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1 Required data

Required are:

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

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

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

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

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

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

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

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

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

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

3 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 112

4 Fit all models

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

  • cstar_tref

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

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

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

5 Prepare coeffcients

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

5.1 Formatting

# lm_all_fitted <- lm_all_fitted_1

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

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

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

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

5.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

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

5.3 VIF threshold

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

  • 1000

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

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

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

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

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

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

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

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab n_predictors model nr_obs rmse aic vif_max resid_max eras rmse_sum rmse_lag aic_sum vif_max_sum rank rank_sum
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 114 3.8820390 646.768185 25.256572 9.7489385 1982-1999 –> 2000-2009 5.5882477 1.7062087 926.4051 47.472702 2 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 114 4.0520217 656.539218 66.531049 12.2839748 1982-1999 –> 2000-2009 5.7378867 1.6858651 934.5448 83.066860 9 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 114 4.0098791 654.155516 22.107104 11.6771107 1982-1999 –> 2000-2009 5.8594501 1.8495710 944.7649 92.289821 8 24
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 114 4.2118954 665.362092 65.041291 9.7814624 1982-1999 –> 2000-2009 5.8913161 1.6794207 942.8468 76.045365 13 14
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 114 4.0699122 657.543672 12.883487 13.3831558 1982-1999 –> 2000-2009 5.9279886 1.8580764 948.7770 99.275580 10 27
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 114 4.3063973 670.421164 110.125406 8.5586959 1982-1999 –> 2000-2009 5.9943137 1.6879164 948.5921 122.011182 16 20
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 114 4.3291998 671.625248 65.137202 8.6574217 1982-1999 –> 2000-2009 6.0099023 1.6807025 949.2137 78.027406 17 19
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 114 4.3053110 670.363644 53.731330 11.5576123 1982-1999 –> 2000-2009 6.1192198 1.8139088 958.3251 243.261518 15 27
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 114 4.4686809 678.855250 14.045228 13.3716197 1982-1999 –> 2000-2009 6.1833245 1.7146436 959.1628 39.949146 29 36
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 114 4.3390340 670.142584 50.055725 8.8086427 1982-1999 –> 2000-2009 6.2963797 1.9573457 966.4544 58.210336 18 39
Atlantic (-Inf,26] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 51 0.3752271 58.748898 37.985442 1.0814134 2000-2009 –> 2010-2019 4.2702556 3.8950285 706.2787 93.871279 5 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 51 0.4585669 79.207518 37.579134 1.1603831 2000-2009 –> 2010-2019 4.3406058 3.8820390 725.9757 62.835706 13 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 51 0.4665504 80.968023 112.344902 1.1999270 2000-2009 –> 2010-2019 4.4764295 4.0098791 735.1235 134.452006 16 24
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 51 0.6149898 109.144465 71.959254 1.6142810 2000-2009 –> 2010-2019 4.6670114 4.0520217 765.6837 138.490302 19 28
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 51 0.3632646 55.444109 71.191185 0.9827982 2000-2009 –> 2010-2019 4.6685756 4.3053110 725.8078 124.922515 3 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 51 0.4577744 79.031099 12.969790 1.1530624 2000-2009 –> 2010-2019 4.6696698 4.2118954 744.3932 78.011080 12 25
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 51 0.6186572 109.750922 226.132594 1.6301901 2000-2009 –> 2010-2019 4.6885694 4.0699122 767.2946 239.016081 25 35
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 51 0.3613130 54.894646 18.281666 0.9859564 2000-2009 –> 2010-2019 4.6905129 4.3291998 726.5199 83.418867 1 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 51 0.4609553 79.737392 15.221059 1.1668857 2000-2009 –> 2010-2019 4.7673526 4.3063973 750.1586 125.346465 14 30
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 51 0.3793781 59.871099 73.279796 1.0731919 2000-2009 –> 2010-2019 4.7881876 4.4088095 735.6510 142.292938 6 28
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 231 3.9992819 1309.934649 178.556585 8.4659458 1982-1999 –> 2000-2009 7.2809024 3.2816205 3435.8281 474.460577 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 231 4.3846078 1352.431891 189.826852 10.2714478 1982-1999 –> 2000-2009 7.6150831 3.2304753 3465.6018 480.519122 4 5
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 231 4.2805448 1341.334697 13.797127 9.0871153 1982-1999 –> 2000-2009 7.6598570 3.3793122 3490.9894 30.772576 2 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 231 4.3499664 1348.767273 15.077567 9.2810206 1982-1999 –> 2000-2009 7.7381030 3.3881366 3500.5344 25.918502 3 11
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 231 4.4226773 1356.425897 15.416516 9.4485301 1982-1999 –> 2000-2009 7.8318797 3.4092025 3513.2136 29.328245 5 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 231 4.7311413 1387.574507 14.153551 11.4078489 1982-1999 –> 2000-2009 8.0555894 3.3244481 3523.9707 28.494600 14 17
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 231 4.8476405 1398.812949 16.002534 11.6427993 1982-1999 –> 2000-2009 8.1887728 3.3411323 3539.2641 26.889786 17 21
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 231 4.8848408 1402.344760 15.444621 11.6487238 1982-1999 –> 2000-2009 8.2337705 3.3489297 3544.6840 26.430220 19 24
Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 231 4.4635764 1360.678651 38.028605 10.9053730 1982-1999 –> 2000-2009 8.3679197 3.9043433 3627.3114 172.744753 6 27
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 231 4.5036301 1364.805896 13.797208 9.9423399 1982-1999 –> 2000-2009 8.3904708 3.8868407 3627.7994 152.001763 7 25
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 378 3.7239660 2026.023624 265.106070 12.6706109 2000-2009 –> 2010-2019 7.7232479 3.9992819 3335.9583 443.662655 7 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 378 3.5622417 1993.345836 265.173444 12.4467107 2000-2009 –> 2010-2019 7.9468496 4.3846078 3345.7777 455.000297 3 7
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 378 3.7382506 2028.841429 10.977734 12.6652871 2000-2009 –> 2010-2019 8.0187954 4.2805448 3370.1761 24.774861 8 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 378 3.7392776 2029.043599 9.819049 12.6768008 2000-2009 –> 2010-2019 8.0892440 4.3499664 3377.8109 24.896616 9 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 378 3.7433114 2029.837128 9.160805 12.6778270 2000-2009 –> 2010-2019 8.1659886 4.4226773 3386.2630 24.577322 10 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 378 3.5790476 1996.809962 11.180909 12.4292044 2000-2009 –> 2010-2019 8.3101889 4.7311413 3384.3845 25.334460 4 18
Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 378 3.9519196 2069.751020 175.474286 17.9579833 2000-2009 –> 2010-2019 8.4154960 4.4635764 3430.4297 213.502891 23 29
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 378 3.5818547 1997.386976 9.844792 12.4227298 2000-2009 –> 2010-2019 8.4294952 4.8476405 3396.1999 25.847327 5 22
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 378 3.9392561 2067.388790 175.074764 17.6291884 2000-2009 –> 2010-2019 8.4428861 4.5036301 3432.1947 188.871972 21 28
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 378 3.9163607 2063.098600 175.418929 17.5338235 2000-2009 –> 2010-2019 8.4561456 4.5397849 3431.5986 185.371819 18 26
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 367 2.9039452 1837.996423 65.321016 7.7583510 1982-1999 –> 2000-2009 5.6747521 2.7708069 4509.5005 147.360005 6 11
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 367 2.9509040 1849.770776 52.938989 7.8698898 1982-1999 –> 2000-2009 5.6910803 2.7401763 4509.1581 132.330849 9 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 367 2.7963810 1810.292222 45.380780 8.1006025 1982-1999 –> 2000-2009 5.6941702 2.8977892 4530.6387 117.847919 2 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 367 2.7938717 1809.633276 45.557647 8.4193569 1982-1999 –> 2000-2009 5.7046151 2.9107434 4534.8416 118.376778 1 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 367 2.8440672 1822.703478 44.617678 6.8640655 1982-1999 –> 2000-2009 5.7047044 2.8606372 4528.9849 116.861045 3 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 367 2.9112489 1839.840202 47.597918 9.6355451 1982-1999 –> 2000-2009 5.7411784 2.8299295 4534.3577 129.981579 7 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 367 2.8600252 1826.810416 60.531787 7.7913581 1982-1999 –> 2000-2009 5.7504905 2.8904654 4544.3985 146.801886 4 18
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 367 3.0463330 1873.131783 59.353625 9.0425853 1982-1999 –> 2000-2009 5.7550594 2.7087265 4519.9365 140.130447 16 18
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 367 2.8706699 1827.537209 8.234487 7.8534630 1982-1999 –> 2000-2009 5.8297264 2.9590566 4568.6890 24.061723 5 23
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 367 3.0408459 1871.808522 45.113124 8.9981584 1982-1999 –> 2000-2009 5.8449590 2.8041131 4556.3367 128.325613 13 21
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 478 4.1055171 2630.093690 46.126019 11.4760123 2000-2009 –> 2010-2019 7.0167660 2.9112489 4469.9339 93.723937 3 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 478 4.0719984 2622.518920 46.358134 11.2349980 2000-2009 –> 2010-2019 7.1128444 3.0408459 4494.3274 91.471259 2 15
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 478 4.2985662 2672.551342 100.110517 10.7159440 2000-2009 –> 2010-2019 7.2025114 2.9039452 4510.5478 165.431534 11 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 478 4.0610839 2620.038921 45.917756 11.1862911 2000-2009 –> 2010-2019 7.2073524 3.1462685 4516.8632 91.148291 1 22
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 478 4.4268439 2699.721889 41.476468 11.2581364 2000-2009 –> 2010-2019 7.2232249 2.7963810 4510.0141 86.857248 16 18
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 478 4.4312642 2700.644071 41.533494 11.2733792 2000-2009 –> 2010-2019 7.2251359 2.7938717 4510.2773 87.091141 17 18
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 478 4.2808500 2668.735265 98.834573 10.5626363 2000-2009 –> 2010-2019 7.2317540 2.9509040 4518.5060 151.773562 9 18
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 478 4.3997280 2694.044672 41.194164 11.1958082 2000-2009 –> 2010-2019 7.2437952 2.8440672 4516.7481 85.811842 14 17
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 478 4.2657297 2665.465848 99.438034 10.5341653 2000-2009 –> 2010-2019 7.3120626 3.0463330 4538.5976 158.791659 8 24
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 478 4.3225045 2675.682724 27.558205 11.5628796 2000-2009 –> 2010-2019 7.3656572 3.0431527 4546.0478 47.191943 13 27
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 626 2.3182429 2843.204597 177.991180 9.6302922 1982-1999 –> 2000-2009 3.9319773 1.6137343 6986.1417 355.605259 5 6
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 626 2.2634953 2813.282650 120.221519 7.5707180 1982-1999 –> 2000-2009 3.9942580 1.7307627 7108.5642 194.032332 1 4
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 626 2.2651305 2814.186754 54.450886 10.3169596 1982-1999 –> 2000-2009 4.0208964 1.7557659 7140.6787 102.421604 2 6
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 626 2.3525189 2859.580309 61.767172 12.1469451 1982-1999 –> 2000-2009 4.0471386 1.6946197 7106.9400 202.123923 7 9
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 626 2.2796822 2822.204152 113.176214 6.8328230 1982-1999 –> 2000-2009 4.0707486 1.7910665 7192.0117 186.892854 3 8
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 626 2.3121420 2839.905350 128.813323 6.4173841 1982-1999 –> 2000-2009 4.1415896 1.8294476 7255.8502 202.688337 4 12
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 626 2.3377676 2853.705005 54.360676 10.3272182 1982-1999 –> 2000-2009 4.1591990 1.8214314 7260.0942 102.333124 6 13
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 626 2.3771209 2872.605381 19.749208 12.0018565 1982-1999 –> 2000-2009 4.1884812 1.8113603 7264.9296 50.369700 9 15
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 626 2.3709600 2871.356279 54.405798 10.2697158 1982-1999 –> 2000-2009 4.2201187 1.8491588 7310.6208 102.378464 8 17
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 626 2.4390799 2904.820370 4.039170 11.9534898 1982-1999 –> 2000-2009 4.3135517 1.8744718 7371.6700 9.849914 10 20
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 915 2.5270001 4119.449961 89.915191 8.1000217 2000-2009 –> 2010-2019 4.7904955 2.2634953 6932.7326 210.136710 2 3
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 915 2.5375873 4126.766473 88.993890 8.1529907 2000-2009 –> 2010-2019 4.8172694 2.2796822 6948.9706 202.170103 3 6
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 915 2.5128031 4109.590505 252.451420 12.3977461 2000-2009 –> 2010-2019 4.8310460 2.3182429 6952.7951 430.442600 1 6
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 915 2.5647817 4145.420861 94.392203 8.3119135 2000-2009 –> 2010-2019 4.8769237 2.3121420 6985.3262 223.205525 4 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 915 2.9421602 4385.644554 32.553549 13.7002583 2000-2009 –> 2010-2019 5.2072906 2.2651305 7199.8313 87.004436 7 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 915 2.7411764 4261.819993 101.936396 10.4114811 2000-2009 –> 2010-2019 5.2653840 2.5242076 7211.5919 239.644685 5 17
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 915 2.9698715 4402.050120 32.640357 13.7959890 2000-2009 –> 2010-2019 5.3076391 2.3377676 7255.7551 87.001033 8 14
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 915 2.9802616 4408.161846 32.649307 13.8078004 2000-2009 –> 2010-2019 5.3512216 2.3709600 7279.5181 87.055105 9 17
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 915 3.1038928 4477.292271 178.883901 14.1673208 2000-2009 –> 2010-2019 5.4564117 2.3525189 7336.8726 240.651073 11 18
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 915 2.9814582 4406.864354 23.356557 13.5240553 2000-2009 –> 2010-2019 5.5119021 2.5304438 7357.7256 43.540404 10 23
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 879 2.2458609 3930.872233 113.450672 6.7503785 1982-1999 –> 2000-2009 3.7146434 1.4687825 8694.9550 257.110104 2 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 879 2.3651526 4021.855116 47.405867 11.5378740 1982-1999 –> 2000-2009 3.7412183 1.3760657 8614.1871 128.108715 8 9
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 879 2.2446418 3929.917750 104.936092 6.6931024 1982-1999 –> 2000-2009 3.7436261 1.4989843 8747.6127 246.766678 1 7
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 879 2.2976719 3970.967832 370.428353 7.4954133 1982-1999 –> 2000-2009 3.7706700 1.4729980 8742.5996 710.160941 6 11
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 879 2.2462383 3931.167683 118.100018 6.3569910 1982-1999 –> 2000-2009 3.7973283 1.5510900 8838.8668 263.163402 3 12
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 879 2.4090192 4054.162161 41.271936 11.6078440 1982-1999 –> 2000-2009 3.8461707 1.4371515 8760.9008 61.160005 9 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 879 2.3108191 3980.998312 147.353330 8.2977256 1982-1999 –> 2000-2009 3.8473630 1.5365439 8863.8795 308.118131 7 14
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 879 2.4233826 4064.612865 41.199942 11.6278050 1982-1999 –> 2000-2009 3.8820317 1.4586491 8810.4601 61.082777 10 13
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 879 2.4521359 4083.348603 47.181724 10.7362854 1982-1999 –> 2000-2009 3.9947247 1.5425888 8974.5717 121.550096 11 19
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 879 2.6366524 4212.892646 40.609780 14.8726523 1982-1999 –> 2000-2009 4.3391430 1.7024906 9365.9077 60.360107 14 24
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1261 2.0608671 5214.934698 248.871619 9.5211892 2000-2009 –> 2010-2019 4.3716862 2.3108191 9195.9330 396.224949 1 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1261 2.1732887 5343.897197 112.789698 8.8025265 2000-2009 –> 2010-2019 4.4212643 2.2479756 9276.4241 172.007482 2 6
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1261 2.2442411 5421.898875 216.249366 9.8223437 2000-2009 –> 2010-2019 4.4904794 2.2462383 9353.0666 334.349384 4 7
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1261 2.3372747 5520.519764 185.775126 8.3274098 2000-2009 –> 2010-2019 4.5819165 2.2446418 9450.4375 290.711217 8 9
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1261 2.3377452 5521.008510 201.521098 8.2930769 2000-2009 –> 2010-2019 4.5836061 2.2458609 9451.8807 314.971771 9 11
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate 1261 2.3379894 5519.262085 112.188591 8.2969719 2000-2009 –> 2010-2019 4.6236072 2.2856178 9478.9827 168.618805 10 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1261 2.3099546 5491.972014 641.313488 12.0334906 2000-2009 –> 2010-2019 4.6406411 2.3306865 9488.0203 1485.486882 6 14
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1261 2.1765431 5347.530368 253.963232 10.0119952 2000-2009 –> 2010-2019 4.6455998 2.4690566 9444.9683 402.710989 3 16
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1261 2.3066788 5488.526334 76.919102 11.7764124 2000-2009 –> 2010-2019 4.6718313 2.3651526 9510.3815 124.324968 5 14
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1261 2.3099590 5489.976646 68.815159 12.0264828 2000-2009 –> 2010-2019 4.7620948 2.4521359 9573.3252 115.996884 7 19
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1843 3.1103489 9426.840353 203.972642 14.7978714 1982-1999 –> 2000-2009 4.9605174 1.8501685 17447.5116 659.453068 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1843 3.2335355 9570.009056 45.017696 11.4159863 1982-1999 –> 2000-2009 5.3175906 2.0840550 18059.2171 106.738151 3 7
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1843 3.1184487 9436.426753 218.472623 14.3292081 1982-1999 –> 2000-2009 5.3662227 2.2477739 18223.2941 733.121133 2 8
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1843 3.4430557 9801.428048 148.050749 11.2629480 1982-1999 –> 2000-2009 5.4042395 1.9611838 18051.4561 425.537911 10 12
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1843 3.4480934 9806.817308 189.004921 12.2806525 1982-1999 –> 2000-2009 5.4589936 2.0109002 18155.3800 629.579454 11 14
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1843 3.2483418 9586.848647 161.541630 11.5442672 1982-1999 –> 2000-2009 5.4972641 2.2489223 18375.7263 479.061074 4 11
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1843 3.4568525 9814.168828 36.631143 11.7029398 1982-1999 –> 2000-2009 5.5410361 2.0841836 18301.6197 98.293057 13 18
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1843 3.3876140 9739.591222 186.357221 16.8706973 1982-1999 –> 2000-2009 5.6815933 2.2939793 18604.5468 621.944748 8 17
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1843 3.4050613 9760.526612 202.303309 11.3267202 1982-1999 –> 2000-2009 5.6985548 2.2934936 18626.6487 652.489876 9 17
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1843 3.2777539 9620.073278 239.268379 9.7906873 1982-1999 –> 2000-2009 5.9092225 2.6314687 19027.2611 799.031309 5 26
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2034 3.6271424 10621.529156 556.325414 13.9159036 2000-2009 –> 2010-2019 6.7455911 3.1184487 20057.9559 774.798038 16 18
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2034 3.4706211 10448.700114 597.352521 10.9115477 2000-2009 –> 2010-2019 6.7483750 3.2777539 20068.7734 836.620901 4 9
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2034 3.4736953 10452.169090 371.132832 11.5134207 2000-2009 –> 2010-2019 6.7762404 3.3025451 20100.0164 500.308175 5 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2034 3.5649243 10553.738741 71.255103 9.7440837 2000-2009 –> 2010-2019 6.7984598 3.2335355 20123.7478 116.272798 10 13
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2034 3.7309846 10732.122718 390.755447 9.6375974 2000-2009 –> 2010-2019 6.8413335 3.1103489 20158.9631 594.728090 24 25
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2034 3.6349525 10629.956436 388.562507 13.4232685 2000-2009 –> 2010-2019 6.8832943 3.2483418 20216.8051 550.104137 17 21
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 2034 3.5846019 10573.305774 71.029666 9.9863013 2000-2009 –> 2010-2019 6.9027331 3.3181312 20236.5080 107.668732 12 19
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2034 3.4487963 10423.984224 50.147964 13.0735562 2000-2009 –> 2010-2019 6.9701957 3.5213994 20308.3439 97.588283 1 16
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2034 3.4676957 10445.396240 50.212835 13.4947096 2000-2009 –> 2010-2019 7.1146483 3.6469525 20458.8892 98.315298 2 21
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2034 3.4685384 10446.348203 50.155706 13.4494683 2000-2009 –> 2010-2019 7.1175876 3.6490492 20461.9597 97.178210 3 23
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3407 2.4362594 15750.267598 20.056326 17.1550698 1982-1999 –> 2000-2009 4.1371609 1.7009015 30222.2864 36.417262 1 3
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3407 2.4382800 15755.916795 19.186018 16.8890372 1982-1999 –> 2000-2009 4.1389980 1.7007180 30227.1358 35.221759 2 3
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3407 2.4404741 15762.045744 19.187294 16.4461034 1982-1999 –> 2000-2009 4.1419939 1.7015198 30236.7591 34.713411 3 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3407 2.4790345 15868.867746 28.469465 14.9724223 1982-1999 –> 2000-2009 4.1936929 1.7146584 30400.6097 62.976457 7 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3407 2.4923710 15905.426741 401.638538 14.7569120 1982-1999 –> 2000-2009 4.2614160 1.7690451 30668.6783 1045.892400 9 15
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3407 2.4478253 15780.540052 17.686248 16.4800597 1982-1999 –> 2000-2009 4.2792011 1.8313758 30798.5207 31.728371 4 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3407 2.4499884 15786.558757 17.857097 16.1682913 1982-1999 –> 2000-2009 4.2801356 1.8301472 30799.5640 32.364204 5 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3407 2.4601321 15814.712628 18.543197 15.4597887 1982-1999 –> 2000-2009 4.2987765 1.8386443 30862.0604 32.877538 6 16
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 3407 2.4919981 15902.407225 17.649340 14.1513487 1982-1999 –> 2000-2009 4.3217141 1.8297160 30913.6653 31.532062 8 15
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3407 2.6777149 16392.190313 17.889575 21.1867737 1982-1999 –> 2000-2009 4.3831751 1.7054602 30882.0532 33.147597 13 17
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4103 2.0732668 17048.148091 668.821155 11.7825434 2000-2009 –> 2010-2019 4.5677761 2.4945092 32959.4182 1404.402421 1 14
