615 2775.7598803 4.888258 2.1694864 1982-1999 –> 2000-2009 0.7960291 0.4594675 5777.83970 14.721678 9 20
Pacific (28.05,28.1] 3 cstar_tref ~ sal + phosphate + phosphate_star 4191 0.3523788 3160.7094217 4.676440 2.2393731 1982-1999 –> 2000-2009 0.8391626 0.4867838 6432.25923 15.178177 10 26
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 6662 0.3137606 3473.7560153 72.297120 1.9992210 2000-2009 –> 2010-2019 0.6021955 0.2884349 4958.07534 130.711347 1 2
Pacific (28.05,28.1] 3 cstar_tref ~ sal + aou + phosphate 6662 0.3140175 3482.6609230 72.225689 1.9785243 2000-2009 –> 2010-2019 0.6024593 0.2884418 4965.18289 129.506080 4 6
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 6662 0.3138420 3477.2096713 6.638031 2.0083971 2000-2009 –> 2010-2019 0.6032009 0.2893590 4988.34180 13.440013 2 6
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 6662 0.3138724 3478.5003114 8.918779 2.0106648 2000-2009 –> 2010-2019 0.6034670 0.2895946 4996.45513 16.326153 3 8
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 6662 0.3159201 3565.1457969 9.143798 2.0763734 2000-2009 –> 2010-2019 0.6045232 0.2886031 5054.35340 16.425181 5 8
Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 6662 0.3259336 3980.9126408 999.385519 2.2606553 2000-2009 –> 2010-2019 0.6284804 0.3025468 5865.61296 1848.678548 6 12
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 6662 0.3260436 3985.4090838 53.728404 2.3314893 2000-2009 –> 2010-2019 0.6287163 0.3026727 5873.59604 95.059456 7 14
Pacific (28.05,28.1] 3 cstar_tref ~ sal + aou + nitrate 6662 0.3266550 4008.3686280 53.698443 2.3404733 2000-2009 –> 2010-2019 0.6298480 0.3031931 5908.95455 93.962881 8 16
Pacific (28.05,28.1] 3 cstar_tref ~ sal + aou + phosphate_star 6662 0.3775315 5937.0112029 4.322317 1.9639808 2000-2009 –> 2010-2019 0.7140930 0.3365615 8712.77108 9.210575 9 18
Pacific (28.05,28.1] 3 cstar_tref ~ sal + phosphate + phosphate_star 6662 0.3982917 6650.2549490 5.043314 2.0284891 2000-2009 –> 2010-2019 0.7506705 0.3523788 9810.96437 9.719754 10 20
Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 4766 0.1976651 -1915.7769716 37.941912 1.4706275 1982-1999 –> 2000-2009 0.6046234 0.4069583 1188.55286 64.738688 1 2
Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4766 0.2046368 -1585.3721439 190.488006 1.6241325 1982-1999 –> 2000-2009 0.6537417 0.4491049 2105.10718 384.388869 7 9
Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 4766 0.2006623 -1772.3262603 42.271105 1.5935899 1982-1999 –> 2000-2009 0.6612068 0.4605444 2067.76250 67.905931 2 5
Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 4766 0.2017163 -1722.3918144 190.014972 1.5946280 1982-1999 –> 2000-2009 0.6670529 0.4653366 2179.26925 399.839177 5 9
Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 4766 0.2014679 -1734.1352825 4.045085 1.5947285 1982-1999 –> 2000-2009 0.6676485 0.4661806 2178.30324 14.926173 3 8
Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 4766 0.2015617 -1729.6987597 5.173959 1.5947088 1982-1999 –> 2000-2009 0.6693634 0.4678018 2203.38852 19.406986 4 11
Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4766 0.2026077 -1680.3626373 5.150509 1.6072722 1982-1999 –> 2000-2009 0.6857621 0.4831545 2444.79643 19.331803 6 15
Pacific (28.1,28.2] 3 cstar_tref ~ sal + phosphate + phosphate_star 4766 0.2081158 -1426.6846020 3.267364 1.5811941 1982-1999 –> 2000-2009 0.6869422 0.4788265 2642.95334 9.855195 8 16
Pacific (28.1,28.2] 3 cstar_tref ~ sal + aou + phosphate_star 4766 0.2227046 -780.8764296 3.328404 1.5538026 1982-1999 –> 2000-2009 0.6904334 0.4677288 3149.28346 10.406918 10 16
Pacific (28.1,28.2] 3 cstar_tref ~ sal + nitrate + phosphate_star 4766 0.2095094 -1363.0672455 3.239881 1.5958364 1982-1999 –> 2000-2009 0.7005597 0.4910503 2856.51032 9.840420 9 19
Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 7756 0.2375673 -272.8896519 33.522560 3.0017739 2000-2009 –> 2010-2019 0.4352324 0.1976651 -2188.66662 71.464472 1 2
Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 7756 0.2603161 1145.6134584 36.993745 3.5800878 2000-2009 –> 2010-2019 0.4609784 0.2006623 -626.71280 79.264850 5 7
Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 7756 0.2600278 1128.4245720 4.388882 3.5756700 2000-2009 –> 2010-2019 0.4614957 0.2014679 -605.71071 8.433967 4 7
Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 7756 0.2600033 1126.9636063 6.062985 3.5770818 2000-2009 –> 2010-2019 0.4615650 0.2015617 -602.73515 11.236944 3 7
Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 7756 0.2599920 1126.2933947 139.544244 3.5786885 2000-2009 –> 2010-2019 0.4617083 0.2017163 -596.09842 329.559216 2 7
Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 7756 0.2626152 1282.0125623 6.050212 3.6585233 2000-2009 –> 2010-2019 0.4652228 0.2026077 -398.35008 11.200721 7 13
Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 7756 0.2634389 1330.5938333 138.422056 3.5719052 2000-2009 –> 2010-2019 0.4680757 0.2046368 -254.77831 328.910062 8 15
Pacific (28.1,28.2] 3 cstar_tref ~ sal + phosphate + phosphate_star 7756 0.2606311 1162.3753486 2.944180 3.4799969 2000-2009 –> 2010-2019 0.4687469 0.2081158 -264.30925 6.211544 6 14
Pacific (28.1,28.2] 3 cstar_tref ~ sal + nitrate + phosphate_star 7756 0.2634578 1329.7059063 2.933018 3.5506531 2000-2009 –> 2010-2019 0.4729672 0.2095094 -33.36134 6.172898 9 18
Pacific (28.1,28.2] 3 cstar_tref ~ sal + aou + phosphate_star 7756 0.2685412 1626.1601814 2.974750 3.2402145 2000-2009 –> 2010-2019 0.4912458 0.2227046 845.28375 6.303155 10 20
Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + phosphate_star 328 0.0836902 -684.4721983 36.415929 0.3118937 1982-1999 –> 2000-2009 0.2819775 0.1982873 -816.22223 310.651253 5 6
Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 328 0.0835662 -685.4447965 29.691746 0.3114707 1982-1999 –> 2000-2009 0.2848492 0.2012830 -806.36854 176.266664 4 6
Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 328 0.0820375 -697.5561209 29.959197 0.3039225 1982-1999 –> 2000-2009 0.2863511 0.2043136 -807.69003 184.534612 2 7
Pacific (28.2,28.3] 3 cstar_tref ~ sal + aou + phosphate_star 328 0.0846366 -679.0955240 26.466746 0.3433036 1982-1999 –> 2000-2009 0.2868011 0.2021645 -798.86416 122.450004 6 9
Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + phosphate 328 0.0833168 -687.4053333 108.252606 0.3105161 1982-1999 –> 2000-2009 0.2919813 0.2086645 -782.32569 324.585060 3 10
Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + nitrate 328 0.0781214 -729.6424026 134.217004 0.2837132 1982-1999 –> 2000-2009 0.3005304 0.2224090 -778.50612 429.193651 1 9
Pacific (28.2,28.3] 3 cstar_tref ~ sal + phosphate + phosphate_star 328 0.1064281 -528.8035264 25.168502 0.2952099 1982-1999 –> 2000-2009 0.3093345 0.2029064 -645.92755 47.988773 8 12
Pacific (28.2,28.3] 3 cstar_tref ~ sal + nitrate + phosphate_star 328 0.1043970 -541.4439599 24.610452 0.2981642 1982-1999 –> 2000-2009 0.3100953 0.2056983 -648.70123 56.329698 7 13
Pacific (28.2,28.3] 3 cstar_tref ~ temp + aou + phosphate_star 328 0.2385555 0.6751803 22.884665 0.7425202 1982-1999 –> 2000-2009 0.5278074 0.2892519 139.53862 263.783869 16 25
Pacific (28.2,28.3] 3 cstar_tref ~ temp + phosphate + phosphate_star 328 0.2369913 -3.6405301 9.571784 0.7377325 1982-1999 –> 2000-2009 0.5280112 0.2910199 139.62265 154.346039 14 24
Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + nitrate 1065 0.1109596 -1648.6558160 67.011476 0.5175536 2000-2009 –> 2010-2019 0.1890810 0.0781214 -2378.29822 201.228480 1 2
Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1065 0.1119044 -1630.5960028 39.908646 0.5325401 2000-2009 –> 2010-2019 0.1939419 0.0820375 -2328.15212 69.867842 2 4
Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + phosphate 1065 0.1121202 -1626.4914110 55.853022 0.5358747 2000-2009 –> 2010-2019 0.1954370 0.0833168 -2313.89674 164.105627 3 6
Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1065 0.1122321 -1624.3667724 63.783553 0.5341794 2000-2009 –> 2010-2019 0.1956040 0.0833719 -2311.33847 163.347465 4 8
Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1065 0.1123368 -1622.3807230 42.710446 0.5378158 2000-2009 –> 2010-2019 0.1959030 0.0835662 -2307.82552 72.402192 5 10
Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1065 0.1124183 -1620.8369847 62.656219 0.5378600 2000-2009 –> 2010-2019 0.1960864 0.0836681 -2305.48203 159.096673 6 12
Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1065 0.1124708 -1619.8430243 42.813491 0.5386077 2000-2009 –> 2010-2019 0.1961609 0.0836902 -2304.31522 79.229420 7 14
Pacific (28.2,28.3] 3 cstar_tref ~ sal + aou + phosphate_star 1065 0.1135986 -1600.5909118 29.485583 0.5540023 2000-2009 –> 2010-2019 0.1982351 0.0846366 -2279.68644 55.952329 8 16
Pacific (28.2,28.3] 3 cstar_tref ~ sal + nitrate + phosphate_star 1065 0.1164429 -1547.9156374 39.842348 0.4685757 2000-2009 –> 2010-2019 0.2208399 0.1043970 -2089.35960 64.452801 9 18
Pacific (28.2,28.3] 3 cstar_tref ~ sal + phosphate + phosphate_star 1065 0.1170116 -1537.5388892 42.616710 0.4732407 2000-2009 –> 2010-2019 0.2234397 0.1064281 -2066.34242 67.785212 10 20