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4103 2.1147311 17205.178834 625.149747 10.8682791 2000-2009 –> 2010-2019 4.5983499 2.4836188 33086.6356 1210.885116 2 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4103 2.1756819 17430.505817 23.315003 11.5196255 2000-2009 –> 2010-2019 4.6119413 2.4362594 33180.7734 43.371330 4 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4103 2.1780906 17439.280097 23.516554 11.4636957 2000-2009 –> 2010-2019 4.6163706 2.4382800 33195.1969 42.702573 5 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4103 2.1791614 17443.177883 718.291900 11.8377893 2000-2009 –> 2010-2019 4.6279471 2.4487857 33228.3907 1409.848262 6 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4103 2.2041782 17533.695516 23.386859 11.6000369 2000-2009 –> 2010-2019 4.6446523 2.4404741 33295.7413 42.574153 8 11
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4103 2.1467276 17322.263386 585.468236 11.0611035 2000-2009 –> 2010-2019 4.6502009 2.5034733 33255.9759 1133.201121 3 18
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4103 2.2436577 17674.474690 442.464241 13.0106119 2000-2009 –> 2010-2019 4.6904504 2.4467926 33454.1394 891.624890 10 14
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4103 2.2272047 17616.108783 744.734704 10.5584531 2000-2009 –> 2010-2019 4.7195757 2.4923710 33521.5355 1146.373242 9 21
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4103 2.2442428 17676.542154 42.064689 10.5266830 2000-2009 –> 2010-2019 4.7232773 2.4790345 33545.4099 70.534154 11 20
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1309 1.1910012 4186.392582 32.395459 12.7376763 1982-1999 –> 2000-2009 2.0243861 0.8333849 7363.8171 66.388042 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1309 1.2275741 4265.575569 28.616478 12.7876184 1982-1999 –> 2000-2009 2.1108092 0.8832352 7591.6094 57.718412 3 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1309 1.2295619 4269.811618 25.522816 12.8912715 1982-1999 –> 2000-2009 2.1139802 0.8844183 7599.2696 53.898058 4 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1309 1.2317241 4274.411202 28.347215 12.8229822 1982-1999 –> 2000-2009 2.1162196 0.8844955 7604.0926 54.644459 5 9
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1309 1.1963930 4196.217816 30.921056 12.6758394 1982-1999 –> 2000-2009 2.1508981 0.9545051 7718.7562 62.624631 2 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1309 1.2377939 4287.280852 26.964420 13.7078200 1982-1999 –> 2000-2009 2.1728873 0.9350934 7759.2610 57.247701 6 12
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1309 1.2407727 4291.573626 26.200659 13.7680967 1982-1999 –> 2000-2009 2.2223604 0.9815877 7885.6806 54.869270 7 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1309 1.3147741 4443.235752 22.405685 14.0663320 1982-1999 –> 2000-2009 2.2224233 0.9076492 7837.0171 47.443406 8 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 1309 1.3692648 4549.550214 21.135893 11.0552314 1982-1999 –> 2000-2009 2.4109769 1.0417122 8295.7294 45.190098 9 18
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1309 1.4186693 4642.346170 24.297628 11.0150571 1982-1999 –> 2000-2009 2.5242186 1.1055493 8540.6667 50.898724 13 23
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1504 1.1254080 4471.544103 26.940705 5.2931313 2000-2009 –> 2010-2019 2.3164092 1.1910012 8657.9367 59.336165 1 2
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1504 1.1689239 4579.564124 19.726184 4.9246660 2000-2009 –> 2010-2019 2.3653169 1.1963930 8775.7819 50.647240 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1504 1.1727743 4591.100926 31.289096 5.4284789 2000-2009 –> 2010-2019 2.4003483 1.2275741 8856.6765 59.905574 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1504 1.1757010 4598.328954 29.797659 5.4318880 2000-2009 –> 2010-2019 2.4074251 1.2317241 8872.7402 58.144874 4 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1504 1.1789269 4606.275203 31.497933 5.4525647 2000-2009 –> 2010-2019 2.4084889 1.2295619 8876.0868 57.020748 5 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1504 1.2559630 4789.839341 26.488749 5.9384090 2000-2009 –> 2010-2019 2.4937569 1.2377939 9077.1202 53.453169 7 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1504 1.2705377 4821.298348 17.571513 5.7023608 2000-2009 –> 2010-2019 2.5113104 1.2407727 9112.8720 43.772173 8 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1504 1.2273006 4720.891462 28.335637 5.2714559 2000-2009 –> 2010-2019 2.5420748 1.3147741 9164.1272 50.741322 6 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1504 1.4387849 5181.938592 15.565647 6.6566105 2000-2009 –> 2010-2019 2.8165592 1.3777743 9747.7086 40.909966 10 21
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1504 1.4337859 5171.845197 16.421054 6.5299667 2000-2009 –> 2010-2019 2.8183785 1.3845926 9750.5390 44.886867 9 21
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1314 2.7252734 6377.721116 38.257088 23.0061226 1982-1999 –> 2000-2009 3.7961549 1.0708815 10624.9204 71.720981 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1314 2.7415357 6393.356401 57.512880 23.0539241 1982-1999 –> 2000-2009 3.8562331 1.1146974 10754.6826 105.451309 3 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1314 2.7500474 6401.503000 37.818694 23.1081442 1982-1999 –> 2000-2009 3.8659850 1.1159375 10765.9937 62.152361 6 9
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1314 2.7941167 6443.282584 46.819194 23.3995674 1982-1999 –> 2000-2009 3.9127496 1.1186329 10814.6390 93.378116 10 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 1314 2.7255152 6375.954286 36.848878 22.9566945 1982-1999 –> 2000-2009 3.9660164 1.2405012 11039.6105 67.317892 2 9
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1314 2.7425424 6392.321190 14.794889 23.3405557 1982-1999 –> 2000-2009 3.9702975 1.2277552 11026.5837 34.106542 4 10
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1314 2.7564867 6405.649310 46.297235 23.3672727 1982-1999 –> 2000-2009 4.0468320 1.2903453 11181.4218 88.591773 7 16
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1314 2.7627793 6411.641747 16.121220 23.3921204 1982-1999 –> 2000-2009 4.0575277 1.2947484 11197.1092 37.145240 8 18
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1314 2.7956844 6442.756697 44.779293 23.4860614 1982-1999 –> 2000-2009 4.1125569 1.3168724 11276.4445 82.562641 11 22
Atlantic (27.85,27.95] 3 cstar_tref ~ sal + aou + phosphate 1314 2.7442594 6391.966032 5.408322 23.2265580 1982-1999 –> 2000-2009 4.1270959 1.3828365 11362.7584 12.585067 5 19
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1475 1.5136341 5206.335950 26.042678 10.2896620 2000-2009 –> 2010-2019 4.2389074 2.7252734 11584.0571 64.299766 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1475 1.5641063 5299.228963 50.273764 10.2958079 2000-2009 –> 2010-2019 4.3056420 2.7415357 11692.5854 107.786644 2 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1475 1.5709449 5311.584077 28.788155 10.3538453 2000-2009 –> 2010-2019 4.3209924 2.7500474 11713.0871 66.606849 3 9
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1475 1.5769667 5322.418896 47.547570 10.3796799 2000-2009 –> 2010-2019 4.3710834 2.7941167 11765.7015 94.366764 4 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 1475 1.6655058 5475.118781 25.545470 10.4886429 2000-2009 –> 2010-2019 4.3910209 2.7255152 11851.0731 62.394348 6 8
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1475 1.7331572 5589.877423 25.602589 10.9071993 2000-2009 –> 2010-2019 4.6298098 2.8966526 12127.8725 58.710201 7 26
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1475 1.8149045 5720.398911 570.914547 11.5560549 2000-2009 –> 2010-2019 4.6469508 2.8320463 12199.1161 1134.737816 8 21
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1475 1.6473975 5444.159149 24.465635 11.3950839 2000-2009 –> 2010-2019 4.6700379 3.0226404 12092.0412 47.259553 5 28
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate 1475 1.8149412 5718.456247 21.479004 11.5560897 2000-2009 –> 2010-2019 4.7241726 2.9092314 12265.8388 52.212471 9 30
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1475 1.9411499 5908.844332 27.755121 10.8587727 2000-2009 –> 2010-2019 4.7262764 2.7851266 12341.6577 68.595920 10 19
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1430 3.8017279 7891.567420 90.461770 23.8277803 1982-1999 –> 2000-2009 7.0769735 3.2752456 16805.3794 161.871807 1 2
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1430 3.8249530 7906.986294 87.394148 23.9272567 1982-1999 –> 2000-2009 7.1597859 3.3348329 16880.3879 151.566947 2 4
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1430 3.8269418 7910.472930 30.917300 20.4009381 1982-1999 –> 2000-2009 7.2245676 3.3976258 16949.5977 53.905223 3 9
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1430 3.8270058 7910.520812 106.109497 20.4134599 1982-1999 –> 2000-2009 7.2246901 3.3976843 16949.7043 185.389305 4 11
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1430 3.8291714 7912.138705 31.239727 20.4440192 1982-1999 –> 2000-2009 7.2273178 3.3981464 16951.7868 67.487726 7 15
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1430 3.8292504 7910.197761 18.857168 20.4647725 1982-1999 –> 2000-2009 7.2769476 3.4476971 16997.2972 36.446739 8 17
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1430 3.8270547 7908.557353 21.886703 20.3746505 1982-1999 –> 2000-2009 7.2831079 3.4560532 17003.9260 42.225807 5 15
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1430 3.8271070 7908.596441 91.609746 20.3864888 1982-1999 –> 2000-2009 7.2844389 3.4573319 17005.2288 168.996722 6 17
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1430 3.9600722 8006.274259 69.753206 26.6832748 1982-1999 –> 2000-2009 7.3016959 3.3416237 16986.6248 125.422924 11 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1430 3.8297505 7910.571251 19.712595 21.2708656 1982-1999 –> 2000-2009 7.3164938 3.4867433 17036.1404 40.347569 9 23
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1758 3.4261991 8982.919923 106.109036 19.0072222 2000-2009 –> 2010-2019 7.2279270 3.8017279 16874.4873 196.570806 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1758 3.4400495 8996.572162 39.888619 19.8399085 2000-2009 –> 2010-2019 7.2692209 3.8291714 16908.7109 71.128345 2 9
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1758 3.4508482 9007.178299 44.149562 19.8112582 2000-2009 –> 2010-2019 7.2777900 3.8269418 16917.6512 75.066862 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1758 3.4510351 9007.361526 122.054785 19.8281294 2000-2009 –> 2010-2019 7.2780409 3.8270058 16917.8823 228.164281 4 8
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1758 3.4514008 9005.720161 25.212883 19.9046372 2000-2009 –> 2010-2019 7.2811514 3.8297505 16916.2914 44.925478 5 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1758 3.5784550 9128.054996 35.146515 20.3232536 2000-2009 –> 2010-2019 7.4077054 3.8292504 17038.2528 54.003684 6 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1758 3.6021714 9150.408597 111.671245 20.3763740 2000-2009 –> 2010-2019 7.4292784 3.8271070 17059.0050 203.280991 7 13
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1758 3.6071339 9155.067318 40.821640 20.3415231 2000-2009 –> 2010-2019 7.4341886 3.8270547 17063.6247 62.708343 8 13
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1758 3.6799631 9222.710829 104.452898 19.8896475 2000-2009 –> 2010-2019 7.5049161 3.8249530 17129.6971 191.847046 11 13
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + temp + phosphate_star 1758 3.7006014 9239.636225 18.360983 19.0503945 2000-2009 –> 2010-2019 7.5345923 3.8339909 17151.3724 28.628912 12 22
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 770 0.9719460 2155.344541 52.984922 10.6991665 1982-1999 –> 2000-2009 1.6888633 0.7169173 4248.2236 114.137091 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 770 0.9908928 2183.076019 43.766184 11.2980840 1982-1999 –> 2000-2009 1.7093673 0.7184745 4278.1080 103.014056 3 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 770 0.9884755 2181.314591 170.010722 10.6405517 1982-1999 –> 2000-2009 1.7188432 0.7303677 4309.7705 384.591552 2 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 770 0.9949039 2191.297341 41.014894 10.7080769 1982-1999 –> 2000-2009 1.7286276 0.7337236 4328.5275 80.734945 4 8
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 770 1.0048890 2204.676123 155.377067 11.2144610 1982-1999 –> 2000-2009 1.7391468 0.7342578 4341.2993 348.321523 5 10
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 770 1.0093490 2211.495890 39.243349 11.2405046 1982-1999 –> 2000-2009 1.7482160 0.7388670 4360.0963 75.818391 6 12
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 770 1.0191694 2228.406879 154.626495 11.1856266 1982-1999 –> 2000-2009 1.7592080 0.7400386 4382.0400 345.736221 7 14
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 770 1.0201719 2227.920894 151.992590 11.2804769 1982-1999 –> 2000-2009 1.7863539 0.7661820 4446.0030 341.142648 8 16
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 770 1.1057567 2353.981399 47.445467 11.4998409 1982-1999 –> 2000-2009 1.8942595 0.7885028 4629.0264 101.197726 15 24
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 770 1.0539043 2278.017911 52.846770 10.4399676 1982-1999 –> 2000-2009 1.8949436 0.8410393 4674.5205 113.334943 9 19
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1022 1.2931995 3329.242532 100.569411 8.1326241 2000-2009 –> 2010-2019 2.2651455 0.9719460 5484.5871 153.554332 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1022 1.2934652 3327.648946 100.441939 8.0864398 2000-2009 –> 2010-2019 2.2843580 0.9908928 5510.7250 144.208123 2 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1022 1.3095315 3354.066581 413.037086 8.0782697 2000-2009 –> 2010-2019 2.2980070 0.9884755 5535.3812 583.047809 3 5
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1022 1.3163912 3364.400898 78.889369 8.1747423 2000-2009 –> 2010-2019 2.3112952 0.9949039 5555.6982 119.904263 5 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1022 1.3100485 3352.847354 326.102717 7.9950740 2000-2009 –> 2010-2019 2.3149376 1.0048890 5557.5235 481.479785 4 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1022 1.3176631 3364.311059 75.395828 8.0571985 2000-2009 –> 2010-2019 2.3270121 1.0093490 5575.8069 114.639177 6 12
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1022 1.3289030 3383.112189 349.626468 8.3775985 2000-2009 –> 2010-2019 2.3480724 1.0191694 5611.5191 504.252963 9 16
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1022 1.3454103 3405.531093 325.432658 8.1846550 2000-2009 –> 2010-2019 2.3655822 1.0201719 5633.4520 477.425248 12 20
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 1022 1.3225045 3371.565352 99.709690 7.9765045 2000-2009 –> 2010-2019 2.3764088 1.0539043 5649.5833 152.556461 7 16
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate 1022 1.3232137 3370.625885 99.344811 8.0490312 2000-2009 –> 2010-2019 2.3993635 1.0761498 5678.8113 143.074928 8 18
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1283 1.2489019 4225.327465 72.891480 7.7591751 1982-1999 –> 2000-2009 1.8908413 0.6419394 6534.1203 137.442952 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1283 1.2520342 4231.755097 100.602371 7.7468893 1982-1999 –> 2000-2009 1.9061770 0.6541428 6584.8401 264.312778 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1283 1.2604564 4248.958192 50.182159 7.5801878 1982-1999 –> 2000-2009 1.9189399 0.6584835 6617.5990 86.162905 3 6
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1283 1.3135154 4354.762665 79.246534 7.3949283 1982-1999 –> 2000-2009 1.9792306 0.6657151 6749.0928 217.961239 6 10
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1283 1.3392984 4402.642616 74.472103 7.4119960 1982-1999 –> 2000-2009 2.0173195 0.6780211 6838.0532 213.186792 7 12
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 1283 1.3490506 4421.259379 60.803390 10.7866358 1982-1999 –> 2000-2009 2.0439091 0.6948585 6914.3642 124.185518 11 17
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 1283 1.3548038 4432.179166 36.325815 7.2277894 1982-1999 –> 2000-2009 2.0497265 0.6949227 6925.5013 89.276528 13 20
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1283 1.3572170 4436.745720 77.342463 7.1969476 1982-1999 –> 2000-2009 2.0586548 0.7014378 6952.0157 226.145889 15 23
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1283 1.3616740 4445.158574 36.032808 7.0765333 1982-1999 –> 2000-2009 2.0648303 0.7031563 6966.1837 69.590268 17 26
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1283 1.3552806 4433.082160 76.213003 10.8628353 1982-1999 –> 2000-2009 2.0698664 0.7145858 6992.0308 224.279827 14 24
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1490 1.0700183 4262.743681 131.056279 6.6653834 2000-2009 –> 2010-2019 2.3189202 1.2489019 8488.0711 203.947759 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1490 1.0823111 4295.390380 325.431672 6.6147859 2000-2009 –> 2010-2019 2.3343454 1.2520342 8527.1455 426.034043 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1490 1.0903393 4316.511633 83.462114 6.7275971 2000-2009 –> 2010-2019 2.3507956 1.2604564 8565.4698 133.644273 4 7
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1490 1.1064579 4358.452656 265.670027 7.0711741 2000-2009 –> 2010-2019 2.4199734 1.3135154 8713.2153 344.916561 6 12
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 1490 1.0902728 4314.337502 122.268760 7.1197449 2000-2009 –> 2010-2019 2.4450766 1.3548038 8746.5167 158.594575 3 16
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1490 1.1068800 4357.542519 261.332407 7.1001429 2000-2009 –> 2010-2019 2.4461783 1.3392984 8760.1851 335.804510 8 15
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1490 1.1013827 4343.313185 283.928882 7.0806359 2000-2009 –> 2010-2019 2.4585997 1.3572170 8780.0589 361.271344 5 20
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1490 1.1067066 4357.094947 78.164888 7.1447665 2000-2009 –> 2010-2019 2.4683807 1.3616740 8802.2535 114.197696 7 24
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 1490 1.1287769 4413.529224 118.433899 6.5537409 2000-2009 –> 2010-2019 2.4778275 1.3490506 8834.7886 179.237289 9 20
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1490 1.1461810 4457.259096 325.072040 6.4447366 2000-2009 –> 2010-2019 2.5014616 1.3552806 8890.3413 401.285042 11 25
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2172 1.0231923 6275.465602 847.679778 11.6769397 1982-1999 –> 2000-2009 1.7188602 0.6956680 10659.5364 1643.886949 1 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2172 1.0388715 6343.527754 133.111598 10.7325412 1982-1999 –> 2000-2009 1.7208015 0.6819300 10647.0240 245.647079 2 3
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2172 1.0515270 6396.126169 673.192242 10.2891870 1982-1999 –> 2000-2009 1.7341069 0.6825799 10703.5665 1060.205620 9 11
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2172 1.0464438 6375.076160 939.603229 12.1699988 1982-1999 –> 2000-2009 1.7428544 0.6964105 10765.5637 1618.772737 5 9
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 2172 1.0509923 6391.916961 74.166940 12.3658421 1982-1999 –> 2000-2009 1.7482816 0.6972892 10785.6249 135.876165 7 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2172 1.0427430 6357.685808 62.146168 10.1180683 1982-1999 –> 2000-2009 1.7490597 0.7063167 10804.6484 136.484911 4 10
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2172 1.0417386 6353.499895 335.939105 12.0976333 1982-1999 –> 2000-2009 1.7542239 0.7124852 10836.4617 545.077018 3 10
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2172 1.0472865 6376.572627 348.150024 12.1056550 1982-1999 –> 2000-2009 1.7655971 0.7183106 10893.2461 566.232074 6 14
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2172 1.0512514 6392.987655 411.783980 12.2825160 1982-1999 –> 2000-2009 1.7784792 0.7272278 10960.7388 716.182992 8 17
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2172 1.0647036 6448.222544 559.122259 9.9990374 1982-1999 –> 2000-2009 1.7932979 0.7285943 11023.7459 869.034563 14 24
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2882 0.8403227 7102.854768 198.646695 6.8411255 2000-2009 –> 2010-2019 1.8791942 1.0388715 13446.3825 331.758293 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2882 0.8506858 7170.645504 130.084948 6.6374787 2000-2009 –> 2010-2019 1.8934288 1.0427430 13528.3313 192.231116 4 7
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2882 0.8425843 7118.158729 713.458332 6.2020891 2000-2009 –> 2010-2019 1.8941113 1.0515270 13514.2849 1386.650574 2 9
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2882 0.8569455 7212.390775 279.881715 6.8588283 2000-2009 –> 2010-2019 1.8986841 1.0417386 13565.8907 615.820820 5 7
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 2882 0.8478151 7151.398091 109.673953 6.8034340 2000-2009 –> 2010-2019 1.8988074 1.0509923 13543.3151 183.840893 3 8
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2882 0.8619981 7245.864134 288.074299 6.8374366 2000-2009 –> 2010-2019 1.9092845 1.0472865 13622.4368 636.224324 6 10
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2882 0.8697656 7296.943326 462.365113 6.7424638 2000-2009 –> 2010-2019 1.9210170 1.0512514 13689.9310 874.149093 7 13
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2882 0.8985975 7484.633407 166.301630 6.0657028 2000-2009 –> 2010-2019 1.9529664 1.0543689 13892.4840 254.715878 9 17
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2882 0.9000073 7491.559553 164.467428 5.9542569 2000-2009 –> 2010-2019 1.9545140 1.0545067 13897.9780 240.140589 10 19
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2882 0.8908902 7433.585193 591.607928 5.7779821 2000-2009 –> 2010-2019 1.9555939 1.0647036 13881.8077 1150.730187 8 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2585 0.7258341 5693.269671 181.764337 3.7836526 1982-1999 –> 2000-2009 1.2809674 0.5551333 11403.7555 411.471120 1 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2585 0.7490400 5855.973879 579.448542 3.7543886 1982-1999 –> 2000-2009 1.2955847 0.5465448 11459.4982 880.839706 4 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2585 0.7521974 5877.720898 629.201103 3.7168060 1982-1999 –> 2000-2009 1.2958965 0.5436992 11445.4354 930.657027 9 10
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2585 0.7331926 5745.419247 49.925071 3.7430251 1982-1999 –> 2000-2009 1.2959295 0.5627369 11549.2275 87.558663 2 9
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2585 0.7492959 5857.739851 590.668184 3.7450611 1982-1999 –> 2000-2009 1.2964074 0.5471115 11468.3737 890.500900 5 8
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2585 0.7346999 5754.036452 32.200816 3.7414060 1982-1999 –> 2000-2009 1.2978914 0.5631915 11561.3847 63.466814 3 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2585 0.7497639 5858.968053 336.010020 3.8743570 1982-1999 –> 2000-2009 1.3008001 0.5510362 11516.6364 549.377866 7 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2585 0.7492989 5855.760598 103.865404 3.7392654 1982-1999 –> 2000-2009 1.3076150 0.5583162 11603.4660 212.592122 6 12
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2585 0.7502278 5862.166029 11.379576 3.6911261 1982-1999 –> 2000-2009 1.3162384 0.5660106 11703.7668 28.702302 8 17
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 2585 0.7545380 5889.783509 8.639824 3.9750539 1982-1999 –> 2000-2009 1.3207359 0.5661980 11731.6549 25.959961 10 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4680 0.5546557 7489.731612 661.884069 3.9100578 2000-2009 –> 2010-2019 1.2804898 0.7258341 13183.0013 843.648405 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4680 0.5998861 8196.201921 286.206957 3.8334028 2000-2009 –> 2010-2019 1.3330787 0.7331926 13941.6212 336.132027 3 5
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 4680 0.6024524 8232.672872 259.278055 3.6299061 2000-2009 –> 2010-2019 1.3371522 0.7346999 13986.7093 291.478871 4 7
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4680 0.6151259 8422.288355 921.892067 3.8419932 2000-2009 –> 2010-2019 1.3644218 0.7492959 14280.0282 1512.560251 5 10
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4680 0.6152287 8421.794008 636.376784 3.8827042 2000-2009 –> 2010-2019 1.3645276 0.7492989 14277.5546 740.242188 6 12
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4680 0.6156255 8429.605160 949.607188 3.8428554 2000-2009 –> 2010-2019 1.3646655 0.7490400 14285.5790 1529.055730 7 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4680 0.6180880 8465.580697 975.826687 3.8214339 2000-2009 –> 2010-2019 1.3702854 0.7521974 14343.3016 1605.027789 9 18