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 9.5869573 2490.7680
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 8.8863055 2601.3498
Atlantic (26,26.5] 1982-1999 –> 2000-2009 8.0137657 7155.6586
Atlantic (26,26.5] 2000-2009 –> 2010-2019 9.0819950 8131.9583
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 6.3799415 6844.0021
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 6.7504468 6726.6483
Atlantic (26.75,27] 1982-1999 –> 2000-2009 6.3076561 10158.1871
Atlantic (26.75,27] 2000-2009 –> 2010-2019 6.5171219 9822.0444
Atlantic (27,27.25] 1982-1999 –> 2000-2009 4.9129323 13183.6367
Atlantic (27,27.25] 2000-2009 –> 2010-2019 5.9271882 11652.0306
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 5.0565589 16604.7011
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 6.8219935 17266.6642
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 5.5181917 22270.3369
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 7.3779995 25211.6707
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 5.8038063 13031.3633
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 6.7836698 15587.0911
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 8.5257671 43688.3863
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 9.7702400 52338.4581
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 4.0813264 26876.4137
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 4.8586477 29226.6472
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 3.6827993 12777.2159
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 4.0719180 14639.8716
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 2.5442984 8894.2599
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 2.7715497 12583.9460
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 0.9854599 1960.0554
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 1.1302380 3052.2284
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 0.7884261 1673.1247
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 0.7402972 1244.8079
Indian (-Inf,26] 1982-1999 –> 2000-2009 9.1094830 5513.7223
Indian (-Inf,26] 2000-2009 –> 2010-2019 9.3149388 3151.1369
Indian (26,26.5] 1982-1999 –> 2000-2009 10.5294520 9636.3750
Indian (26,26.5] 2000-2009 –> 2010-2019 10.4117453 5984.9860
Indian (26.5,26.75] 1982-1999 –> 2000-2009 7.5477836 10632.8894
Indian (26.5,26.75] 2000-2009 –> 2010-2019 7.6875875 7062.6140
Indian (26.75,27] 1982-1999 –> 2000-2009 5.6596966 11427.9601
Indian (26.75,27] 2000-2009 –> 2010-2019 5.4513195 7195.9197
Indian (27,27.25] 1982-1999 –> 2000-2009 2.8426520 8368.5754
Indian (27,27.25] 2000-2009 –> 2010-2019 3.3118811 5702.5523
Indian (27.25,27.5] 1982-1999 –> 2000-2009 3.5269081 11413.5690
Indian (27.25,27.5] 2000-2009 –> 2010-2019 3.9016926 7655.9002
Indian (27.5,27.75] 1982-1999 –> 2000-2009 2.5560796 11732.2604
Indian (27.5,27.75] 2000-2009 –> 2010-2019 2.9435207 8630.7654
Indian (27.75,27.85] 1982-1999 –> 2000-2009 1.9657598 4820.4447
Indian (27.75,27.85] 2000-2009 –> 2010-2019 1.9843436 3556.5282
Indian (27.85,27.95] 1982-1999 –> 2000-2009 1.7919772 5491.9289
Indian (27.85,27.95] 2000-2009 –> 2010-2019 1.7611014 4194.4108
Indian (27.95,28.05] 1982-1999 –> 2000-2009 1.6611299 7423.3246
Indian (27.95,28.05] 2000-2009 –> 2010-2019 1.8348877 6599.9030
Indian (28.05,28.1] 1982-1999 –> 2000-2009 1.2051939 4256.6798
Indian (28.05,28.1] 2000-2009 –> 2010-2019 1.2757476 3579.2854
Indian (28.1,28.2] 1982-1999 –> 2000-2009 1.3316131 13321.0029
Indian (28.1,28.2] 2000-2009 –> 2010-2019 1.4214522 11551.4130
Indian (28.2,28.3] 1982-1999 –> 2000-2009 0.3849075 -936.7359
Indian (28.2,28.3] 2000-2009 –> 2010-2019 0.3508093 -939.3011
Indian (28.3, Inf] 1982-1999 –> 2000-2009 0.0126315 -1164.2321
Pacific (-Inf,26] 1982-1999 –> 2000-2009 19.2498882 35759.4755
Pacific (-Inf,26] 2000-2009 –> 2010-2019 18.9245274 60165.3110
Pacific (26,26.5] 1982-1999 –> 2000-2009 19.4937428 27947.0088
Pacific (26,26.5] 2000-2009 –> 2010-2019 20.5482649 37446.8056
Pacific (26.5,26.75] 1982-1999 –> 2000-2009 18.4860187 21214.4584
Pacific (26.5,26.75] 2000-2009 –> 2010-2019 21.1928771 29491.7816
Pacific (26.75,27] 1982-1999 –> 2000-2009 12.6335775 24521.4046
Pacific (26.75,27] 2000-2009 –> 2010-2019 13.2801739 36434.0113
Pacific (27,27.25] 1982-1999 –> 2000-2009 7.8780048 31869.8786
Pacific (27,27.25] 2000-2009 –> 2010-2019 8.4863082 42962.9001
Pacific (27.25,27.5] 1982-1999 –> 2000-2009 4.9096928 34523.2007
Pacific (27.25,27.5] 2000-2009 –> 2010-2019 4.9590042 45760.0083
Pacific (27.5,27.75] 1982-1999 –> 2000-2009 2.7402518 26294.4727
Pacific (27.5,27.75] 2000-2009 –> 2010-2019 2.5310653 36832.7528
Pacific (27.75,27.85] 1982-1999 –> 2000-2009 2.0833618 10462.9395
Pacific (27.75,27.85] 2000-2009 –> 2010-2019 2.0322662 16270.3316
Pacific (27.85,27.95] 1982-1999 –> 2000-2009 1.5679758 10726.3616
Pacific (27.85,27.95] 2000-2009 –> 2010-2019 1.3528351 16182.9379
Pacific (27.95,28.05] 1982-1999 –> 2000-2009 1.0520114 14912.9403
Pacific (27.95,28.05] 2000-2009 –> 2010-2019 1.0324330 22160.7509
Pacific (28.05,28.1] 1982-1999 –> 2000-2009 0.7332301 4586.7181
Pacific (28.05,28.1] 2000-2009 –> 2010-2019 0.6367654 6113.4308
Pacific (28.1,28.2] 1982-1999 –> 2000-2009 0.6687334 2301.5927
Pacific (28.1,28.2] 2000-2009 –> 2010-2019 0.4647238 -472.5439
Pacific (28.2,28.3] 1982-1999 –> 2000-2009 0.3407739 -580.5444
Pacific (28.2,28.3] 2000-2009 –> 2010-2019 0.2004729 -2268.4697

5.5 Target variable coefficients

A data frame to map the target variable is prepared.

# create table with two era belonging to one eras
eras_forward <- lm_all_fitted_wide %>%
  arrange(era) %>% 
  group_by(basin, gamma_slab, model) %>% 
  mutate(eras = paste(era, lead(era), sep = " --> ")) %>% 
  ungroup() %>% 
  select(era, eras) %>% 
  unique()

eras_backward <- lm_all_fitted_wide %>%
  arrange(era) %>% 
  group_by(basin, gamma_slab, model) %>% 
  mutate(eras = paste(lag(era), era, sep = " --> ")) %>% 
  ungroup() %>% 
  select(era, eras) %>% 
  unique()

eras_era <- full_join(eras_backward, eras_forward) %>% 
  filter(str_detect(eras, "NA") == FALSE)

# extend best model selection from eras to era
lm_best_target <- full_join(
  lm_best %>% select(basin, gamma_slab, model, eras),
  eras_era)

lm_best_target <- left_join(lm_best_target, lm_all_fitted_wide)

rm(eras_era, eras_forward, eras_backward,
   lm_all_fitted)

5.6 Plot selected model residuals

# plot model diagnostics, if activated
if (params_local$plot_all_figures == "y") {
  # mutate predictors column
  lm_best_plot <- lm_best_target %>%
    select(basin, gamma_slab, model, eras, era) %>%
    mutate(
      predictors = str_remove(model, paste(params_local$MLR_target, "~ ")),
      predictors = str_replace_all(predictors, "\\+ ", "")
    )
  