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4680 0.6209742 8505.564082 924.029472 3.5581638 2000-2009 –> 2010-2019 1.3707380 0.7497639 14364.5321 1260.039492 10 17
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 4680 0.6241835 8552.020026 24.334242 3.9879173 2000-2009 –> 2010-2019 1.3744113 0.7502278 14414.1861 35.713818 11 19
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 4680 0.6287572 8615.815467 13.000944 3.7165531 2000-2009 –> 2010-2019 1.3832952 0.7545380 14505.5990 21.640769 12 22
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 249 1.2580037 834.935397 20.543942 3.6316363 1982-1999 –> 2000-2009 3.3346768 2.0766730 2852.4611 46.938654 1 2
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 249 1.2599649 835.711154 19.469434 3.6430698 1982-1999 –> 2000-2009 3.3377334 2.0777685 2853.7283 43.215124 2 4
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 249 1.2755584 841.836649 198.529345 3.7467343 1982-1999 –> 2000-2009 3.3591782 2.0836198 2862.4748 398.630393 3 6
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 249 1.5861763 950.371874 20.513814 6.1817721 1982-1999 –> 2000-2009 3.8498265 2.2636502 3048.2467 46.142713 10 14
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 249 1.6681124 975.454360 39.773575 4.9499773 1982-1999 –> 2000-2009 4.2962268 2.6281144 3212.4656 59.516940 11 16
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 249 1.6688787 975.683061 26.034779 4.9521487 1982-1999 –> 2000-2009 4.2971899 2.6283112 3212.7641 38.868514 12 18
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 249 1.6815274 979.443255 263.961797 4.9742767 1982-1999 –> 2000-2009 4.3132323 2.6317049 3217.7269 325.252577 13 20
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 249 1.6948251 981.366008 19.199993 4.7790645 1982-1999 –> 2000-2009 4.3413656 2.6465405 3222.8888 30.344240 14 22
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 249 1.6962263 981.777570 17.071051 4.7794891 1982-1999 –> 2000-2009 4.3428255 2.6465991 3223.3210 23.779535 15 24
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 249 1.7126633 986.580098 174.247955 4.7929514 1982-1999 –> 2000-2009 4.3617097 2.6490464 3228.9850 230.510378 16 26
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 35 0.2627943 19.778827 495.671114 0.7701612 2000-2009 –> 2010-2019 1.5207980 1.2580037 854.7142 516.215056 6 7
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 35 0.2610997 19.325988 493.027147 0.7673719 2000-2009 –> 2010-2019 1.5210646 1.2599649 855.0371 512.496580 4 6
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 35 0.2536233 17.292337 865.849657 0.7547430 2000-2009 –> 2010-2019 1.5291817 1.2755584 859.1290 1064.379002 1 4
Indian (-Inf,26] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 35 0.2637144 18.023494 170.352391 0.7318528 2000-2009 –> 2010-2019 1.7439084 1.4801940 931.9571 185.107766 7 11
Indian (-Inf,26] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 35 0.2623887 17.670723 172.479677 0.7268506 2000-2009 –> 2010-2019 1.7501795 1.4877908 934.1537 186.236177 5 10
Indian (-Inf,26] 4 cstar_tref ~ temp + aou + silicate + phosphate 35 0.2589540 16.748365 813.288314 0.6976682 2000-2009 –> 2010-2019 1.8143257 1.5553717 955.3536 957.650966 2 8
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 35 0.2590084 18.763074 482.329402 0.7700221 2000-2009 –> 2010-2019 1.8451847 1.5861763 969.1349 502.843215 3 10
Indian (-Inf,26] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 35 0.2654774 18.489895 268.277066 0.8684631 2000-2009 –> 2010-2019 2.3472560 2.0817787 1102.2662 282.084228 9 21
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 35 0.8328126 98.519430 135.687636 1.5338155 2000-2009 –> 2010-2019 2.5276377 1.6948251 1079.8854 154.887629 17 25
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 35 0.8401415 99.132747 134.896796 1.5459130 2000-2009 –> 2010-2019 2.5363678 1.6962263 1080.9103 151.967847 18 27
Indian (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 424 1.7636679 1698.411410 22.427889 7.3515491 1982-1999 –> 2000-2009 3.5868634 1.8231955 5218.3143 37.436890 4 5
Indian (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 424 1.7644854 1698.804398 14.703094 7.3610951 1982-1999 –> 2000-2009 3.5967614 1.8322760 5227.3320 28.025581 5 7
Indian (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 424 1.7722931 1702.548454 124.472694 7.4397920 1982-1999 –> 2000-2009 3.6501631 1.8778700 5273.7456 260.670234 6 9
Indian (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 424 1.7532285 1693.377078 13.633999 7.0763488 1982-1999 –> 2000-2009 3.8548415 2.1016129 5459.9905 27.215807 1 8
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 424 1.7534985 1693.507638 13.742873 7.0813348 1982-1999 –> 2000-2009 3.8587439 2.1052454 5463.1190 27.400607 2 10
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 424 1.7565500 1694.982092 159.434972 7.1267838 1982-1999 –> 2000-2009 3.8905009 2.1339509 5488.1042 261.111232 3 12
Indian (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 424 1.8033353 1715.272820 10.368169 7.0923555 1982-1999 –> 2000-2009 4.1162962 2.3129609 5646.2356 22.199716 7 17
Indian (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 424 1.8045762 1715.856121 9.863163 7.0991147 1982-1999 –> 2000-2009 4.1240343 2.3194582 5651.6886 21.796641 8 19
Indian (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 424 1.8200863 1723.113461 116.314935 7.1506828 1982-1999 –> 2000-2009 4.1798728 2.3597864 5688.8702 204.418027 9 21
Indian (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 424 1.9144342 1767.969833 17.969461 7.0977643 1982-1999 –> 2000-2009 4.3991832 2.4847490 5825.3051 31.092583 10 23
Indian (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 38 0.2601536 19.506623 341.599491 0.6267712 2000-2009 –> 2010-2019 2.0133822 1.7532285 1712.8837 355.233490 2 3
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 38 0.2609044 19.725639 321.256167 0.6304054 2000-2009 –> 2010-2019 2.0144029 1.7534985 1713.2333 334.999040 3 5
Indian (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 38 0.2888890 27.469148 595.257249 0.7746852 2000-2009 –> 2010-2019 2.0611821 1.7722931 1730.0176 719.729942 4 9
Indian (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 38 0.3144779 33.919373 604.964123 0.8342750 2000-2009 –> 2010-2019 2.0781458 1.7636679 1732.3308 627.392011 7 10
Indian (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 38 0.3137199 33.735981 574.433305 0.8371926 2000-2009 –> 2010-2019 2.0782054 1.7644854 1732.5404 589.136400 6 10
Indian (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 38 0.3168775 32.497097 73.228323 0.8843118 2000-2009 –> 2010-2019 2.1202129 1.8033353 1747.7699 83.596493 9 15
Indian (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 38 0.3160535 32.299202 59.961775 0.8852581 2000-2009 –> 2010-2019 2.1206297 1.8045762 1748.1553 69.824938 8 15
Indian (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 38 0.2112543 3.682688 314.445879 0.4899996 2000-2009 –> 2010-2019 2.1256885 1.9144342 1771.6525 332.415340 1 10
Indian (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 38 0.3059528 29.830669 390.699753 0.8979367 2000-2009 –> 2010-2019 2.1260391 1.8200863 1752.9441 507.014688 5 13
Indian (26,26.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 38 0.3208481 33.443482 74.451671 0.7847865 2000-2009 –> 2010-2019 2.3557519 2.0349038 1851.1637 84.703212 10 20
Indian (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 477 1.2996978 1617.741109 55.768093 4.6282442 1982-1999 –> 2000-2009 2.6702061 1.3705083 4153.1519 77.296995 6 7
Indian (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 477 1.3003356 1618.209086 41.732337 4.6343540 1982-1999 –> 2000-2009 2.6716968 1.3713613 4154.5246 57.314462 7 9
Indian (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 477 1.3123374 1626.973920 191.008220 4.6961359 1982-1999 –> 2000-2009 2.6922869 1.3799495 4172.3667 401.507448 8 11
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 477 1.2657006 1592.454366 16.183158 5.1128480 1982-1999 –> 2000-2009 2.8280081 1.5623075 4318.3133 29.265411 1 5
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 477 1.2690242 1594.956197 20.722303 5.0758633 1982-1999 –> 2000-2009 2.8485992 1.5795750 4336.7974 35.737036 3 8
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 477 1.2689864 1594.927781 16.784052 5.0773915 1982-1999 –> 2000-2009 2.8487633 1.5797769 4336.9548 31.896722 2 8
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 477 1.2753713 1599.715771 208.702376 5.1535928 1982-1999 –> 2000-2009 2.8610122 1.5856410 4347.1300 352.337686 5 12
Indian (26.5,26.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 477 1.2694003 1593.238912 12.488902 5.0357221 1982-1999 –> 2000-2009 2.8753688 1.6059685 4357.1746 21.627962 4 13
Indian (26.5,26.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 477 1.3163906 1627.915848 10.842241 4.7807420 1982-1999 –> 2000-2009 2.9081473 1.5917567 4378.9273 23.756882 9 17
Indian (26.5,26.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 477 1.3526252 1653.820494 19.281444 4.5486015 1982-1999 –> 2000-2009 2.9599555 1.6073303 4418.9886 33.953387 11 21
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 38 0.4281556 57.370916 186.142869 0.9804916 2000-2009 –> 2010-2019 1.6938562 1.2657006 1649.8253 202.326027 3 4
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 38 0.4266848 57.109382 220.660670 0.9519775 2000-2009 –> 2010-2019 1.6957089 1.2690242 1652.0656 241.382973 1 4
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 38 0.4271570 57.193444 185.643633 0.9521473 2000-2009 –> 2010-2019 1.6961434 1.2689864 1652.1212 202.427685 2 4
Indian (26.5,26.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 38 0.4508532 59.296708 114.414032 0.9410934 2000-2009 –> 2010-2019 1.7202536 1.2694003 1652.5356 126.902934 8 12
Indian (26.5,26.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 38 0.4476115 58.748283 68.732840 0.9949953 2000-2009 –> 2010-2019 1.7640021 1.3163906 1686.6641 79.575081 5 10
Indian (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 38 0.4316600 55.990431 571.742870 0.9593262 2000-2009 –> 2010-2019 1.7993852 1.3677252 1720.4019 737.786230 4 13
Indian (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 38 0.4496293 59.090106 32.363371 0.9853271 2000-2009 –> 2010-2019 1.8018577 1.3522284 1712.6307 48.395732 7 13
Indian (26.5,26.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 38 0.4494094 59.052940 42.134126 0.9852877 2000-2009 –> 2010-2019 1.8020347 1.3526252 1712.8734 61.415570 6 13
Indian (26.5,26.75] 3 cstar_tref ~ temp + silicate + phosphate_star 38 0.4563541 58.218370 29.579067 0.9692485 2000-2009 –> 2010-2019 1.8184108 1.3620567 1716.6678 39.792365 9 17
Indian (26.5,26.75] 4 cstar_tref ~ sal + temp + nitrate + silicate 38 0.7454817 97.516249 55.413259 1.9469770 2000-2009 –> 2010-2019 2.7416704 1.9961888 2122.6263 62.740266 12 39
Indian (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 922 1.1121786 2826.578131 17.115977 6.0734671 1982-1999 –> 2000-2009 2.3670731 1.2548945 6471.6322 27.398575 1 5
Indian (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 922 1.2095399 2981.325219 81.935207 5.2771229 1982-1999 –> 2000-2009 2.4387481 1.2292083 6580.7564 121.233323 6 7
Indian (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 922 1.2099732 2981.985785 66.447582 5.2844804 1982-1999 –> 2000-2009 2.4393568 1.2293836 6581.7317 96.951916 7 9
Indian (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 922 1.2189822 2995.664587 217.278285 5.4114646 1982-1999 –> 2000-2009 2.4520226 1.2330404 6601.9625 465.071920 9 12
Indian (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 922 1.2153290 2988.129997 9.907292 5.3050041 1982-1999 –> 2000-2009 2.4773647 1.2620357 6643.7020 20.074795 8 13
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 922 1.1238072 2845.758392 27.787467 6.1395917 1982-1999 –> 2000-2009 2.5297784 1.4059712 6741.5835 44.932261 2 8
Indian (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 922 1.1245266 2846.938409 33.699651 6.1523945 1982-1999 –> 2000-2009 2.5308950 1.4063684 6743.3867 51.326557 3 10
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 922 1.1280932 2852.777735 212.193463 6.2388885 1982-1999 –> 2000-2009 2.5395787 1.4114855 6757.2379 343.923676 4 12
Indian (26.75,27] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 922 1.1957099 2958.119347 15.086540 5.4849742 1982-1999 –> 2000-2009 2.6552697 1.4595598 6934.4632 23.742367 5 17
Indian (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 922 1.3520517 3184.715878 26.644036 4.4044168 1982-1999 –> 2000-2009 2.7792313 1.4271796 7111.5689 43.761281 12 21
Indian (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 90 0.4590187 129.249340 181.551604 1.2109303 2000-2009 –> 2010-2019 1.5711972 1.1121786 2955.8275 198.667581 3 4
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 90 0.4567001 128.337848 144.580428 1.2105879 2000-2009 –> 2010-2019 1.5805073 1.1238072 2974.0962 172.367895 2 4
Indian (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 90 0.4561679 128.127962 179.258803 1.2105836 2000-2009 –> 2010-2019 1.5806945 1.1245266 2975.0664 212.958453 1 4
Indian (26.75,27] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 90 0.4678380 130.674944 114.371308 1.4220025 2000-2009 –> 2010-2019 1.6635479 1.1957099 3088.7943 129.457848 5 9
Indian (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 90 0.4700518 131.524696 151.455628 1.3011379 2000-2009 –> 2010-2019 1.6853808 1.2153290 3119.6547 161.362920 7 12
Indian (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 90 0.4700630 131.528999 139.890953 1.4115125 2000-2009 –> 2010-2019 1.8221147 1.3520517 3316.2449 166.534990 8 15
Indian (26.75,27] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 90 0.4694558 131.296335 161.586967 1.4118161 2000-2009 –> 2010-2019 1.8233957 1.3539399 3318.5856 194.018878 6 14
Indian (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 90 0.4598779 127.585962 514.291701 1.4021785 2000-2009 –> 2010-2019 1.8239720 1.3640941 3328.6532 667.538567 4 13
Indian (26.75,27] 3 cstar_tref ~ temp + silicate + phosphate_star 90 0.4916494 137.610837 20.128047 1.3629756 2000-2009 –> 2010-2019 1.9581140 1.4664646 3470.1171 29.994189 9 25
Indian (26.75,27] 4 cstar_tref ~ sal + temp + silicate + phosphate 90 0.6732320 196.189190 179.238823 3.2780363 2000-2009 –> 2010-2019 2.0211029 1.3478709 3375.1942 208.747567 10 16
Indian (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 978 2.0408525 4184.790832 129.777000 9.8063507 1982-1999 –> 2000-2009 3.8373305 1.7964780 9054.3355 214.426031 2 5
Indian (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 978 2.0434689 4187.296790 112.244914 9.7981569 1982-1999 –> 2000-2009 3.8396003 1.7961314 9056.3742 183.568813 3 5
Indian (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 978 2.0493270 4192.896200 289.955592 9.8396983 1982-1999 –> 2000-2009 3.8434750 1.7941479 9059.2975 739.683327 4 5
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 978 2.1430505 4280.366212 37.898370 8.1367579 1982-1999 –> 2000-2009 3.9769290 1.8338784 9199.8163 54.778178 6 10
Indian (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 978 2.2460585 4370.193808 17.970810 7.5440901 1982-1999 –> 2000-2009 4.0949998 1.8489413 9307.4561 34.745529 8 13
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 978 2.2746772 4396.959207 51.445670 9.8249382 1982-1999 –> 2000-2009 4.1345526 1.8598754 9350.5024 113.354940 9 15
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 978 2.2746829 4396.964092 44.549707 9.8169127 1982-1999 –> 2000-2009 4.1345890 1.8599061 9350.5472 95.663576 10 17
Indian (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 978 2.2747079 4394.985569 20.910334 9.7426204 1982-1999 –> 2000-2009 4.1351387 1.8604308 9347.2518 33.435584 11 19
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 978 2.2762133 4398.279644 572.109942 9.8138138 1982-1999 –> 2000-2009 4.1397270 1.8635137 9356.5561 1106.754007 12 21
Indian (27,27.25] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 978 2.2807423 4400.167677 34.812991 10.1847130 1982-1999 –> 2000-2009 4.1480327 1.8672903 9361.3476 83.393821 13 23
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 173 0.6964505 379.784265 944.019690 2.1972914 2000-2009 –> 2010-2019 2.6540988 1.9576483 4483.1591 1056.041060 1 2
Indian (27,27.25] 4 cstar_tref ~ sal + temp + aou + nitrate 173 0.7002696 379.676459 596.527104 2.3217090 2000-2009 –> 2010-2019 3.1557018 2.4554321 4924.2004 625.044075 2 21
Indian (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 173 0.8271776 437.304109 894.049485 2.5797210 2000-2009 –> 2010-2019 3.2578736 2.4306960 4962.0234 923.878838 5 21
Indian (27,27.25] 3 cstar_tref ~ aou + nitrate + phosphate_star 173 0.8389415 440.190185 789.856542 2.6633764 2000-2009 –> 2010-2019 3.2934678 2.4545263 4981.9924 812.373836 6 24
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 173 1.1698337 559.226847 585.228981 3.4904933 2000-2009 –> 2010-2019 3.3128842 2.1430505 4839.5931 623.127350 8 10
Indian (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate 173 0.7085173 383.727796 298.582008 2.2856832 2000-2009 –> 2010-2019 3.4048822 2.6963648 5111.3368 407.952396 3 47
Indian (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + silicate 173 1.0939433 534.019679 921.764527 3.5207050 2000-2009 –> 2010-2019 3.4123526 2.3184093 4966.2273 979.172148 7 20
Indian (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 173 1.2436586 578.400637 231.100480 4.2822140 2000-2009 –> 2010-2019 3.4897171 2.2460585 4948.5944 249.071290 10 14
Indian (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 173 1.2897976 591.004650 67.881058 4.4141990 2000-2009 –> 2010-2019 3.5645055 2.2747079 4985.9902 88.791392 12 17
Indian (27,27.25] 3 cstar_tref ~ temp + nitrate + phosphate_star 173 1.2898184 589.010231 14.940986 4.4207119 2000-2009 –> 2010-2019 3.5742201 2.2844017 4990.3137 25.780532 13 19
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1090 1.8306476 4425.466081 124.619538 9.8005417 1982-1999 –> 2000-2009 3.2892078 1.4585603 10037.0122 229.908738 3 4
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1090 1.8317218 4426.745008 144.673839 9.6879738 1982-1999 –> 2000-2009 3.2906418 1.4589199 10039.0594 247.838188 5 7
Indian (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1090 1.8328564 4428.094918 197.823353 9.8737036 1982-1999 –> 2000-2009 3.2929246 1.4600682 10042.8609 391.622746 8 13
Indian (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1090 1.8328568 4426.095302 116.220456 9.8734327 1982-1999 –> 2000-2009 3.2930650 1.4602082 10039.1601 172.347362 9 15
Indian (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1090 1.8338029 4429.220335 183.850861 9.7490865 1982-1999 –> 2000-2009 3.2941465 1.4603436 10044.5740 377.938023 10 17
Indian (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1090 1.8338371 4427.261045 105.243010 9.7481763 1982-1999 –> 2000-2009 3.2943559 1.4605187 10040.9884 161.137736 11 19
Indian (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1090 1.8360882 4429.935367 394.773138 9.8618483 1982-1999 –> 2000-2009 3.2977268 1.4616386 10046.0509 1049.054566 14 25
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1090 1.8300033 4424.698716 109.715311 9.3274595 1982-1999 –> 2000-2009 3.2988229 1.4688197 10058.0858 144.186290 1 17
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1090 1.8300476 4424.751530 150.402835 9.7478439 1982-1999 –> 2000-2009 3.3061946 1.4761470 10073.6445 210.307621 2 33
Indian (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1090 1.8357207 4429.498948 36.738020 9.1680104 1982-1999 –> 2000-2009 3.3101564 1.4744358 10072.7775 54.592298 13 42
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 235 1.0043500 682.941190 347.888204 2.5497050 2000-2009 –> 2010-2019 2.8343533 1.8300033 5107.6399 457.603515 6 7
Indian (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + silicate 235 1.0066009 681.993347 215.973683 2.4269175 2000-2009 –> 2010-2019 2.8383842 1.8317833 5106.8115 259.286770 8 10
Indian (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 235 1.0051343 681.308035 87.567532 2.5434021 2000-2009 –> 2010-2019 2.8421965 1.8370623 5112.3996 161.201365 7 11
Indian (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 235 0.9834509 671.057941 715.459269 2.7759591 2000-2009 –> 2010-2019 2.8454966 1.8620457 5131.5971 884.563537 1 8
Indian (27.25,27.5] 3 cstar_tref ~ temp + aou + nitrate 235 0.9882685 671.354720 659.472867 2.5309128 2000-2009 –> 2010-2019 2.8518080 1.8635395 5131.6420 764.018070 2 10
Indian (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 235 1.0184197 687.479608 127.748646 2.8655783 2000-2009 –> 2010-2019 2.8541404 1.8357207 5116.9786 164.486666 10 13
Indian (27.25,27.5] 3 cstar_tref ~ sal + temp + nitrate 235 1.0066033 679.994467 19.847925 2.4242257 2000-2009 –> 2010-2019 2.8557633 1.8491599 5123.3950 39.644710 9 15
Indian (27.25,27.5] 3 cstar_tref ~ temp + nitrate + phosphate_star 235 1.0302902 690.926142 36.596355 2.5486501 2000-2009 –> 2010-2019 2.8680861 1.8377959 5120.8881 66.392693 12 17
Indian (27.25,27.5] 3 cstar_tref ~ aou + nitrate + silicate 235 0.9885810 671.503285 124.558878 2.7886615 2000-2009 –> 2010-2019 2.9060123 1.9174314 5193.9398 164.847845 3 14
Indian (27.25,27.5] 3 cstar_tref ~ temp + nitrate + silicate 235 1.0290938 690.380066 122.507667 2.8215426 2000-2009 –> 2010-2019 2.9073464 1.8782526 5167.8113 159.216268 11 20
Indian (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1557 1.2896303 5224.637776 668.891700 6.6890150 1982-1999 –> 2000-2009 2.3079393 1.0183090 10682.3043 844.932092 2 6
Indian (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1557 1.2939562 5235.065828 588.215255 6.5524385 1982-1999 –> 2000-2009 2.3123621 1.0184059 10693.0928 738.818008 5 11
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1557 1.2866843 5217.516322 697.223823 6.6922366 1982-1999 –> 2000-2009 2.3137469 1.0270625 10707.6057 1067.055284 1 17
Indian (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1557 1.2897359 5222.892793 660.269852 6.6692832 1982-1999 –> 2000-2009 2.3169417 1.0272058 10711.5106 750.494207 3 20
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1557 1.2913811 5228.862659 607.833245 6.5334987 1982-1999 –> 2000-2009 2.3178248 1.0264437 10716.6689 1019.721295 4 16
Indian (27.5,27.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1557 1.2942692 5233.819184 574.272038 6.5076194 1982-1999 –> 2000-2009 2.3210199 1.0267507 10720.7582 664.273259 6 20
Indian (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1557 1.3076439 5265.833449 729.297529 6.6324454 1982-1999 –> 2000-2009 2.3381284 1.0304845 10766.5226 1520.547907 7 27
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1557 1.3371839 5337.396691 294.680545 6.2715063 1982-1999 –> 2000-2009 2.3586846 1.0215007 10806.9171 401.372157 10 18
Indian (27.5,27.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1557 1.3373670 5335.822948 46.788875 6.2325789 1982-1999 –> 2000-2009 2.3589091 1.0215421 10803.4969 78.359137 11 20
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1557 1.3239997 5306.541168 433.749693 7.3233496 1982-1999 –> 2000-2009 2.3693801 1.0453804 10863.5951 501.000830 8 31
Indian (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 284 0.9839029 810.739569 797.315957 3.3210715 2000-2009 –> 2010-2019 2.4241873 1.4402844 6379.4277 1094.216709 1 16
Indian (27.5,27.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 284 0.9937751 814.410281 756.129507 3.6332474 2000-2009 –> 2010-2019 2.4357228 1.4419477 6384.6925 1047.115473 4 20
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 284 1.1087151 878.575700 132.552084 3.3998680 2000-2009 –> 2010-2019 2.4458990 1.3371839 6215.9724 427.232629 11 12
Indian (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 284 1.1120953 878.304773 101.918967 3.4085129 2000-2009 –> 2010-2019 2.4496669 1.3375716 6214.6041 343.614109 12 15
Indian (27.5,27.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 284 1.0004583 818.217344 804.158570 3.1955071 2000-2009 –> 2010-2019 2.4582397 1.4577814 6422.5074 1053.979025 5 23
Indian (27.5,27.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 284 1.1234433 884.071364 65.325133 3.6760514 2000-2009 –> 2010-2019 2.4608103 1.3373670 6219.8943 112.114008 13 15
Indian (27.5,27.75] 3 cstar_tref ~ temp + nitrate + phosphate_star 284 1.1234435 882.071444 45.959943 3.6755371 2000-2009 –> 2010-2019 2.4610232 1.3375797 6216.3897 83.825941 14 18
Indian (27.5,27.75] 3 cstar_tref ~ temp + nitrate + phosphate 284 1.0150229 824.426626 778.978487 3.2738758 2000-2009 –> 2010-2019 2.4939988 1.4789759 6471.6648 951.309870 8 29
Indian (27.5,27.75] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 284 0.9878365 811.005862 727.100478 2.9890317 2000-2009 –> 2010-2019 2.5091454 1.5213088 6548.1247 962.637553 3 33
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 284 1.1300931 889.423479 133.334193 3.4776661 2000-2009 –> 2010-2019 2.5184582 1.3883651 6343.7851 496.820796 15 20
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 639 1.0964128 1945.035349 112.157968 5.2403854 1982-1999 –> 2000-2009 1.7971649 0.7007521 3600.8285 326.864122 4 7
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 639 1.1015286 1950.984615 121.805082 5.2177364 1982-1999 –> 2000-2009 1.8012109 0.6996823 3604.4186 336.404632 6 8
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 639 1.1838999 2043.147770 117.569169 4.9821251 1982-1999 –> 2000-2009 1.8810855 0.6971856 3691.0625 318.834499 8 9
Indian (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 639 1.1955852 2053.699994 107.145528 6.1483697 1982-1999 –> 2000-2009 1.9128445 0.7172593 3743.4423 310.310975 10 14
Indian (27.75,27.85] 3 cstar_tref ~ nitrate + silicate + phosphate 639 1.1124703 1959.616529 898.430720 4.3075977 1982-1999 –> 2000-2009 1.9300046 0.8175344 3849.3998 948.583847 7 16
Indian (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 639 1.2820300 2142.915848 106.314936 6.2150735 1982-1999 –> 2000-2009 2.0130719 0.7310419 3862.0457 304.169658 13 18
Indian (27.75,27.85] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 639 1.2461169 2106.604691 90.084575 4.8435229 1982-1999 –> 2000-2009 2.0380601 0.7919432 3949.2836 212.125307 11 18
Indian (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 639 1.2481497 2108.687773 121.688510 4.8722380 1982-1999 –> 2000-2009 2.0391588 0.7910090 3949.5444 239.880229 12 18
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate 639 1.0688353 1910.479317 976.616887 6.1866443 1982-1999 –> 2000-2009 2.1581514 1.0893162 4245.4098 1055.334075 1 36
Indian (27.75,27.85] 3 cstar_tref ~ aou + silicate + phosphate 639 1.3462302 2203.363344 86.536917 4.9022077 1982-1999 –> 2000-2009 2.1724812 0.8262510 4109.5218 228.356472 14 24
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 143 1.1140779 450.712161 523.380160 3.1020806 2000-2009 –> 2010-2019 2.1978931 1.0838152 2380.9786 1102.659601 1 3
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 143 1.1170720 451.479755 366.447860 3.0844699 2000-2009 –> 2010-2019 2.2134848 1.0964128 2396.5151 478.605828 3 7
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 143 1.1195543 452.114590 520.958446 3.0621894 2000-2009 –> 2010-2019 2.2210829 1.1015286 2403.0992 642.763528 5 11
Indian (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 143 1.1396921 455.213257 520.197978 3.3987901 2000-2009 –> 2010-2019 2.2363099 1.0966177 2398.4875 978.118165 9 14
Indian (27.75,27.85] 3 cstar_tref ~ nitrate + silicate + phosphate 143 1.2002946 468.030582 731.150281 2.5380011 2000-2009 –> 2010-2019 2.3127648 1.1124703 2427.6471 1629.581000 11 18
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 143 1.1294350 454.627632 387.288917 3.1598955 2000-2009 –> 2010-2019 2.3133350 1.1838999 2497.7754 504.858086 7 15
Indian (27.75,27.85] 3 cstar_tref ~ sal + nitrate + phosphate 143 1.2802113 486.465619 940.800451 2.7939915 2000-2009 –> 2010-2019 2.3517026 1.0714913 2398.1167 1862.597302 17 18
Indian (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate 143 1.1146669 448.863318 304.817588 3.1496884 2000-2009 –> 2010-2019 2.3577320 1.2430652 2552.3343 710.277779 2 13
Indian (27.75,27.85] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 143 1.1178364 449.675399 247.633242 3.1406175 2000-2009 –> 2010-2019 2.3639533 1.2461169 2556.2801 337.717817 4 16
Indian (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 143 1.1207567 450.421583 357.999920 3.1316235 2000-2009 –> 2010-2019 2.3689064 1.2481497 2559.1094 479.688429 6 19
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 821 1.2085877 2654.978092 110.642265 8.0139639 1982-1999 –> 2000-2009 1.9154966 0.7069089 4452.9276 210.360140 3 4
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 821 1.2083640 2654.674154 143.161483 7.9893276 1982-1999 –> 2000-2009 1.9155299 0.7071659 4453.2284 243.129421 2 4
Indian (27.85,27.95] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 821 1.2271095 2677.951059 102.677935 8.2655312 1982-1999 –> 2000-2009 1.9372530 0.7101435 4481.4972 202.392976 4 8
Indian (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 821 1.2750139 2740.832584 134.700643 8.1981714 1982-1999 –> 2000-2009 1.9822268 0.7072129 4537.4976 234.544707 6 9
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 821 1.2482965 2708.059576 123.330599 7.8507369 1982-1999 –> 2000-2009 2.0228172 0.7745207 4658.0031 220.317948 5 10
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 821 1.0275195 2388.473528 716.477930 7.0349106 1982-1999 –> 2000-2009 2.0242437 0.9967242 4758.1273 839.162648 1 11
Indian (27.85,27.95] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 821 1.3105188 2785.931729 122.057987 8.1263337 1982-1999 –> 2000-2009 2.0931038 0.7825851 4751.1114 213.331032 7 13
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 821 1.3471799 2831.235162 93.339533 6.3940321 1982-1999 –> 2000-2009 2.1937146 0.8465347 4927.1197 187.672482 8 15
Indian (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 821 1.3786573 2869.159758 324.810407 6.8902568 1982-1999 –> 2000-2009 2.2699111 0.8912538 5050.7037 1043.399319 9 17
Indian (27.85,27.95] 3 cstar_tref ~ sal + silicate + phosphate_star 821 1.4622949 2963.868632 93.335735 6.3132400 1982-1999 –> 2000-2009 2.3594622 0.8971673 5154.4169 183.719585 11 20
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 175 1.1194703 550.127967 280.181511 4.3752585 2000-2009 –> 2010-2019 2.3278344 1.2083640 3204.8021 423.342993 2 3
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 175 1.1196653 550.188931 222.159021 4.3501240 2000-2009 –> 2010-2019 2.3282531 1.2085877 3205.1670 332.801286 3 5
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 175 1.1200869 550.320672 568.915436 4.4854627 2000-2009 –> 2010-2019 2.3307923 1.2107054 3208.1734 921.212078 4 7
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 175 1.1018110 544.562800 195.753708 4.3241057 2000-2009 –> 2010-2019 2.3501075 1.2482965 3252.6224 319.084307 1 6
Indian (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 175 1.1211275 548.645683 440.051050 4.6156114 2000-2009 –> 2010-2019 2.4997847 1.3786573 3417.8054 764.861457 5 14
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 175 1.1898782 569.476323 78.003492 5.5104947 2000-2009 –> 2010-2019 2.5370581 1.3471799 3400.7115 171.343025 10 18
Indian (27.85,27.95] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 175 1.3404992 611.193213 143.783915 5.3682180 2000-2009 –> 2010-2019 2.5676087 1.2271095 3289.1443 246.461850 14 18
Indian (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 175 1.3365655 610.164633 240.596159 4.7294784 2000-2009 –> 2010-2019 2.6115794 1.2750139 3350.9972 375.296802 12 18
Indian (27.85,27.95] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 175 1.3387423 610.734197 176.108919 4.7762775 2000-2009 –> 2010-2019 2.6492611 1.3105188 3396.6659 298.166906 13 20
Indian (27.85,27.95] 3 cstar_tref ~ sal + silicate + phosphate_star 175 1.3437693 610.045987 76.980286 5.1243004 2000-2009 –> 2010-2019 2.8060642 1.4622949 3573.9146 170.316022 15 25
Indian (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 832 1.1664420 2631.299991 924.491630 6.6906285 1982-1999 –> 2000-2009 2.0919572 0.9255152 5529.5978 1075.432547 1 2
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 832 1.3078732 2821.735110 98.792131 9.1380882 1982-1999 –> 2000-2009 2.2598326 0.9519595 5780.6024 184.623165 2 4
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 832 1.3085394 2822.582497 100.772751 9.1537596 1982-1999 –> 2000-2009 2.2608665 0.9523271 5782.2800 188.118582 3 6
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 832 1.3186134 2835.344083 344.886841 9.2988963 1982-1999 –> 2000-2009 2.2727388 0.9541254 5799.0976 812.875608 4 8
Indian (27.95,28.05] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 832 1.4013236 2934.576005 100.145283 7.3117178 1982-1999 –> 2000-2009 2.3893235 0.9879999 5971.3376 185.934041 7 13
Indian (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 832 1.4455068 2986.231097 89.138505 6.7558197 1982-1999 –> 2000-2009 2.4136311 0.9681243 5979.3002 174.923295 8 13
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 832 1.3236407 2841.676052 102.387017 9.3642328 1982-1999 –> 2000-2009 2.4225722 1.0989315 6109.2214 205.255011 5 12
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 832 1.3361969 2855.386554 60.964073 9.2288153 1982-1999 –> 2000-2009 2.4713828 1.1351860 6190.7168 127.934845 6 15
Indian (27.95,28.05] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 832 1.4590932 3001.798168 95.135898 7.1042582 1982-1999 –> 2000-2009 2.5585784 1.0994851 6268.4263 197.499928 9 17
Indian (27.95,28.05] 3 cstar_tref ~ sal + silicate + phosphate_star 832 1.4874182 3031.791356 48.755124 6.7077789 1982-1999 –> 2000-2009 2.6262364 1.1388182 6371.9900 115.708389 10 20
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 248 1.2041034 809.918186 152.464252 3.6172554 2000-2009 –> 2010-2019 2.5119766 1.3078732 3631.6533 251.256384 1 2
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 248 1.2051044 810.330366 156.132857 3.5920522 2000-2009 –> 2010-2019 2.5136438 1.3085394 3632.9129 256.905608 3 5
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 248 1.2129548 813.550950 188.591060 3.6097269 2000-2009 –> 2010-2019 2.5315682 1.3186134 3648.8950 533.477901 7 10
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 248 1.2125034 813.366356 157.530091 3.2576859 2000-2009 –> 2010-2019 2.5361441 1.3236407 3655.0424 259.917108 6 10
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 248 1.2139372 811.952526 30.998023 3.0961270 2000-2009 –> 2010-2019 2.5501341 1.3361969 3667.3391 91.962097 8 13
Indian (27.95,28.05] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 248 1.2112893 810.869443 142.910168 3.4313412 2000-2009 –> 2010-2019 2.6126129 1.4013236 3745.4454 243.055451 5 11
Indian (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 248 1.2053698 808.439572 148.318205 3.6422991 2000-2009 –> 2010-2019 2.6508766 1.4455068 3794.6707 237.456709 4 11
Indian (27.95,28.05] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 248 1.2156644 812.657724 153.744027 3.1912493 2000-2009 –> 2010-2019 2.6747576 1.4590932 3814.4559 248.879926 9 17
Indian (27.95,28.05] 3 cstar_tref ~ sal + silicate + phosphate_star 248 1.2164155 810.964070 28.619405 3.0790996 2000-2009 –> 2010-2019 2.7038336 1.4874182 3842.7554 77.374529 10 19
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 248 1.2045737 808.111890 832.377463 3.3571740 2000-2009 –> 2010-2019 2.9317385 1.7271648 4090.5703 1595.310362 2 13
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate 474 1.4142153 1685.706680 879.306940 4.5272810 1982-1999 –> 2000-2009 2.5066230 1.0924076 3675.3140 1234.686481 1 5
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 474 1.5555119 1777.984552 207.316592 6.1331911 1982-1999 –> 2000-2009 2.6193548 1.0638430 3734.8287 394.559737 2 3
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 474 1.5594462 1780.379316 209.471394 6.1220142 1982-1999 –> 2000-2009 2.6264551 1.0670088 3741.1220 398.977284 3 5
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 474 1.5615384 1781.650317 255.577380 6.1383376 1982-1999 –> 2000-2009 2.6307385 1.0692001 3745.0846 528.727827 4 7
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate 474 1.5768973 1788.929059 177.875189 6.2671714 1982-1999 –> 2000-2009 2.6872877 1.1103904 3799.9581 335.397852 6 11
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 474 1.5925004 1800.263187 232.308552 5.7302114 1982-1999 –> 2000-2009 2.7832774 1.1907770 3904.9937 482.812660 7 13
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 474 1.5947363 1799.593305 23.945162 5.6378264 1982-1999 –> 2000-2009 2.7928119 1.1980756 3910.3408 76.967243 8 15
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + silicate 474 1.6025402 1804.221026 41.350325 5.8855355 1982-1999 –> 2000-2009 2.8028840 1.2003438 3917.4501 95.232256 11 19
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + silicate 474 1.6023649 1804.117335 126.864471 5.6430533 1982-1999 –> 2000-2009 2.8212883 1.2189234 3937.4987 279.395569 10 20
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 474 1.5978868 1801.464252 93.081928 5.5922798 1982-1999 –> 2000-2009 2.8216050 1.2237182 3939.9965 216.943762 9 21
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate 170 1.0386956 507.347444 492.066030 2.7814105 2000-2009 –> 2010-2019 2.4529110 1.4142153 2193.0541 1371.372970 1 2
Indian (28.05,28.1] 3 cstar_tref ~ temp + nitrate + phosphate 170 1.0546886 510.542587 490.808271 2.9919795 2000-2009 –> 2010-2019 2.6183505 1.5636619 2289.4812 1270.246056 2 7
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 170 1.0842490 523.940885 114.411484 3.1960710 2000-2009 –> 2010-2019 2.6789853 1.5947363 2325.5342 293.770315 3 11
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 170 1.0929703 526.664778 111.546237 3.2355792 2000-2009 –> 2010-2019 2.6854707 1.5925004 2326.9280 343.854789 5 12
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 170 1.1382089 540.454094 151.086174 3.3653234 2000-2009 –> 2010-2019 2.6937207 1.5555119 2318.4386 358.402765 13 15
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 170 1.1350332 539.504149 150.836831 3.3493038 2000-2009 –> 2010-2019 2.6944794 1.5594462 2319.8835 360.308225 9 12
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 170 1.1360380 539.804999 150.739297 3.3557731 2000-2009 –> 2010-2019 2.6975764 1.5615384 2321.4553 406.316677 11 15
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + silicate 170 1.1077251 529.223972 59.224634 3.2660322 2000-2009 –> 2010-2019 2.7100900 1.6023649 2333.3413 186.089105 7 18
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate 170 1.1898274 553.533900 94.161823 3.5142664 2000-2009 –> 2010-2019 2.7667247 1.5768973 2342.4630 272.037011 22 28
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 170 1.1492691 541.741995 25.588549 3.1562213 2000-2009 –> 2010-2019 2.7686562 1.6193871 2355.8770 48.385311 15 29
Indian (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1447 0.8298686 3580.712276 719.869634 3.1804783 1982-1999 –> 2000-2009 1.5288935 0.6990248 7369.2859 1132.831815 1 2
Indian (28.1,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 1447 0.8797061 3747.491720 704.916101 3.0626305 1982-1999 –> 2000-2009 1.6520416 0.7723355 7888.9146 1116.736435 2 7
Indian (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1447 0.9253914 3896.011837 758.111958 4.0473283 1982-1999 –> 2000-2009 1.6903153 0.7649238 8005.1257 1463.682650 3 5
Indian (28.1,28.2] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1447 0.9258329 3895.391961 604.580667 4.0732034 1982-1999 –> 2000-2009 1.6930759 0.7672430 8013.2772 1308.352819 4 7
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1447 0.9299667 3908.284812 771.901002 4.1212746 1982-1999 –> 2000-2009 1.6997362 0.7697695 8037.8670 1106.476305 5 9
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1447 0.9337792 3922.124866 760.974973 4.1312486 1982-1999 –> 2000-2009 1.7074572 0.7736780 8071.7273 1130.214221 6 12
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1447 0.9357326 3926.172645 493.705006 4.1844293 1982-1999 –> 2000-2009 1.7099190 0.7741864 8076.1121 803.340993 8 15
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1447 0.9356892 3928.038386 913.328649 4.1507282 1982-1999 –> 2000-2009 1.7125067 0.7768175 8092.0495 1379.521978 7 15
Indian (28.1,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1447 0.9379371 3932.982637 546.044168 4.2057456 1982-1999 –> 2000-2009 1.7150052 0.7770681 8096.1414 894.724663 9 18
Indian (28.1,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1447 0.9690936 4027.553517 632.644969 3.8368193 1982-1999 –> 2000-2009 1.7734584 0.8043648 8313.5519 1009.763787 10 20
Indian (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 559 0.6819936 1172.475537 402.243891 2.9661975 2000-2009 –> 2010-2019 1.5118622 0.8298686 4753.1878 1122.113526 2 3
Indian (28.1,28.2] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 559 0.6896821 1183.008928 401.688717 3.0334520 2000-2009 –> 2010-2019 1.5693883 0.8797061 4930.5006 1106.604818 8 10
Indian (28.1,28.2] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 559 0.7009411 1201.112744 672.392603 3.4575052 2000-2009 –> 2010-2019 1.6267740 0.9258329 5096.5047 1276.973271 17 20
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 559 0.7063493 1209.705776 654.116932 3.4819882 2000-2009 –> 2010-2019 1.6420819 0.9357326 5135.8784 1147.821938 25 29
Indian (28.1,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 559 0.7062607 1209.565424 721.961871 3.4803629 2000-2009 –> 2010-2019 1.6441978 0.9379371 5142.5481 1268.006039 24 29
Indian (28.1,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 559 0.6848022 1175.070338 402.241721 3.0033391 2000-2009 –> 2010-2019 1.6538958 0.9690936 5202.6239 1034.886690 4 10
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 559 0.6815472 1171.743543 79.295843 3.4420708 2000-2009 –> 2010-2019 1.6860791 1.0045318 5305.2372 138.919163 1 8
Indian (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 559 0.6954435 1192.309476 25.164032 3.6536434 2000-2009 –> 2010-2019 1.7000156 1.0045722 5323.9193 54.486334 15 23
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 559 0.6832107 1174.468974 92.845711 3.4580085 2000-2009 –> 2010-2019 1.7100595 1.0268488 5371.5528 155.608170 3 15
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 559 0.7065025 1209.948120 21.407089 3.6622468 2000-2009 –> 2010-2019 1.7159932 1.0094907 5355.6929 46.015082 26 36
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2454 0.4443104 2996.624226 77.813464 1.6290408 1982-1999 –> 2000-2009 0.7806435 0.3363331 5351.8434 158.653758 6 7
Indian (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2454 0.4460802 3016.135386 416.391438 1.5932035 1982-1999 –> 2000-2009 0.7844252 0.3383450 5413.7587 1350.817121 15 17
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2454 0.4459892 3015.134297 726.444327 1.6049434 1982-1999 –> 2000-2009 0.7845841 0.3385948 5418.0055 876.603146 13 16
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2454 0.4459957 3015.205486 416.124706 1.6037807 1982-1999 –> 2000-2009 0.7846631 0.3386674 5419.6007 585.846128 14 18
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2454 0.4459646 3014.863265 533.453305 1.6079419 1982-1999 –> 2000-2009 0.7849659 0.3390013 5426.2647 728.275495 12 17
Indian (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2454 0.4456736 3011.659835 685.539802 1.6951820 1982-1999 –> 2000-2009 0.7871714 0.3414978 5475.2281 961.305480 8 14
Indian (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2454 0.4458455 3013.552096 882.622252 1.6984017 1982-1999 –> 2000-2009 0.7881498 0.3423043 5493.8929 1121.571734 10 17
Indian (28.2,28.3] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2454 0.4461791 3015.222885 363.501173 1.6126394 1982-1999 –> 2000-2009 0.7891697 0.3429906 5507.8050 943.216554 16 24
Indian (28.2,28.3] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2454 0.4462913 3016.456909 309.495391 1.6390816 1982-1999 –> 2000-2009 0.7918068 0.3455156 5561.1877 433.449719 19 28
Indian (28.2,28.3] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2454 0.4462686 3016.207670 182.293480 1.6355746 1982-1999 –> 2000-2009 0.7921228 0.3458542 5567.9030 315.841581 18 28
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 925 0.5546525 1548.621340 171.062505 3.5775727 2000-2009 –> 2010-2019 0.9920658 0.4374133 4468.4602 278.424664 3 8
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 925 0.5493167 1530.738046 159.497309 3.5040673 2000-2009 –> 2010-2019 0.9936271 0.4443104 4527.3623 237.310772 2 8
Indian (28.2,28.3] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 925 0.5612223 1570.405569 201.069100 3.6605471 2000-2009 –> 2010-2019 0.9976335 0.4364112 4478.9877 499.247439 4 5
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 925 0.5613091 1570.691651 190.379671 3.6587159 2000-2009 –> 2010-2019 0.9978196 0.4365105 4480.3904 331.555154 5 7
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 925 0.5616359 1571.768541 189.256988 3.6570590 2000-2009 –> 2010-2019 0.9982564 0.4366205 4482.7039 329.824668 6 9
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 925 0.5619698 1572.867928 188.707009 3.6573264 2000-2009 –> 2010-2019 0.9987338 0.4367641 4485.4169 328.733247 7 11
Indian (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 925 0.5636031 1578.237080 830.997328 3.4378136 2000-2009 –> 2010-2019 1.0082421 0.4446389 4578.4893 1395.524110 8 15
Indian (28.2,28.3] 4 cstar_tref ~ sal + aou + silicate + phosphate 925 0.5643890 1578.814877 189.954474 3.5266042 2000-2009 –> 2010-2019 1.0100711 0.4456821 4588.5683 282.393663 9 17
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 925 0.5692722 1596.752638 885.712706 3.1201381 2000-2009 –> 2010-2019 1.0152679 0.4459957 4611.9581 1301.837412 10 20
Indian (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 925 0.5694362 1597.285451 885.697577 3.1184957 2000-2009 –> 2010-2019 1.0155164 0.4460802 4613.4208 1302.089016 11 22
Indian (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2210 0.3663423 1847.200757 867.711282 1.5401905 1982-1999 –> 2000-2009 0.6026995 0.2363573 1737.6425 1828.416911 2 3
Indian (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2210 0.3669681 1854.745536 362.091970 1.5454835 1982-1999 –> 2000-2009 0.6037835 0.2368154 1755.3805 809.717309 3 5
Indian (28.3, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2210 0.3672707 1858.387920 231.344256 1.5501704 1982-1999 –> 2000-2009 0.6045872 0.2373165 1770.1502 525.469685 4 7
Indian (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2210 0.3673054 1858.805451 391.137022 1.5507095 1982-1999 –> 2000-2009 0.6048134 0.2375080 1774.8138 883.030089 5 9
Indian (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2210 0.3617455 1791.389007 242.816152 1.5108453 1982-1999 –> 2000-2009 0.6051416 0.2433961 1836.3072 534.190671 1 6
Indian (28.3, Inf] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 2210 0.3676449 1860.889990 211.382447 1.5513665 1982-1999 –> 2000-2009 0.6110530 0.2434081 1904.0672 480.342536 6 12
Indian (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2210 0.3679977 1867.129523 248.910058 1.4836782 1982-1999 –> 2000-2009 0.6317730 0.2637753 2335.3111 551.783925 7 16
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2210 0.3942865 2172.113761 58.172133 1.4663950 1982-1999 –> 2000-2009 0.6397438 0.2454573 2261.4213 148.009495 8 15
Indian (28.3, Inf] 4 cstar_tref ~ temp + aou + nitrate + silicate 2210 0.3983562 2215.501456 15.082500 1.5050791 1982-1999 –> 2000-2009 0.6438854 0.2455293 2304.3525 29.766217 9 17
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2210 0.4101401 2346.354528 58.673818 1.4008751 1982-1999 –> 2000-2009 0.6863728 0.2762327 3057.4500 151.931915 11 21
Indian (28.3, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1392 0.3584232 1107.826789 691.330875 2.0327468 2000-2009 –> 2010-2019 0.7256938 0.3672707 2966.2147 922.675131 1 3
Indian (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1392 0.3648649 1157.417982 709.158277 2.2230160 2000-2009 –> 2010-2019 0.7328627 0.3679977 3024.5475 958.068336 2 6
Indian (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1392 0.3811598 1279.054969 553.825498 2.3038639 2000-2009 –> 2010-2019 0.7429053 0.3617455 3070.4440 796.641651 4 5
Indian (28.3, Inf] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 1392 0.3988660 1403.467465 392.132257 2.2132289 2000-2009 –> 2010-2019 0.7665109 0.3676449 3264.3575 603.514704 15 18
Indian (28.3, Inf] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 1392 0.3705330 1198.334168 325.479588 2.1464323 2000-2009 –> 2010-2019 0.7794904 0.4089573 3529.9242 527.198917 3 10
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1392 0.3921989 1358.539385 182.157219 2.3910068 2000-2009 –> 2010-2019 0.8024493 0.4102504 3706.0831 263.667509 5 14