  # loop across all basins, era, gamma slabs, and MLRs
  # fit all MLR models
  for (i_basin in unique(GLODAP$basin)) {
    for (i_era in unique(GLODAP$era)) {
      #i_basin <- unique(GLODAP$basin)[1]
      #i_era   <- unique(GLODAP$era)[2]
      print(i_basin)
      print(i_era)
      
      GLODAP_basin_era <- GLODAP %>%
        filter(basin == i_basin, era == i_era)
      
      for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
        #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
        print(i_gamma_slab)
        
        GLODAP_basin_era_slab <- GLODAP_basin_era %>%
          filter(gamma_slab == i_gamma_slab)
        
        lm_best_basin_era_slab <- lm_best_plot %>%
          filter(basin == i_basin, era == i_era, gamma_slab == i_gamma_slab)
        
        for (i_eras in unique(lm_best_basin_era_slab$eras)) {
          #i_eras <- unique(lm_best_basin_era_slab$eras)[1]
          print(i_eras)
          
          lm_best_basin_era_slab_eras <- lm_best_basin_era_slab %>%
            filter(eras == i_eras)
          
          for (i_predictors in unique(lm_best_basin_era_slab_eras$predictors)) {
            #i_predictors <- unique(lm_best_basin_era_slab$predictors)[1]
            print(i_predictors)
            # extract one model definition
            i_lm <- lm_all %>%
              filter(predictors == i_predictors) %>%
              select(lm_coeff) %>%
              pull()
            
             # fit model
          if (params_local$MLR_type == "rlm") {
            i_lm_fit <- MASS::rlm(as.formula(i_lm),
                                  data = GLODAP_basin_era_slab)
          }
          
          if (params_local$MLR_type == "lm") {
            i_lm_fit <- lm(as.formula(i_lm),
                           data = GLODAP_basin_era_slab)
          }
            
            # plot model diagnostics vs predictors
            
            p_model_predictors <- ggnostic(
              i_lm_fit,
              columnsY = c(params_local$MLR_target, ".fitted", ".resid"),
              title = paste(
                "era:",
                i_era,
                "| eras:",
                i_eras,
                "| basin:",
                i_basin,
                "| gamma slab:",
                i_gamma_slab,
                "| predictors:",
                i_predictors
              )
            )
            
            ggsave(
              plot = p_model_predictors,
              path = paste(path_version_figures, "eMLR_diagnostics/", sep = ""),
              filename = paste(
                "MLR_residuals",
                i_era,
                i_eras,
                i_basin,
                i_gamma_slab,
                i_predictors,
                "predictors.png",
                sep = "_"
              ),
              width = 14,
              height = 8
            )

            rm(p_model_predictors)
            
            
            # plot model diagnostics vs location
            
            GLODAP_basin_era_slab <- GLODAP_basin_era_slab %>%
              mutate(fitted = i_lm_fit$fitted.values,
                     residuals = i_lm_fit$residuals)
            
            GLODAP_basin_era_slab_long <- GLODAP_basin_era_slab %>% 
              pivot_longer(cols = c(params_local$MLR_target , fitted, residuals),
                           names_to = "estimate",
                           values_to = "value"
              ) %>% 
              pivot_longer(cols = c(lat, lon, depth),
                           names_to = "coordinate_type",
                           values_to = "coordinate_value"
              )

             p_model_coordinate <- GLODAP_basin_era_slab_long %>%
              ggplot(aes(coordinate_value, value)) +
              geom_bin2d() +
              scale_fill_viridis_c() +
              labs(
                title = paste(
                  "era:",
                  i_era,
                  "| eras:",
                  i_eras,
                  "| basin:",
                  i_basin,
                  "| gamma slab:",
                  i_gamma_slab,
                  "| predictors:",
                  i_predictors
                )
              ) +
              facet_grid(estimate~coordinate_type,
                         scales = "free")

            ggsave(
              plot = p_model_coordinate,
              path = paste(path_version_figures, "eMLR_diagnostics", sep = ""),
              filename = paste(
                "Location_MLR_residuals",
                i_era,
                i_eras,
                i_basin,
                i_gamma_slab,
                i_predictors,
                "predictors.png",
                sep = "_"
              ),
              width = 14,
              height = 8
            )

            rm(p_model_coordinate)
            
          }
          
        }
        
      }
    }
  }
  
  rm(
    lm_best_plot,
    lm_best_basin_era_slab,
    i_rmse,
    GLODAP_basin_era,
    GLODAP_basin_era_slab,
    i_lm,
    lm_all_fitted,
    i_basin,
    i_era,
    i_gamma_slab,
    i_predictors,
    lm_all,
    i_aic,
    i_n_predictors,
    i_resid_max
  )
  
}

Individual residual plots of the MLR models for each basin, era, eras and neutral density (gamma) slab are available at:

/nfs/kryo/work/jenmueller/emlr_cant/model/v_XXX/figures/eMLR_diagnostics/

5.7 Cant coeffcients

A data frame of coefficient offsets is prepared to facilitate the direct mapping of Cant.

# pivot long format
lm_best_long <- lm_best_target %>%
  pivot_longer(cols = starts_with("coeff_"),
               names_to = "term",
               values_to = "estimate",
               names_prefix = "coeff_")

# subtract coefficients of adjacent era
lm_best_long <- lm_best_long %>%
  arrange(era) %>%
  group_by(basin, gamma_slab, eras, model, term) %>%
  mutate(delta_coeff = estimate - lag(estimate)) %>%
  ungroup() %>%
  arrange(basin, gamma_slab, model, term, eras) %>%
  drop_na() %>%
  select(-c(era,estimate))

# pivot back to wide format
lm_best_cant <- lm_best_long %>%
  pivot_wider(values_from = delta_coeff,
              names_from = term,
              names_prefix = "delta_coeff_",
              values_fill = 0)

5.8 Write files

lm_best_target %>%
  select(
    basin,
    gamma_slab,
    model,
    eras,
    era,
    starts_with("coeff_")
  ) %>%
  write_csv(paste(path_version_data,
                  "lm_best_target.csv",
                  sep = ""))

lm_best_cant %>%
  select(
    basin,
    gamma_slab,
    model,
    eras,
    starts_with("delta_coeff_")
  ) %>%
  write_csv(paste(path_version_data,
                  "lm_best_cant.csv",
                  sep = ""))

lm_best %>%
  write_csv(paste(path_version_data,
                  "lm_best.csv",
                  sep = ""))

6 Model diagnotics

6.1 Selection criterion vs predictors

The selection criterion (rmse) was plotted against the number of predictors (limited to 2 - 5).

6.1.1 All models

if (params_local$MLR_criterion != "rank") {
lm_all_fitted_wide %>%
  ggplot(aes(as.factor(n_predictors),
             !!sym(params_local$MLR_criterion),
             col = basin)) +
  geom_hline(yintercept = 10) +
  geom_boxplot() +
  facet_grid(gamma_slab~era) +
  scale_color_brewer(palette = "Set1") +
  labs(x="Number of predictors")
}

6.1.2 Best models

if (params_local$MLR_criterion != "rank") {
lm_best_target %>%
  ggplot(aes("",
             !!sym(params_local$MLR_criterion),
             col = basin)) +
  geom_hline(yintercept = 10) +
  geom_boxplot() +
  facet_grid(gamma_slab~era) +
  scale_color_brewer(palette = "Set1") +
  labs(x="Number of predictors pooled")
}

6.2 RMSE correlation between eras

RMSE was plotted to compare the agreement for one model applied to two adjacent eras (ie check whether the same predictor combination performs equal in both eras).

6.2.1 All models

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

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

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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
d98dd99 Donghe-Zhu 2021-08-18
b5955e0 Donghe-Zhu 2021-08-18
cceae84 Donghe-Zhu 2021-08-18
1cdb694 Donghe-Zhu 2021-08-18
9b7a798 Donghe-Zhu 2021-08-06
90f70da Donghe-Zhu 2021-08-06
496fa02 Donghe-Zhu 2021-08-05
19ecfe2 Donghe-Zhu 2021-08-05
3253031 Donghe-Zhu 2021-08-05
6c70952 Donghe-Zhu 2021-08-01
2666bd7 Donghe-Zhu 2021-08-01
e51cfa2 Donghe-Zhu 2021-08-01
78cbc18 Donghe-Zhu 2021-08-01
c55d4d7 Donghe-Zhu 2021-08-01
26741db Donghe-Zhu 2021-08-01
ca539b5 Donghe-Zhu 2021-08-01
1e98138 Donghe-Zhu 2021-08-01
777b9e9 Donghe-Zhu 2021-08-01
b110c47 Donghe-Zhu 2021-08-01
3611a48 Donghe-Zhu 2021-08-01
af832ef Donghe-Zhu 2021-07-31
016f9ed Donghe-Zhu 2021-07-31
2080ac5 Donghe-Zhu 2021-07-31
50f0a16 Donghe-Zhu 2021-07-31
1682579 Donghe-Zhu 2021-07-31
9fa8832 Donghe-Zhu 2021-07-31
4abf542 Donghe-Zhu 2021-07-31
a2483f0 Donghe-Zhu 2021-07-31
3300527 Donghe-Zhu 2021-07-31
afeb6fd Donghe-Zhu 2021-07-31
cb3ef32 Donghe-Zhu 2021-07-31
6528618 Donghe-Zhu 2021-07-31
f50925e Donghe-Zhu 2021-07-31
f4de2f3 Donghe-Zhu 2021-07-30
43bc7b4 Donghe-Zhu 2021-07-30
f8c34a8 Donghe-Zhu 2021-07-30
4f897c4 Donghe-Zhu 2021-07-30
0f6e960 Donghe-Zhu 2021-07-30
fe067ea Donghe-Zhu 2021-07-30
fbca39a Donghe-Zhu 2021-07-30
f945f95 Donghe-Zhu 2021-07-30
a3006cd Donghe-Zhu 2021-07-30
a55ffdc Donghe-Zhu 2021-07-30
d5e4458 Donghe-Zhu 2021-07-30
10a97ef Donghe-Zhu 2021-07-30
1c501fd Donghe-Zhu 2021-07-30
68bce3f Donghe-Zhu 2021-07-30
400c457 Donghe-Zhu 2021-07-29
3ba7852 Donghe-Zhu 2021-07-29
ec68363 Donghe-Zhu 2021-07-28
d3018f6 Donghe-Zhu 2021-07-28
b8ba2c4 Donghe-Zhu 2021-07-28
a4ddd84 Donghe-Zhu 2021-07-27
7ef49ab Donghe-Zhu 2021-07-27
da818c0 Donghe-Zhu 2021-07-27
8623898 Donghe-Zhu 2021-07-27
f84b77c Donghe-Zhu 2021-07-27
70ad9a5 Donghe-Zhu 2021-07-27
0d0b48d Donghe-Zhu 2021-07-27
d0d97c6 Donghe-Zhu 2021-07-27
829510d Donghe-Zhu 2021-07-27
780627d Donghe-Zhu 2021-07-27
e9838c9 Donghe-Zhu 2021-07-27
2777f33 Donghe-Zhu 2021-07-27
d19760f Donghe-Zhu 2021-07-27
cac5680 Donghe-Zhu 2021-07-23
7bb279a Donghe-Zhu 2021-07-23
d52eac4 Donghe-Zhu 2021-07-23
dcf34b1 Donghe-Zhu 2021-07-23
419cb72 Donghe-Zhu 2021-07-22
9447d10 Donghe-Zhu 2021-07-22
639c9a0 Donghe-Zhu 2021-07-22
25bb96f Donghe-Zhu 2021-07-22
cdc98a3 Donghe-Zhu 2021-07-22
e4805a1 Donghe-Zhu 2021-07-22