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1392 0.3926087 1361.446771 124.570639 2.3942075 2000-2009 –> 2010-2019 0.8027488 0.4101401 3707.8013 183.244457 7 15
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1392 0.3926659 1361.852276 85.727110 2.3943835 2000-2009 –> 2010-2019 0.8030609 0.4103950 3710.9528 144.700671 8 18
Indian (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1392 0.3927053 1362.131656 169.166524 2.3948182 2000-2009 –> 2010-2019 0.8033620 0.4106568 3714.0507 280.895437 9 20
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1392 0.4099535 1481.799987 73.641751 2.4957003 2000-2009 –> 2010-2019 0.8042400 0.3942865 3653.9137 131.813884 16 21
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2232 4.7319750 13286.727298 24.301781 27.9345379 1982-1999 –> 2000-2009 9.2193779 4.4874029 18270.9292 45.614504 1 2
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2232 5.1686305 13680.742616 30.887520 32.9068239 1982-1999 –> 2000-2009 9.7414455 4.5728151 18697.0356 52.346638 3 6
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2232 5.1634078 13676.229716 33.798988 32.7030138 1982-1999 –> 2000-2009 9.7522903 4.5888825 18698.4925 60.001181 2 6
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2232 5.2701051 13767.534199 39.140220 33.0468906 1982-1999 –> 2000-2009 9.7817760 4.5116708 18760.9158 69.678149 5 7
Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 2232 5.1780120 13686.837818 17.690949 33.6344202 1982-1999 –> 2000-2009 9.7925407 4.6145287 18716.5862 32.584625 4 9
Pacific (-Inf,26] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2232 5.5613291 14007.638518 38.814338 30.3157680 1982-1999 –> 2000-2009 10.8498616 5.2885326 19271.4224 69.485427 7 13
Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2232 5.2767334 13773.145064 110.036978 32.4688529 1982-1999 –> 2000-2009 10.9529392 5.6762058 19157.3321 263.203573 6 19
Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2232 5.8077390 14201.171725 34.918240 30.8646737 1982-1999 –> 2000-2009 11.4023442 5.5946053 19560.7134 62.005957 9 16
Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2232 5.8841849 14259.546944 32.007859 30.3976950 1982-1999 –> 2000-2009 11.5019829 5.6177980 19626.1298 56.789272 10 18
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2232 5.9202947 14286.857746 22.996302 20.4546491 1982-1999 –> 2000-2009 11.5504052 5.6301105 19657.1668 43.002167 11 21
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3336 3.9445467 18637.370544 34.210002 15.1244614 2000-2009 –> 2010-2019 8.6765217 4.7319750 31924.0978 58.511783 1 2
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3336 4.2159907 19081.395907 38.274465 16.7398788 2000-2009 –> 2010-2019 9.3793985 5.1634078 32757.6256 72.073453 3 5
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3336 4.2228183 19092.192219 36.042395 16.5770510 2000-2009 –> 2010-2019 9.3914487 5.1686305 32772.9348 66.929915 4 7
Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 3336 4.2407800 19118.511333 26.687684 15.4350359 2000-2009 –> 2010-2019 9.4187920 5.1780120 32805.3492 44.378633 5 9
Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3336 4.1503316 18976.669846 223.654623 16.0099026 2000-2009 –> 2010-2019 9.4270650 5.2767334 32749.8149 333.691601 2 8
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3336 4.3276425 19255.790996 43.442972 18.1432104 2000-2009 –> 2010-2019 9.5977477 5.2701051 33023.3252 82.583192 6 11
Pacific (-Inf,26] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3336 4.8530147 20020.249750 45.797032 27.3269299 2000-2009 –> 2010-2019 10.4143438 5.5613291 34027.8883 84.611370 7 14
Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3336 5.0000749 20219.427537 225.519337 23.7445889 2000-2009 –> 2010-2019 10.7146182 5.7145433 34348.3854 346.570159 9 17
Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3336 4.9815206 20194.623008 37.906676 28.9654707 2000-2009 –> 2010-2019 10.7892595 5.8077390 34395.7947 72.824916 8 17
Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3336 5.0009375 20220.578480 31.964957 29.1948028 2000-2009 –> 2010-2019 10.8851223 5.8841849 34480.1254 63.972816 10 20
Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2018 3.0924723 10297.362352 25.647919 14.0528253 1982-1999 –> 2000-2009 6.1187195 3.0262472 16414.8110 41.801425 2 6
Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2018 3.0838679 10286.117005 37.600891 14.4468495 1982-1999 –> 2000-2009 6.1333663 3.0494984 16422.0573 59.904914 1 6
Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2018 3.1415396 10360.897592 71.458888 13.2008790 1982-1999 –> 2000-2009 6.1387768 2.9972372 16455.0744 157.601290 3 6
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2018 3.1888109 10421.175647 79.868432 16.0310420 1982-1999 –> 2000-2009 6.2800223 3.0912114 16589.9395 169.640130 5 11
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2018 3.1882099 10420.414839 44.284369 16.8067038 1982-1999 –> 2000-2009 6.3219857 3.1337758 16622.2188 68.568775 4 13
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2018 3.1972101 10431.792319 45.954258 17.0236649 1982-1999 –> 2000-2009 6.3523614 3.1551513 16650.0199 70.415440 6 16
Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2018 3.4258112 10710.517252 299.517310 11.3771241 1982-1999 –> 2000-2009 6.3932804 2.9674692 16780.5788 679.783164 10 11
Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2018 3.4334516 10719.508544 691.855738 12.9531699 1982-1999 –> 2000-2009 6.4188385 2.9853868 16804.1141 1586.776243 11 13
Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2018 3.2821819 10535.655842 24.903132 16.0071223 1982-1999 –> 2000-2009 6.4443050 3.1621231 16757.2160 40.420249 8 19
Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 2018 3.3120746 10572.247694 69.791205 15.1461827 1982-1999 –> 2000-2009 6.4455593 3.1334847 16771.8272 153.829150 9 17
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2204 2.6023659 10484.584801 56.348117 17.0000624 2000-2009 –> 2010-2019 5.7911768 3.1888109 20905.7604 136.216549 2 7
Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2204 2.4017854 10131.025159 552.839862 13.2206916 2000-2009 –> 2010-2019 5.8352370 3.4334516 20850.5337 1244.695600 1 12
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2204 2.6927985 10635.162081 16.590499 17.9111512 2000-2009 –> 2010-2019 5.8810084 3.1882099 21055.5769 60.874868 3 7
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2204 2.7288846 10693.841253 16.594319 18.2504693 2000-2009 –> 2010-2019 5.9260948 3.1972101 21125.6336 62.548577 4 10
Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2204 3.0291446 11153.980456 19.387599 17.1043070 2000-2009 –> 2010-2019 6.1216169 3.0924723 21451.3428 45.035518 7 9
Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2204 3.0517154 11186.703605 19.387750 17.5819184 2000-2009 –> 2010-2019 6.1355832 3.0838679 21472.8206 56.988641 9 10
Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2204 2.9970739 11107.062566 52.113167 16.2792353 2000-2009 –> 2010-2019 6.1386135 3.1415396 21467.9602 123.572055 6 9
Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 2204 3.0710478 11212.539943 50.413980 17.2733248 2000-2009 –> 2010-2019 6.3831224 3.3120746 21784.7876 120.205185 10 19
Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2204 3.1018256 11256.496681 10.522216 18.0554767 2000-2009 –> 2010-2019 6.3840075 3.2821819 21792.1525 35.425348 11 19
Pacific (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 2204 3.1199702 11282.206877 11.236177 18.4257768 2000-2009 –> 2010-2019 6.4001021 3.2801318 21815.3410 42.319527 12 19
Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1745 2.6345791 8346.940323 826.184883 16.6213960 1982-1999 –> 2000-2009 4.2203220 1.5857429 12609.7212 1572.827223 1 2
Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1745 2.6560069 8373.210666 540.201838 15.0765089 1982-1999 –> 2000-2009 4.2882120 1.6322051 12699.2579 1071.944756 2 4
Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1745 2.7116397 8447.557209 195.259043 14.9379028 1982-1999 –> 2000-2009 4.3891996 1.6775600 12837.5474 362.693712 4 7
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1745 2.6828134 8410.257856 140.773973 13.0253391 1982-1999 –> 2000-2009 4.4020399 1.7192265 12855.6953 252.838481 3 7
Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 1745 2.7391363 8480.768390 133.037916 13.0191275 1982-1999 –> 2000-2009 4.4637513 1.7246149 12931.2780 238.758428 5 10
Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1745 2.7808990 8535.577591 40.388895 15.0785562 1982-1999 –> 2000-2009 4.5351410 1.7542421 13026.5820 64.598311 8 14
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1745 2.7486617 8494.883838 61.995128 13.2627331 1982-1999 –> 2000-2009 4.5397553 1.7910936 13032.8726 112.499440 6 14
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1745 2.7626839 8512.642666 64.909787 13.3268250 1982-1999 –> 2000-2009 4.5727345 1.8100506 13074.4256 117.652391 7 17
Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1745 2.7976043 8556.479872 57.761582 15.0753342 1982-1999 –> 2000-2009 4.5736078 1.7760035 13075.3473 88.675191 9 16
Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1745 2.8043713 8562.911500 27.176372 13.2161153 1982-1999 –> 2000-2009 4.5977730 1.7934017 13101.8107 44.155479 10 19
Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1984 2.5476427 9355.096654 512.804561 10.9780354 2000-2009 –> 2010-2019 5.1822218 2.6345791 17702.0370 1338.989444 1 2
Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1984 2.5758884 9396.847853 434.531289 10.6349544 2000-2009 –> 2010-2019 5.2318953 2.6560069 17770.0585 974.733126 3 5
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1984 2.5707058 9390.856213 97.774799 9.4017969 2000-2009 –> 2010-2019 5.2535191 2.6828134 17801.1141 238.548771 2 5
Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1984 2.6486587 9509.391847 113.038496 10.8766322 2000-2009 –> 2010-2019 5.3602984 2.7116397 17956.9491 308.297539 5 9
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1984 2.6368713 9491.693510 30.612452 10.0104421 2000-2009 –> 2010-2019 5.3855330 2.7486617 17986.5773 92.607580 4 10
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1984 2.6507606 9512.539449 31.331617 10.1011572 2000-2009 –> 2010-2019 5.4134445 2.7626839 18025.1821 96.241405 6 13
Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 1984 2.6787909 9552.278560 90.684258 10.5108170 2000-2009 –> 2010-2019 5.4179273 2.7391363 18033.0470 223.722174 7 12
Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1984 2.6993863 9584.669137 13.673964 11.0916684 2000-2009 –> 2010-2019 5.4802853 2.7808990 18120.2467 54.062858 8 16
Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1984 2.7100929 9600.376332 18.945051 11.1986686 2000-2009 –> 2010-2019 5.5076972 2.7976043 18156.8562 76.706633 9 18
Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1984 2.7327270 9631.378521 11.694529 10.5039769 2000-2009 –> 2010-2019 5.5370983 2.8043713 18194.2900 38.870901 10 20
Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2370 2.8178635 11650.308979 708.706788 11.1611659 1982-1999 –> 2000-2009 4.9692130 2.1513495 17502.7194 1301.011356 2 4
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2370 2.8880173 11766.871516 196.808013 13.8032804 1982-1999 –> 2000-2009 4.9956524 2.1076351 17564.4289 434.741113 5 6
Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2370 2.7571635 11547.088213 142.021453 11.9275692 1982-1999 –> 2000-2009 5.0562986 2.2991350 17577.0201 280.400175 1 5
Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2370 3.0570555 12034.492044 708.695017 12.1888623 1982-1999 –> 2000-2009 5.2862377 2.2291822 17979.8640 1295.560873 13 16
Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2370 2.8238127 11660.305651 38.381225 12.5651531 1982-1999 –> 2000-2009 5.3041165 2.4803039 17892.9037 75.095582 3 11
Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2370 2.8333707 11676.322485 55.477675 12.5676654 1982-1999 –> 2000-2009 5.3386530 2.5052823 17935.6948 104.855035 4 14
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2370 3.0211346 11980.466526 136.347342 14.6805855 1982-1999 –> 2000-2009 5.3893829 2.3682483 18089.5366 309.685562 11 16
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2370 3.0341620 12000.861814 155.511071 14.6272123 1982-1999 –> 2000-2009 5.4392444 2.4050824 18151.1705 353.477887 12 18
Pacific (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2370 3.0087076 11958.928976 494.224368 12.0929031 1982-1999 –> 2000-2009 5.5043113 2.4956037 18205.9587 942.944778 9 18
Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2370 3.1253336 12139.193057 141.249368 14.0398105 1982-1999 –> 2000-2009 5.5554695 2.4301359 18315.1917 278.965626 20 27
Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2423 2.7971195 11874.723883 133.903084 17.0994037 2000-2009 –> 2010-2019 5.5542830 2.7571635 23421.8121 275.924536 1 2
Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2423 2.8142083 11899.332837 644.259567 15.1801721 2000-2009 –> 2010-2019 5.6320718 2.8178635 23549.6418 1352.966355 2 4
Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2423 2.8503670 11961.175216 25.374685 17.8369032 2000-2009 –> 2010-2019 5.6741797 2.8238127 23621.4809 63.755911 3 6
Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2423 2.8574781 11973.244937 37.085029 17.8744584 2000-2009 –> 2010-2019 5.6908488 2.8333707 23649.5674 92.562704 4 8
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2423 3.0069387 12225.246691 230.657111 19.6821190 2000-2009 –> 2010-2019 5.8949561 2.8880173 23992.1182 427.465124 8 13
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2423 2.9870133 12188.001395 49.085113 15.2603769 2000-2009 –> 2010-2019 5.9460706 2.9590574 24070.0574 118.297141 6 12
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2423 2.9518569 12135.653308 155.165862 11.6458924 2000-2009 –> 2010-2019 5.9481253 2.9962685 24076.9447 282.651074 5 13
Pacific (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2423 3.0061920 12217.003892 481.122089 11.9642163 2000-2009 –> 2010-2019 6.0148996 3.0087076 24175.9329 975.346457 7 16
Pacific (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2423 3.0474543 12283.039356 12.319984 15.7125286 2000-2009 –> 2010-2019 6.0333659 2.9859116 24205.9181 31.614091 12 19
Pacific (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 2423 3.0331171 12265.253280 104.071577 12.7857438 2000-2009 –> 2010-2019 6.0488299 3.0157128 24235.2056 204.461909 11 21
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3279 2.5995042 15584.392280 218.019815 11.1021927 1982-1999 –> 2000-2009 4.6210949 2.0215907 22501.8134 481.329834 2 3
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3279 2.6560385 15725.487487 96.063984 11.5164507 1982-1999 –> 2000-2009 4.6988674 2.0428290 22676.8949 213.741836 6 8
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3279 2.6595351 15734.115239 109.133297 11.5259060 1982-1999 –> 2000-2009 4.7100487 2.0505136 22697.7330 243.079023 7 10
Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3279 2.6181362 15631.229233 147.259476 10.6240636 1982-1999 –> 2000-2009 4.8109713 2.1928351 22813.0723 301.118707 4 8
Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3279 2.5742378 15520.338788 641.787840 9.7373045 1982-1999 –> 2000-2009 4.8178600 2.2436222 22776.6408 1238.506379 1 11
Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3279 2.6274252 15652.455487 144.007811 10.9153026 1982-1999 –> 2000-2009 4.8230788 2.1956536 22836.4758 291.686260 5 10
Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3279 2.6064916 15599.996311 639.127253 10.2699113 1982-1999 –> 2000-2009 4.8721320 2.2656404 22886.0569 1199.211935 3 14
Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3279 2.6782305 15780.053968 22.573032 11.2029021 1982-1999 –> 2000-2009 4.8965080 2.2182775 22999.4112 45.872666 8 14
Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3279 2.6797893 15781.869875 22.571385 11.3212887 1982-1999 –> 2000-2009 4.8980949 2.2183056 22999.2683 43.716478 9 16
Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3279 2.6804214 15785.416487 32.462157 11.2022963 1982-1999 –> 2000-2009 4.9033480 2.2229266 23011.5823 65.108402 10 18
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3433 2.1589687 15040.716072 376.265367 12.4916244 2000-2009 –> 2010-2019 4.7584729 2.5995042 30625.1084 594.285182 1 3
Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3433 2.2760829 15403.414482 697.576484 10.0464285 2000-2009 –> 2010-2019 4.8503207 2.5742378 30923.7533 1339.364325 4 5
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3433 2.2331783 15272.753785 117.248200 12.9520485 2000-2009 –> 2010-2019 4.8892168 2.6560385 30998.2413 213.312185 2 8
Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3433 2.2846486 15427.205215 694.420353 10.5483110 2000-2009 –> 2010-2019 4.8911402 2.6064916 31027.2015 1333.547606 5 8
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3433 2.2389201 15290.384415 133.995036 12.9385263 2000-2009 –> 2010-2019 4.8984552 2.6595351 31024.4997 243.128333 3 10
Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3433 2.3103627 15506.051349 162.720920 11.2141993 2000-2009 –> 2010-2019 4.9284989 2.6181362 31137.2806 309.980396 6 10
Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3433 2.3107126 15505.091164 161.613916 11.1443890 2000-2009 –> 2010-2019 4.9381378 2.6274252 31157.5467 305.621727 7 12
Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3433 2.3605137 15653.496937 20.732854 11.8913566 2000-2009 –> 2010-2019 5.0387442 2.6782305 31433.5509 43.305885 10 18
Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3433 2.3619096 15657.556014 31.128945 11.8798500 2000-2009 –> 2010-2019 5.0423310 2.6804214 31442.9725 63.591102 11 21
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3433 2.3437693 15604.619246 37.066709 11.2155453 2000-2009 –> 2010-2019 5.0442334 2.7004641 31438.8903 91.595784 8 20
Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4360 2.2984265 19644.144086 99.582924 8.1540604 1982-1999 –> 2000-2009 4.4518333 2.1534068 30378.2374 198.940891 1 3
Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4360 2.3469494 19826.318665 37.763047 8.1562644 1982-1999 –> 2000-2009 4.5399032 2.1929538 30649.6563 69.824533 2 5
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4360 2.4146641 20074.348901 24.709710 9.1241806 1982-1999 –> 2000-2009 4.5665613 2.1518972 30805.0032 42.512175 4 5
Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4360 2.3707947 19914.467993 39.670953 8.1605327 1982-1999 –> 2000-2009 4.5766247 2.2058300 30766.5159 73.427728 3 8
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4360 2.4874652 20333.367974 472.704066 9.8574969 1982-1999 –> 2000-2009 4.6892838 2.2018186 31176.4896 1145.368953 5 9
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4360 2.5224059 20455.002878 52.418115 9.8915308 1982-1999 –> 2000-2009 4.7461061 2.2237002 31346.6196 105.755379 7 13
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4360 2.5234686 20458.675671 57.839687 9.8819388 1982-1999 –> 2000-2009 4.7494705 2.2260019 31355.3659 116.803874 8 16
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4360 2.5217512 20452.739308 327.384468 9.2552312 1982-1999 –> 2000-2009 4.8363018 2.3145506 31540.7269 828.964711 6 20
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4360 2.5331277 20491.989841 59.368668 9.3095601 1982-1999 –> 2000-2009 4.8531827 2.3200550 31591.6261 123.788230 9 24
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4360 2.5354523 20499.988057 43.136316 9.1536845 1982-1999 –> 2000-2009 4.8596712 2.3242189 31608.4179 79.615537 11 27
Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4497 2.4122732 20695.775599 95.036987 14.5204359 2000-2009 –> 2010-2019 4.7106997 2.2984265 40339.9197 194.619911 4 5
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4497 2.3787926 20570.071188 19.457215 17.3658207 2000-2009 –> 2010-2019 4.7934568 2.4146641 40644.4201 44.166925 1 5
Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4497 2.4584059 20866.154233 28.301707 14.4718633 2000-2009 –> 2010-2019 4.8053553 2.3469494 40692.4729 66.064754 11 13
Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4497 2.4895730 20979.461373 29.216988 14.4585535 2000-2009 –> 2010-2019 4.8603677 2.3707947 40893.9294 68.887941 15 18
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4497 2.3819702 20582.077213 748.413226 18.1834024 2000-2009 –> 2010-2019 4.8694354 2.4874652 40915.4452 1221.117292 2 7
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4497 2.4187573 20719.918750 68.560842 18.5616176 2000-2009 –> 2010-2019 4.9411632 2.5224059 41174.9216 120.978957 5 12
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4497 2.4196651 20723.293576 76.325331 18.5660333 2000-2009 –> 2010-2019 4.9431336 2.5234686 41181.9692 134.165018 6 14
Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4497 2.4262228 20745.636024 14.872593 18.4937109 2000-2009 –> 2010-2019 4.9603435 2.5341206 41239.0432 37.723106 8 18
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4497 2.5468259 21183.954578 31.653526 14.3331817 2000-2009 –> 2010-2019 5.0822781 2.5354523 41683.9426 74.789842 16 27
Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4497 2.3988397 20645.549672 229.613439 16.9153870 2000-2009 –> 2010-2019 5.0957245 2.6968848 41683.7825 475.991772 3 21
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4904 1.7390826 19358.282052 70.169033 8.4090558 1982-1999 –> 2000-2009 3.6482485 1.9091659 29832.5055 128.682967 1 3
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4904 1.7427492 19378.938647 70.176541 8.3768421 1982-1999 –> 2000-2009 3.6521594 1.9094102 29853.8103 127.364995 2 6
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4904 1.7455398 19394.631516 650.290260 8.2939465 1982-1999 –> 2000-2009 3.6548640 1.9093241 29869.2748 1520.054313 3 6
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4904 1.8079805 19739.349355 65.749545 7.6780911 1982-1999 –> 2000-2009 3.7193868 1.9114063 30219.5120 114.394089 4 9
Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + silicate 4904 1.8082809 19738.979024 56.620960 7.6977996 1982-1999 –> 2000-2009 3.7197159 1.9114350 30217.2179 93.581697 5 11
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4904 1.9274356 20366.864792 50.172536 7.8410404 1982-1999 –> 2000-2009 3.8355493 1.9081137 30838.2967 83.318016 6 7
Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 4904 1.9712076 20585.112569 38.452380 8.2364084 1982-1999 –> 2000-2009 3.8856244 1.9144168 31071.2448 64.128289 7 14
Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4904 2.0943493 21181.443514 45.777009 8.3663100 1982-1999 –> 2000-2009 4.0293991 1.9350498 31723.8620 77.549969 8 16
Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4904 2.1151539 21278.392415 43.702217 8.4209627 1982-1999 –> 2000-2009 4.0526208 1.9374669 31827.1326 74.078668 9 18
Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4904 2.1924416 21630.384325 164.333576 8.7326140 1982-1999 –> 2000-2009 4.1580960 1.9656544 32252.2679 320.697840 11 22
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4909 2.0655812 21067.229927 73.440315 9.8999275 2000-2009 –> 2010-2019 3.8046638 1.7390826 40425.5120 143.609347 1 2
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4909 2.0685962 21081.550315 73.437819 9.9429843 2000-2009 –> 2010-2019 3.8113454 1.7427492 40460.4890 143.614360 2 4
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4909 2.0703312 21089.781268 501.121877 9.9691341 2000-2009 –> 2010-2019 3.8158710 1.7455398 40484.4128 1151.412137 3 6
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4909 2.1100145 21276.188150 60.458494 10.4496107 2000-2009 –> 2010-2019 3.9179950 1.8079805 41015.5375 126.208039 4 8
Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + silicate 4909 2.1102329 21275.204644 57.399253 10.4253348 2000-2009 –> 2010-2019 3.9185139 1.8082809 41014.1837 114.020213 5 10
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4909 2.2131111 21744.550499 49.376666 11.7126791 2000-2009 –> 2010-2019 4.1405467 1.9274356 42111.4153 99.549201 6 12
Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 4909 2.2490062 21900.513852 35.383336 12.5262899 2000-2009 –> 2010-2019 4.2202138 1.9712076 42485.6264 73.835717 7 14
Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4909 2.2924861 22090.513376 43.022763 12.8193514 2000-2009 –> 2010-2019 4.3868354 2.0943493 43271.9569 88.799772 8 16
Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4909 2.3105831 22167.712804 40.876030 13.0713407 2000-2009 –> 2010-2019 4.4257370 2.1151539 43446.1052 84.578247 9 18
Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4909 2.3476035 22323.770675 165.800239 13.5851346 2000-2009 –> 2010-2019 4.5400451 2.1924416 43954.1550 330.133815 10 21
Pacific (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1861 1.4589510 6701.154432 89.746058 7.1747170 1982-1999 –> 2000-2009 3.0865930 1.6276420 10515.8598 262.822111 5 6
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1861 1.4534541 6687.104591 49.821422 7.4487441 1982-1999 –> 2000-2009 3.0901913 1.6367372 10512.9213 103.799765 2 5
Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1861 1.4613064 6707.158547 97.138186 7.1537342 1982-1999 –> 2000-2009 3.0921968 1.6308904 10525.8394 296.479354 6 8
Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1861 1.4632477 6712.099895 471.477105 7.2457196 1982-1999 –> 2000-2009 3.1116037 1.6483560 10552.0215 1026.303159 7 12
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1861 1.4545171 6689.825749 134.166962 7.1821236 1982-1999 –> 2000-2009 3.1118284 1.6573113 10540.5512 374.922630 3 11
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1861 1.4528645 6685.594452 81.498594 7.3058556 1982-1999 –> 2000-2009 3.1121061 1.6592416 10538.6410 241.894364 1 10
Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + silicate 1861 1.4584302 6697.825667 48.223398 7.1030317 1982-1999 –> 2000-2009 3.1185478 1.6601176 10549.9246 96.255223 4 15
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1861 1.4662933 6719.838849 86.377223 7.6769200 1982-1999 –> 2000-2009 3.1218689 1.6555756 10568.4749 154.579445 10 16
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1861 1.4665188 6720.411196 84.612423 7.6856145 1982-1999 –> 2000-2009 3.1229323 1.6564134 10570.0561 148.733065 11 18
Pacific (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1861 1.4783083 6748.213015 44.725369 7.1076449 1982-1999 –> 2000-2009 3.1251107 1.6468025 10584.2544 92.754358 17 21
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1825 1.6762101 7078.479671 130.178761 7.4492124 2000-2009 –> 2010-2019 3.1307272 1.4545171 13768.3054 264.345723 3 6
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1825 1.6793721 7085.358570 74.805673 7.1567837 2000-2009 –> 2010-2019 3.1322366 1.4528645 13770.9530 156.304268 6 7
Pacific (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1825 1.6767926 7079.747832 81.521593 7.3452485 2000-2009 –> 2010-2019 3.1357436 1.4589510 13780.9023 171.267651 5 10
Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1825 1.6760979 7078.235446 85.541110 7.4576478 2000-2009 –> 2010-2019 3.1374043 1.4613064 13785.3940 182.679295 2 8
Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1825 1.6759889 7077.998083 409.561285 7.4893314 2000-2009 –> 2010-2019 3.1392367 1.4632477 13790.0980 881.038390 1 8
Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1825 1.6762270 7076.516556 85.535435 7.4373893 2000-2009 –> 2010-2019 3.1409676 1.4647406 13790.4118 181.717610 4 12
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1825 1.6890763 7106.389255 51.577635 6.9029764 2000-2009 –> 2010-2019 3.1425304 1.4534541 13793.4938 101.399057 8 10
Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + silicate 1825 1.6928511 7112.537276 50.175263 7.1938898 2000-2009 –> 2010-2019 3.1512813 1.4584302 13810.3629 98.398661 11 15
Pacific (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 1825 1.6832498 7091.776844 73.506987 7.3312508 2000-2009 –> 2010-2019 3.1557683 1.4725184 13825.3839 154.413574 7 18
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1825 1.6995090 7128.864304 117.450478 7.2992430 2000-2009 –> 2010-2019 3.1658023 1.4662933 13848.7032 203.827701 13 22
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2168 1.3387411 7431.457553 61.306847 5.4337605 1982-1999 –> 2000-2009 2.6441736 1.3054325 11106.3048 128.992409 5 6
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2168 1.3392605 7433.139270 62.818982 5.4406134 1982-1999 –> 2000-2009 2.6457290 1.3064686 11109.7096 131.519901 6 8
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2168 1.3413392 7439.864139 674.561530 5.4692561 1982-1999 –> 2000-2009 2.6557038 1.3143646 11129.5222 1485.527173 7 10
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2168 1.2899557 7270.497142 262.819675 4.4084927 1982-1999 –> 2000-2009 2.6664269 1.3764712 11060.4358 743.936829 1 9
Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2168 1.3449624 7451.560722 334.931329 4.3246921 1982-1999 –> 2000-2009 2.7000136 1.3550512 11207.4341 987.686659 8 14
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2168 1.3232522 7380.998620 218.317506 6.6607559 1982-1999 –> 2000-2009 2.7095108 1.3862586 11186.3266 713.435507 2 11
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2168 1.3807150 7565.317487 50.709737 4.6117354 1982-1999 –> 2000-2009 2.7127543 1.3320393 11283.9885 112.703226 12 16
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2168 1.3254205 7388.097830 224.219428 6.7182094 1982-1999 –> 2000-2009 2.7184084 1.3929879 11203.9438 726.707650 3 14
Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2168 1.3816036 7566.107054 10.669083 4.4977171 1982-1999 –> 2000-2009 2.7249646 1.3433611 11301.1611 28.362120 13 18
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2168 1.3274193 7394.631649 569.518049 6.7575117 1982-1999 –> 2000-2009 2.7305936 1.4031743 11226.3030 1241.720131 4 16
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2332 1.3907514 8170.322462 387.995804 6.5515519 2000-2009 –> 2010-2019 2.6807070 1.2899557 15440.8196 650.815478 4 5
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2332 1.3674459 8091.503267 298.786865 8.2822549 2000-2009 –> 2010-2019 2.6906981 1.3232522 15472.5019 517.104371 1 3
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2332 1.3694589 8098.363994 318.818736 8.3573252 2000-2009 –> 2010-2019 2.6948794 1.3254205 15486.4618 543.038164 2 5
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2332 1.3711970 8104.279931 811.891033 8.4098480 2000-2009 –> 2010-2019 2.6986163 1.3274193 15498.9116 1381.409082 3 7
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2332 1.4444883 8347.139429 111.479051 7.5747043 2000-2009 –> 2010-2019 2.7832295 1.3387411 15778.5970 172.785898 6 11
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2332 1.4448859 8348.422999 118.225759 7.5836831 2000-2009 –> 2010-2019 2.7841464 1.3392605 15781.5623 181.044740 7 13
Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2332 1.4534896 8376.112673 301.865297 6.4796453 2000-2009 –> 2010-2019 2.7992460 1.3457564 15830.2323 517.564921 10 18
Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2332 1.4615842 8402.014723 395.717204 6.6409121 2000-2009 –> 2010-2019 2.8065466 1.3449624 15853.5754 730.648533 12 19
Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate 2332 1.4622965 8402.287319 216.688278 6.6662558 2000-2009 –> 2010-2019 2.8089340 1.3466375 15857.2448 369.381053 13 22
Pacific (27.85,27.95] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2332 1.4748171 8444.051951 273.800642 6.6195306 2000-2009 –> 2010-2019 2.8453401 1.3705230 15977.2438 468.254377 14 24
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2420 1.0886111 7292.591518 428.951617 4.9885666 1982-1999 –> 2000-2009 2.1733040 1.0846928 11087.1847 996.911946 1 5
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2420 1.1565672 7585.671052 460.762904 4.4629863 1982-1999 –> 2000-2009 2.2279470 1.0713798 11349.1435 1008.515307 5 6
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2420 1.1564313 7585.102483 60.420823 4.4168702 1982-1999 –> 2000-2009 2.2291295 1.0726982 11351.6739 141.083579 4 6
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2420 1.1564106 7585.015691 60.374400 4.4183226 1982-1999 –> 2000-2009 2.2293519 1.0729412 11352.1581 142.301911 3 6
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 2420 1.1394505 7511.505783 327.105766 5.9319517 1982-1999 –> 2000-2009 2.2381279 1.0986774 11336.3808 677.457118 2 8
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2420 1.1888648 7718.977360 51.612886 4.3969665 1982-1999 –> 2000-2009 2.2766780 1.0878131 11520.8093 118.169660 6 11
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2420 1.2349708 7901.131386 9.783370 4.3657355 1982-1999 –> 2000-2009 2.3918920 1.1569212 11856.1777 23.258578 7 16
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 2420 1.2435278 7934.551685 402.087492 5.5646906 1982-1999 –> 2000-2009 2.4064047 1.1628769 11902.5373 841.654260 10 20
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2420 1.2430112 7932.540595 11.372086 5.5066131 1982-1999 –> 2000-2009 2.4067655 1.1637544 11902.4270 27.694601 9 20
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2420 1.2427988 7931.713756 11.849110 5.4792255 1982-1999 –> 2000-2009 2.4068803 1.1640815 11902.3084 29.084242 8 20
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3278 1.1600924 10290.125036 617.248737 4.8110302 2000-2009 –> 2010-2019 2.2487036 1.0886111 17582.7166 1046.200355 1 2
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 3278 1.2227620 10633.052667 569.205521 5.1926354 2000-2009 –> 2010-2019 2.3622125 1.1394505 18144.5585 896.311287 5 7
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3278 1.2081523 10556.249373 121.384765 4.7718440 2000-2009 –> 2010-2019 2.3645629 1.1564106 18141.2651 181.759165 2 5
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3278 1.2082164 10556.596842 127.455387 4.7711632 2000-2009 –> 2010-2019 2.3646477 1.1564313 18141.6993 187.876210 3 7
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3278 1.2085306 10558.302054 659.903864 4.7652296 2000-2009 –> 2010-2019 2.3650979 1.1565672 18143.9731 1120.666768 4 9
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3278 1.2234678 10638.836186 116.838386 4.6674948 2000-2009 –> 2010-2019 2.4123327 1.1888648 18357.8135 168.451273 6 12
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3278 1.2379333 10713.895315 19.085846 4.3990302 2000-2009 –> 2010-2019 2.4729041 1.2349708 18615.0267 28.869217 7 14
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3278 1.2665638 10863.793386 25.245988 5.1461667 2000-2009 –> 2010-2019 2.5093626 1.2427988 18795.5071 37.095098 8 16
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3278 1.2672134 10867.154925 23.609255 5.1687299 2000-2009 –> 2010-2019 2.5102245 1.2430112 18799.6955 34.981341 9 18
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 3278 1.2683169 10872.861456 622.781912 5.2025733 2000-2009 –> 2010-2019 2.5118446 1.2435278 18807.4131 1024.869403 10 20
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1449 1.0083301 4150.124489 404.332051 9.5466612 1982-1999 –> 2000-2009 2.3220618 1.3137317 6948.8442 760.673173 1 3
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1449 1.0116778 4159.730104 67.138407 9.5181004 1982-1999 –> 2000-2009 2.3263294 1.3146516 6959.6020 176.082299 2 8
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1449 1.0122461 4161.357445 71.385517 9.5094690 1982-1999 –> 2000-2009 2.3267399 1.3144938 6961.0317 183.701287 3 8
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1449 1.0191959 4181.186384 48.182454 9.3473179 1982-1999 –> 2000-2009 2.3315049 1.3123090 6978.1225 122.955496 4 5
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1449 1.0310954 4214.825777 428.312336 8.7575987 1982-1999 –> 2000-2009 2.3449908 1.3138954 7013.7505 845.983036 5 8
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1449 1.0584240 4288.635228 17.092434 7.8726919 1982-1999 –> 2000-2009 2.3896069 1.3311829 7107.0759 46.913909 7 18
Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + silicate 1449 1.1134712 4435.567679 427.909501 7.3409824 1982-1999 –> 2000-2009 2.4347177 1.3212465 7241.6759 842.016396 8 18
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 1449 1.0440074 4248.890865 248.697610 9.7184039 1982-1999 –> 2000-2009 2.4476922 1.4036848 7154.6235 551.573048 6 19
Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 1449 1.1401202 4504.109405 395.258531 7.1059026 1982-1999 –> 2000-2009 2.4557525 1.3156323 7303.2086 751.385043 13 20
Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1449 1.1485942 4525.569240 67.135557 6.9490607 1982-1999 –> 2000-2009 2.4647275 1.3161333 7325.2951 173.691150 14 23
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1828 1.1539471 5725.135672 459.380637 4.8819050 2000-2009 –> 2010-2019 2.1622772 1.0083301 9875.2602 863.712688 4 5
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1828 1.1538228 5724.742007 156.760329 4.8844856 2000-2009 –> 2010-2019 2.1655006 1.0116778 9884.4721 223.898736 2 4
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1828 1.1538259 5724.751786 161.516756 4.8846880 2000-2009 –> 2010-2019 2.1660720 1.0122461 9886.1092 232.902273 3 6
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1828 1.1535956 5724.022125 115.398388 4.8711118 2000-2009 –> 2010-2019 2.1727915 1.0191959 9905.2085 163.580842 1 5
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1828 1.1673064 5767.218419 463.293536 4.6090232 2000-2009 –> 2010-2019 2.1984019 1.0310954 9982.0442 891.605872 6 11
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1828 1.1542652 5724.143392 21.107230 4.9532429 2000-2009 –> 2010-2019 2.2126892 1.0584240 10012.7786 38.199664 5 12
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 1828 1.2541572 6027.590938 391.908702 5.6179852 2000-2009 –> 2010-2019 2.2981646 1.0440074 10276.4818 640.606313 7 13
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1828 1.3025219 6165.928380 448.108641 5.2825449 2000-2009 –> 2010-2019 2.4305528 1.1280309 10639.1446 805.446258 10 20
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1828 1.3022188 6165.077702 19.829872 5.2880557 2000-2009 –> 2010-2019 2.4338720 1.1316532 10647.5850 35.546311 9 20
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1828 1.3019980 6164.457585 19.916346 5.2892554 2000-2009 –> 2010-2019 2.4352381 1.1332401 10651.0259 35.697724 8 20
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3445 0.9398843 9363.316903 27.308130 6.0905277 1982-1999 –> 2000-2009 2.2999012 1.3600169 15858.3563 72.930553 4 6
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3445 0.9363461 9337.330544 255.399010 6.1228264 1982-1999 –> 2000-2009 2.3019719 1.3656258 15847.8202 445.496511 1 8
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3445 0.9391134 9357.663588 36.542761 6.1025082 1982-1999 –> 2000-2009 2.3046427 1.3655292 15867.8878 97.401184 2 8
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3445 0.9394236 9359.938993 41.731845 6.0986310 1982-1999 –> 2000-2009 2.3046535 1.3652299 15869.3401 102.722089 3 8
Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3445 0.9546100 9468.429394 8.295958 5.5668801 1982-1999 –> 2000-2009 2.3430154 1.3884054 16039.0218 19.508714 5 31
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3445 1.0121175 9873.474559 222.417967 4.1361303 1982-1999 –> 2000-2009 2.3786674 1.3665499 16386.5036 430.478899 6 14
Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3445 1.0415102 10070.714888 619.562861 6.8560543 1982-1999 –> 2000-2009 2.3993457 1.3578355 16559.7284 1617.931182 7 8
Pacific (28.1,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 3445 1.0489644 10117.851641 255.313191 6.9716494 1982-1999 –> 2000-2009 2.4182295 1.3692651 16636.3321 445.121084 8 20
Pacific (28.1,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 3445 1.0567563 10168.843123 29.749415 6.8779065 1982-1999 –> 2000-2009 2.4257990 1.3690426 16686.7136 72.544618 9 20
Pacific (28.1,28.2] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 3445 1.0589979 10183.442357 34.246787 6.8714563 1982-1999 –> 2000-2009 2.4276801 1.3686822 16700.3244 80.262898 10 20
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3787 0.9499931 10372.490362 444.223409 4.8347782 2000-2009 –> 2010-2019 1.8863393 0.9363461 19709.8209 699.622420 2 3
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3787 0.9492479 10366.546820 86.858212 4.7742045 2000-2009 –> 2010-2019 1.8891323 0.9398843 19729.8637 114.166342 1 5
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3787 0.9520841 10389.142747 103.604008 4.8302468 2000-2009 –> 2010-2019 1.8911976 0.9391134 19746.8063 140.146769 4 6
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3787 0.9519486 10388.064627 103.648638 4.8275381 2000-2009 –> 2010-2019 1.8913722 0.9394236 19748.0036 145.380483 3 6
Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3787 0.9559795 10418.068167 24.230108 4.9636574 2000-2009 –> 2010-2019 1.9105895 0.9546100 19886.4976 32.526066 5 10
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3787 0.9697002 10528.001137 370.277782 4.2378460 2000-2009 –> 2010-2019 1.9818177 1.0121175 20401.4757 592.695749 6 12
Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + silicate + phosphate 3787 1.1008331 11486.654024 397.924729 4.7575555 2000-2009 –> 2010-2019 2.2095426 1.1087095 21986.1657 593.608967 9 26
Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate 3787 1.0874306 11393.875266 103.513068 4.1295883 2000-2009 –> 2010-2019 2.2233077 1.1358771 22060.1833 137.351903 8 29
Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + nitrate + silicate 3787 1.0850757 11377.455650 85.880213 4.0922132 2000-2009 –> 2010-2019 2.2259402 1.1408645 22073.9498 111.121242 7 33
Pacific (28.1,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 3787 1.1848956 12044.005158 429.991487 5.3907177 2000-2009 –> 2010-2019 2.2338600 1.0489644 22161.8568 685.304678 25 32
Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 8706 0.4791546 11909.992850 429.429497 4.9767412 1982-1999 –> 2000-2009 1.4639850 0.9848304 24615.8204 1129.039110 1 4
Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 8706 0.4941102 12445.156610 304.394789 4.4867944 1982-1999 –> 2000-2009 1.4948983 1.0007881 25296.3218 967.573877 2 14
Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8706 0.5104163 13010.491129 457.317533 6.7724677 1982-1999 –> 2000-2009 1.4968840 0.9864677 25731.3387 1228.946435 3 7
Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8706 0.5138030 13125.639805 368.397347 6.7975105 1982-1999 –> 2000-2009 1.4982733 0.9844703 25828.1606 1179.160386 4 6
Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8706 0.5160261 13200.814625 315.083502 6.8462199 1982-1999 –> 2000-2009 1.5036344 0.9876083 25932.1114 1063.312560 5 11
Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 8706 0.5255181 13516.188657 418.553408 7.3845519 1982-1999 –> 2000-2009 1.5126232 0.9871050 26240.8763 1116.795258 6 11
Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 8706 0.5569184 14528.679134 397.689151 4.3309701 1982-1999 –> 2000-2009 1.5370161 0.9800977 27190.9498 1289.601810 15 16
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 8706 0.5358937 13858.613477 10.829635 6.1186844 1982-1999 –> 2000-2009 1.5614949 1.0256012 26931.2285 24.895039 7 21
Pacific (28.2,28.3] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 8706 0.5649795 14776.899981 286.704628 6.9421044 1982-1999 –> 2000-2009 1.5662193 1.0012399 27630.1460 948.127500 17 30
Pacific (28.2,28.3] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 8706 0.5425478 14071.483158 4.512055 6.8529210 1982-1999 –> 2000-2009 1.5681700 1.0256223 27142.2835 12.256721 8 23
Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 11796 0.5854282 20858.165508 619.122312 4.2537512 2000-2009 –> 2010-2019 1.0645828 0.4791546 32768.1584 1048.551809 1 2
Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 11796 0.5902909 21053.316330 572.520708 3.9272808 2000-2009 –> 2010-2019 1.0844012 0.4941102 33498.4729 876.915498 2 4
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 11796 0.6195191 22193.472314 23.630059 5.0952548 2000-2009 –> 2010-2019 1.1554128 0.5358937 36052.0858 34.459694 8 15
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 11796 0.6182217 22144.013846 204.403837 5.0121265 2000-2009 –> 2010-2019 1.1626891 0.5444674 36278.9937 391.703147 5 14
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 11796 0.6192023 22181.403030 26.028703 4.9983035 2000-2009 –> 2010-2019 1.1648719 0.5456696 36354.7894 39.043364 7 17
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 11796 0.6191817 22180.618631 26.000995 4.9957275 2000-2009 –> 2010-2019 1.1649482 0.5457665 36357.0940 39.005324 6 17
Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 11796 0.6685793 23991.452950 791.534459 6.2748368 2000-2009 –> 2010-2019 1.1789957 0.5104163 37001.9441 1248.851991 16 19
Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 11796 0.6195285 22191.827281 6.476809 5.0823824 2000-2009 –> 2010-2019 1.1812025 0.5616740 36866.5586 11.577533 9 25
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 11796 0.6051114 21638.328648 804.582463 3.2863821 2000-2009 –> 2010-2019 1.1830822 0.5779708 36813.0723 1238.704856 3 22
Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 11796 0.6701793 24047.844598 931.301136 6.2233680 2000-2009 –> 2010-2019 1.1839823 0.5138030 37173.4844 1299.698483 20 24
Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2589 0.7748227 6040.247213 366.545847 2.9644791 1982-1999 –> 2000-2009 1.6118019 0.8369792 11234.1080 850.236812 1 3
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2589 0.7862693 6116.182923 267.772444 3.3656058 1982-1999 –> 2000-2009 1.6312861 0.8450168 11349.9357 404.524982 3 11
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2589 0.7869181 6120.454089 420.948495 3.3634849 1982-1999 –> 2000-2009 1.6315949 0.8446768 11352.5271 551.671287 4 11
Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2589 0.7882578 6129.262050 433.482148 3.3738253 1982-1999 –> 2000-2009 1.6333936 0.8451357 11363.6024 896.475690 5 14
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2589 0.7895577 6137.793776 620.129943 3.3785601 1982-1999 –> 2000-2009 1.6398289 0.8502712 11397.4206 886.653746 6 18
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2589 0.8074137 6253.590584 58.927664 3.2387494 1982-1999 –> 2000-2009 1.6446248 0.8372111 11448.6077 74.436248 13 17
Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 2589 0.8040408 6229.914967 381.146738 3.1092947 1982-1999 –> 2000-2009 1.6475007 0.8434599 11453.9704 1346.420929 11 17
Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 2589 0.8176190 6316.627893 57.270986 3.4374195 1982-1999 –> 2000-2009 1.6557832 0.8381642 11514.3942 71.949546 16 21
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2589 0.8267821 6376.335290 102.512866 3.0424720 1982-1999 –> 2000-2009 1.6611781 0.8343960 11557.2938 126.362109 20 21
Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2589 0.8150580 6300.383156 353.714123 3.7517269 1982-1999 –> 2000-2009 1.6640569 0.8489990 11551.7600 461.893026 15 26
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2872 1.0813463 8613.602781 368.042731 3.3361634 2000-2009 –> 2010-2019 1.8676156 0.7862693 14729.7857 635.815174 2 5
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2872 1.0810364 8611.956684 489.374100 3.3368687 2000-2009 –> 2010-2019 1.8679545 0.7869181 14732.4108 910.322596 1 5
Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2872 1.0824183 8619.294619 776.729882 3.3334607 2000-2009 –> 2010-2019 1.8706762 0.7882578 14748.5567 1210.212031 3 8
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2872 1.0870739 8643.947407 798.109285 3.3240747 2000-2009 –> 2010-2019 1.8766317 0.7895577 14781.7412 1418.239228 4 10
Pacific (28.3, Inf] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2872 1.0899612 8657.183321 232.008110 3.2569843 2000-2009 –> 2010-2019 1.8833312 0.7933700 14817.9182 383.576375 6 13
Pacific (28.3, Inf] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2872 1.0899049 8656.886620 203.837604 3.2566566 2000-2009 –> 2010-2019 1.8838388 0.7939338 14821.3002 347.010051 5 13
Pacific (28.3, Inf] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2872 1.0907405 8661.288679 537.357039 3.2580070 2000-2009 –> 2010-2019 1.8865682 0.7958276 14838.0387 967.300494 7 16
Pacific (28.3, Inf] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2872 1.0929521 8672.923448 344.404511 3.2630731 2000-2009 –> 2010-2019 1.8914694 0.7985173 14867.1444 562.565624 9 19
Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2872 1.1189879 8810.150080 684.660840 3.9078050 2000-2009 –> 2010-2019 1.8938107 0.7748227 14850.3973 1051.206687 14 15
Pacific (28.3, Inf] 4 cstar_tref ~ aou + nitrate + silicate + phosphate_star 2872 1.1205067 8815.941203 600.110746 3.8751547 2000-2009 –> 2010-2019 1.8955558 0.7750491 14855.7006 951.253456 15 17