7957fd1 Donghe-Zhu 2021-07-21
b94be4e Donghe-Zhu 2021-07-21
9950e70 Donghe-Zhu 2021-07-21
698b6f0 Donghe-Zhu 2021-07-20
d84a1cb Donghe-Zhu 2021-07-20
4dce223 Donghe-Zhu 2021-07-20
6f28c0c Donghe-Zhu 2021-07-20
db1e7b7 Donghe-Zhu 2021-07-19
ff0575d Donghe-Zhu 2021-07-19
5d60eac Donghe-Zhu 2021-07-19
57d0420 Donghe-Zhu 2021-07-16
c1be8f6 Donghe-Zhu 2021-07-16
26a7c15 Donghe-Zhu 2021-07-16
046902b Donghe-Zhu 2021-07-16
3d4ac14 Donghe-Zhu 2021-07-15
be6fff9 Donghe-Zhu 2021-07-15
b473472 Donghe-Zhu 2021-07-15
363270a Donghe-Zhu 2021-07-15
8b75a03 Donghe-Zhu 2021-07-15
a01e135 Donghe-Zhu 2021-07-07
bc83ef2 Donghe-Zhu 2021-07-07
75e7b07 Donghe-Zhu 2021-07-06
697aa6d Donghe-Zhu 2021-07-06
d52e2de Donghe-Zhu 2021-07-06
f2bde6b Donghe-Zhu 2021-07-06
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal temp
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26] 7 10 8 6 7 6
(26,26.5] 8 10 4 6 5 8
(26.5,26.75] 7 10 3 7 6 6
(26.75,27] 8 6 4 5 8 5
(27,27.25] 7 9 5 5 10 6
(27.25,27.5] 6 7 6 7 10 7
(27.5,27.75] 7 10 5 6 10 5
(27.75,27.85] 5 10 9 5 8 6
(27.85,27.95] 7 10 6 5 10 5
(27.95,28.05] 6 10 6 6 5 8
(28.05,28.1] 5 10 7 5 9 6
(28.1,28.15] 6 10 4 6 10 5
(28.15,28.2] 7 9 0 6 6 5
(28.2, Inf] 6 10 7 7 6 8
total 92.00 131.00 74.00 82.00 110.00 86.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 8 10 7 6 7 6
(26,26.5] 8 10 4 6 5 8
(26.5,26.75] 7 10 3 7 6 6
(26.75,27] 8 6 5 4 8 5
(27,27.25] 6 10 5 5 10 6
(27.25,27.5] 6 10 4 6 10 5
(27.5,27.75] 5 10 7 5 10 6
(27.75,27.85] 6 10 9 7 6 5
(27.85,27.95] 5 10 7 6 10 5
(27.95,28.05] 7 10 7 7 6 7
(28.05,28.1] 7 10 6 6 7 7
(28.1,28.15] 6 10 4 6 10 5
(28.15,28.2] 6 5 4 7 10 5
(28.2, Inf] 6 8 8 7 6 8
total 91.00 129.00 80.00 85.00 111.00 84.00
Indian - 1982-1999 --> 2000-2009
(-Inf,26] 6 6 6 8 8 9
(26,26.5] 6 6 7 7 6 10
(26.5,26.75] 6 7 6 7 7 10
(26.75,27] 5 7 5 8 10 7
(27,27.25] 4 10 6 6 5 10
(27.25,27.5] 3 9 4 6 10 6
(27.5,27.75] 6 6 7 8 10 6
(27.75,27.85] 6 5 6 6 7 9
(27.85,27.95] 5 6 6 7 6 9
(27.95,28.05] 6 7 5 5 6 10
(28.05,28.1] 6 4 5 4 7 10
(28.1,28.2] 8 7 6 7 10 6
(28.2,28.3] 5 4 7 6 10 5
(28.3, Inf] 5 5 5 7 0 5
total 77.00 89.00 81.00 92.00 102.00 112.00
Indian - 2000-2009 --> 2010-2019
(-Inf,26] 6 6 6 8 8 9
(26,26.5] 6 7 6 7 7 10
(26.5,26.75] 5 6 5 8 8 10
(26.75,27] 6 5 6 8 10 6
(27,27.25] 4 10 6 6 5 10
(27.25,27.5] 3 9 5 7 9 6
(27.5,27.75] 5 4 5 9 10 4
(27.75,27.85] 5 3 5 7 7 9
(27.85,27.95] 4 5 5 8 5 10
(27.95,28.05] 4 4 6 7 6 9
(28.05,28.1] 4 3 4 7 10 7
(28.1,28.2] 8 9 6 5 10 5
(28.2,28.3] 7 4 5 6 10 5
total 67.00 75.00 70.00 93.00 105.00 100.00
Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 8 10 6 6 5 8
(26,26.5] 8 7 7 7 6 8
(26.5,26.75] 4 8 5 6 10 9
(26.75,27] 6 6 6 8 5 10
(27,27.25] 7 6 5 5 10 9
(27.25,27.5] 7 7 6 6 10 7
(27.5,27.75] 7 5 5 6 10 9
(27.75,27.85] 6 6 7 8 5 9
(27.85,27.95] 5 4 5 9 5 9
(27.95,28.05] 5 5 5 8 4 10
(28.05,28.1] 7 4 4 6 10 5
(28.1,28.2] 6 4 4 8 10 5
(28.2,28.3] 5 3 4 8 8 7
total 81.00 75.00 69.00 91.00 98.00 105.00
Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 8 10 6 6 5 8
(26,26.5] 8 8 8 7 6 7
(26.5,26.75] 5 10 5 5 10 7
(26.75,27] 6 5 6 8 6 10
(27,27.25] 6 6 5 5 10 10
(27.25,27.5] 8 8 5 5 10 6
(27.5,27.75] 7 5 5 6 10 9
(27.75,27.85] 8 2 6 6 5 8
(27.85,27.95] 5 4 5 8 4 10
(27.95,28.05] 6 4 4 6 5 10
(28.05,28.1] 7 4 4 6 10 5
(28.1,28.2] 6 4 4 8 10 5
(28.2,28.3] 6 4 4 8 10 5
total 86.00 74.00 67.00 84.00 101.00 100.00