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2009 5.9608029 947.9087
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 4.6027170 738.2887
Atlantic (26,26.5] 1982-1999 –> 2000-2009 7.9362348 3526.9197
Atlantic (26,26.5] 2000-2009 –> 2010-2019 8.1998337 3389.0793
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 5.7390736 4533.6842
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 7.2141104 4513.1863
Atlantic (26.75,27] 1982-1999 –> 2000-2009 4.1087959 7199.7501
Atlantic (26.75,27] 2000-2009 –> 2010-2019 5.1415584 7146.1119
Atlantic (27,27.25] 1982-1999 –> 2000-2009 3.8676919 8841.3941
Atlantic (27,27.25] 2000-2009 –> 2010-2019 4.5792727 9422.3420
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 5.4835235 18287.2661
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 6.8898459 20219.1962
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 4.2436264 30601.1333
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 4.6450541 33272.3217
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 2.2069160 7819.5900
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 2.5080068 9089.1589
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 3.9711449 11004.4164
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 4.5024894 11963.3030
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 7.2376019 16956.6073
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 7.3644811 16997.6975
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 1.7667829 4399.7615
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 2.3290182 5579.3088
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 1.9999495 6807.3801
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 2.4221559 8710.8046
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 1.7505562 10808.0156
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 1.9157602 13658.2842
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 1.3008066 11544.3199
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 1.3543066 14158.2112
Indian (-Inf,26] 1982-1999 –> 2000-2009 3.9833965 3093.5062
Indian (-Inf,26] 2000-2009 –> 2010-2019 1.9135904 962.2542
Indian (26,26.5] 1982-1999 –> 2000-2009 3.9257261 5494.2705
Indian (26,26.5] 2000-2009 –> 2010-2019 2.1093640 1749.2691
Indian (26.5,26.75] 1982-1999 –> 2000-2009 2.8164044 4297.4329
Indian (26.5,26.75] 2000-2009 –> 2010-2019 1.8533323 1727.8412
Indian (26.75,27] 1982-1999 –> 2000-2009 2.5209318 6716.8025
Indian (26.75,27] 2000-2009 –> 2010-2019 1.7530027 3192.2234
Indian (27,27.25] 1982-1999 –> 2000-2009 4.0284374 9244.3485
Indian (27,27.25] 2000-2009 –> 2010-2019 3.3119704 4919.3431
Indian (27.25,27.5] 1982-1999 –> 2000-2009 3.2967242 10049.4214
Indian (27.25,27.5] 2000-2009 –> 2010-2019 2.8603587 5131.3103
Indian (27.5,27.75] 1982-1999 –> 2000-2009 2.3314937 10747.2472
Indian (27.5,27.75] 2000-2009 –> 2010-2019 2.4657152 6341.7063
Indian (27.75,27.85] 1982-1999 –> 2000-2009 1.9743234 3860.4957
Indian (27.75,27.85] 2000-2009 –> 2010-2019 2.2937165 2457.0343
Indian (27.85,27.95] 1982-1999 –> 2000-2009 2.0713759 4722.4633
Indian (27.85,27.95] 2000-2009 –> 2010-2019 2.5008343 3330.0004
Indian (27.95,28.05] 1982-1999 –> 2000-2009 2.3767120 5978.2570
Indian (27.95,28.05] 2000-2009 –> 2010-2019 2.6217286 3752.3740
Indian (28.05,28.1] 1982-1999 –> 2000-2009 2.7092326 3830.6587
Indian (28.05,28.1] 2000-2009 –> 2010-2019 2.6766965 2312.6456
Indian (28.1,28.2] 1982-1999 –> 2000-2009 1.6882409 7996.4053
Indian (28.1,28.2] 2000-2009 –> 2010-2019 1.6460347 5161.7646
Indian (28.2,28.3] 1982-1999 –> 2000-2009 0.7867702 5463.5490
Indian (28.2,28.3] 2000-2009 –> 2010-2019 1.0027234 4531.5758
Indian (28.3, Inf] 1982-1999 –> 2000-2009 0.6233853 2073.6896
Indian (28.3, Inf] 2000-2009 –> 2010-2019 0.7763324 3434.8289
Pacific (-Inf,26] 1982-1999 –> 2000-2009 10.4544964 19041.6724
Pacific (-Inf,26] 2000-2009 –> 2010-2019 9.8694317 33328.5341
Pacific (26,26.5] 1982-1999 –> 2000-2009 6.3047215 16626.7857
Pacific (26,26.5] 2000-2009 –> 2010-2019 6.0996563 21372.1909
Pacific (26.5,26.75] 1982-1999 –> 2000-2009 4.4582537 12924.4538
Pacific (26.5,26.75] 2000-2009 –> 2010-2019 5.3769920 17974.6358
Pacific (26.75,27] 1982-1999 –> 2000-2009 5.2838579 17921.4488
Pacific (26.75,27] 2000-2009 –> 2010-2019 5.8437630 23899.8679
Pacific (27,27.25] 1982-1999 –> 2000-2009 4.8052004 22819.8949
Pacific (27,27.25] 2000-2009 –> 2010-2019 4.9279551 31120.9045
Pacific (27.25,27.5] 1982-1999 –> 2000-2009 4.6868939 31121.8659
Pacific (27.25,27.5] 2000-2009 –> 2010-2019 4.9061958 41044.9846
Pacific (27.5,27.75] 1982-1999 –> 2000-2009 3.8355664 30770.5125
Pacific (27.5,27.75] 2000-2009 –> 2010-2019 4.0981767 41866.9394
Pacific (27.75,27.85] 1982-1999 –> 2000-2009 3.1092979 10545.8544
Pacific (27.75,27.85] 2000-2009 –> 2010-2019 3.1431698 13796.4008
Pacific (27.85,27.95] 1982-1999 –> 2000-2009 2.6908279 11181.5130
Pacific (27.85,27.95] 2000-2009 –> 2010-2019 2.7592343 15697.7151
Pacific (27.95,28.05] 1982-1999 –> 2000-2009 2.2986481 11556.0801
Pacific (27.95,28.05] 2000-2009 –> 2010-2019 2.4121893 18352.9669
Pacific (28.05,28.1] 1982-1999 –> 2000-2009 2.3844124 7099.3230
Pacific (28.05,28.1] 2000-2009 –> 2010-2019 2.2675560 10176.0110
Pacific (28.1,28.2] 1982-1999 –> 2000-2009 2.3603906 16245.2028
Pacific (28.1,28.2] 2000-2009 –> 2010-2019 2.0343099 20750.4623
Pacific (28.2,28.3] 1982-1999 –> 2000-2009 1.5203199 26253.9237
Pacific (28.2,28.3] 2000-2009 –> 2010-2019 1.1524169 35916.4653
Pacific (28.3, Inf] 1982-1999 –> 2000-2009 1.6421049 11422.3620
Pacific (28.3, Inf] 2000-2009 –> 2010-2019 1.8817452 14804.2994