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
d98dd99 Donghe-Zhu 2021-08-18
b5955e0 Donghe-Zhu 2021-08-18
cceae84 Donghe-Zhu 2021-08-18
1cdb694 Donghe-Zhu 2021-08-18
9b7a798 Donghe-Zhu 2021-08-06
90f70da Donghe-Zhu 2021-08-06
496fa02 Donghe-Zhu 2021-08-05
19ecfe2 Donghe-Zhu 2021-08-05
3253031 Donghe-Zhu 2021-08-05
6c70952 Donghe-Zhu 2021-08-01
2666bd7 Donghe-Zhu 2021-08-01
e51cfa2 Donghe-Zhu 2021-08-01
78cbc18 Donghe-Zhu 2021-08-01
c55d4d7 Donghe-Zhu 2021-08-01
26741db Donghe-Zhu 2021-08-01
ca539b5 Donghe-Zhu 2021-08-01
1e98138 Donghe-Zhu 2021-08-01
777b9e9 Donghe-Zhu 2021-08-01
b110c47 Donghe-Zhu 2021-08-01
3611a48 Donghe-Zhu 2021-08-01
af832ef Donghe-Zhu 2021-07-31
016f9ed Donghe-Zhu 2021-07-31
2080ac5 Donghe-Zhu 2021-07-31
50f0a16 Donghe-Zhu 2021-07-31
1682579 Donghe-Zhu 2021-07-31
9fa8832 Donghe-Zhu 2021-07-31
4abf542 Donghe-Zhu 2021-07-31
a2483f0 Donghe-Zhu 2021-07-31
3300527 Donghe-Zhu 2021-07-31
afeb6fd Donghe-Zhu 2021-07-31
cb3ef32 Donghe-Zhu 2021-07-31
6528618 Donghe-Zhu 2021-07-31
f50925e Donghe-Zhu 2021-07-31
f4de2f3 Donghe-Zhu 2021-07-30
43bc7b4 Donghe-Zhu 2021-07-30
f8c34a8 Donghe-Zhu 2021-07-30
4f897c4 Donghe-Zhu 2021-07-30
0f6e960 Donghe-Zhu 2021-07-30
fe067ea Donghe-Zhu 2021-07-30
fbca39a Donghe-Zhu 2021-07-30
f945f95 Donghe-Zhu 2021-07-30
a3006cd Donghe-Zhu 2021-07-30
a55ffdc Donghe-Zhu 2021-07-30
d5e4458 Donghe-Zhu 2021-07-30
10a97ef Donghe-Zhu 2021-07-30
1c501fd Donghe-Zhu 2021-07-30
68bce3f Donghe-Zhu 2021-07-30
400c457 Donghe-Zhu 2021-07-29
3ba7852 Donghe-Zhu 2021-07-29
ec68363 Donghe-Zhu 2021-07-28
d3018f6 Donghe-Zhu 2021-07-28
b8ba2c4 Donghe-Zhu 2021-07-28
a4ddd84 Donghe-Zhu 2021-07-27
7ef49ab Donghe-Zhu 2021-07-27
da818c0 Donghe-Zhu 2021-07-27
8623898 Donghe-Zhu 2021-07-27
f84b77c Donghe-Zhu 2021-07-27
70ad9a5 Donghe-Zhu 2021-07-27
0d0b48d Donghe-Zhu 2021-07-27
d0d97c6 Donghe-Zhu 2021-07-27
829510d Donghe-Zhu 2021-07-27
780627d Donghe-Zhu 2021-07-27
e9838c9 Donghe-Zhu 2021-07-27
2777f33 Donghe-Zhu 2021-07-27
d19760f Donghe-Zhu 2021-07-27
cac5680 Donghe-Zhu 2021-07-23
7bb279a Donghe-Zhu 2021-07-23
d52eac4 Donghe-Zhu 2021-07-23
dcf34b1 Donghe-Zhu 2021-07-23
419cb72 Donghe-Zhu 2021-07-22
9447d10 Donghe-Zhu 2021-07-22
639c9a0 Donghe-Zhu 2021-07-22
25bb96f Donghe-Zhu 2021-07-22
cdc98a3 Donghe-Zhu 2021-07-22
e4805a1 Donghe-Zhu 2021-07-22
7957fd1 Donghe-Zhu 2021-07-21
b94be4e Donghe-Zhu 2021-07-21
9950e70 Donghe-Zhu 2021-07-21
698b6f0 Donghe-Zhu 2021-07-20
d84a1cb Donghe-Zhu 2021-07-20
4dce223 Donghe-Zhu 2021-07-20
6f28c0c Donghe-Zhu 2021-07-20
db1e7b7 Donghe-Zhu 2021-07-19
ff0575d Donghe-Zhu 2021-07-19
5d60eac Donghe-Zhu 2021-07-19
57d0420 Donghe-Zhu 2021-07-16
c1be8f6 Donghe-Zhu 2021-07-16
26a7c15 Donghe-Zhu 2021-07-16
046902b Donghe-Zhu 2021-07-16
3d4ac14 Donghe-Zhu 2021-07-15
be6fff9 Donghe-Zhu 2021-07-15
b473472 Donghe-Zhu 2021-07-15
363270a Donghe-Zhu 2021-07-15
8b75a03 Donghe-Zhu 2021-07-15
a01e135 Donghe-Zhu 2021-07-07
bc83ef2 Donghe-Zhu 2021-07-07
75e7b07 Donghe-Zhu 2021-07-06
697aa6d Donghe-Zhu 2021-07-06
d52e2de Donghe-Zhu 2021-07-06
f2bde6b Donghe-Zhu 2021-07-06
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
lm_best %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
d98dd99 Donghe-Zhu 2021-08-18
b5955e0 Donghe-Zhu 2021-08-18
cceae84 Donghe-Zhu 2021-08-18
1cdb694 Donghe-Zhu 2021-08-18
9b7a798 Donghe-Zhu 2021-08-06
90f70da Donghe-Zhu 2021-08-06
496fa02 Donghe-Zhu 2021-08-05
19ecfe2 Donghe-Zhu 2021-08-05
3253031 Donghe-Zhu 2021-08-05
6c70952 Donghe-Zhu 2021-08-01
2666bd7 Donghe-Zhu 2021-08-01
e51cfa2 Donghe-Zhu 2021-08-01
78cbc18 Donghe-Zhu 2021-08-01
c55d4d7 Donghe-Zhu 2021-08-01
26741db Donghe-Zhu 2021-08-01
ca539b5 Donghe-Zhu 2021-08-01
1e98138 Donghe-Zhu 2021-08-01
777b9e9 Donghe-Zhu 2021-08-01
b110c47 Donghe-Zhu 2021-08-01
3611a48 Donghe-Zhu 2021-08-01
af832ef Donghe-Zhu 2021-07-31
016f9ed Donghe-Zhu 2021-07-31
2080ac5 Donghe-Zhu 2021-07-31
50f0a16 Donghe-Zhu 2021-07-31
1682579 Donghe-Zhu 2021-07-31
9fa8832 Donghe-Zhu 2021-07-31
4abf542 Donghe-Zhu 2021-07-31
a2483f0 Donghe-Zhu 2021-07-31
3300527 Donghe-Zhu 2021-07-31
afeb6fd Donghe-Zhu 2021-07-31
cb3ef32 Donghe-Zhu 2021-07-31
6528618 Donghe-Zhu 2021-07-31
f50925e Donghe-Zhu 2021-07-31
f4de2f3 Donghe-Zhu 2021-07-30
43bc7b4 Donghe-Zhu 2021-07-30
f8c34a8 Donghe-Zhu 2021-07-30
4f897c4 Donghe-Zhu 2021-07-30
0f6e960 Donghe-Zhu 2021-07-30
fe067ea Donghe-Zhu 2021-07-30
fbca39a Donghe-Zhu 2021-07-30
f945f95 Donghe-Zhu 2021-07-30
a3006cd Donghe-Zhu 2021-07-30
a55ffdc Donghe-Zhu 2021-07-30
d5e4458 Donghe-Zhu 2021-07-30
10a97ef Donghe-Zhu 2021-07-30
1c501fd Donghe-Zhu 2021-07-30
68bce3f Donghe-Zhu 2021-07-30
400c457 Donghe-Zhu 2021-07-29
3ba7852 Donghe-Zhu 2021-07-29
ec68363 Donghe-Zhu 2021-07-28
d3018f6 Donghe-Zhu 2021-07-28
b8ba2c4 Donghe-Zhu 2021-07-28
a4ddd84 Donghe-Zhu 2021-07-27
7ef49ab Donghe-Zhu 2021-07-27
da818c0 Donghe-Zhu 2021-07-27
8623898 Donghe-Zhu 2021-07-27
f84b77c Donghe-Zhu 2021-07-27
70ad9a5 Donghe-Zhu 2021-07-27
0d0b48d Donghe-Zhu 2021-07-27
d0d97c6 Donghe-Zhu 2021-07-27
829510d Donghe-Zhu 2021-07-27
780627d Donghe-Zhu 2021-07-27
e9838c9 Donghe-Zhu 2021-07-27
2777f33 Donghe-Zhu 2021-07-27
d19760f Donghe-Zhu 2021-07-27
cac5680 Donghe-Zhu 2021-07-23
7bb279a Donghe-Zhu 2021-07-23
d52eac4 Donghe-Zhu 2021-07-23
dcf34b1 Donghe-Zhu 2021-07-23
419cb72 Donghe-Zhu 2021-07-22
9447d10 Donghe-Zhu 2021-07-22
639c9a0 Donghe-Zhu 2021-07-22
25bb96f Donghe-Zhu 2021-07-22
cdc98a3 Donghe-Zhu 2021-07-22
e4805a1 Donghe-Zhu 2021-07-22
7957fd1 Donghe-Zhu 2021-07-21
b94be4e Donghe-Zhu 2021-07-21
9950e70 Donghe-Zhu 2021-07-21
698b6f0 Donghe-Zhu 2021-07-20
d84a1cb Donghe-Zhu 2021-07-20
4dce223 Donghe-Zhu 2021-07-20
6f28c0c Donghe-Zhu 2021-07-20
db1e7b7 Donghe-Zhu 2021-07-19
ff0575d Donghe-Zhu 2021-07-19
5d60eac Donghe-Zhu 2021-07-19
57d0420 Donghe-Zhu 2021-07-16
c1be8f6 Donghe-Zhu 2021-07-16
26a7c15 Donghe-Zhu 2021-07-16
046902b Donghe-Zhu 2021-07-16
3d4ac14 Donghe-Zhu 2021-07-15
be6fff9 Donghe-Zhu 2021-07-15
b473472 Donghe-Zhu 2021-07-15
363270a Donghe-Zhu 2021-07-15
8b75a03 Donghe-Zhu 2021-07-15
a01e135 Donghe-Zhu 2021-07-07
bc83ef2 Donghe-Zhu 2021-07-07
75e7b07 Donghe-Zhu 2021-07-06
697aa6d Donghe-Zhu 2021-07-06
d52e2de Donghe-Zhu 2021-07-06
f2bde6b Donghe-Zhu 2021-07-06
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
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fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 