5.5 Target variable coefficients

A data frame to map the target variable is prepared.

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

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

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

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

lm_best_target <- left_join(lm_best_target, lm_all_fitted_wide)

rm(eras_era, eras_forward, eras_backward,
   lm_all_fitted)

5.6 Plot selected model residuals

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

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

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

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

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

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

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

5.7 Cant coeffcients

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

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

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

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

5.8 Write files

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

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

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

6 Model diagnotics

6.1 Selection criterion vs predictors

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

6.1.1 All models

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

6.1.2 Best models

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

6.2 RMSE correlation between eras

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

6.2.1 All models

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

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

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

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26] 6 5 6 7 10 7 8
(26,26.5] 8 6 8 7 8 6 7
(26.5,26.75] 7 6 7 6 7 8 8
(26.75,27] 8 4 7 7 3 10 8
(27,27.25] 7 6 7 6 6 10 7
(27.25,27.5] 7 10 6 5 5 6 9
(27.5,27.75] 5 2 5 8 10 6 9
(27.75,27.85] 6 3 5 5 10 8 8
(27.85,27.95] 6 2 6 6 10 5 8
(27.95,28.05] 4 3 4 8 9 6 10
(28.05,28.1] 6 3 5 6 9 6 10
(28.1,28.15] 5 2 6 7 8 6 10
(28.15,28.2] 9 10 3 6 4 4 7
(28.2, Inf] 9 10 3 4 10 3 5
total 93.00 72.00 78.00 88.00 109.00 91.00 114.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 6 6 6 8 10 8 6
(26,26.5] 9 7 7 7 7 6 7
(26.5,26.75] 6 7 7 7 6 6 10
(26.75,27] 8 5 8 6 5 10 6
(27,27.25] 9 7 6 4 6 10 6
(27.25,27.5] 6 8 4 7 9 8 7
(27.5,27.75] 7 6 7 6 10 6 7
(27.75,27.85] 5 4 4 6 10 10 6
(27.85,27.95] 6 4 4 6 10 10 6
(27.95,28.05] 4 2 4 8 10 5 10
(28.05,28.1] 6 2 6 6 8 5 10
(28.1,28.15] 5 2 6 7 8 6 10
(28.15,28.2] 7 10 2 6 5 5 8
(28.2, Inf] 9 10 3 4 10 3 5
total 93.00 80.00 74.00 88.00 114.00 98.00 104.00
Indian - 1982-1999 --> 2000-2009
(-Inf,26] 6 4 6 7 10 4 10
(26,26.5] 6 4 6 7 4 10 10
(26.5,26.75] 4 5 5 8 5 10 10
(26.75,27] 5 5 4 8 5 10 10
(27,27.25] 4 10 5 8 5 5 10
(27.25,27.5] 4 10 5 8 4 5 10
(27.5,27.75] 4 10 5 8 4 5 10
(27.75,27.85] 4 3 6 7 6 9 6
(27.85,27.95] 3 3 4 8 10 10 5
(27.95,28.05] 3 3 4 9 10 10 5
(28.05,28.1] 5 4 4 3 10 8 10
(28.1,28.2] 8 10 6 8 5 2 5
(28.2,28.3] 8 10 7 6 5 3 8
(28.3, Inf] 7 9 7 5 4 10 6
total 71.00 90.00 74.00 100.00 87.00 101.00 115.00
Indian - 2000-2009 --> 2010-2019
(-Inf,26] 5 2 5 8 6 8 10
(26,26.5] 5 5 5 8 3 10 10
(26.5,26.75] 3 3 3 8 5 10 10
(26.75,27] 3 2 4 8 5 10 10
(27,27.25] 6 10 0 6 6 5 7
(27.25,27.5] 3 10 0 4 4 6 9
(27.5,27.75] 0 9 6 8 5 6 7
(27.75,27.85] 5 3 7 5 6 9 7
(27.85,27.95] 4 2 4 8 10 10 5
(27.95,28.05] 3 3 4 8 10 9 6
(28.05,28.1] 3 6 5 4 9 7 10
(28.1,28.2] 8 10 3 6 5 5 6
(28.2,28.3] 8 5 7 5 10 8 6
(28.3, Inf] 7 6 8 6 7 10 4
total 63.00 76.00 61.00 92.00 91.00 113.00 107.00
Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 8 9 6 5 7 5 9
(26,26.5] 8 4 7 7 4 10 8
(26.5,26.75] 8 4 7 7 3 10 8
(26.75,27] 8 9 8 7 3 5 7
(27,27.25] 8 10 7 7 3 4 8
(27.25,27.5] 5 8 7 6 10 7 7
(27.5,27.75] 6 5 6 4 10 10 7
(27.75,27.85] 4 8 4 6 10 10 6
(27.85,27.95] 6 6 5 6 10 7 9
(27.95,28.05] 6 3 4 6 10 6 10
(28.05,28.1] 7 4 3 5 7 9 10
(28.1,28.2] 6 3 5 6 6 10 10
(28.2,28.3] 5 10 6 7 4 10 5
(28.3, Inf] 5 10 5 7 10 5 5
total 90.00 93.00 80.00 86.00 97.00 108.00 109.00
Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 8 9 6 6 7 5 8
(26,26.5] 7 3 7 7 4 10 9
(26.5,26.75] 8 4 7 7 3 10 8
(26.75,27] 7 7 7 6 3 9 8
(27,27.25] 7 10 7 7 4 5 8
(27.25,27.5] 5 10 6 6 9 6 7
(27.5,27.75] 6 5 6 4 10 10 7
(27.75,27.85] 5 9 4 4 10 10 5
(27.85,27.95] 7 8 5 6 10 7 6
(27.95,28.05] 6 3 4 6 10 6 10
(28.05,28.1] 6 3 4 6 10 6 10
(28.1,28.2] 5 3 5 4 9 10 9
(28.2,28.3] 4 6 7 6 8 10 8
(28.3, Inf] 8 10 6 8 5 2 6
total 89.00 90.00 81.00 83.00 102.00 106.00 109.00

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

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

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

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

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

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

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