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

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

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

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

other attached packages:
 [1] car_3.0-10       carData_3.0-4    gt_0.2.2         corrr_0.4.3     
 [5] broom_0.7.5      kableExtra_1.3.1 knitr_1.33       olsrr_0.5.3     
 [9] GGally_2.0.0     lubridate_1.7.9  ggforce_0.3.3    metR_0.9.0      
[13] scico_1.2.0      patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0   
[17] stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4      readr_1.4.0     
[21] tidyr_1.1.3      tibble_3.1.3     ggplot2_3.3.3    tidyverse_1.3.0 
[25] workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         utf8_1.1.4               R6_2.5.0                
[10] nortest_1.0-4            DBI_1.1.0                colorspace_2.0-0        
[13] withr_2.3.0              gridExtra_2.3            tidyselect_1.1.0        
[16] curl_4.3                 compiler_4.0.3           git2r_0.27.1            
[19] cli_2.2.0                rvest_0.3.6              xml2_1.3.2              
[22] sass_0.2.0               labeling_0.4.2           scales_1.1.1            
[25] checkmate_2.0.0          goftest_1.2-2            digest_0.6.27           
[28] foreign_0.8-80           rmarkdown_2.10           rio_0.5.16              
[31] pkgconfig_2.0.3          htmltools_0.5.0          highr_0.8               
[34] dbplyr_1.4.4             rlang_0.4.10             readxl_1.3.1            
[37] rstudioapi_0.13          farver_2.0.3             generics_0.1.0          
[40] jsonlite_1.7.2           zip_2.1.1                magrittr_2.0.1          
[43] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[46] fansi_0.4.1              abind_1.4-5              lifecycle_1.0.0         
[49] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[52] MASS_7.3-53              plyr_1.8.6               grid_4.0.3              
[55] blob_1.2.1               parallel_4.0.3           promises_1.1.1          
[58] crayon_1.3.4             lattice_0.20-41          haven_2.3.1             
[61] hms_0.5.3                pillar_1.6.2             reprex_0.3.0            
[64] glue_1.4.2               evaluate_0.14            RcppArmadillo_0.10.1.2.2
[67] data.table_1.13.6        modelr_0.1.8             vctrs_0.3.8             
[70] tweenr_1.0.2             httpuv_1.5.4             cellranger_1.1.0        
[73] gtable_0.3.0             polyclip_1.10-0          reshape_0.8.8           
[76] assertthat_0.2.1         openxlsx_4.2.3           xfun_0.25               
[79] RcppEigen_0.3.3.9.1      later_1.2.0              viridisLite_0.3.0       
[82] ellipsis_0.3.2           here_1.0.1